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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "9e9ed4dc", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Processing /home/sarverott/__WORKSHOP/forge/Apokryf_Institute_of_Technomantic_Research/laughing-computing-machine\n", | |
" Installing build dependencies ... \u001b[?25ldone\n", | |
"\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n", | |
"\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n", | |
"\u001b[?25hBuilding wheels for collected packages: tickable\n", | |
" Building wheel for tickable (pyproject.toml) ... \u001b[?25ldone\n", | |
"\u001b[?25h Created wheel for tickable: filename=tickable-0.2.0-py3-none-any.whl size=13015 sha256=1ebc0889f47245e8772d04c7bf18d94ade1705a1a028c68ef110420ab91ddb4a\n", | |
" Stored in directory: /tmp/pip-ephem-wheel-cache-irp22vu1/wheels/d5/91/02/f06736188fd12fa44957303ad1cffb3fca5de8939ff4514a98\n", | |
"Successfully built tickable\n", | |
"Installing collected packages: tickable\n", | |
" Attempting uninstall: tickable\n", | |
" Found existing installation: tickable 0.2.0\n", | |
" Uninstalling tickable-0.2.0:\n", | |
" Successfully uninstalled tickable-0.2.0\n", | |
"Successfully installed tickable-0.2.0\n", | |
"Note: you may need to restart the kernel to use updated packages.\n" | |
] | |
} | |
], | |
"source": [ | |
"%pip install git+https://github.com/sarverott/laughing-computing-machine.git --force-reinstall --upgrade --no-cache-dir\n", | |
"\n", | |
"import tickable" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "76a66b18", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"from matplotlib import pyplot as plt\n", | |
"import seaborn as sns\n", | |
"from deap import creator, base, tools, algorithms\n", | |
"import random\n", | |
"\n", | |
"import tickable.helpers\n", | |
"from tickable.genealogers import chaos_evaluate, MutatorManager\n", | |
"from tickable.plots import plot_first_move_preference\n", | |
"from tickable.plots import plot_genome_similarity\n", | |
"from tickable.plots import game_predictions\n", | |
"from tickable.plots import plot_fitness_3d\n", | |
"from tickable.plots import plot_fitness_over_time\n", | |
"from tickable.plots import plot_all_statistics\n", | |
"from tickable.plots import plot_all_statistics\n", | |
"from tickable.plots import plot_tactic_effectiveness\n", | |
"from tickable.plots import plot_tactic_histogram\n", | |
"from tickable.resolvers import games_record, build_tactic_index\n", | |
"\n", | |
"#games_record = []" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "3c31a6e4", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"\n", | |
"# Przygotowanie środowiska DEAP\n", | |
"creator.create(\"FitnessMax\", base.Fitness, weights=(1.0,))\n", | |
"creator.create(\"Individual\", list, fitness=creator.FitnessMax)\n", | |
"\n", | |
"toolbox = base.Toolbox()\n", | |
"toolbox.register(\"attr_perm\", random.sample, range(9), 9)\n", | |
"toolbox.register(\"individual\", tools.initIterate, creator.Individual, toolbox.attr_perm)\n", | |
"toolbox.register(\"population\", tools.initRepeat, list, toolbox.individual)\n", | |
"\n", | |
"# Losowa funkcja oceny — tylko do symulacji wizualizacji\n", | |
"# def dummy_evaluate(individual):\n", | |
"# return (random.uniform(0, 1),)\n", | |
"#toolbox.register(\"evaluate\", dummy_evaluate)\n", | |
"\n", | |
"toolbox.register(\"evaluate\", chaos_evaluate)\n", | |
"toolbox.register(\"mate\", tools.cxTwoPoint)\n", | |
"toolbox.register(\"mutate\", tools.mutShuffleIndexes, indpb=0.2)\n", | |
"toolbox.register(\"select\", tools.selTournament, tournsize=3)\n", | |
"\n", | |
"# --- Symulacja ewolucji + agregacja statystyk ---\n", | |
"pop = toolbox.population(n=30)\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "0ccf33c0", | |
"metadata": {}, | |
"source": [ | |
"# test 1" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "5cf68514", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 1000x800 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"\n", | |
"plot_genome_similarity(pop)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "9969e64a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x800 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1400x600 with 3 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x800 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1400x600 with 3 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x800 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1400x600 with 3 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x800 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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ohI8++kgAIKxZs0Ys9/PzEwAI33//vUaM2s4vMDBQkEgkQkREhEYdU6dOVdu2Xr16gpeXV651pqenCzVr1hQ++ugjjWNVqlRJmDx5svh8zZo1AgDBy8tL7XqcPXu2AEDYuXOnWObs7CwAEPbv369Rb3bartsNGzYIUqlUOHHihNq2K1asEAAIp06dEgRBEC5evCgAEEaPHq22nb+/vwBALXbVddWzZ0+NGLS18+bNmwUAwvHjxzXqKInXpi5evnwpeHl5CU5OTkJUVFS+Y/X29ha8vb3F57q+T28KDw8XbG1thdatW4vv+ZEjRwQAQo0aNdQ+sxYtWiQAEK5fvy4IQtb1am9vL9SsWVN4+fKluN0///wjABAmTZokCIJun1VxcXGCmZmZ0LhxY7W6BEEQlEql+H8/Pz/B2dk5x3oEQRCePn0qGBgYCG3bthUUCoVYvnTpUgGAsHr1arX469atq3aeK1euFACotW9OAAhSqVS4efOmWrmqDY8cOaJWrvp8z/6507JlS8HMzEztc+TN89b1etdWf/ZYs/8cElHZo7p3yO3h6ekpbh8eHi7IZDJhxowZavVcv35d0NPTUyvX9T5p2LBhgrY/91SfX3Z2dkJcXJxYPmHCBAGAUKdOHSEjI0Ms79mzp2BgYKB2L6vrPa+3t7cAQJg3b55YlpaWJtStW1ewt7cX76t0vXfPier+a9u2bWJZfHy84OjoKNSrV08sU70vzZs3F38XC4IgJCYmCpaWlsLAgQPV6o2OjhYsLCzUylV1nD9/XixTKpWCm5ub4OPjo/Y7JSUlRXB1dRXatGkjluV0b5afa0DVruvXrxfL0tLSBAcHB+Gzzz4Ty1avXi0AEObPn6/RZtnjfPP3luocw8LCNPbLTnUvPmLECLV6O3ToIBgYGAjPnj0TBEEQ/v77bwGAMH36dLX9u3fvLkgkEuHevXtimbOzs+Dn55frcVXXsJGRkfDw4UOx/OzZswIAYcyYMWKZqr2z0/UeUHVdZb8vfvr0qSCXy4VvvvlGLKtTp47QoUOHXGPOTqlUCp9++qlgamoq3tcoFAqhQoUKQo8ePdS2nT9/viCRSITQ0FCd6ycqyzhcnUqMNm3a4MyZM+