From 61f3501c52605ef6eb4854ea309b15fa8aa5bed7 Mon Sep 17 00:00:00 2001 From: Fabricio Barth Date: Thu, 27 Feb 2025 16:56:46 -0300 Subject: [PATCH 1/4] implementation and results of traditional algorithms for coverage path planning in the maritime scenario --- analise_resultados.ipynb | 809 +++++++++++++++++++++++++ results/a_star_1.csv | 67 ++ results/a_star_2.csv | 34 ++ results/a_star_4.csv | 24 + results/expanding_search_1_agent.csv | 69 +++ results/expanding_search_2_agent.csv | 54 ++ results/expanding_search_4_agent.csv | 22 + results/traditional_search_1_agent.csv | 201 ++++++ results/traditional_search_2_agent.csv | 201 ++++++ results/traditional_search_4_agent.csv | 58 ++ src/a_star_coverage.py | 20 +- src/expanding_search_1_agent.py | 74 +++ src/expanding_search_2_agent.py | 84 +++ src/expanding_search_4_agent.py | 104 ++++ src/traditional_search_1_agent.py | 57 ++ src/traditional_search_2_agent.py | 71 +++ src/traditional_search_4_agent.py | 101 +++ 17 files changed, 2047 insertions(+), 3 deletions(-) create mode 100644 analise_resultados.ipynb create mode 100644 results/a_star_1.csv create mode 100644 results/a_star_2.csv create mode 100644 results/a_star_4.csv create mode 100644 results/expanding_search_1_agent.csv create mode 100644 results/expanding_search_2_agent.csv create mode 100644 results/expanding_search_4_agent.csv create mode 100644 results/traditional_search_1_agent.csv create mode 100644 results/traditional_search_2_agent.csv create mode 100644 results/traditional_search_4_agent.csv create mode 100644 src/expanding_search_1_agent.py create mode 100644 src/expanding_search_2_agent.py create mode 100644 src/expanding_search_4_agent.py create mode 100644 src/traditional_search_1_agent.py create mode 100644 src/traditional_search_2_agent.py create mode 100644 src/traditional_search_4_agent.py diff --git a/analise_resultados.ipynb b/analise_resultados.ipynb new file mode 100644 index 0000000..3bac8ed --- /dev/null +++ b/analise_resultados.ipynb @@ -0,0 +1,809 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from seaborn import lineplot\n", + "import matplotlib.pyplot as plt\n", + "sns.set_theme(style=\"darkgrid\")\n", + "import pandas as pd\n", + "\n", + "#\n", + "# informacoes sobre o treinamento com 1 agente\n", + "#\n", + "\n", + "#df = pd.read_csv('./ray_results/DSSE_Coverage/PPO_1_agent_9/PPO_DSSE_Coverage_3ea3c_00000_0_2025-02-20_19-52-41/progress.csv')\n", + "#lineplot(data=df, x='timesteps_total', y='env_runners/episode_reward_max')\n", + "#plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [], + "source": [ + "#lineplot(data=df, x='timesteps_total', y='env_runners/episode_len_mean')\n", + "#plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Learning curve considering a scenario with two agents\n", + "\n", + "In the next two pictures we present the learning curve of reinforcement learning model and the size of each episode during the training phase. " + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_20516_00000_0_2025-02-21_00-23-51/progress.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "media_movel_reward_acc = df2['env_runners/episode_reward_max'].rolling(window=100).mean()\n", + "lineplot(data=df2, x='timesteps_total', y=media_movel_reward_acc)\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Accumulated Reward')\n", + "plt.title('Learning curve for 2 agents')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "media_movel_tamanho_episodio = df2['env_runners/episode_len_mean'].rolling(window=100).mean()\n", + "lineplot(data=df2, x='timesteps_total', y=media_movel_tamanho_episodio)\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Episode length')\n", + "plt.title('Behavior of episode length for 2 agents')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAAIVCAYAAAC5jyBIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3zTdf7A8dc3O2mb7kVLoS17b0QRFFxwjjv3nuc5zn0qnNs7D/25PfWcyDnOgXvhAFQQt8je0EEH3StJs/P9/ZESqC3QlaaF9/MeXsl3vvMmpHnnsxRVVVWEEEIIIYQQQogw0UQ6ACGEEEIIIYQQBzcpPIUQQgghhBBChJUUnkIIIYQQQgghwkoKTyGEEEIIIYQQYSWFpxBCCCGEEEKIsJLCUwghhBBCCCFEWEnhKYQQQgghhBAirKTwFEIIIYQQQggRVrpIB9DbqKoa6RCEEEIIIYQQPYCiKJEOodeQwrMDqqrsbT5Wp9MQHx9Fba0Dny8QxqgOXZLj7iF5Dj/JcfhJjruH5Dn8JMfhJzkOv96e46Sk6EiH0KtIV1shhBBCCCGEEGElhacQQgghhBBCiLCSwlMIIYQQQgghRFhJ4SmEEEIIIYQQIqyk8BRCCCGEEEIIEVZSeAohhBBCCCGECCspPIUQQgghhBBChJUUnkIIIYQQQgghwkoKTyGEEEIIIYQQYSWFpxBCCCGEEEKIsJLCUwghhBBCCCFEWEnhKYQQQgghhBAirKTwFEIIIYQQQggRVlJ4CiGEEEIIIYQIKyk8hRBCCCGEEEKElRSeQgghhBBCCCHCSgpPIYQQQgghhBBhJYWnEEIIIYQQQoiw0kU6ANExC7/ajlarcNr03EiHIoQQQgjRaarPBxoNikZDwO3GVViAZ1cp7sICAk4nAbebgMuF6vOhjYpCl5SEqX82+uQUtFFRaEwmNEYTitGAotOjKEqkn5IQYi9SePZSX/1WjMcXYMzAJHL7xEY6HCGEEEKIAwp4PThWraJx8ya8lRV4q6tRfd5gUelwAKAYDKheL6jqAa9Xv68dWi1Rw0cQf+zxWIYO67onIIToMCk8e6mJQ1P4bl0ZS38tJvdkKTyFEEII0bPZV/1G+f9ewV9Xt9/jVI8HAF18PIa0dEzZOWit1j0tmjotfocD985CXIWF+O02/A4HalNrKAB+P461a3CsXUP6lX8lZsLEMD87IcSBSOHZSx0zvi/frSvjl80VnHH0AOJjjJEOSQghhBCiBb/TSfWH71G3ZDEA2tg4YiZMxNCnD4b0PmgMBhS9Hl1sHGoggOp2oxgM6GLb/8W66vcTcLtxbt1C1Qfv4SkuovzllzD1748+Kbmrn5oQoh2k8Oyl+qXFMDAzlm3F9SxbXcIfj8yJdEhCCCGEEM347XaKH3kQd9FOAOJmHEPSGWeh0evDcj9Fq0VrsRA9ZixRI0ZS9OD9uPJ2sOv5Z+l7699RdPLRV4hIkVlte7FjJvQF4JtVJXh9gQhHI4QQQgixh6e8jKKHHsBdtBNtjJX0q68l5dzzw1Z0/p6i05H+lyvRmM248nZQcOff8VRUdMu9hRAt9ajC87PPPuOqq65i2rRpjBkzhlNOOYV33nkHtWlwud1u58knn+T0009nwoQJHH744Vx55ZVs2bKlxbVsNhu33XYbkyZNYuzYsVx33XVUHGRvNmMHJhEfY6Sh0csvm8sjHY4QQgghBBBs6Sx57BE8JcVorVYyb5lDzLjx3R6HPimZ1IsvBcBbWUnpvx8j4HZ3exxCiB5WeP73v//FbDYzd+5cnnnmGaZNm8add97J008/DUBpaSlvvfUWRxxxBI8//jj//Oc/sdlsnHXWWezYsaPZtW644Qa+++477rnnHh5++GHy8/O5/PLL8e0edH4Q0Gk1HD02A4ClK0siHI0QQgghBAQ8HkqffRpvVSX6pGSybr8bY5+MiMUTM34imTfPQRsdg6dsFxX/eyVisQhxKOtRHd2feeYZEhISQo+nTJlCXV0dCxYs4OqrryYzM5PFixdjNptDxxx22GHMmDGD119/nTvvvBOAVatWsWLFCubPn8/UqVMByM7OZvbs2Xz55ZfMnj27e59YGE0b3YcPV+STv6uBneU2slJjIh2SEEIIIQ5R7uIiyl56EffOQhSjkT7XXIc+MTHSYWEZMpT0K6+m+JEHafj+O7xVVWRcfxMao0zOKER36VEtnnsXnbsNHToUu91OY2MjFoulWdEJEBUVRVZWVrNutMuXL8dqtXLEEUeEtuXk5DB06FCWL18evicQAdYoA+MHB2dp+2Z1aYSjEUIIIcShSA0EqP70Y3bedy/unYVozGYyrr8JY2bfSIcWYhkylOQzzgbAuXULu577D6rfH+GohDh09KgWz9asXLmS1NRUoqOjW93f0NDAtm3bOPzww0Pb8vLyyM7ORlGUZsfm5OSQl5e33/vNnDlzn/u++OILtFotOl3b63WtVtPsZzjMHJ/Jz5sq+HFDGeccMxCzscf/tXap7sixkDx3B8lx+EmOu4fkOfx6Uo79Dgelzz2Dfe1aAKJHj6bPJZehi4uLbGCtSJ49C0t2f3Y++jCOtWuofO1l0i+9rMVnRuhZOT5YSY4PLT26Qvn1119ZtGgRc+bM2ecxDz30EIqicM4554S2NTQ0EBPTsstpbGws69ev73Rc8fFR7T7HajUf+KAOmhJnIeOLrZRU2lmbX8sJU/qH7V49WWs5VgMBGgt34qmpabZdazajtVi6K7Rupobtyo4a0BL8LxIMCYnoYqJb/YBwMAnn+4UI6soce2prKfv8S8o+/5KA14PGYMSYlIgxKRFDUjLG5ESMSclNjxPRGk0oel1w7UJ5LYtOinSOPbW1bPi/eTTuLEJjMJBz5eWkzDi6R7+24w+fgFn7NzY/8CB13y4nacxIUo+Zsc/jI53jQ4Hk+NDQYwvPsrIybrzxRiZPnsyFF17Y6jHvvvsuCxcu5IEHHiAtLa1L7rt06dL97ldVldpaR5uvp9VqsFrNNDQ48fvDt+TJ9DHpvL54G5+syGPS4KQe/Ybf1fbOsauqCk9ZOe5dpTRu2YJj4wb8NlukQxRdSJeQgM5qRR+fQNTIkVgGDsSY3uegWJutu94vDmVdlWNVVXFsWE/N0iXY16yBwJ5r+R2NeGtrsW/bfqBg0JpMaGOsaGOiUXQ6FK0ORadDHx+PIT0dQ3Iy+qRk9ElJaM0984NZwOMJdlcMBFC9XtBoULwejH43dSVl+L0+CATw2Wx4ysrwVlWhMZsw9euPOScHy8BBKBpp7WivnvB+4a2pofDBB/CUlaGLi6fvDTdi6N+furrGiMTTHppBw0g+5Y9Uvv8e2//zLIHUDEyZmc2O6Qk5Ptj19hzHxVkOqc/cndUjP6k1NDRw+eWXExcXx5NPPommlV9Iy5Yt46677uLqq6/mT3/6U7N9VquVsrKyFufU19cTGxvb6fh8HVgz0+8PdOi8tjpsWBoLv9pBYZmNrTvryM3o/PPsLbzVVdR+/D2VP/yEu6ioxX7FaMKQmgq73xhUlUBjIwHPQTydehjeBBVA0SioATWMbar74Q/gt9vw1dTgq6nBVVCAbdVvwdiMJgxpaeji4jBm9cOcm4sxqz/aqCgUbaTaZzsu3O8XonM5bty6hap338a1Y09hacodQNxRMzBlZxNwufHV1uCtrcFXXR38c3V18LVbVwtNS4Th9+N3OPA7HNDyV1YLmujoYBGamBgqRvVJyegSEkENoIuLRxMVFbYPQWoggKugAOfmjTi3bws+p9paAo1t/zJ2bw0//giALj6B2GnTiR43AUOfPvIhrp0i9X7hq6+n6MH78ZaXo0tMJPPmOeiTU3rVe1fcrBNxbNtO4/q15P/jHmKnTcd6+FRMWf2aHSfvyeEnOT409LjC0+VyccUVV2Cz2Xjrrbda7TK7evVqrr/+ev74xz9y/fXXt9ifk5PDDz/8gKqqzX6B5efnM2jQoLDGHynRZj2Th6Xw3boyPv6+gBvOGB3pkMJKVVVceTuoW7oY26+/7GltUBT0Kanok5Iw5eRiGToMc07uQdEaFmk6nYb4+Chqax0R++UQcDlxFRQQ8LhxFxXRuH4d7uIiAk4n7sIC3IXgWLN6zwlaLfqkJCyDh6C1xu7VoqRFa7WiT0rGmNWv2WLmqqriLizEXVyEZ1cpisGAqV9/9ElJKAYjuthYlEOgi6RoyV1STNW7b+NYuwYAxWAg9sjpxE4/GmOfPs0P7t+/1Wuoqgp+P6rPi7+xkYDLhb++Hr/Tierzgs9PwOfFW1GBt7ICb1UV3qpKAg4HAbsdt92OuyB/nzFqTCb0ycnok1KChWlyMvrUNAzp6eia/g20RcDlxFtTi99uw1NchGPTRpxbNhNoPEBLlqKAqqIYDOhjYtBYrSh6A2g0aM0W9Kmp6OLi8TvsuAsLcG7biq+2huoP36f6w/fRp6RiPWIq0WPGYuiTIf/OeqiAy0XJ44+Eis6+t97WI2aubS9FoyHtkssoefwR3EU7qVuymLqlS0i/4mpiJkyMdHhCHHQUVVUj0njRGp/PxzXXXMOqVav43//+x4ABA1ocs337ds477zzGjh3LU089ha6VX6KrVq3i7LPPZsGCBaFJh/Lz85k1axaPPvpop5ZTUVWVqip7m4/vzg/r5bWN3P78TwRUldsuGM+Ag7DVM+D10rBiObVLF+Pdq1U7duQIoqYcgXnoCLStfFkhOq8nFJ6tUQMB3MVF+Gpq8FZV4ty+DXdREd7yNjQhAYrRiKlff1S/H9XvR1EUXPn7n4RMl5CIIT0drcWCLimZqBEjMecO6PQXHOHOsaqqqB4PfocD1eNGn5oW+mDvq6tD9fvRxceHWsz3/tAfcLtR9Ppu7xIZ8Hjw1dehNVvQmM2dbsFub45VVcWVn0f911/R8OP3wdZKjYbYI6eTeNIp3TZ5it/pxNdUhHqrm35WVeGtqsJXVYmqgup27f8iioI2Khq02mC3WDUQ/NIuEEDd/VNVg9v28dFAYzZjHjIUy5ChGNLS0cXFo4uLQzHoURQNaDSgqugMOhISog+Y54DXg/23ldQv+wZX3g7Uvdba1sXHYx44ONjlOCMTy6DBYW3R7W0i9Z6sqiq7nn0a+8pf0cZY6Tv39mCvol5MVVUa16+j5rNPcW7dAkD0uPFkXPZnkjJTetzvvYNJT/1s0VZJSQf/vBNdqUcVnnfeeScLFy5k7ty5jB07ttm+YcOGYbPZOPXUU1FVlf/7v/9rtrRKdHR0s0L1sssuY8eOHcyZMwej0chjjz2GRqPh3XffbbVYbaueXHgCvLRoEyvW7mJETgI3nTkm7PfrLgGvh4YV31Lz2SJ8NdVAsLUhevwEkk+YRfqYYb32Tau36G2/HAJuN35bA+7iYpzbt6F63Kg+X+g/b00N3vKy1scAKwrmAQMxZvXDb7fjLi7CX19PwO0KjmFrhcZsxjJ0GJYhQ4MF3e4CSVEw9u2L1nLgSck6kuOA14vfboemD+wBrweN0Yhm9/0CARzr12H75ScaN21Ede/pYq4xmVB0etRAoNXukvrUVLTRMQScjXhKg62/KBoI+FEDATRGEzETJxIz6TCMGZn46uvQxcahiYoi4HAEi6KGekz9+gXz1vTbRkUN/VlrsaD93azlnvIyHOvW4Vi/FueWzc1yHjNxEulXXN2m3LSmLTlWVRV30U7sq37D9vOPeMvLQ/uix08g6U+nYUhL73AM4RLweEItpN6qSryVlXgrK/DsKsVbVQXtXDZCYzajsVjQJ6cQNWw45iHDMPXv36YvHzr0Wna7sf3yM7Zff27x9x6KyWLBmNkXY2Ym