jUqROuXr2K2bNnw8fHB+XLl8euXbu07pOcnIyuXbvCysoKmzdvFueOkclkMDAwAJDV6yo2NhaZmZlo0KABLl26pFFPjx49YGVlJT5v0aIFACA0NBQAYGRkBAMDAxw9elRjeHJ22eddTExMxPPnz9GiRQukpKTgzp07OrXD119/rfa8RYsWiImJQUJCgtbjqHoIeHt7IzQ0FPHx8bnW36JFC3GIaGJiIq5evYpBgwbB1tZWLD9x4gQsLS3FXpsWFhbo3LkzNm/eLH7TrFAo8Mcff6BLly7iHEL79++Hvr4+Bg4cKB5PKpXm2isue29LbeeXnJyM58+fo2nTphAEAZcvX9bYXlubqd47bXW+ePEC8fHxaNGihcb1cOPGDURGRmrtFTlo0CC1eQqHDBkCPT097N27V207V1dXtSH8b8rpuv3zzz9Ro0YNuLu74/nz5+Ljo48+AgBxyNb+/fsBZPVCyC63xbnebCNAvU1SU1Px/PlzfPDBBwCg9eekJF6buhg6dCiuX7+Obdu2wcHB4a1j1fV9yi41NRXdunWDsbGx2nuu0q9fP/EzS9UWwOvPoAsXLuDp06cYOnSo2rxZHTp0gLu7O/bs2SOeU16fVQcPHkRiYiK+//57jTm43uy9m5dDhw4hPT0do0ePVltYaeDAgTA3NxfjUsX/9ddfq52nv78/LCwsdD6et7d3gecZffbsGY4fP47+/fujUqVKaq9pO29drnciorz8/PPPOHjwoMZDNWpBZfv27VAqlfD19VX73eLg4AA3Nze13y35vU/Kyeeff672Gdy4cWMAwJdffqm2CE3jxo2Rnp6uNj1Kfu559fT0MHjwYPG5gYEBBg8ejKdPn+LixYsA8n/vro2TkxO6du0qPldNLXT58mVER0erbTtw4EC138UHDx5EXFwcevbsqdb+MpkMjRs3znPY/JUrV3D37l306tULMTEx4v7Jycn4+OOPcfz4cY3F/N78PZOfawAATE1N8eWXX4rPDQwM0KhRI7V74G3btsHW1lbrPWJ+f+fnJvsIG9X0Munp6Th06BCArFFSMpkMI0eOVNvvm2++gSAI2LdvX4GO26VLF5QvX1583qhRIzRu3Fjj3vxN+bkH9PDwEO/LAMDOzg7Vq1dXa2dLS0vcvHkTd+/e1SnuadOm4Z9//sHatWvF+xqpVIrevXtj165dSExMFLf9/fff0bRpU7i6uupUN1FZx+HqVKI0bNgQ27dvR3p6Oq5evYodO3ZgwYIF6N69O65cuaLxx+3AgQNx//59nD59GjY2NmqvrVu3DvPmzcOdO3fUhgRp+wXx5h+8qoSnKkkgl8sxa9YsfPPNNyhXrhw++OADfPrpp+jbt69a0uTmzZv48ccf8e+//2r8IZxXgkeXWMzNzQEAp06dwuTJk3HmzBmNORHj4+NzTRq0aNECK1aswL1793D//n1IJBI0adJETDANHDgQJ06cQLNmzdSSFn379sUff/yBEydOoGXLljh06BCePHmCPn36iNtERETA0dFRHHauUrVqVa2x6Onpqc2DpBIZGYlJkyZh165dGomaN9vR0NBQY+ivlZWVxn7//PMPpk+fjitXrqjNm/jmDd6ePXtQrlw5NGjQQCMuNzc3teempqZwdHTUmK8or5uQnK7bu3fv4vbt2xrno6Ka6D4iIgJSqVTjODm1c04xxcbGIiAgAFu2bNFY3Evb9VpSr83c/PLLL1izZg1++eUXMYGrUtBYdX2fshsyZAhu3bqFkydPwtbWVuP1vD6DIiIiAEDrfEzu7u7ikH5dPqtUc3DlJ1Gck5ziMjAwQOXKlcXXVf+++TOkr6+PypUr63y8t7nBV/0xout563K9ExHlpVGjRlrvKaysrNSGsd+9exeCIGh8Tqpk/5I1P/dJuXnzc071e+/NKURU5dmPlZ97XicnJ41FdapVqwYga25F1e/n/Ny7a1O1alWN+7rsx8l+z/5mnarklOoLyzfl9bmv2j+nKZqArHbJ3qlCWwy6XgMAUKFCBY3ztbKyUpvf/P79+6hevbpa0rqwSaVSjd/l2dsdyLoPcHJygpmZmdp2NWrUEF8vCG1tVa1aNWzdujXX/fJzD/jmzwmg+bfG1KlT0blzZ1SrVg01a9ZEu3bt0KdPH40vM4CszgoBAQGYMGECPvvsM7XX+vbti1mzZmHHjh3o27cvgoODcfHiRY05bIkoZ0xyUolkYGCAhg0bomHDhqhWrRr69euHP//8U20ukkWLFmHz5s3YuHGjxjw9GzduhL+/P7p06YJvv/0W9vb2kMlkCAwMVJtkWyWn1QNVvRYBYPTo0ejYsSP+/vtvBAUFYeLEiQgMDMS///6LevXqIS4uDt7e3jA3N8fUqVNRpUoVGBoa4tKlSxg/frzGt7c5ySuW+/fv4+OPP4a7uzvmz5+PihUrwsDAAHv37sWCBQvyPI5qYvPjx48jNDQU9evXFyd3X7x4MZKSknD58mWN+el8fHxQrlw5bNy4ES1btsTGjRvh4ODwViskyuVyjWSVQqFAmzZtEBsbi/Hjx8Pd3R0mJiZ49OgR/P39Nc5Pl5UfT5w4gU6dOqFly5ZYtmwZHB0doa+vjzVr1qgttAJkfdPcrl27t/p2O7eV1HO7bpVKJWrVqoX58+dr3VfXeQt1jcnX1xenT5/Gt99+i7p168LU1BRKpRLt2rXTeh2V1GszJ+fOncOoUaMwYMAADBo0SO21t4k1v+/TsmXLsHbtWqxevRpeXl5a99HlM0hXeX1Wvc+0Xcc5/azqsuBbbvJ6T4rquERUNimVSkgkEuzbt0/r54+pqSmA/N8n5Sanz7m8Pv8K6543u/zeu7+tN3+fqGLesGGDWjJUJa8koWr/OXPm5Dh/qOo9zC0GXa4BlcK8dyhL8nsPqEs7t2zZEvfv38fOnTtx4MAB/Pbbb1iwYAFWrFiBAQMGiNuFhYWhd+/eaNOmDaZPn65Rp4eHB7y8vLBx40b07dsXGzduhIGBAXx9fQvp7IlKPyY5qcRTffsdFRUllp04cQLjxo3D6NGjxRW5s/vrr79QuXJlbN++Xe0P0bedsLlKlSr45ptv8M033+Du3buoW7cu5s2bh40bN+Lo0aOIiYnB9u3b0bJlS3GfsLCwtzrmm3bv3o20tDTs2rVL7ZtFXVefrFSpEipVqoQTJ04gNDRUHH7RsmVLjB07Fn/++ScUCoXaOQBZv+B79eqFtWvXYtasWfj77781hvo4OzvjyJEjSElJUevNqW2V6Jxcv34dISEhWLduHfr27SuWq1YnLIht27bB0NAQQUFBkMvlYvmaNWvUtouLi8Pp06dzXNTm7t27+PDDD8XnSUlJiIqKQvv27XWKI6/rtkqVKrh69So+/vjjXJOszs7OUCqVCAsLU/sGOz/t/OLFCxw+fBgBAQGYNGmSWK7rMBttiuva1ObZs2fo3r076tatK64uW1ix6vo+AcDp06cxevRoDB48GP369cuz7pw4OzsDyFrU6s1eJsHBweLr2WPM6bNKtcjAjRs3cu39m9+4svfiSE9PR1hYmPgliGq7u3fvqsWfkZGBsLAw1KlTp8AxqHrFvLkA0Zu9QlTx6bLqamEel4hIF1WqVIEgCHB1dRV7wWmTn/ukwhyOnF1+73kfP36M5ORktd6cISEhACAuiFcY9+737t2DIAhq+795nJyofjfa29sX6At81f7m5uYF7gCg6zWQ3zrPnj2LjIwMjZ6ghUWpVCI0NFQt5jfb3dnZGYcOHUJiYqJab07V1AZv3sfoStt9a0hISK7v99ver+bE2toa/fr1Q79+/ZCUlISWLVtiypQpYpLz5cuX6NatGywtLbF58+YcRyX17dsXY8eORVRUFDZt2oQOHTqo9QAmotxxTk4qMY4cOaL1m0fVnCqq4ZBRUVHw9fVF8+bNc1yxXJV4y17f2bNncebMmQLFlpKSgtTUVLWyKlWqwMzMTBz6rO2Y6enpWLZsWYGOmRNtx4mPj9dI2OWmRYsW+Pfff3Hu3DkxkVS3bl2YmZnhp59+gpGRkdYeZ3369MGLFy8wePBgJCUlqc0DBGT19szIyMCvv/4qlimVSq1JpvycnyAIWLRokc51aKtTIpGo9bAKDw9XW60cAA4cOAAAaNu2rdZ6Vq5cqTZ8avny5cjMzBRXsMyNLtetr68vHj16pNZ+Ki9fvhRX/1TN9/nmtbVkyZI841DR1s4AsHDhQp3r0KXOd3VtZqdQKPDFF18gPT0d27ZtU5sDsjBi1fV9ioqKQvfu3eHl5YXFixfnWW9uGjRoAHt7e6xYsUJtuoV9+/bh9u3b4hyyunxWtW3bFmZmZggMDNTYNr+9P1q3bg0DAwMsXrxYbd9Vq1YhPj5ejKtBgwaws7PDihUrkJ6eLm63du3afK2Oro2zszNkMhmOHz+uVv7mz4ednR1atmyJ1atXIzIyUu21gvR6MTc3h62tbZ7HJSLSRbdu3SCTyRAQEKDxmSQIAmJiYgDk7z5JlVR828/ZN+X3njczMxO//PKL2ra//PIL7OzsxN/phXHv/vjxY+zYsUN8npCQgPXr16Nu3bpae2dm5+PjA3Nzc8ycOVPtXk/l2bNnue7v5eWFKlWqYO7cuUhKSsr3/oDu10B+fPbZZ3j+/DmWLl2q8Vph9vjMXr8gCFi6dCn09fXx8ccfAwDat28PhUKhEceCBQsgkUh0upfW5u+//1abK/bcuXM4e/ZsrvUVxv3qm958b0xNTVG1alW1e7avv/4aISEh2LFjR65Jy549e0IikWDUqFEIDQ3V+HuLiHLHnpxUYowYMQIpKSno2rUr3N3dkZ6ejtOnT+OPP/6Ai4uL2Atq5MiRePbsGb777jts2bJFrY7atWujdu3a+PTTT7F9+3Z07doVHTp0QFhYGFasWAEPDw+tNx55CQkJwccffwxfX194eHhAT08PO3bswJMnT/DFF18AAJo2bQorKyv4+flh5MiRkEgk2LBhQ6EPGWnbti0MDAzQsWNHMdn466+/wt7eXq23a25atGiB33//HRKJRBwiLJPJ0LRpUwQFBaFVq1ZaE0P16tVDzZo1xYVX6tevr/Z6ly5d0KhRI3zzzTe4d+8e3N3dsWvXLsTGxgLQrUeBu7s7qlSpgnHjxuHRo0cwNzfHtm3bcl3wKS8dOnTA/Pnz0a5dO/Tq1QtPnz7Fzz//jKpVq6rNW7Rnzx40b948x7kY09PTxesgODgYy5YtQ/PmzdGpU6c8Y9Dluu3Tpw+2bt2Kr7/+GkeOHEGzZs2gUChw584dbN26FUFBQWjQoAG8vLzw2WefYeHChYiJicEHH3yAY8eOid+a69LO5ubmaNmyJWbPno2MjAyUL18eBw4ceKuex8V5bWa3YsUK/Pvvv2I7ZleuXDm0adPmrWLV9X0aOXIkoqOjMWrUKI25oVTvua709fUxa9Ys9OvXD97e3ujZsyeePHmCRYsWwcXFBWPGjAGg22eVubk5FixYgAEDBqBhw4bo1asXrKyscPXqVaSkpGDdunU6x2VnZ4cJEyYgICAA7dq1Q6dOncSfjYYNG4o35vr6+pg+fToGDx6Mjz76CD169EBYWBjWrFmTrzk5tbGwsMDnn3+OJUuWQCKRoEqVKvjnn3+0zo26ePFiNG/eHPXr18egQYPg6uqK8PBw7NmzB1euXMn3sQcMGICffvoJAwYMQIMGDXD8+HHx55CIKD+qVKmC6dOnY8KECQgPD0eXLl1gZmaGsLAw7NixA4MGDcK4cePydZ+kSiCOHDkSPj4+kMlk4u+Ct5Hfe14nJyfMmjUL4eHhqFatGv744w9cuXIFK1euFHsXFsa9e7Vq1fDVV1/h/PnzKFeuHFavXo0nT57olLwyNzfH8uXL0adPH9SvXx9ffPEF7OzsEBkZiT179qBZs2ZaE4UqUqkUv/32Gz755BN4enqiX79+KF++PB49eoQjR47A3Nwcu3fvzjUGXa+B/Ojbty/Wr1+PsWPHil8gJycn49ChQxg6dCg6d+6cr/q0MTQ0xP79++Hn54fGjRtj37592LNnD/73v/+J85d37NgRH374IX744QeEh4ejTp06OHDgAHbu3InRo0eLPWHzq2rVqmjevDmGDBmCtLQ0LFy4EDY2Nvjuu+9y3Kcw7lff5OHhgVatWsHLywvW1ta4cOEC/vrrL3F02J49e7B+/Xp89tlnuHbtmtrfH6ampujSpYv43M7ODu3atcOff/4JS0tLrYuhElEuimrZdqL82rdvn9C/f3/B3d1dMDU1FQwMDISqVasKI0aMEJ48eSJu5+3tLQDQ+pg8ebIgCIKgVCqFmTNnCs7OzoJcLhfq1asn/PPPP4Kfn5/g7Ows1hUWFiYAEObMmaMRT/b6nj9/LgwbNkxwd3cXTExMBAsLC6Fx48bC1q1b1fY5deqU8MEHHwhGRkaCk5OT8N133wlBQUECAOHIkSO5nv/kyZMFAMKzZ8/UytesWSMAEMLCwsSyXbt2CbVr1xYMDQ0FFxcXYdasWcLq1as1tsvJzZs3BQBCjRo11MqnT58uABAmTpyY476zZ88WAAgzZ87U+vqzZ8+EXr16CWZmZoKFhYXg7+8vnDp1SgAgbNmyRdzOz89PMDEx0VrHrVu3hNatWwumpqaCra2tMHDgQOHq1asCAGHNmjV51qFqy+xWrVoluLm5CXK5XHB3dxfWrFmjtp1SqRTs7e2F2bNna9Sneg+OHTsmDBo0SLCyshJMTU2F3r17CzExMWrbOjs7Cx06dNCoQ5frVhAEIT09XZg1a5bg6ekpyOVywcrKSvDy8hICAgKE+Ph4cbvk5GRh2LBhgrW1tWBqaip06dJFCA4OFgAIP/30k0ZbvHldCYIgPHz4UOjatatgaWkpWFhYCJ9//rnw+PFjjZjel2vzzXi1Pby9vfMdq7e3t9p+gqDb+6TLe37kyBEBgPDnn3+q1a/6bMp+vQuCIPzxxx9CvXr1BLlcLlhbWwu9e/cWHj58KL6u62eV6vybNm0qGBkZCebm5kKjRo2EzZs3i6+/+XmZm6VLlwru7u6Cvr6+UK5cOWHIkCHCixcvNLZbtmyZ4OrqKsjlcqFBgwbC8ePHtbavNgCEYcOGaX3t2bNnwmeffSYYGxsLVlZWwuDBg4UbN25obcMbN26I172hoaFQvXp1tesqP9d7SkqK8NVXXwkWFhaCmZmZ4OvrKzx9+lTjZ4iIyh7VZ8b58+e1vu7t7S14enpqlG/btk1o3ry5YGJiIpiYmAju7u7CsGHDhODgYHEbXe+TMjMzhREjRgh2dnaCRCIR73lyuv/N6XeStnPR9Z5XdZ4XLlwQmjRpIhgaGgrOzs7C0qVL1Y6h6717TlT3X0FBQULt2rXF+z1dzuXNNvDx8REsLCwEQ0NDoUqVKoK/v79w4cIFneq4fPmy0K1bN8HGxkaQy+WCs7Oz4OvrKxw+fFjcJrd7M0HQ7RrI6frR1l4pKSnCDz/8ILi6ugr6+vqCg4OD0L17d+H+/fviNm/+3tL2O08b1b34/fv3hbZt2wrGxsZCuXLlhMmTJwsKhUJt28TERGHMmDGCk5OToK+vL7i5uQlz5swRlEql2nbOzs6Cn59frsfNfg3PmzdPqFixoiCXy4UWLVoIV69eVdtW298Fut4D5nZfn/3eZfr06UKjRo0ES0tLwcjISHB3dxdmzJghpKenC4Lwuj21PbRd31u3bhUACIMGDcq1HYhIk0QQODMxEelu0aJFGDNmDMLDw7WuNqjN33//ja5du+LkyZNo1qxZEUeoOx8fH/Fb7HPnzqFx48a4efMmPDw81LZbu3Yt+vXrh/Pnz2tdIbWkuHLlCurVq4eNGzdqnfOzuAwePBgeHh4YNWpUcYdCRERE71CrVq3w/PnzQpsPOScuLi6oWbMm/vnnnyI9TmmkUCigp6eHadOm4ccff8zXvv7+/vjrr78KNFLubYSHh8PV1RVz5szJd+/W98HOnTvRpUsXHD9+XJy+iYh0w+HqRKQzQRCwatUqeHt755jgfPnypdpqkQqFAkuWLIG5ubnG8PbiFBkZidOnT2Pfvn1i2cyZMzUSnCXVm+0MZM2nKZVKdVqY513JyMjAunXr8ODBg+IOhYiIiIjeoBqibWtrW8yRkMqvv/6KypUri1M3EZHumOQkojwlJydj165dOHLkCK5fv46dO3fmuO2IESPw8uVLNGnSBGlpadi+fTtOnz6NmTNnaiTlitOzZ8+gVCpx584dKBQKNGrUCI0aNSrusHQ2e/ZsXLx4ER9++CH09PSwb98+7Nu3D4MGDULFihWLOzxRQkIC0tLSEBwcjIcPH6JevXrFHRIRERERIWtV+/Xr10MikeDDDz8s7nDKvC1btuDatWvYs2cPFi1apNM8+0SkjklOIsrTs2fP0KtXL1haWuJ///tfrgvtfPTRR5g3bx7++ecfpKamomrVqliyZIk48XZJUbduXXz88ceoX78++vTpo3Wl7JKsadOmOHjwIKZNm4akpCRUqlQJU6ZMwQ8//FDcoamxsbHBoEGD0LZtWzRv3lxcwZ6IiIiIitd3330HiUSCVatWoXr16sUdTpnXs2dPmJqa4quvvsLQoUOLOxyi9xLn5CQiIiIiIiIiIqJilZiYiIkTJ2LHjh14+vQp6tWrh0WLFqFhw4Y67S8t4viIiIiIiIiIiIiIcjVgwAAcPHgQGzZswPXr19G2bVu0bt0ajx490ml/9uQkIiIiIiIiIiKiYvPy5UuYmZlh586d6NChg1ju5eWFTz75BNOnT8+zDvbkJCIiIiIiIiIiomKTmZkJhUIBQ0NDtXIjIyOcPHlSpzrKZE9OpVKJx48fw8zMjCuWEREREZUBgiAgMTERTk5OkEr5PT8RERFRUUtLS0NaWppamVwuh1wu17p906ZNYWBggE2bNqFcuXLYvHkz/Pz8ULVqVQQHB+d5vDKZ5Hz48CEqVqxY3GEQERER0Tv24MEDVKhQobjDUJMwf3Rxh0Ckk/ZHuhZ3CER5qly3WnGHQKST9dMci/X4e/SrF/kxzv/QEwEBAWplkydPxpQpU7Ruf//+ffTv3x/Hjx+HTCZD/fr1Ua1aNVy8eBG3b9/O83h6hRH0+8bMzAxA1k2uubn5OzlmRkYGDhw4gLZt20JfX/+dHPN9wzbKHdsnb2yjvLGNcsf2yRvbKG9so9wVV/skJCSgYsWK4n0gERERERWtCRMmYOzYsWplOfXiBIAqVarg2LFjSE5ORkJCAhwdHdGjRw9UrlxZp+OVySSnaoi6ubn5O01yGhsbw9zcnH/w5IBtlDu2T97YRnljG+WO7ZM3tlHe2Ea5K+724VRFRERERIBEv+jviXIbmp4bExMTmJiY4MWLFwgKCsLs2bN12q9MJjmJiIiIiIiIiIio5AgKCoIgCKhevTru3buHb7/9Fu7u7ujXr59O+zPJSUREREREREREVIZI9Ure6Jb4+HhMmDABDx8+hLW1NT777DPMmDFD59E/THISERERERERERFRsfL19YWvr2+B92eSk4iIiIiIiIiIqAyR6EuLO4RCV/rOiIiIiIiIiIiIiMoU9uQkIiIiIiIiIiIqQ0rinJxviz05iYiIiIiIiIiI6L3GnpxERERERERERERliESfPTmJiIiIiIiIiIiIShT25CQiIiIiIiIiIipDOCcnERERERERERERUQnDnpxERERERERERERlCOfkJCIiIiIiIiIiIiph2JOTiIiIiIiIiIioDOGcnEREREREREREREQlDHtyEr0HFEoBZ8NicfG5BDZhsWhS1R4yaen71oWIiIiIiIiIip5EVvpyCkxyEpVw+29EIWD3LUTFpwKQYf3dC3C0MMTkjh5oV9OxuMMrMZgIJiIiIiIiIiq7mOQkKsH234jCkI2XILxRHh2fiiEbL2H5l/WZ6AQTwURERERERET5IWVPTqKiwV54rwmCgLRMJRJeZmDizpsaCU4AYtkPO27A2kQOuZ4UMqkEejIJ9KQSyKTSV/9mPdeTScX/Z/9XInn/25iJYCIiIiIiIqL8kZTCnAuTnFTs3udeeKqEZEq6AslpmUhJVyApLRMp6ZlITlO8+jcTyekKpKj+Tc9EUprqebZ90hTic4VSW2pTU0xyOnx/OVPg+GVvJD01EqSvkqZ60tdJVPXt30ieyl7vr6e2vbYkq1RLfdoSstmey9TLgaxEb06JYAmAgN230MbDocwmzYmIiIiIiIjKAiY5qVi9y154giAgXaFESpoqEfkqqfgqufhmMjJZI1n5ervsSc1MHROSRcXGxACG+jJkKpVQKAVkKgUoFK/+VQrIVCqRU4iKV9ukv9uQ3xkBQFR8KuYGBaO1Rzm42BjD2sSgVPRgJSIiIiIiIiooiUxa3CEUOiY5qdgolAICdt/KtRfe5F03UcPRHGmZyqwkpNjb8XXy8XWvyGw9J1WJyVdJy6R3kJA01JfCxEAPxnIZTAz0YCLXg7GBTKPMxEAG41f/msj1YCKXwdhAT9zO9NV+1x7Go/dvZ/M87tJe9dGkik2u2yiVAhRCVkIzQ5EtGaqWFNVSrlQiUyGolWvdX6l8/VyRQ7lSQKZCqeW4mtvldPzMbM8VSgHxLzMQk5x3inb5sftYfuw+AMDMUA+utiZwtjGBq40xXFT/tzWBlbE+E6BERERERERE7yEmOd+BsjDfZHqmUmtSMcch3OkKRDxPfjVEXTsBwJOENHjPOVro8cr1pGKC0cTgVTJS/vrf7IlJY4NXiUdVgtJA79Xz1wlMY30Z9Ar5W5APKtvA0cIQ0fGpWhPBEgAOFoZo5GqdZ11SqQRSSKAvAwz1ZYUaZ3E6cz8GPX/9L8/tPJ3M8SI5HY/jU5GYmolrD+Nx7WG8xnbmhnpwsTWBi43Jq3+zkqCuNiawZAKUiIiIiIiISgkuPET5VhLnm8xQDdlOz3zdAzJ7YjKPIdyq56ptk9MykaEouh6SMqkEFkb6ar0iTXPoJZk9WZm1TbaekvJXrxVBQrIoyKQSTO7ogSEbL0ECqCU6VR9Fkzt6lLqEeX40crXWKRG8a3hzyKQSpGYoEBmbgrDnyQh/nozwmJRX/2Yl3BPySIC62ppk6/lpnJUMtTGBlYlBkZ8rEREREREREeWMSc4iVBjzTaoSkqoh2ppDs1WJxzx6Tqa9Tl6mK5RFds4GelKxt6MqqZi9p+TrnpN6eJaUio3/ReZZ58avGuc5HLu0alfTEcu/rJ8tUZ7F4T1ZmKmo5TcRbKgvQ7VyZqhWzkyjrtQMBSJishKgETFZic+s/6eICdCrD+NxVUsC1MJI/3XPz1dD351tjOFqawJLYyZAiYiIiIiIqGTh6uqks7zmmwSAsVuvYv+NaKSkK3Ic0p2eWYQJSZk0Wy/IbIlJXXtFGmjOJ6mfjx6SCqWAw7efFspw7NKsXU1HtPFwwJl7T3HgxFm0bdG4VE55UFCFlQg21JehuoMZqjtoJkBfpisQEZuM8OcpCI9JFnt/hj9PQXRCKuJfZuDqgzhcfRCnsa+lsb44/6dq7k9VQpQJUCIiIiIiIqLCwSRnETkXFpvrfJMAkJKuwN9XHutUX/aEpLHGgjVZC9m8OYRbTEy+udCNgR6MDGQw0CveIdscjq07mVSCxq7WiLktoLGrNdvkDUWdCDYykMHdwRzuDuYar71OgCYj7HkKIrL1AI1OSEVcSgbiUnJOgGYNeX8196e4IJIJLIz1CyX27MrC/MBERERERESUN87JSTp7mph7glOlc10nNHK1fiN5qZ6YNDbQK/aEZFHhcGwqLMWVCM4tAZqSnomIGFXiM2v+z7CYrOHwTxLSEJeSgSspcbiiJQFqpeoBKi6EZCwuiGRhlP8EaEmcH5iIiIiIiIiosDDJWUTszQx12u6LhpXK7HyTKhyOTaWVsYEeajiao4aj9gRouKrnZ0wyIp6nIOzVUPiniWl4kZKBF7kkQFWrvju/SoCqeoFqS4AWxvzAREREREREVHpI2JOTdKXrqs9lfb5JFQ7HprLG2EAPHk7m8HDSTIAmp2X1AA2PSX49B+ir+UDFBGhkHC5Hxmnsa21iIC6A5GJrgkrWxpi2J+f5gSUAAnbfQhsPB/7cERERERER0XuLSc4iwvkmiaigTOS5J0DDY5LFleDDX83/GRaTjGeJaYhNTkdscjouaUmAaiMAiIpPxbmw2DLfq5yIiIiIiKiskEhL37SITHIWIc43SUSFzUSuB08nC3g6WWi8lpSWiYgY9VXgL0a8QOjz5DzrHbj+PKo7mKsthKSaC9TMsPAXQSIiIiIiIiIqTExyFjHON0lE74qplgTomfsx6Pnrf3num5SmwMWIF7gY8ULjNVtTg6y5P21M4Gpr/HpBJFsTmMr5a4SIiIiIiOh9IymFeSn+dfoOcL5JIiouuswPXM5cjl/6NMCDF69WgH+1IFJ4TDKeJ6WLD+0JUHm2np/Ze4AyAUpERERERETvDv8CJSIqxXSZH3hKJ0/UqWiJOhUtNfZPSM1AZLb5P8NjXg+Fj0lOx/OkNDxPSsOFHBKgaj0/bUzg/CoRygQoERERERFR8ZFydXUiInrfvM38wOaG+qhZ3gI1y2vOAZqQmoGI51mLHkU8T0ZYzOuFkLInQM+HayZA7czkaqvAq+b/dLExgQkToERERERERJRP/EuSiKgMKIr5gc0N9VGrggVqVdBMgMa/zHg15D1rCHxWL9Cs57HJ6XiWmIZniTknQF1fJT3f7AXKBCgREREREdHb45ycRET03nqX8wNbGOmjdgVL1K5gqfGaKgGaNQQ+a/5PVS/QFykZYgL0XHisxr72ZnK1+T9dbUyyFkWyNYaxwdv9SlMoBZwNi8XF5xLYhMVykTgiIiIiIqL3CJOcRET0TuWaAE3JeNXjMysBGv4qGRoRk5UAfZqYhqeJaTgXppkALWcuz+r5KQ6Bf70QkpGBLNeY9t+IyjacX4b1dy/AUYfh/ERERERERO8jiVRa3CEUOiY5iYioxLAw1kcdY+2LIMWnZGTN/yn2An29EFJcSgaeJKThSULOCVCXV0Pfs4bAZyVAna1NcCzkKYZsvKSx+nx0fCqGbLyE5V/WZ6KTiIiIiIiohGOSk4iI3gsWxvqoa2yJuloSoHEp6eL8n6qen2Gvnse/fJ0APaslASqVQCPBCWSVSQAE7L6FNh4OHLpORERERESlBufkJCIiKoEsjQ1Q19ggxwRo2HP1IfCqZGhCaiaU2jKcrwgAouJTMXnXDfh4OqC6gxnsTOWQSErfDQEREREREdH7jElOIiIq1SyNDVCvkgHqVbLSeG3T2Qj8b8eNPOvY+F8kNv4XCQCwNjFA9XJmqO6Q7VHOjCu/ExERERHRe0MqK30dN/gXGRERlVmutqY6bdfQxQrPk9IRHpOM2OR0nAmNwZnQGLVtKloboXo5c1R3MEV1B3O4O5jB1dYE+rLSN6E3ERERERFRScMkJxERlVmNXK3haGGI6PhUrfNySgA4WBhiy6AmkEkleJmuwL2nSbgTnYDg6EQEP0nEnehEPEtMw4PYl3gQ+xKHbj8R99eXSVDFzlTs8enuYIbqDuZwsjDkkHciIiIiIio2nJOTiIioFJFJJZjc0QNDNl6CBOoLEKl+5U/u6CEuOmRkIEOtChaoVcFCrZ7Y5PSspGd0gpj4DIlORHK6Aneis55nZybXQ7Xsic9Xw98tjQ2K7mSJiIiIiIhKMSY5iYioTGtX0xHLv6yPgN23EBWfKpY7WBhickcPtKvpmGcd1iYGaFLFBk2q2IhlSqWAR3Ev1Xp8hkQn4v6zJCSmZeJixAtcjHihVk85c7k41F2V+KxqbwpDfVnhnTAREREREZV5Emnpm1aLSU4iIirz2tV0RBsPB5y59xQHTpxF2xaN0aSqvdiDsyCkUgkqWhujorUxWnuUE8vTM5UIfZ6E4OjXic870Yl4FPcSTxLS8CThGY6HPHtdjwRwsTV5lfh8PednJWvjt4qPiIiIiIioNGGSk4iICFlD1xu7WiPmtoDGrtZFlkA00JPC3cEc7g7m6JytPDE1AyFP1BOfwU8SEZeSgdBnyQh9loy916PF7Q31pahWzkxjpXc7Uznn+yQiIiIiolyVtDk5FQoFpkyZgo0bNyI6OhpOTk7w9/fHjz/+qPPfN0xyEhERlQBmhvrwcraGl7O1WCYIAp4mpr2R+EzA3SdJSM1Q4trDeFx7GK9Wj7WJgUbis3o5M5jI3/5XvkIp4GxYLC4+l8AmLPate7sSEREREREBwKxZs7B8+XKsW7cOnp6euHDhAvr16wcLCwuMHDlSpzqY5CQiIiqhJBIJypkbopy5Ibyr2YnlCqWA8Jjk14nPV70+w2OSEZucjjOhMTgTGqNWV0VrI7Xh7u4OZnC1NYG+TLe5ePbfiMo2b6kM6+9egGM+5i0lIiIiIqKSo6T15Dx9+jQ6d+6MDh06AABcXFywefNmnDt3Tuc6mOQkIiJ6z8ikElSxM0UVO1N8Uut1gvFlugJ3n75KemZb8OhZYhoexL7Eg9iXOHT7ibi9viyrnurZV3p3MIeThaHakJD9N6IwZOMltdXnASA6PhVDNl7C8i/rM9FJREREREQF1rRpU6xcuRIhISGoVq0arl69ipMnT2L+/Pk618EkJxERUSlhZCBD7QqWqF3BUq08Njn9VeIzQW2l9+R0Be686g2anZlcD9VeJT6rlTPF4sP3NBKcACAAkAAI2H0LbTwcOHSdiIiIiOg98S56cqalpSEtLU2tTC6XQy6Xa2z7/fffIyEhAe7u7pDJZFAoFJgxYwZ69+6t8/GY5CQiIirlrE0M0KSKDZpUsRHLlEoBj+JeqvX4DIlOxP1nSUhMy8TFiBe4GPEiz7oFAFHxqTgXFqtWPxERERERlW2BgYEICAhQK5s8eTKmTJmise3WrVvx+++/Y9OmTfD09MSVK1cwevRoODk5wc/PT6fjMclJRERUBkmlElS0NkZFa2O09ignlqdnKhH6PAnBr3p4Hg95hpuPE/Ksb+mRuwiPSYankzmqlTODob6sKMMnIiIiIqK3IJHqNjf/25gwYQLGjh2rVqatFycAfPvtt/j+++/xxRdfAABq1aqFiIgIBAYGMslJRERE+WegJ4W7gzncHczRGUBLNzv0/PW/PPc7dS8Gp+5lLXakJ5Wgqr0pPJzM4elkAQ9Hc3g4mcPCSL+IoyciIiIiopIip6Hp2qSkpED6RuJVJpNBqVTqfDwmOYmIiChHjVyt4WhhiOj4VK3zcgKApbE+untVwJ2oRNx8HI8XKRniXJ/bLz0St6tobQRPRwt4OpnDs3xWAtTeTK62yBERERERERU9qaxk3YN37NgRM2bMQKVKleDp6YnLly9j/vz56N+/v851MMlJREREOZJJJZjc0QNDNl6CBFBLdKpui37qVktcXV0QBETFp+Lm4wTcfByPm48TcOtxAh7FvRRXeN9/M1qsw9bUAB6vent6OmU9XGxMIOUiRkREREREZcaSJUswceJEDB06FE+fPoWTkxMGDx6MSZMm6VwHk5xERESUq3Y1HbH8y/oI2H0LUfGpYrmDhSEmd/QQE5wAIJFI4GRpBCdLI7TJNtfni+R03I5KUEt+3n+WhOdJ6Tge8gzHQ56J25oYyFBDTHpawMPJHG7lTCHX4zyfRERERESF4V2srp4fZmZmWLhwIRYuXFjgOpjkJCIiojy1q+mINh4OOHPvKQ6cOIu2LRqjSVV7yHS8ObIyMUDTqrZoWtVWLHuZrsCdaFXiMwG3HsfjTnQiktMVuBDxAheyre6uL5Ogqr2Z2NvT08kCNRzNYGbIeT6JiIiIiIhJTiIiItKRTCpBY1drxNwW0NjVWucEZ06MDGSoV8kK9SpZiWWZCiVCnydn9fZ89LrnZ0JqJm5HJeB2VAL+uvi6DhcbY7G3p8erBKi9meFbxUVEREREVNq9i9XV3zUmOYmIiKjE0JNJUa2cGaqVM0PXelllgiDg4YuXuBX1usfnzccJiIpPRXhMCsJjUrDnepRYh52ZXK3Hp6eTOSpaGXOeTyIiIiKiUoxJTiIiIirRJBIJKlobo6K1MXw8HcTymKQ0MfGpSn6GPk/Gs8Q0HA1+hqPBr+f5NJProYbj696enk4WcCtnCn1Z6fsGm4iIiIgoLyVtTs7CwCQnERERvZdsTOVo4WaHFm52YllKeiZuRyWKvT1vPk5AcHQiEtMycS48FufCY8VtDWRSVHMwhaejBTzLZyU/3R3MYSIv+O2RQingbFgsLj6XwCYsNl/zlhIRERERUcExyUlERESlhrGBHrycreDl/HqezwyFEveeJr3q7Zk1x+etqAQkpmbixqME3HiUAFzI2lYiAVxtTF71+LQQh73bmMrzPPb+G1HZVqCXYf3dC3DUsgI9EREREVFxY09OIiIioveMvkyKGo7mqOFoDnhllQmCgAexL7MWOHqV+Lz5OAFPE9MQ+jwZoc+T8c+11/N8OpgbwtNJfbh7BSsjSCRZN4f7b0RhyMZLEN44dnR8KoZsvITlX9ZnopOIiIiIqAgxyUlERERljkQiQSUbY1SyMcYntV4nH58lqub5jBd7foY9T0Z0QiqiE1Jx+M5TcVtzQz14OGUlT7dfeqSR4AQAAYAEQMDuW2jj4cCh60RERERUInB1dSIiIqJSzM5MDm8zO3hXez3PZ1JaJm5HJeDmo3hxoaOQJ4lISM3Ef6Gx+C80NpcasxKdUfGpOBcWiyZVbIr4DIiIiIiIyiYmOYmIiIhyYSrXQ0MXazR0sRbL0jOVuPs0ETcfJ+Cfq49x/O7zPOuZe+AOfDwd4OGYNdenlYlBUYZNRERERJQjzslJRERERDDQk75amMgCFa2MdUpyXoyIw8WIOPG5k4UhPLItbuRZ3gJOFobiPJ9ERERERKQ7JjmJiIiI3kIjV2s4WhgiOj5V67ycAGBtbAD/Zs64HZWIW1EJiIhJweP4VDyOT8Wh20/E7SyN9bMWOHJ8vbp7ZTtTzuVJRERERIWKc3ISERERkRqZVILJHT0wZOMlSAC1RKcqNTmzW0211dUTUjNw+3HCq5XdsxY6uvc0CXEpGTh1Lwan7sWI2xrqS+Hu8HpVd08nc1R3MIOhvuydnB8RERER0fuASU4iIiKit9SupiOWf1kfAbtvISo+VSx3sDDE5I4eaglOADA31EfjyjZoXPn1QkSpGQrcfZKEm49fL3B0OyoBKekKXHkQhysP4sRtZVIJqtiZiElPDydzeDpawMJYv8jPlYiIiIhKgVI4RRKTnERERESFoF1NR7TxcMCZe09x4MRZtG3RGE2q2us81NxQX4ZaFSxQq4KFWKZQCgiPSRZ7e9561fMzNjkdIU+SEPIkCTsuPxK3r2BlJPb49HA0h2d5cziYc55PIiIiIir9mOQkIiIiKiQyqQSNXa0Rc1tAY1frt55LM6vHpimq2JmiUx0nAIAgCHiSkIabj+PF5OfNxwl4+OKl+Ai6+XqeT2sTg9e9PV/1/HS1MYGU83wSERERlVlcXZ2IiIiIipVEIoGDhSEcLAzxcY1yYnl8SgZuRr3u7XnrcQLuPUtCbHI6Ttx9jhPZVoA3NpChhqNqgaOs5Gc1B1PI9TjPJ72/TL+aBKmFtUZ5+pUTSP13WzFERJS7bu2d0LNbRVhbGeB+WBIW/HIPt+8mFndYRKLqzgZo39wELk76sDKXYeGmWFy6nVbcYRHliElOIiIiolLAwlgfTavYomkVW7EsNUOB4OhEtR6fd6Kz5vm8GPECFyNeiNvqSSWoam8q9vZU9f40M+Q8n/R+SN40D5C8XilWausIk+5DkRFytRijItLuo+Z2GD6gCub+HIJbIYnw7VQe86fWQs+vzyMuPqO4wyMCAMgNJIiMzsDxSykY1UvzSyR6v3F1dSIiIiJ6bxjqy1CnoiXqVLQUyzIVSoQ9z5rnM2uBo6zkZ1xKBu5EJ+JOdCK2XXpdh7ONsVqPT08nc9ibGxYoHoVSwNmwWFx8LoFNWGy+5iwlyovwMlntuV7l1lDGPYPi4b1iiogoZ190qYDdQVHYezhrepE5y+6iSUMbfNrGARv/elDM0RFluXY3DdfusucmvT9KRJLz559/xpw5cxAdHY06depgyZIlaNSoUY7bL1y4EMuXL0dkZCRsbW3RvXt3BAYGwtCwYDfcRERERGWFnkwKt3JmcCtnhi71ygPImufzcXwqbj5SzfOZgFuP4/E4PhURMSmIiEnBvhvRYh22pnK13p6eThZwtjbOdZ7P/Teisq0+L8P6uxfgmMPq80RvTSqDfg0vpF88WtyREGnQ05OgWlUzbPgrUiwTBODClRfwrG5ejJERUVnCOTmLwB9//IGxY8dixYoVaNy4MRYuXAgfHx8EBwfD3t5eY/tNmzbh+++/x+rVq9G0aVOEhITA398fEokE8+fPL4YzICIiInq/SSQSlLc0QnlLI7T1dBDLXySnq/X2vPk4AaHPkvA8KQ3HQp7hWMgzcVtTuR5qOJplrez+KgHqZm8GAz0p9t+IwpCNlyC8cdzo+FQM2XgJy7+sXyoSnQ8ePMDkyZOxevXq4g6lzNOrWgsSuREybp4r7lCINFiY60NPJkHsC/Vh6bFxGXCuYFxMURERvf+KPck5f/58DBw4EP369QMArFixAnv27MHq1avx/fffa2x/+vRpNGvWDL169QIAuLi4oGfPnjh79uw7jZuIiIiotLMyMUCzqrZoVvX1PJ8v0xW4Hf26t+etxwm4HZ2IpLRMnA9/gfPhr+f51JdJ4GZvirDnKRoJTgAQAEgABOy+hTYeDu/90PXY2FisW7cu1yRnWloa0tLUh/6lZWZCrlfst+WlikHND5AZdhtCckJxh0JERFQicU7OQpaeno6LFy9iwoQJYplUKkXr1q1x5swZrfs0bdoUGzduxLlz59CoUSOEhoZi79696NOnT47HefNmMiEh62YnIyMDGRnvZlJn1XHe1fHeR2yj3LF98sY2yhvbKHdsn7yxjfJW2ttITwLUcjRFLUdTwMsJQNY8n6HPk3ErKvHVIwG3ohKRmJqJW1G5rxQsAIiKT8WZe0/R2LXoFjUojPdj165dub4eGhqaZx2BgYEICAhQK/u+bWNM8PngrWKj1yRmVpBVqoaXu9mjlkqm+IQMZCoEWFupL+xmbamPmBfpxRQVEZU1HK5eyJ4/fw6FQoFy5cqplZcrVw537tzRuk+vXr3w/PlzNG/eHIIgIDMzE19//TX+97//5XgcbTeTAHDgwAEYG7/b4QAHDx58p8d7H7GNcsf2yRvbKG9so9yxffLGNspbWWwjAwB1AdR1AIRyQGwacCxKimPRefcUOHDiLGJua+vvWThSUlLeuo4uXbpAIpFAEHKOUyLJ/Q+GCRMmYOzYsWplaStyvo+l/DOo2RhCSiIyQ28VdyhEWmVmCgi5lwiv2lY48V8MAEAiAbzqWGH7nkfFHB0R0fvrvRsXc/ToUcycORPLli1D48aNce/ePYwaNQrTpk3DxIkTte7z5s1kQkICKlasiLZt28Lc/N1M7JyRkYGDBw+iTZs20NfXz3uHMohtlDu2T97YRnljG+WO7ZM3tlHe2EbqqoXF4tjqC3lu17ZF4yLtyakayfM2HB0dsWzZMnTu3Fnr61euXIGXl1eudcjlcsjlcvXYOFS9EEmg79kIGbfOA4KyuIMhytGWvx/ihzHuuHMvEbdDEuHbuTyMDKXYcyg6752J3hG5gQTlrGXicztLPVRyUCD5pRIx8fyMfd+xJ2chs7W1hUwmw5MnT9TKnzx5AgcHB637TJw4EX369MGAAQMAALVq1UJycjIGDRqEH374AVItcwpou5kEAH19/Xf+x0dxHPN9wzbKHdsnb2yjvLGNcsf2yRvbKG9soyxNqtrD0cIQ0fGpWufllABwsDBEk6r2RTonZ2G8F15eXrh48WKOSc68enlS0ZM5V4PU3BoZNzhfP5Vs/558BksLfQzo7QJrKwPcC03CN5Ov40Vc6ZzqhN5Prk76+N9XNuLz3u2zOomduJSCX3fEF1dYRDkq1iSngYEBvLy8cPjwYXTp0gUAoFQqcfjwYQwfPlzrPikpKRqJTJks65sF3lQSERERlSwyqQSTO3pgyMZLkABqiU5VSnNyR4/3YtGhb7/9FsnJyTm+XrVqVRw5cuQdRkRvUkQEI2H+6OIOg0gn2/c8xvY9j4s7DKIc3QlPR9+JUcUdBhUVLjxU+MaOHQs/Pz80aNAAjRo1wsKFC5GcnCyutt63b1+UL18egYGBAICOHTti/vz5qFevnjhcfeLEiejYsaOY7CQiIiKikqNdTUcs/7I+AnbfQlR8qljuYGGIyR090K6mYzFGp7sWLVrk+rqJiQm8vb3fUTRERERElF2xJzl79OiBZ8+eYdKkSYiOjkbdunWxf/9+cTGiyMhItZ6bP/74IyQSCX788Uc8evQIdnZ26NixI2bMmFFcp0BEREREeWhX0xFtPBxw5t5THDhxFm1bNC7yIepEREREpF1eiyW+j4o9yQkAw4cPz3F4+tGjR9We6+npYfLkyZg8efI7iIyIiIiICotMKkFjV2vE3BbQ2NWaCU4iIiIiKjQlIslJRERERERERERE74akFM7JWfrOiIiIiIiIiIiIiMoU9uQkIiIiIiIiIiIqQySlcNog9uQkIiIiIiIiIiKi9xp7chIREREREREREZUlnJOTiIiIiIiIiIiIqGRhT04iIiIiIiIiIqIyhHNyEhEREREREREREZUw7MlJRERERERERERUhkgkpa/fY+k7IyIiIiIiIiIiIipT2JOTiIiIiIiIiIioLOGcnEREREREREREREQlC3tyEhERERERERERlSESaenr91j6zoiIiIiIiIiIiIjKFPbkJCIiIiIiIiIiKkMknJOTiIiIiIiIiIiIqPC4uLhAIpFoPIYNG6ZzHezJSUREREREREREVJZISla/x/Pnz0OhUIjPb9y4gTZt2uDzzz/XuQ4mOYmIiIiIiIiIiKjY2NnZqT3/6aefUKVKFXh7e+tcB5OcREREREREREREZUhJnpMzPT0dGzduxNixYyGR6B4nk5xERERERERERERUqNLS0pCWlqZWJpfLIZfLc93v77//RlxcHPz9/fN1vJI1AJ+IiIiIiIiIiIiKllRa5I/AwEBYWFioPQIDA/MMbdWqVfjkk0/g5OSUr1NiT04iIiIiIiIiIiIqVBMmTMDYsWPVyvLqxRkREYFDhw5h+/bt+T4ek5xERERERERERERlSH7muiwoXYamv2nNmjWwt7dHhw4d8n08DlcnIiIiIiIiIiKiYqVUKrFmzRr4+flBTy///TLZk5OIiIiIiIiIiKgskZa8fo+HDh1CZGQk+vfvX6D9meQkIiIiIiIiIiKiYtW2bVsIglDg/ZnkJCIiIiIiIiIiKkMk0qKfk/NdK3l9U4mIiIiIiIiIiIjygT05iYiIiIiIiIiIyhJJ6ev3WPrOiIiIiIiIiIiIiMoU9uQkIiIiIiIiIiIqSzgnJxEREREREREREVHJwp6cREREREREREREZYiEc3ISERERERERERERlSzsyUlERERERERERFSWcE5OIiIiIiIiIiIiopKFPTmJiIiIiIiIiIjKEIm09PV7LH1nRERERERERERERGUKe3ISERERERERERGVJRLOyUlERERERERERERUorAnJxERERERERERUVnCOTmJiIiIiIiIiIiIShb25CQiIiIiIiIiIipLOCcnERERERERERERUcnCnpxERERERERERERliIRzchIRERERERERERGVLOzJSUREREREREREVJZISl+/x9J3RkRERERERERERFSmsCcnERERERERERFRWSLl6upEREREREREREREJQp7chIREREREREREZUhEs7JSURERERERERERFSysCcnERERERERERFRWVIK5+RkkpOIiIiIiIiIiKgs4XB1IiIiIiIiIiIiopKFPTmJiIiIiIiIiIjKEknpG67OnpxERERERERERET0XmNPTiIiIiIiIiIiorJEWvr6PZa+MyIiIiIiIiIiIqIyhT05iYiIiIiIiIiIyhKurk5ERERERERERERUsrAnJxERERERERERUVki5erqRERERERERERERCUKe3ISERERERERERGVJZyTk4iIiIiIiIiIiKhkYU9OIiIiIiIiIiKiskTCOTmJiIiIiIiIiIiIShT25CQiIiIiIiIiIipLpKWv32PpOyMiIiIiIiIiIiIqU9iTk4iIiIiIiIiIqCzhnJxEREREREREREREJQuTnERERERERERERGWJRFr0j3x69OgRvvzyS9jY2MDIyAi1atXChQsXdN6fw9WJiIiIiIiIiIio2Lx48QLNmjXDhx9+iH379sHOzg53796FlZWVznUwyUlERERERERERFSWlLDV1WfNmoWKFStizZo1Ypmrq2u+6ihZZ0RERERERERERERlyq5du9CgQQN8/vnnsLe3R7169fDrr7/mqw4mOYmIiIiIiIiIiMoSiaTIH2lpaUhISFB7pKWlaQ0nNDQUy5cvh5ubG4KCgjBkyBCMHDkS69at0/mUOFydiIiIiKgYtT/StbhDINLJatPA4g6BKE/9r0wo7hCIdORY3AEUucDAQAQEBKiVTZ48GVOmTNHYVqlUokGDBpg5cyYAoF69erhx4wZWrFgBPz8/nY7HJCcREREREREREVFZUoDVz/NrwoQJGDt2rFqZXC7Xuq2joyM8PDzUymrUqIFt27bpfDwmOYmIiIiIiIiIiKhQyeXyHJOab2rWrBmCg4PVykJCQuDs7Kzz8ZjkJCIiIiIiIiIiKkskkuKOQM2YMWPQtGlTzJw5E76+vjh37hxWrlyJlStX6lwHFx4iIiIiIiIiIiKiYtOwYUPs2LEDmzdvRs2aNTFt2jQsXLgQvXv31rkO9uQkIiIiIiIiIiIqS6Qlr9/jp59+ik8//bTA+5e8MyIiIiIiIiIiIiLKB/bkJCIiIiIiIiIiKkOEEjYnZ2FgT04iIiIiIiIiIiJ6r7EnJxERERERERERUVkiKX39HkvfGREREREREREREVGZwp6cREREREREREREZQl7chIRERERERERERGVLG/VkzMuLg6rVq3C7du3AQCenp7o378/LCwsCiU4IiIiIiIiIiIiKlxcXT2bCxcuoEqVKliwYAFiY2MRGxuL+fPno0qVKrh06VJhxkhERERERERERESUowL35BwzZgw6deqEX3/9FXp6WdVkZmZiwIABGD16NI4fP15oQRIREREREREREVEhKYVzchY4yXnhwgW1BCcA6Onp4bvvvkODBg0KJTgiIiIiIiIiIiKivBQ4bWtubo7IyEiN8gcPHsDMzOytgiIiIiIiIiIiIqIiIpEU/eMdK3CSs0ePHvjqq6/wxx9/4MGDB3jw4AG2bNmCAQMGoGfPnoUZIxEREREREREREVGOCjxcfe7cuZBIJOjbty8yMzMBAPr6+hgyZAh++umnQguQiIiIiIiIiIiICpGUc3KKDAwMsGjRIgQGBuL+/fsAgCpVqsDY2LjQgiMiIiIiIiIiIiLKS4GTnP/++y+aNm0KY2Nj1KpVqzBjIiIiIiIiIiIioiIiFMOcmUWtwEnOTp06ITMzEw0bNkSrVq3g7e2NZs2awcjIqDDjIyIiIiIiIiIiIspVgQfgv3jxAocPH8Ynn3yCc+fOoWvXrrC0tESzZs3w448/FmaMREREREREREREVFgk0qJ/vGMFPqK+vj6aNWuG//3vfwgKCsJ///2Hnj174ty5cwgMDMxXXT///DNcXFxgaGiIxo0b49y5c7luHxcXh2HDhsHR0RFyuRzVqlXD3r17C3oqRERERERERERE9B4r8HD1kJAQHD16FEePHsWxY8eQlpaGFi1aYO7cuWjVqpXO9fzxxx8YO3YsVqxYgcaNG2PhwoXw8fFBcHAw7O3tNbZPT09HmzZtYG9vj7/++gvly5dHREQELC0tC3oqREREREREREREZYZQDD0ti1qBk5zu7u6ws7PDqFGj8P3336NWrVqQFGDS0vnz52PgwIHo168fAGDFihXYs2cPVq9eje+//15j+9WrVyM2NhanT5+Gvr4+AMDFxaWgp0FERERERERERETvuQInOUeOHInjx49j6tSp+Oeff9CqVSu0atUKzZs3h7GxsU51pKen4+LFi5gwYYJYJpVK0bp1a5w5c0brPrt27UKTJk0wbNgw7Ny5E3Z2dujVqxfGjx8PmUymdZ+0tDSkpaWJzxMSEgAAGRkZyMjI0PWU34rqOO/qeO8jtlHu2D55YxvljW2UO7ZP3thGeWMb5a642ofvBxEREVE2XF39tYULFwLImh/zxIkTOHbsGH744QfcvHkT9erVw6lTp/Ks4/nz51AoFChXrpxaebly5XDnzh2t+4SGhuLff/9F7969sXfvXty7dw9Dhw5FRkYGJk+erHWfwMBABAQEaJQfOHBA54RsYTl48OA7Pd77iG2UO7ZP3thGeWMb5Y7tkze2Ud7YRrl71+2TkpLyTo9HRERERO9WgZOcKgqFAhkZGUhLS0NqairS0tIQHBxcGLFppVQqYW9vj5UrV0Imk8HLywuPHj3CnDlzckxyTpgwAWPHjhWfJyQkoGLFimjbti3Mzc2LLNbsMjIycPDgQbRp00YcZk/q2Ea5Y/vkjW2UN7ZR7tg+eWMb5Y1tlLviah/VSB4iIiIi4pycakaMGIFjx47h1q1bsLKyQsuWLTFw4EC0atUKtWrV0qkOW1tbyGQyPHnyRK38yZMncHBw0LqPo6Mj9PX11Yam16hRA9HR0UhPT4eBgYHGPnK5HHK5XKNcX1//nf/xURzHfN+wjXLH9skb2yhvbKPcsX3yxjbKG9sod++6ffheEBEREZVuBU5yRkdHY9CgQWjVqhVq1qxZoDoMDAzg5eWFw4cPo0uXLgCyemoePnwYw4cP17pPs2bNsGnTJiiVSkilWVnnkJAQODo6ak1wEhERERERERERUTalcE7OAvdNHTFiBL7++muNBGdmZiaOHz+ucz1jx47Fr7/+inXr1uH27dsYMmQIkpOTxdXW+/btq7Yw0ZAhQxAbG4tRo0YhJCQEe/bswcyZMzFs2LCCngoRERERERERERG9xwrck/PDDz9EVFQU7O3t1crj4+Px4YcfQqFQ6FRPjx498OzZM0yaNAnR0dGoW7cu9u/fLy5GFBkZKfbYBICKFSsiKCgIY8aMQe3atVG+fHmMGjUK48ePL+ipEBERERERERERlR2ck/M1QRAg0dK1NSYmBiYmJvmqa/jw4TkOTz969KhGWZMmTfDff//l6xhERERERERERERUOuU7ydmtWzcAgEQigb+/v9qCPgqFAteuXUPTpk0LL0IiIiIiIiIiIiIqNEIpnJMz30lOCwsLAFk9Oc3MzGBkZCS+ZmBggA8++AADBw4svAiJiIiIiIiIiIiIcpHvJOeaNWsAAC4uLhg3bly+h6YTERERERERERFRMSqFc3IW+Iy+++47tTk5IyIisHDhQhw4cKBQAiMiIiIiIiIiIiLSRYGTnJ07d8b69esBAHFxcWjUqBHmzZuHzp07Y/ny5YUWIBERERERERERERUeAZIif7xrBU5yXrp0CS1atAAA/PXXX3BwcEBERATWr1+PxYsXF1qAREREREREREREVHgEibTIH+9agY+YkpICMzMzAMCBAwfQrVs3SKVSfPDBB4iIiCi0AImIiIiIiIiIiIhyU+AkZ9WqVfH333/jwYMHCAoKQtu2bQEAT58+hbm5eaEFSERERERERERERIVIIi36xztW4CNOmjQJ48aNg4uLCxo3bowmTZoAyOrVWa9evUILkIiIiIiIiIiIiCg3egXdsXv37mjevDmioqJQp04dsfzjjz9G165dCyU4IiIiIiIiIiIiKlyC5N0vDFTUCpzkBAAHBwc4ODiolTVq1OitAiIiIiIiIiIiIiLKjwInOZOTk/HTTz/h8OHDePr0KZRKpdrroaGhbx0cERERERERERERFa7iWP28qOmc5Hz69Cns7e3F5wMGDMCxY8fQp08fODo6QlIKu7kSERERERERERFRyadzkvOXX34Re28CwL59+7Bnzx40a9asyIIjIiIiIiIiIiKiQlYKOyvq3Dd1zJgxePjwIXx9fQEAVlZWsLa2LrLAiIiIiIiIiIiIiHShc5LT1NQUGzduxCeffAIAmDZtGiZNmoSUlJQiC46IiIiIiIiIiIgKlyCRFvnjXcv3wkP9+vUDAMybNw/3799HuXLl4OLiAn19fbXtLl26VDgREhERERERERERUak1ZcoUBAQEqJVVr14dd+7c0bmOAq+u3qVLl4LuSkRERERERERERMVEQMmbk9PT0xOHDh0Sn+vp5S9tWeAk5+TJkwu6KxEREREREREREZFIT08PDg4OBd7/rQbIx8XF4bfffsOECRMQGxsLIGuY+qNHj96mWiIiIiIiIiIiIioiJXFOzrt378LJyQmVK1dG7969ERkZma/9C9yT89q1a2jdujUsLCwQHh6OgQMHwtraGtu3b0dkZCTWr19f0KqJiIiIiIiIiIjoPZaWloa0tDS1MrlcDrlcrrFt48aNsXbtWlSvXh1RUVEICAhAixYtcOPGDZiZmel0vAL35Bw7diz8/f1x9+5dGBoaiuXt27fH8ePHC1otERERERERERERFSWJpMgfgYGBsLCwUHsEBgZqDeeTTz7B559/jtq1a8PHxwd79+5FXFwctm7dqvMpFbgn5/nz5/HLL79olJcvXx7R0dEFrZaIiIiIiIiIiIjecxMmTMDYsWPVyrT14tTG0tIS1apVw71793Q+XoGTnHK5HAkJCRrlISEhsLOzK2i1REREREREREREVISEt1umRyc5DU3XRVJSEu7fv48+ffrovE+Bz6hTp06YOnUqMjIyAAASiQSRkZEYP348Pvvss4JWS0RERERERERERGXIuHHjcOzYMYSHh+P06dPo2rUrZDIZevbsqXMdBe7JOW/ePHTv3h329vZ4+fIlvL29ER0djSZNmmDGjBkFrZaIiKhEUigU4hd7ZVlGRgb09PSQmpoKhUJR3OGUSGyj3BVV++jr60MmkxVafURERESlmSCRFHcIah4+fIiePXsiJiYGdnZ2aN68Of777798jRYvcJLTwsICBw8exMmTJ3Ht2jUkJSWhfv36aN26dUGrJCIiKnEEQUB0dDTi4uKKO5QSQRAEODg44MGDB5CUsBujkoJtlLuibB9LS0s4ODiw3YmIiIjeM1u2bHnrOgqc5FRp3rw5mjdv/taBEBERlUSqBKe9vT2MjY3LfPJEqVQiKSkJpqamkEqLfh6f9xHbKHdF0T6CICAlJQVPnz4FADg6OhZKvURERESllSApffep+UpyLl68GIMGDYKhoSEWL16c67YjR458q8CIiIiKm0KhEBOcNjY2xR1OiaBUKpGeng5DQ0Mm8HLANspdUbWPkZERAODp06ewt7fn0HUiIiKiMiZfSc4FCxagd+/eMDQ0xIIFC3LcTiKRMMlJRETvPdUcnMbGxsUcCRHpQvWzmpGRwSQnERERUS4ElL4RavlKcoaFhWn9PxERUWlW1oeoE70v+LNKREREVHYVyhghQRAgCEJhVEVERESFQBAEDBo0CNbW1pBIJLhy5QoAICYmBvb29ggPD9epnvT0dLi4uODChQtFFywREREREb1TgkRa5I937a2OuGrVKtSsWROGhoYwNDREzZo18dtvvxVWbERERKWGQingzP0Y7LzyCGfux0ChLNovB/fv34+1a9fin3/+QVRUFGrWrAkAmDFjBjp37gwXFxed6jEwMMC4ceMwfvz4IoyWiIiIiIjo7RR4dfVJkyZh/vz5GDFiBJo0aQIAOHPmDMaMGYPIyEhMnTq10IIkIiJ6n+2/EYWA3bcQFZ8qljlaGGJyRw+0q1k0q0Dfv38fjo6OaNq0qViWkpKCVatWISgoKF919e7dG9988w1u3ryJGjVqFHaoVAKlp6fDwMCguMMgIiIioiIilMJpfgrck3P58uX49ddfERgYiE6dOqFTp04IDAzEypUrsWzZssKMkYiI6L21/0YUhmy8pJbgBIDo+FQM2XgJ+29EFfox/f39MWLECERGRkIikYi9Nvfu3Qu5XI4PPvhA3Hbq1KlwcnJCTEyMWNahQwd8+OGHUCqVAAArKys0a9YMW7Zseau4BEHAlClTUKlSJcjlcjg5OYkLFR49ehQSiUTj4e/vDyAradu5c2eUK1cOpqamaNiwIQ4dOqRWv4uLC2bOnIn+/fvDzMwMlSpVwsqVK8XX09PTMXz4cDg6OsLQ0BDOzs4IDAwUX58/fz5q1aoFExMTVKxYEUOHDkVSUlKu5ySRSPDbb7+ha9euMDY2hpubG3bt2iW+rlAo8NVXX8HV1RVGRkaoXr06Fi1alGudDRo0wNy5c8XnXbp0gb6+vhjLw4cPIZFIcO/ePUydOlXspZtd3bp1MXHiRABAZmYmRo4cCUtLS9jY2GD8+PHw8/NDly5dxO1btWqF4cOHY/To0bC1tYWPj49ObbJ27VpYWloiKCgINWrUgKmpKdq1a4eoqNfX9fnz59GmTRvY2trCwsICH374Ia5evZprGxARERER5VeBk5wZGRlo0KCBRrmXlxcyMzPfKigiIqKSShAEpKRn6vRITM3A5F03oW1guqpsyq5bSEzNyLOu/Mx9vWjRIkydOhUVKlRAVFQUzp8/DwA4ceIEvLy81Lb94Ycf4OLiggEDBgAAfv75Z5w+fRrr1q2DVPr6NqFRo0Y4ceJEvtrqTdu2bcOCBQvwyy+/4O7du/j7779Rq1YtAEDTpk0RFRUlPv79918YGhqiZcuWAICkpCS0b98ehw8fxuXLl9GuXTt07NgRkZGRaseYN28eGjRogMuXL2Po0KEYMmQIgoODAQCLFy/Grl27sHXrVgQHB+P3339XG7YvlUqxePFi3Lx5E+vWrcO///6L7777Ls/zCggIgK+vL65du4b27dujT58+ePHiBQBAqVSiQoUK+PPPP3Hr1i1MmjQJ//vf/7B169Yc6/P29sbRo0cBZF1vJ06cgKWlJU6ePAkAOHbsGMqXL4+qVauif//+uH37tvgeA8Dly5dx7do19OvXDwAwa9Ys/P7771izZg1OnTqFhIQE/P333xrHXbduHQwMDHDq1CmsWLFC5zZJSUnB3LlzsWHDBhw/fhyRkZEYN26c+HpiYiL8/Pxw8uRJ/Pfff6hatSp8fX2RmJiYZ9sSERERUdEQICnyx7tW4OHqffr0wfLlyzF//ny18pUrV6J3795vHRgREVFJ9DJDAY9J+RvunRMBQHRCKmpNOZDntrem+sDYQLdf2xYWFjAzM4NMJoODg4NYHhERAScnJ7VtZTIZNm7ciLp16+L777/H4sWL8dtvv6FSpUpq2zk5OSEiIkKn4+ckMjISDg4OaN26NfT19VGpUiU0atQIQNbcn6pYY2JiMGDAAPTv3x/9+/cHANSpUwd16tQR65o2bRp27NiBXbt2Yfjw4WJ5+/btMXToUADA+PHjsWDBAhw5cgTVq1dHZGQk3Nzc0Lx5c0gkEjg7O6vFN3r0aPH/Li4umD59Or7++us8R6j4+/ujZ8+eAICZM2di8eLFuHjxIpydnaGvr4+AgABxW1dXV5w5cwZbt26Fr6+v1vpatWqFVatWQaFQ4MaNGzAwMECPHj1w9OhRtGvXDkePHoW3tzcAoEKFCvDx8cGaNWvQsGFDAMCaNWvg7e2NypUrAwCWLFmCCRMmoGvXrgCApUuXYu/evRrHdXNzw+zZs/PdJhkZGVixYgWqVKkCABg+fLjatEUfffSRWp2//PILrK2tcezYMXTq1CmXliUiIiIi0l2+enKOHTtWfKiGZ9WsWRMDBgzAgAEDUKtWLfz6669qPT+IiIioZHj58iUMDQ01yitXroy5c+di1qxZ6NSpE3r16qWxjZGREVJSUnKs29PTE6ampjA1NcUnn3yidZvPP/8cL1++ROXKlTFw4EDs2LFDY/RHRkYGPvvsMzg7O6sN605KSsK4ceNQo0YNWFpawtTUFLdv39boyVm7dm3x/xKJBA4ODnj69CmArGTklStXUL16dYwcORIHDqgnlw8dOoSPP/4Y5cuXh5mZGfr06YOYmJhcz/vNY5qYmMDc3BzPnz8Xy37++Wd4eXnBzs4OpqamWLlypUbc2bVo0QKJiYm4fPkyjh07Bm9vb7Rq1Urs3Xns2DG0atVK3H7gwIHYvHkzUlNTkZ6ejk2bNonJ4fj4eDx58kRMJgNZie03e/QC0FqmS5sYGxuLCU4AcHR0FNscAJ48eYKBAwfCzc0NFhYWsLS0RFJSEh48eJBjGxARERFR0SqNq6vnqyfn5cuX1Z6rbobv378PALC1tYWtrS1u3rxZSOERERGVLEb6Mtya6qPTtufCYuG/5nye263t1xCNXK3zPO7bsrW1FYdRv+n48eOQyWQIDw9HZmYm9PTUbxFiY2NhZ2eXY9179+5FRkZGVqxGRlq3qVixIoKDg3Ho0CEcPHgQQ4cOxZw5c3Ds2DHo6+sDAIYMGYIHDx7g3LlzajGMGzcOBw8exNy5c1G1alUYGRmhe/fuSE9PVzuGqh4ViUQizi1av359hIWFYd++fTh06BB8fX3RunVr/PXXXwgPD8enn36KIUOGYMaMGbC2tsbJkyfx1VdfIT09HcbGxjmee27H3LJlC8aNG4d58+ahSZMmMDMzw5w5c3D27Nkc67O0tESdOnVw9OhRnDlzBm3atEHLli3Ro0cPhISE4O7du2JPTgDo2LEj5HI5duzYAQMDA2RkZKB79+451p8TExMTtee6tom2888+vYKfnx9iYmKwaNEisXdr06ZNNd47IiIiIqK3ka8k55EjR4oqDiIioveCRCLRedh4Czc7OFoYIjo+Veu8nBIADhaGaOFmB5m06OesqVevHjZu3KhR/scff2D79u04evQofH19MW3aNLUh1gBw48YN1KtXL8e63xz6nRMjIyN07NgRHTt2xLBhw+Du7o7r16+jfv36mD9/PrZu3YrTp0/DxsZGbb9Tp07B399fHHKdlJSE8PBwnY6Znbm5OXr06IEePXqge/fuaNeuHWJjY3Hx4kUolUrMmzdPHJGS27yZujp16hSaNm0qDqEHXn85nBtvb28cOXIE586dExOMNWrUwIwZM+Do6Ihq1aqJ2+rp6cHPzw9r1qyBgYEBvvjiCzHRbGFhgXLlyuH8+fPi/KYKhQKXLl1C3bp1c42hsNrk1KlTWLZsGdq3bw8ga9qE7AtdEREREdG7VxxzZha1Quk7+vDhQzx8+LAwqiIiIio1ZFIJJnf0AACNWwjV88kdPd5JghMAfHx8cPPmTbXenA8fPsSQIUMwa9YsNG/eHGvWrMHMmTPx33//qe174sQJtG3b9q2Ov3btWqxatQo3btxAaGgoNm7cCCMjIzg7O+PQoUP47rvvMGfOHNja2iI6OhrR0dGIj48HkDVf5Pbt23HlyhVcvXoVvXr1EntL6mr+/PnYvHkz7ty5g5CQEPz5559wcHCApaUlqlatioyMDCxZsgShoaHYsGGDuPjO23Bzc8OFCxcQFBSEkJAQTJw4UW2RoJy0atUKQUFB0NPTg7u7u1j2+++/q/XiVBkwYAD+/fdf7N+/XxyqrjJixAgEBgZi586dCA4OxqhRo/DixQtIJLlfd4XVJm5ubtiwYQNu376Ns2fPok+fPjn29iUiIiIiKqgCJzmVSiWmTp0KCwsLODs7w9nZGZaWlpg2bVq+/+ggIiIqrdrVdMTyL+vDwUJ9LkwHC0Ms/7I+2tV0fGex1KpVC/Xr1xd74wmCAH9/fzRq1EhcvMfHxwdDhgzBl19+iaSkJADAmTNnEB8fX6Ah0NlZWlri119/RbNmzVC7dm0cOnQIu3fvho2NDU6ePAmFQoGvv/4ajo6O4mPUqFEAshKUVlZWaNq0KTp27AgfHx/Ur18/X8c3MzPD7Nmz0aBBAzRs2BDh4eHYu3cvpFIp6tSpg/nz52PWrFmoWbMmfv/9dwQGBr7V+QLA4MGD0a1bN/To0QONGzdGTEyMWq/OnLRo0QJKpVItodmqVSsoFAq1+ThV3Nzc0LRpU7i7u6Nx48Zqr40fPx49e/ZE37590aRJE5iamsLHx0fr/KzZFVabrFq1Ci9evED9+vXRp08fDB8+HLa2tvmuh4iIiIgKT2mck1MiZJ80KR8mTJiAVatWISAgAM2aNQMAnDx5ElOmTMHAgQMxY8aMQg20MCUkJMDCwgLx8fEwNzd/J8fMyMjA3r170b59e425qygL2yh3bJ+8sY3yxjbK3Zvtk5qairCwMLi6uuaZEMqLQingXFgsniamwt7MEI1crd9ZD87s9uzZg2+//RY3btzQeaHAHj16oE6dOvjf//4HpVKJhIQEmJubc6HBHBRHGwmCADc3NwwdOhRjx47NM74aNWqIUxO8axcuXMDEiROxZ8+eQm+f3H5mi+P+T1fNOx4r7hCIdLLa9O2//CEqav2TJhR3CEQ6Oblbc3TOuxRxL7jIj+FctXqRHyO7fM3Jmd26devw22+/oVOnTmJZ7dq1Ub58eQwdOrREJzmJiIjeNZlUgiZVbPLesIh16NABd+/exaNHj1CxYsU8t09PT0etWrUwZsyYdxAdFcSzZ8+wZcsWREdHo1+/fhqvR0RE4MCBA/D29kZaWhqWLl2KsLAw9OrVqxiiBTZs2ICmTZtCqVQyUU5Folt7J/TsVhHWVga4H5aEBb/cw+27icUdFtFrEilsun8J8+YfQWZphcwXMUg4dgixOzYVd2REGviZWnpxTs5sYmNjxTmisnN3d0dsbOxbBUVERERFZ/To0TolOAHAwMAAP/74I+dQLMHs7e0xdepUrFy5ElZWVhqvS6VSrF27Fg0bNkSzZs1w/fp1HDp0CDVq1CiGaIGPPvoIS5cuhZubW7Ecn0q3j5rbYfiAKlizORxfjb6Ie2FJmD+1FiwtOHqBSg7rTp/Dsk0HPF27DOHfDMLzTath3bE7LH06F3doRGr4mUrvmwL35KxTpw6WLl2KxYsXq5UvXboUderUeevAiIiIiChvec08VLFiRZw6deodRZO3jh07Ijg4uMQNGafS4YsuFbA7KAp7Dz8BAMxZdhdNGtrg0zYO2PjXg2KOjiiLYTUPJF34D8mXzwEAkp4/QXLTVjCsWh0IKubgiLLhZ2rpVhxzZha1Aic5Z8+ejQ4dOuDQoUNo0qQJgKyFCR48eIC9e/cWWoBERERERER50dOToFpVM2z4K1IsEwTgwpUX8KzOpDqVHKkht2DxcXvoO5RHRvQjGFRyhZG7J55tWFncoRGJ+JlK76MCJzm9vb0REhKCn3/+GXfu3AEAdOvWDUOHDoWTk1OhBUhEREREVFK8fPkSFy9ehLW1NTw8PNReS01NxdatW9G3b99iiq5sszDXh55MgtgXGWrlsXEZcK5gXExREWmK3bUVUiNjuMz7FVAqAakUz7euQ+KpI8UdGpGIn6mlX2mck7PASU4AcHJy4gJDRERERFQmhISEoG3btoiMjIREIkHz5s2xZcsWODo6AgDi4+PRr1+/XJOcaWlpSEtLUytTKtIhlRkUaexEVHKYfdASZs0/QvTSWUh7GAG5cxXY9x0MxYsYJBw/VNzhERG9t/KV5Lx27ZrO29auXTvfwRARERERlVTjx49HzZo1ceHCBcTFxWH06NFo1qwZjh49ikqVKulUR2BgIAICAtTKKrr5oVL1fkURcpkSn5CBTIUAayv1BTGsLfUR8yK9mKIi0mTbewBid25F4pljAID0B+HQt7OHdaceTHJSicHP1NJPkJTxnpx169aFRCKBIAiQZGsM1YT32csUCkUhhUhEREREVPxOnz6NQ4cOwdbWFra2tti9ezeGDh2KFi1a4MiRIzAxMcmzjgkTJmDs2LFqZe2+OFtUIZcpmZkCQu4lwqu2FU78FwMAkEgArzpW2L7nUTFHR/Sa1EAOCEq1MkGpBKSlL+FA7y9+ptL7KF9JzrCwMPH/ly9fxrhx4/Dtt9+qLTw0b948zJ49u3CjJCIiIiIqZi9fvoSe3uvbZ4lEguXLl2P48OHw9vbGpk2b8qxDLpdDLperlXGoeuHZ8vdD/DDGHXfuJeJ2SCJ8O5eHkaEUew5FF3doRKKkS2dh3eULZMY8Q9qDCBi6VIFV+65IOHqguEMjUsPP1NJNEErfFyv5SnI6OzuL///888+xePFitG/fXiyrXbs2KlasiIkTJ6JLly6FFiQREREVjeDgYHh7e+Pu3bswMzPLc/vnz5/D09MTFy9e1Hl4LlFp4e7ujgsXLqBGjRpq5UuXLgUAdOrUqTjComz+PfkMlhb6GNDbBdZWBrgXmoRvJl/Hi7iMvHcmekeerl0GW9++sO83DDILS2S+iEH84X2I2fZ7cYdGpIafqfS+KfDCQ9evX4erq6tGuaurK27duvVWQREREdG7MWHCBIwYMUKnBCcA2Nra4osvvsCUKVOwevXqIo6OqGTp2rUrNm/ejD59+mi8tnTpUiiVSqxYsaIYIqPstu95jO17Hhd3GEQ5ElJf4tn6X/Bs/S/FHQpRnviZWnoJkBZ3CIWuwGdUo0YNBAYGIj399YSz6enpCAwM1Ph2m4iIqMw6Eggcy2Eal2Ozs14vJpGRkfjnn3/g7++fr/169eqFTZs2ITY2tmgCo7eW/f7sXcvIKL29OyZMmIC9e/fm+PqyZcugVCpzfJ2IiIiIik6Bk5wrVqxAUFAQKlSogNatW6N169aoUKECgoKC+A02ERGRilQGHJmhmeg8NjurXCorksMmJiaid+/eMDExgaOjIxYsWIBWrVph9OjR4jZbt25FnTp1UL58ebGsf//+qF27NtLS0gBkJcvq1auHvn37itvUqFEDTk5O2LFjx1vFmJ6ejuHDh8PR0RGGhoZwdnZGYGBW0nft2rWQSCQajylTpgAAzp8/jzZt2sDW1hYWFhbw9vbGpUuX1OqXSCT47bff0LVrVxgbG8PNzQ27du0SX3/x4gV69+4NOzs7GBkZwc3NDWvWrBFfHz9+PKpVqwZjY2NUrlwZEydOzDWBFx4eDolEgu3bt6Njx44wNTVFnTp1cObMGXGbmJgY9OzZE+XLl4exsTFq1aqFzZs359pOa9euhaWlJf7++2+4ubnB0NAQPj4+ePDggbjNlClTULduXfz2229wdXWFoaGhGM+bj1atWon7nTx5Ei1atICRkREqVqyIkSNHIjk5WXw9KioKHTp0gJGREVxdXbFp0ya4uLhg4cKFau28fPlydOrUCSYmJpgxYwYUCgW++uoruLq6wsjICNWrV8eiRYvUzqtfv37o0qUL5s6dC0dHR9jY2GDYsGFqbbxhwwY0aNAAZmZmcHBwQK9evfD06dNc24uIiIiI8iZAUuSPd63ASc5GjRohNDQU06dPR+3atVG7dm3MmDEDoaGhaNSoUWHGSEREVHIIApCerPujyTCg5bdZCc1/p2eV/Ts963nLb7Ne16UeQchXmGPHjsWpU6ewa9cuHDx4ECdOnNBIAp44cQINGjRQK1u8eDGSk5Px/fffAwB++OEHxMXFiXMOqjRs2BAnTpwoQAOqH2vXrl3YunUrgoOD8fvvv8PFxQUA0KNHD0RFRYmPzZs3Q09PD82aNQOQlcT18/PDyZMn8d9//8HNzQ3t27dHYmKi2jECAgLg6+uLa9euoX379ujdu7fYA3XixIm4desW9u3bh9u3b2P58uWwtbUV9zUzM8PatWtx69YtLFq0CL/++isWLFiQ53lNnDgRw4cPx6VLl1CtWjX07NkTmZmZAIDU1FR4eXlhz549uHHjBgYNGoQ+ffrg3LlzudaZkpKCGTNmYP369Th16hTi4uLwxRdfqG1z7949bNu2Ddu3b8eVK1dQsWJFtTa8fPkybGxs0LJlSwDA/fv30a5dO3z22We4du0a/vjjD5w8eRLDhw8X6+zbty8eP36Mo0ePYtu2bVi5cqXWJOOUKVPQtWtXXL9+Hf3794dSqUSFChXw559/4tatW5g0aRL+97//YevWrWr7HTlyBPfv38eRI0ewbt06rF27FmvXrhVfz8jIwLRp03D16lX8/fffCA8Pz3fPYyIiIiIqGwo8JycAmJiYYNCgQYUVCxERUcmXkQLMdCrYvsfnZD1yep6b/z0GDEx02jQxMRHr1q3Dpk2b8PHHHwMA1qxZAycn9bgjIiI0kpympqbYuHEjvL29YWZmhoULF+LIkSMwNzdX287JyQlXrlzRLfYcREZGws3NDc2bN4dEIlFb4NDIyAhGRkYAspJxw4YNw8yZM9GmTRsAwEcffaRW18qVK2FpaYljx47h008/Fcv9/f3Rs2dPAMDMmTOxePFinDt3Du3atUNkZCTq1asntoEqwary448/iv93cXHBuHHjsGXLFnz33Xe5ntfYsWPh4+MDc3NzBAQEwNPTE/fu3YO7uzvKly+PcePGiduOGDECQUFB2Lp1a65fEmdkZGDp0qVo3LgxAGDdunWoUaMGzp07J+6Xnp6O9evXw87OTtzPwcEBQFZytUuXLmjSpInYGzYwMBC9e/cWe/e6ublh8eLF8Pb2xvLlyxEeHo5Dhw7h/PnzYhv99ttvcHNz04ivV69e6Nevn1pZQECA+H9XV1ecOXMGW7duRffu3cVyKysrLF26FDKZDO7u7ujQoQMOHz6MgQMHAsjqWaxSuXJlLF68GA0bNkRSUhJMTU1zbC8iIiIiyl1x9LQsam81y+j9+/cxYsQIcbj6qFGjcP/+/cKKjYiIiAogNDQUGRkZakkzCwsLVK9eXW27ly9fwtDQUGP/Jk2aYNy4cZg2bRq++eYbNG/eXGMbIyMjpKSk5BiDqamp+Pj666+1buPv748rV66gevXqGDlyJA4cOKCxTXx8PD799FN06NAB3377rVj+5MkTDBw4EG5ubrCwsIC5uTmSkpIQGRmptn/t2rXF/5uYmMDc3FzsiThkyBBs2bIFdevWxXfffYfTp0+r7fvHH3+gWbNmcHBwgKmpKX788UeN+rXJfkxHR0cAEI+pUCgwbdo01KpVC9bW1jA1NUVQUFCe9erp6aFhw4bic3d3d1haWuL27dtimbOzs1qCM7v+/fsjMTERmzZtglSadft39epVrF27Vu298vHxgVKpRFhYGIKDg6Gnp4f69euL9VStWhVWVlYa9b+ZLAeAn3/+GV5eXrCzs4OpqSlWrlypcZ6enp6QyV5P2eDo6KjWU/TixYvo2LEjKlWqBDMzM3h7ewOATu8DEREREZUtBe7JGRQUhE6dOqFu3bri0LFTp07hl19+we7du8WeFkRERKWKvnFWr8r8Orkgq9emzABQpGcNVW8+Jn/HLWS2trZ48eKFRrlSqcSpU6cgk8lw7949rfvGxsbmmFADoNbL881eoCr169dHWFgY9u3bh0OHDsHX1xetW7fGX3/9BSArIdijRw+Ym5tj5cqVavv6+fkhJiYGixYtgrOzM+RyOZo0aaKx4I6+vr7ac4lEIi4M88knnyAiIgJ79+7FwYMH8fHHH2PYsGGYO3cuzpw5g969eyMgIAA+Pj6wsLDAli1bMG/evBzPWdsxJZKsb8hVx5wzZw4WLVqEhQsXolatWjAxMcHo0aMLZaEgExPtPX2nT5+OoKAgnDt3DmZmZmJ5UlISBg8ejJEjR2rsU6lSJYSEhBT42Fu2bMG4ceMwb948NGnSBGZmZpgzZw7Onj2rtl1u709ycjJ8fHzg4+OD33//HXZ2doiMjISPj0+xLqxEREREVBqUxp6cBU5yfv/99xgzZgx++uknjfLx48czyUlERKWTRKLzsHHRsdlZCc4PfwC8v3u96JDMIOt5IatcuTL09fVx/vx5VKpUCUBWj8iQkBBxPkYAqFevHm7duqWx/5w5c3Dnzh0cO3YMPj4+WLNmjcZQ5Js3b6otYPOmqlWr6hSrubk5evTogR49eqB79+5o164dYmNjYW1tjTFjxuD69eu4cOGCRo/TU6dOYdmyZWjfvj0A4MGDB3j+/LlOx8zOzs4Ofn5+8PPzQ4sWLfDtt99i7ty5OH36NJydnfHDDz+I20ZEROS7/jedOnUKnTt3xpdffgkgK/kZEhICDw+PXPfLzMzEhQsXxN65wcHBiIuLQ40aNXLdb9u2bZg6dSr27duHKlWqqL1Wv3593Lp1K8f3qnr16sjMzMTly5fh5eUFIGveT22JcW3n2bRpUwwdOlQsy+9onzt37iAmJgY//fQTKlasCAC4cOFCvuogIiIiorKjwMPVb9++ja+++kqjvH///lr/YCIiIiqTVAlNVYITyPr3wx+0r7peCMzMzODn54dvv/0WR44cwc2bN/HVV19BKpWKPQsBwMfHB2fOnIFCoRDLLl++jEmTJuG3335Ds2bNMH/+fIwaNQqhoaHiNikpKbh48SLatm37VnHOnz8fmzdvxp07dxASEoI///wTDg4OsLS0xJo1a7Bs2TKsWLECEokE0dHRiI6ORlJSEoCs+SM3bNiA27dv4+zZs+jdu7c4h6euJk2ahJ07d+LevXu4efMm/vnnHzFp6ObmhsjISGzZsgX379/H4sWL33o1eVW9Bw8exOnTp3H79m0MHjwYT548yXM/fX19jBgxAmfPnsXFixfh7++PDz74INd5PG/cuIG+ffti/Pjx8PT0FNtQtfDS+PHjcfr0aQwfPhxXrlzB3bt3sXPnTnHhIXd3d7Ru3RqDBg3CuXPncPnyZQwaNAhGRkZq11FO53nhwgUEBQUhJCQEEydOxPnz5/PRUlm9SQ0MDLBkyRKEhoZi165dmDZtWr7qICIiIiLtuLp6NnZ2dloXHLhy5Qrs7e3fJiYiIqLSQ6lQT3CqqBKdSoX2/d7S/Pnz0aRJE3z66ado3bo1mjVrhho1aqj1iPzkk0+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| |
"text/plain": [ | |
"<Figure size 1400x600 with 3 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x800 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1400x600 with 3 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"\n", | |
"fitness_history = []\n", | |
"preference_census = []\n", | |
"\n", | |
"for gen in range(5):\n", | |
" offspring = algorithms.varAnd(pop, toolbox, cxpb=0.5, mutpb=0.2)\n", | |
" fits = list(map(toolbox.evaluate, offspring))\n", | |
" for ind, fit in zip(offspring, fits):\n", | |
" ind.fitness.values = fit\n", | |
" pop = toolbox.select(offspring, k=len(pop))\n", | |
" plot_genome_similarity(pop)\n", | |
" # --- Statystyki generacyjne ---\n", | |
" fitness_vals = [ind.fitness.values[0] for ind in pop]\n", | |
" fitness_history.append(fitness_vals)\n", | |
"\n", | |
" # Preferencje strategii dla heatmapy (agregujemy \"pierwsze ruchy\")\n", | |
" \n", | |
" first_move_counts = np.zeros(9)\n", | |
" for ind in pop:\n", | |
" first_move_counts[ind[0]] += 1\n", | |
" preferences = first_move_counts.reshape(3, 3)\n", | |
" preference_census.append(preferences)\n", | |
" game_predictions(\n", | |
" tickable.helpers.make_histogram(fitness_history), \n", | |
" preference_census[-1]\n", | |
" )\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "2c6bdae9", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 600x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x500 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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