2hhr8AsTrxfL8OFEjRrTpnGwqs+H32FH9Xrx2x34Gur39JpRVXRxcRgyM9HoDcFNgQDO7dtw7diBotWgTwm22mrMJnQJCaheb5v+fXe1SL0nV3/yEdUfvAdaLX1vmYt5wMBuu3e4qYEA5Qvm0/DDdwAY+2Qw8r57aNQYe8Xvvd6ot322+D0pPNunRxWeM2bMoKSkpNV9S5cupaSkZJ8TDU2aNIlXX3019Nhms3H//fezePFifD4fU6dO5Y477iC1k9/K9fTCs6K2kb8/9yMq8K/LJ5Oe2P2/DLuar76ekicexb2zEABtbBwJfziR2MOPQGMy9/o3rd7iYMzz7tZSd9FO/HY7ilZLwOUiZuIkDKktJyxT/X4CLhfunYV4KspRPR5cBQU0bliP377/Saw0JhPmIUOJP+Y4zAMGouh0LdaP+32OvTXV1C1dgreqEtXrDRXNfpst9KHcb2to1krUJk2tUvtq1epu+qRkUBRUNRBskW1oaLZf0emaPce+c27HPLBjH3b39zr21tbSsGI5Dd+twFtVuef+BgPRY8cRN/NYzDm5HbpvpKmBAH6HHX99PWogECweNZrgT0UTeoxGg6IoaExGNKaOT2bU2feLgMeDc9vW4L+1Xbtw7th+wF4Mik6HZegwdAkJaKNjULRafPV1Tf92/Phqa/DV1oa27f9iCvrkFLTRUfhq6/DV1uz3cF18AorRgCElFU1UFBqjCV1cHFqLBY3ZgmI0hobea6KiMWb2Dbbgd+IDayTekxs3baT4kQcBSL3oEmKPnN4t9+1ujVu3sOv5Z/DX1WHum0mfq69Fm9y7W3V7qt7+2UIKz/bpUYVnb9DTC0+Af7+zltXbqzh6XAYXHDe4W+4ZLp7yckoefxhvZSXa6BgSTz4F65HTQt9EQ+9/0+otJM/7pgYCuAsLcKxfh3PHDnw1VaEWPZ+tgYC9+XuGJioKjcGAr7a2awJQFJSmcaqq39+iZUsXnxAcNzduPIbUNBSDAdXrDRZXTXFqLBZ0MTH4nY0oKATcLjy7dhHwekFVMaSnB1txdxcrGi3esl3Uf78Cx9o1BBwtW0y10cFu7367LRifouw18ZUSbDltrQDQajEPHETUyFFEjRiJoU8GBAKUv/oyDSuWo42JwTxwEIrRiD4xCW1MDBqTCY3RhMZkwpCRiT4+vtVU7et1XLtkMVXvvBUqcBWDgajhI4keN57osePQmEzt+Rs55IXj/SLgduOtKG/6sqgIf2Mjurg4VJ8P+6rf2ty9fjfFYEBjNqOLjQu+tptemp5duwg4nc2O1ZjNmHJyUfR6fHV1wUmVHPb2f+mzF22MFfOAgViPmIpl+IjgzL/19XgrKwDQJyaii09AYzS2en53vycHXE4K7r4DX3U1sdOmk3rhJWG/ZyR5Kysp+r95+Opq0ZhMZN769xaTDonO6+2fLaTwbB8pPNupNxSeGwtqePjN1Rj1Wh66+nCizfoDn9QDObdtpfTpJ/HbbeiTk8m48RYMKSktjuvtb1q9heS5Y1RVxVdTjd9mo/qTj4ITtPzuQ+3+WIYNJ3r8BBSdHkWvQ9Hp0UZHhz6MKjodhvQ+zbo/qj5fcPxeE0WnD+svRrVpGQ3FYCBgt+Orq0OfkoLGaGzqxtu4z7F57tKSYNGq0QQLaI0GQ1paq61t3qpKih68H1/N/lufINiKauzXD/PAwZiyszH0yUBrbr2HhKeygoLb5oCqhmanjR43fp8f+MWBdff7haqqeEpLaNy0kUBjI367DdXnQxsbh8ZgRNHr0FqiQq9LQ0bmPrsMq4EAfpsNT2lJcGyzTot54OAWrwfV58NbVYliNOGrrSHQ2Ii3spKAx03A2Yivro6A09k0i7ondJ63ugp/XV3bnpiiYBk2HMuQYZhycoJfrhgNKEYjBouZxD5J1DW4uiXH5a/+l/pl36BLSqL/PfcdEl/GqA11lL3wLLZNm9HGxZF1213oExIiHdZBpbd/tpDCs32k8Gyn3lB4qqrKvQt+YWeFnRMP78+p03K65b5dyVNRwc5/3k3A6cSY1Y+M629Ct4+lcHr7m1ZvIXnuGgGXE1d+cFZSQ3qfUEslBHMcF2ehrq4Rny+AotUeEh/u2kP1+WjcshlP2S5UtxtPRTkBl4uAy43qduF3OPDsKm3ZjVirxTJoCInHH0ffo44I5dhbW0vVwjew/fIz5kGDybxlrnyI6ALyfrF/AZcLd0lxcGKl777d0ytCq8WQlo7q9wXHFh/gI5qi1xM9egwJJ52CMSNzv8d2hmPDekoeexiAzJvnYBkyNGz36kl0Og0xelh9y99xl5Zg7JtF3zm3yftyF+rt7xVSeLaPFJ7t1BsKT4CVWyp5+v11mI06Hv3rERgNvWctQ9Xno/Deu/DsKsWY1S/4Jr+flofe/qbVW0iew09y3DX8Nhvu4iKceTtwbt4U7Ja51xhcc99MMJrw1tXhq6oKbc+48Waiho+IRMgHHXktt53q9xNwOoPLPTX9B8GWV29FObZffg6Oca2qRHW7CTT9t3eXeo3ZTJ+/XheWgtDvdFJ49+34amqImzGTlHMv6PJ79FS7X8flWwvI/8e9+G0NmHIHkHnj3zo1Blrssfd7hdfj6/aZ0ztLCs/2kcUND1JjByWRHGeiss7FL5srmDqq583AuC91y7/Bs6sUbXQMfa65Xrq7CSHaRRsTE5xheOgw+MNJAHjKyqhfsZy6r5bgLCrec7CiYOqfTfyxx0vRKSJC0WpbzOwMNHU7TyfxpFNaPU9LAIOtmm3PvEjj1i0UP/oQSaedQfxxJ3TpB+Gqt9/EV1ODPjmZpNPO7LLr9iaG5GT6XH0NxY88iGvHdkqf/Q9pl16OzmqNdGi9mmPDeipffxVPeXlwmSfAPHAQ8TOPJWr0GHw11bhLSzGkpKBPSe11RaloSVo826m3tHgCfPpDAe8uy2NARiy3XTC+W+/dUX67nfzb5xBwOEg5/0LijppxwHPkm/XuIXkOP8lxN3DY0Ozaid3uQomKwZDep9UP/aJz5LUcfrtzXF1eS8mCl7D98D0QXPIn7ZLLuqRFzrF+HSWPPwJA5q1/xzKod09Y2F6/fx07Nqyn5IlHQ8vvRI0chbu0BNXvx5ydS8DlxDxoMPHHnSBfmu+Dqqo4t2ym5rNPadywfp/HaSwWAo2Nex6bzZj6Z4OiEHA6ST7znA7Pbt6VpMWzfaTF8yB2xMh03l+ez/aSekoq7WQk9/wPV1UfvkfA4cCQkXnQTtMuhIgcXWws8f0PQyMFkThIaAwG0i69HHPOACre/B/2lb+ys6SEtL9c2alZWH319ZS/vACAuGOOPeSKztZEDR9B5k23UPrs0wTsdhzr1ob22VetBIJLzlR/+D6GjEw0ZjP6xCQST/4jhk4u59fbqapK48YNVH/4Pq68HcGNGg3WSZPp+4fj8VisuCqrsa9eRf3yb0JFpy4xEX9DAwGnk8ZNG0PXc5cW94jCU7SPFJ4HsbhoI6MHJLJqWxXLVpdy7rGDIh3SfrkK8qn/5msAUs49Pzi9vRBCCCH2S1EU4o6egTEri13PPo2nbBc7/3E3luEjSJh9IuZBg9vVKhNwudj1/DP4amvQp6aS9KfTwxh972IZMpS+f7uVumXfoIuLQ2eNxV28E0WvRxcXT/WH7xNwufCUBLv0u7Zvw75qJUmnn0nskdPR6HvnSgOd4S4poeKN13Bu3gQEJ8WyTj2ShONmYU5PJa6pVVmJTcA8YCCJJ56Mu7QEQ2oa2qgoVJ8Pd2lJaD13fUoq5oE9+zOtaJ0Unge5o8dmsGpbFcvXlnLy1Oweu7SK6vdT/sp/QVWJmTwFy+AhkQ5JCCGE6FXMuQPIuvNeyl9ZgGPNaho3rKdxw3r0ySnETjsK65TDUXQ6Ah4P9cu/wbF2DX67jeix49GnpoLfj7toJ42bNuKrrUXR6ejz1+uk2+jvGPtmkXr+ha3uizlsCo61a/BWVaExGHGsW4Nz6xYqX3+NqnffJvnMs4mbfnQ3RxwZ3uoqar/8grpvvgK/H0WnI/aoGSTMmo0uNm6f52lMJsw5uaHHik6HKaufrKN6EJDC8yA3PDuBzORoiivt/LKpnKPHhW+69c6o+3op7p2FaCwWks88O9LhCCGEEL2Szmol45rr8VZWUvPFZzSsWI63soKqdxdS9e7CVs+pW7q45XWSkki76FKMfTLCHfJBRRdjJfaII0OP448/gbqvllDz6cf4bTYqXn0Zd2EB1qnTMPXPPignzHHtLKT2y8+x/fzTnvGwY8aScta56JOTIxydiCQpPA9yiqJw+Ig0Fn69nR829szC01dXR9X77wGQdNqZ+1yvUwghhBBto09OJvX8C0k67Qzsv/1KzScf462sCO035Q7AOvkwtFYr9t9W4nc40EZFoYmKwjJwMFGjx0hLZxdQNBrijzmOuBnHUPXeO9R+voj65cuoX74MbYwVQ0YG5pxcrEdMxZCa1uX3D3i9OLdtpXHdWlQ1QMz4SZgGDAjLhDi+uloq316I7acfQtssQ4cTf8IsmTVcAFJ4HhImD0vl7a+3s724nqo6J0lxPWvtqbqvl6K6XRj7ZxN75LRIhyOEEEIcNLRmM7FHHIn18KmoHg+KVkvA7UYbFRU6JmbCpAhGeGhQNBqSTz+TqOEjqPl8Ea68HfhtDTg3N+DcvImaRZ9g7J+NdfJh6GLj8FRWoI2ORhtjRWMw4Ny+ldovv0DR6dAnJWMeOAhz7gDMg4egej3Yfv4J++pVeCsrUf0+zAMG4q2sxLOrtFkcdUsWB88fNAjz4CHEjJ+IxmTq1HPz2+3UL/+G6k8/QXW7QFGIHjeehFknYurfv1PXFgcXKTwPAfExRob0i2dTYS0/bSrnD1P6RzqkkIDXQ/2ybwBImPWHg7LLiRBCCBFpiqKgNLVganXy8S9Sdq8xrPp8OPN24K0op+G7FTi3bcVdkE9lQf5+z1c9Htw7C3HvLGy1i/RujrVrQn/WWq1EjRoNgQC2lSvxVlXiraqk4fvvqHzzdZLPPBvr1GntagV17SzEvuq34JjgjRtQPR4ATDk5pJx7QXDpEyF+R955DhGThqawqbCW37ZW9ajC0/bjD/jtNnQJiUSPGRvpcIQQQgghwk7R6YJL1AwajPWII/GUFNO4ZTO2n3/CW16OMSsLxWDA31CP6vWCVocuJgbrEVMBBcfaNbgK8vCUlqLodGjj4jBl9SP+hD8AKo41q/HbbcROnYaxX//QF/sp512Ifc0qXHl5ONYEW0jLX15A9ScfYeybha+2FghO+qjodOD3o42JIWrEKHRxcXhra6j57FMC9uZr2hv6ZBB//KzgBFbSiCD2QQrPQ8SYAUm8whbydzVQa3MTHxP5cRveqkoq334LgLiZx8jyKUIIIYQ45CiKgjGzL8bMvsTPPLZN58RMmIiqqqhuN4rR2KK1cu9ZYfemMRqxTjoM66TDUM84i5rPPqVm0Sf4qqvxVVfv836NGze02BY1dhzmAQOxDB2GsW9WWMaNioOLFJ6HiNhoI7kZsWwvqWfVtkpm9IBJhmoWfUqgsRFTTm6b32iFEEIIIURT9+lOjM9UtFoSTzyZuBnH4MrbjrukBH1SEoo2WB4EGhtRfT4aN23AW1ODotGgMZsxZvYletx46U4r2k0Kz0PI2EFJwcJza+QLz4DLie2XnwBIOvX0YHcOIYQQQgjRrbQWC1EjRhE1YlSr+2OnTe/miMTBSj7tH0LGDUzm7a93sHlnHY0uLxaTPmKx1H//HQGnE31aGuZBgyMWhxBCCCGEEJFQWFjI/PnzWbNmDdu2bSMnJ4dPPvkktL+4uJiZM2e2eq7BYGDdunX7PW706NEsXNj6+r2RIIXnISQ1wUKfpChKqxys2V7NlBFdv15UW6iqSt1XSwCIn3msDEIXQgghhBCHnG3btrFs2TJGjx5NIBBAVdVm+1NSUnjrrbeabVNVlT//+c8cdthhLa530003MXny5NDjqL2WTeoJpPA8xEwYnMxHVQ5+2VwRscLTuXkT3rIyFKMJ65TDIxKDEEIIIYQQkTRjxgyOOeYYAObOncv69eub7TcYDIwZM6bZtp9++gm73c6JJ57Y4nr9+vVrcXxPIk1Nh5gJQ1IAWJ9fTaPLF5EY6pZ9DYB1yuFoTOaIxCCEEEIIIUQkaTrQ6++TTz4hOjqaGTNmhCGi8JLC8xCTkRRFeqIFn19lzfaqbr+/z9aAfdVvAMRNP6rb7y+EEEIIIURv5PV6+fLLLzn22GMxGlsujXjPPfcwdOhQpkyZwh133EFdXV33B7kf0tW2A3S6ttfrWq2m2c+eYPKwVD74Np9ft1Zw5Jg+3Xpvx+YNRPXLwtAng6js/l1yzZ6Y44OR5Dn8JMfhJznuHpLn8JMch5/kOPwOhhyXlpZywQUX7HP/0qVLu+xey5cvp66urkU3W4PBwDnnnMPUqVOxWq2sWbOGZ599lvXr1/P222+j10duQtG9SeHZAfHx7R+oa7X2nC6lx0zuzwff5rNuRw1Gs6FbZ7eNn30czD4uLNfuSTk+mEmew09yHH6S4+4heQ4/yXH4SY7DT3LcNh9//DFJSUlMmTKl2faUlBTuueee0ONJkyYxcOBArrjiChYvXszs2bO7OdLWSeHZAbW1jjYfq9VqsFrNNDQ48fsDYYyq7WKMGtISLJTVNLLityImDk3tlvu6iksof+l5FL2ejBtvRtuJRY/31hNzfDCSPIef5Dj8JMfdQ/IcfpLj8JMch19vz3FcnIU+ffp0aavmvjgcDr7++mvOOOMMtFrtAY+fPn06FouFDRs2SOHZm/l87f+H4fcHOnReuIzKTaSsppHftlYydmByt9yz+svPceTlEzN5CqrO0OX56Gk5PlhJnsNPchx+kuPuIXkOP8lx+EmOw09yfGCLFy/G5XJx0kknRTqUDpPC8xA1ekASX/5SxNod1QQCKhqNEtb7+RsdNPz4AwCxMqmQEEIIIUSXsXscrK3aSJmjnJ22YnY5ylFQMOtMxJvi0Gl06BQtOo0OjaLBoNUTZ4wl3hiH1RhDnDGWBFMcZp10ee2pPvnkE7Kyshg9enSbjv/6669pbGxk5MiRYY6s7aTwPEQNzIzFYtRha/SyrbiOwVnxYb1fw/ffo3o8GDIyMQ8cFNZ7CSGEEEIc7PwBP3n1hfxS/hs/7PqVgNqyxdDmtVPhbPsqBmadGYvOhEbRoFE0KIoGraJBg4JGoyVaH4VZZ0KraNFptGgVHTqNFqPWSFpUCn2i0kgwxWHQGtAoXT9hkD/gJ6AG0Gt7xmQ5neV0Olm2bBkAJSUl2O12Pv/8cyA4TjMhIQGAmpoafvjhBy6//PJWr/PAAw+gKApjxozBarWydu1annvuOUaMGBFaJ7QnkMLzEKXTahgzMInv15excmtlWAtP1e+n7qslAMQdNQNFCW/rqhBCCHEocvpcuP1ufAE//oAPm9eB0+dEr9Gj1+iJ0psx6UzE6KPRag48Rkz0LC6fi3VVm9hWt4O8+kIqGqvwq/7Q/szoPgyKzyXRnEBObD+0ihaHt5EaVy3eQHDtdl/AR0AN4PK7qXPVUeuup8Fjo85dj8PbiNPnxOlzdkm8MfpoEszx6DU69Bo9Jp2JVEsyMYZoUEFFRdGAqVyPo9GFPxBAVVVUVFRVJYCKL+CjorGKXY4yqp01+FQ/GkXDJcPPZVzKqC6JM5Kqq6u5/vrrm23b/fiVV15h8uTJAHz22Wf4fL59drPNzc3ljTfeYOHChbhcLlJTUzn99NO57rrr0Ol6TrnXcyIR3W784GS+X1/Gb1srOWfmwLAVhA0/fIe3ohxtdAzW383CJYQQQoiggBrA7nUQUAP4An5qXDVUO2tx+d04fU6qXbXUuOrwBbyogEYLXp8fn99Hrbu+zQWDRtGQYIpHp2gJEECn6NBr9Zi1puC9VT++gBe330usIQarMQaDxoBBq8eiM2PQGtBr9Og0WmIM0bj9Hrx+L+6AB7fPQ5TeTLQhmmh9FDqNLthipmjRKhosejNWQ0xYWsMOVkW2UhblL2Zt1YYW+6J0FoYlDmZqxmEMiMvu1H1cPjc1rlrcfg8qgWAhSAC/GiCgBotAu9eO2+/BH/AHv+BQffgCfhzeRnY5ytnlKMPldwPB1lab196pmFqjUTTolIPji5PMzEy2bNlywOPOO+88zjvvvH3uP+OMMzjjjDO6MrSwkMLzEDa8fwJGvZaaBjf5u2zk9LF2+T0CXi/VH30IQPys2WhMMnZAiK4QUIPfDO9NRW36Cah7/bnZXvY6T235/yot9oXODP3Yc9WAquLyOQnsfaffxfV7e5/fYl+L59Ty7P1eq8XD5hu0WoXqgBmbzYnvdzMotgy7nbH87gBvwNv0AU6Fpm/vg8cF/7T3N/tAcL+q4vZ78KnB1gkNCigKu/+H0rQNBUVRdv8JRVGINVoBBbvHToPHFnyNNN1HoyhYDTHotfrQayeAGoxFVQnQ9LMppoAawBvwUeeup9hWgi/gQ6fRY9QaMOlMqOruD6PB/9x+N96AD01TtzytRovRoCfgU5u65OkxaY0YtAYURUETin//P7WKBqN2zyLpodw15W3PT9BptJi0RmKNVgwaw17/Hva8ftVmrwi12estdHyzfzt7Hd90n2ZXUNW9jtxzzO4zVVXFE/Dg8rlx+lw4vA4CqoqigNvvweP34mv64N7gbqDaVRNqmeqo3R/KtRotFp2FKL0FX8CHx+/B4XPi8rkIqAGqnNVtul55Y0Wn4mmNXqMjzhiLSWskSh9FjCEGg1aHTqPHrDVi0pkwag1Y9BaMTUVukjmBRFPCIdVrqryxkk/yvuC3irWhbQmmeMaljCIntj+Z0X2IN8V2WRFv0hnpE53WqWuoqoo34MPtd1PeWInT58Qb8AWLVo+dssYKGr3Opm68ChqNBpNBj9frR1UJvTfsfo/ToCHJnECfqDRSLEmh14ZOIyVMbyR/a4cwg17LyJwEft1SydodVWEpPB3r1uKrqUYbG0vc0TO7/PpCHMwc3kbKHBWUOcopa6ygzFFBjbuOendDl3WFEkL0LLuL7mCrZByJpgQsOjNGrZEEUzyJ5vhgi6NWS0yMmUa7G1VVmiaHiceoNez3+gE1QL27gSpnDQE1gFajDRWmTp8LrUYbKlwNGgP1ngZsHnvoi5RGnzPYuul3hx6btSb0Wj2Gpi8nHN5GbF4HDq8Df8Df9CVF8GdjUyFS2cbCd2/R+iiGJAxkcPwAJqaOPWjG+e3N4/ewtmojv5avZkP1ZgJqAAWFcSmjOL7/DPpEpfXo4ltRFAxaPQatPtil9gB0Og3x8VHU1jpkVttDgBSeh7iROYn8uqWSdXnV/PHInC6/fv2yrwGwTp6CxrD/X4ZCHIpUVaXe00CZo4JKVyU1O2ooqClhl6Mcm6fruyiFg0lrQqtp/o17sC2udS32Kfve1/Iqe7Yc6MNXazEoCmg0GtRA87bQ/d21xVX2uu/v9+19T21TC9zuFjxQ0DSdqyihdsvQ89h9nEGjR6/Vo6qgEvwgFmrdY08rmxpqgdvdLbMOg0aHWW8h1mBFp9EG76Eo+AMB6j0N+AP+UEvDnpbHpklEmuIL/tSgVbRYjTHEG+NINMfjC/hw+dy4/O5mXSc1iga9NjiGcHdLqKJRMVv01Nsa8fi8+AI+nD4X3oB3r7jVZq2twZZhmlpig4/9AR9Ov7tZrhQ0KMrej4PZ9QZ8uPwu6t0N+AJ7xr0pzf6+mv6Gdue8+VZQmj0K7lP2PnLvbXv+vvecv+fc3X8y6oyYmlrxonRmtBotqgoGrT7UcqNVgpO2JJkTSTDFtWn8ZUc/sGsUDfGmOOJNcW0+pyv5A35q3XXUuRtw+z2hFnpfwBf6O9z9Omv0NuJpKnirGquwex38Wr6aX8tX83HeF0zPPJwBcTnkxvbv0cVYW6iqyi/lq/hwx2fUuetD20ckDuGknBPIjOkTweiE6BpSeB7iRuQkAlCwy0ZDowerpeuKQ3dpCY0b1oNWS+z0o7vsuiI8AmqAMkcFte56qp3VVDqraWyalMKkNZJpTWe4koslEENr5YDYv4AaoMZV16z1cvefnT7XPs+LN8aRFpUS/M+SQpI5EashhhhD9J6C5XcflIFWPizvva+V4/ec1OKD8+5z9rZ3wdSbyLfr3UPyLPZFq9GSZE4kyZzYrvO8AR8F9TvZUL2ZX8tXU+uu4+O8L4DgpDqnDzyJgfG54Qg57GpddSzY8AY76vOB4Pv+pLRxTEgd0+mur0L0JFJ4HuLiY4xkJkdTXGlnQ34NU4Z33RucfdVvAEQNG44hNbXLrivaz+lzUuaoxOVz4VODLQ/VzhqqXDXBn84a6j0NrU7F3sz64NicIQmDGJYwmH7WTDKj+xwSsyPaPQ7KGiuodFbjCY3b23tcpdpsDNjuFpsyRwWl9l2UNVbiDXhbvbaCQrI5kfToVLKTMonTxpNiSibVkoxJZ+rGZymEED2TXqNjYHwOA+NzODHnOH4pX81vFWvYXpdPsb2Ux1c9x3lDTufwPpMiHWqb+QN+fir7jQ93LMLudWDQGjih3wxm9D3yoOxGLIQUnoKRuQkUV9pZl1cdnsJz7Lguu6YI2t09s7KxGqfP2TQDoS84y1zTRBXVzhp21OdT66rH7nXsd0KX3QxaA0mmBBLNCSSbE4nWR+EN+HB4HZQ6yiix78Lpc7GuaiPrqjYCwaIpNSqFWEMMZp2J/tYshicOIT0qtVe2iNk8dvLqCyl3VFDeWEl5YyUVjZU4fI2dvrZO0ZJiSQ61XqZFpZIWlUKKOQm9Vi+tREII0QY6jY4p6ROYkj4Bu8fB29s+5Nfy1fxv8zusr97MmYNOIc4YG+kwUVU19HvE6/dg0Bowao2UOsrYXLOV7XX5oRlgM6P7cPnIC9rdEixEbyKFp2BUTiKf/biT9Xk1BJpmP+wsd0kx7oJ8UBSiR4/pfJCHKK/fS42rloKGInbaiqlzN1DprAq1urVHtD6KWKMVnUaHUWsk0RQfmiUwyZxAvCluv2u76XQaYuPMbCjawa+71pBfv5OChiJcflewy6ijHIDVlev5YMci4o1x9Lf2JTu2H8MSB5NmSYlYIaqqKi6/K7SeWa2rHk/Agy/gx+51UNFYiS/gp8ReSrWrdp/XiTfGkWpJxqwzhcZyKXt1XyX0WAmNQYs3xpJl7Ut6VAqJpoRDonVYCCG6S7QhiguHnkWCKZ4lO5expnI9m2q2cnj6RP6QfSwWvSXsMfgCPhp9Ttw+DwEC5NcXsqV2O9vr8qnZz+8UgCi9heP6Hc30jMOllVMc9KTwFORmxGIyaLE7vRSW2chO7/zstlXvLAQgetx4dLFxnb7eoaTaWcO66k1sqN7M1prt+PZaHHpvCgqJpnhiDNFNsxDqgj81OnSKlih9FLlx/UmPSg2NCewsjaIhM6YPaeZgy/ju2RFLHeU4vA5sHjuba7exrXYHte46aivrWFW5jve2f0KMIZqc2P4MSxjE0ITBxBmtoclSguNLy6lyVuPwOvGpvtAaYT41ONtivbshNOHC7jXkDE2zKO6e2ERBwa/68at+PH4vta46aty12D0OGtsxC2xaVCqZ0emkWpJJtaSQakkmxZKE4QCzRQohhOh+Wo2WU3JnMSF1DK9vfpeChp18U/wdK0p/YlLqWP404EQs+q5Zzs0f8FPtqqHSWcPK8tVsqd3ebDKg39MpWjKi+2DUGnD6XTh9LlItyQyMy2FAXDYZ0enyu0UcMqTwFOi0Gob1T+C3rZWs21Hd6cLTW1mJY91aUBSSTj29i6I8uKmqyobqzSwr/p5NNVubdYs1aA1kRKWRHduPBFM8yeZEki1JJJriI76OVWuzI87MmobH7yG/fic7bcVsqd3Otro8bB47ayrXs6ZyfcTi1Wt0xJviSDDGY9QZ0SlaTDoTqZZktBot6ZZU+sZkdNkHFCGEEN0nIzqdv42/mo3VW/hwx2eUOsr4ftcvbKjewkk5xzMhdUy7WxUb3HYWbv6In8tW0eh1hta5bY1BawBVJT06jcHxAxgUl0t2bD9MOmOrxwtxqJHCUwAwMqep8Myr5uSp2Z26ln3NKgDMg4dgSJXZ2PYnoAb4umgFP5WtpMS+K7R9YFwOwxIGMzJ5WES7qHaUQWtgcMIABicM4Nh+R+Hxeym2l7C1dgcbqjeTX7+zxZjTKJ2FtKhUog1R6JuWF9BpdOiaWnHjDFZijbEoioLX78UT8OINePH4vXj9HjxNE/dom5Z40Gn0xJuC69qZdEbSLCnyrbIQQhzkNIqGEUlDGZ44hB31Bby2aSGVzmpe2/w272z7mHEpoxiWOJic2P7EGmNanO/xeyhzVOBT/VS7qvhgx2fUuRqaHaPX6EkwxZET259JaeNIj0olSm9Bo2haXE8IsYcUngIIrucJkLerAbvTS7S54+MMHOvWAhA1YmSXxHYwUlWV9dWb+HHXr6xuagHUaXRMzzicIzOmkGw5uCYXMGj15MT2Jye2Pyf0n4k/4Mftd0NoHb5gsSq/tIUQQnQFRVEYEJfN7ZNu4pvi71hW/D217jq+3/Uz3+/6GYC+0X3IsvYl1milwd1AeWMlO+oLWrRoJpsTOW3gSaRZUvEGvKRFpcjvKyE6oEcVnp999hkfffQRGzZsoKGhgX79+nHBBRdw2mmnhVp8Fi1axGeffcaaNWsoLy/n1ltv5bLLLmtxLZvNxv3338+SJUvwer0ceeSR3HHHHaSkpHT30+oVEqwmMpKjKKl0sCG/hsnDOrb8iaesLLh2p6IQPUZms23NLkc5/9v0NvkNO4HgWM1TcmcxOX08VkPLb18PRlqNFosm/BM+CCGEOLTptXqO7XcUM7OmsaMun5UVa8mrL6DUXkaRvZQie2mLc2L00eg0OmKNMYzLHMHhKZMxy+8sITqtRxWe//3vf8nIyGDu3LnEx8fz/fffc+edd1JWVsY111wDwOeff05RURFHHXUUb7311j6vdcMNN7B9+3buuecejEYjjz/+OJdffjnvvvsuOl2Peto9xsicREoqHazdUd3hwtOxPtjaaRk6DEOadLP9vZ0NxTy/7hVq3XVoFS1jU0YyLeNwcuP6Rzo0IYQQ4qClUTQMjM9lYHwuEFw6a3PNNsobK6hzN2BtWhJsdPJwks1JKIoiS1wJ0cV6VAX2zDPPkJCQEHo8ZcoU6urqWLBgAVdffTUajYbHH38cjSbYvWFfheeqVatYsWIF8+fPZ+rUqQBkZ2cze/ZsvvzyS2bPnh3+J9MLjcpJ5POfdrIur7rDy6rYV/4KgGXo8K4Or9dbX7WJ59a9TEANkGRK4MrRl5Ae1bECXwghhBAdF2OIZmLa2EiHIcQhpUd1UN+76Nxt6NCh2O12GhuDi7fvLjr3Z/ny5VitVo444ojQtpycHIYOHcry5cu7LuCDzIDMWMzG4LIqBbts7T7ftbMQ57atoNUSc9iUMETYe/2461deWP8qATXAiMSh3DT+r1J0CiGEEEKIQ0aPavFszcqVK0lNTSU6uu1rEObl5ZGdnd1iJtCcnBzy8vL2e+7MmTP3ue+LL75Aq9Wi07W9XtdqNc1+9mQ6nYYROYn8sqmC9fnVDMqKa9f59h+/ByBm7DjMyd03OU5PzrE/4OftrR/z9c4VAIxOHs4Voy9Eq9FGOLL268l5PlhIjsNPctw9JM/hJzkOP8lx+EmODy09uvD89ddfWbRoEXPmzGnXeQ0NDcTEtJykJTY2lvXrO7+GYHx8VLvPsVp7x7qAh4/qEyw8C2q57I9tf56q38+2n34AIHPWsR3KUWf1tBw7PI08+v1LrCvfAsCxuUdyybiz0PXConNvPS3PByPJcfhJjruH5Dn8JMfhJzkOP8nxoaHHFp5lZWXceOONTJ48mQsvvLDb7rt06dL97ldVldpaR5uvp9VqsFrNNDQ48ft7/sD03LRgwb69qI7C4lqsUW1b99C+cQPe+ga00dHQf2C7ctRZPTHHHr+XR399lvz6QoxaAxcNP4txqaOw1bsiHVqH9cQ8H2wkx+EnOe4ekufwkxyHn+Q4/Hp7juPiLL1urfVI6pGFZ0NDA5dffjlxcXE8+eSTbRrXuTer1UpZWVmL7fX19cTGxnY6vo7MbOb3B3rFjGjRZj1ZKdHsrLCzelslh49Ib9N59T//AkDUmHH4VQUi8Fx7So4DaoD/bniT/PpCLDoz1439C31jMvD7VUCNdHid1lPyfDCTHIef5Lh7SJ7DT3IcfpLj8JMcHxp6XIdql8vFFVdcgc1m48UXX2y1y+yB5OTkkJ+fj6o2/5Cfn59PTk5OV4V60BqRExyfuT6vpk3HB7ze0Gy2MeMnhC2u3mJR/mJWVqxBo2i4fOSF9I3JiHRIQgghhBBCRFSPKjx9Ph833HADeXl5vPjii6SmdmzWz2nTplFfX88PP/wQ2pafn8/GjRuZNm1aV4V70BqZE5xdeH1+DYHAgVvoHGvX4Lc1oI2LwzJ0WLjD69F+2rWSzwqC3bXPHXwag5rWCxNCCCGEEOJQ1qO62t577718/fXXzJ07F7vdzurVq0P7hg0bhsFgYPv27Wzfvj20fevWrXz++eeYzWamT58OwNixY5k6dSq33XYbc+bMwWg08thjjzF48GCOO+647n5avU5uxp5lVfLLGsjts//uyY0bNwAQM2Eiiq5HvaS6VUHDTv63+R0Ajut3NFP6TIxwREIIIYQQQvQMPapK+O677wB44IEHWuxbunQpmZmZfPbZZzz11FOh7R988AEffPABGRkZfPXVV6Htjz/+OPfffz933XUXPp+PqVOncscdd6A7hAujttJpNQzrn8DKLZWs21F94MJzyyYALEMO3dbORq+Tl9b/D7/qZ3TyCE7KOT7SIQkhhBBCCNFj9KgqbO/CcV+uvfZarr322gMeFxMTw7x585g3b15XhHbIGZmTGCw882r445H7Hhfrra3FW1YGioJ50KBujLDnUFWV1ze/Q7WrlkRTAhcMPQON0qN6sQshhBBCCBFR8ulYtGpk0wRDBbsasDu9+zzO9mNwHK0pJxetpfvX7ow0f8DPBzsWsapyHRpFw6UjzsWsk7WohBBCCCGE2JsUnqJV8TFG0hIsqMDWorpWj1EDAeqXfw1A7JGH5qRNC7d9yJKdywA4dcCJ9LdmRTgiIYQQQggheh4pPMU+DekXD8DmnbWt7m/cuAFvZSUas5mYiZO7M7Qe4cddv7Ki5EcUFM4a9EeO7js10iEJIYQQQgjRI0nhKfZpSFYcAJsL61rdX/dNcEyu9fCpaIzGboqqZ/i1fHVoBttZ2ccwLfPwCEckhBBCCCFEzyWFp9inwVnBFs/iSnuLcZ7emmoca1YDEDv96O4OLaKKbCW8tmkhATXAmOSRzOo/M9IhCSGEEEII0aNJ4Sn2KTbKQJ+k4IRBW37X3db204+gqpgHDcbYp08kwouIWlcdz619GW/Ax4jEIVw24jyZwVYIIYQQQogDkE/MYr9C3W131jXb3rhxAwDREyZ2c0SR9f72T6l115FiTuKiYWdL0SmEEEIIIUQbyKdmsV9DslpOMBTwenBu3waAZciwiMQVCYUNRaysWIOCwmUjzseit0Q6JCGEEEIIIXoFKTzFfg1uavEsqXTQ0OgBwLVjB6rXizY2FkN6egSj6z6qqvLBjs8AmJg2lsyYQ6d7sRBCCCGEEJ0lhafYrxiLgczkaAA25NUA0Lh5IwCWIUNRFCVisXWn73f9zNba7egULSdmHx/pcIQQQgghhOhVpPAUBzRmYBIAq7ZVAtC4aRMAlqGHRjfb/PpC3tj8HgDTMg8n0Rwf4YiEEEIIIYToXaTwFAc0MicBgK1FdfgaG3Hl5wHBFs9DwSd5X6KiMixhMCfnzop0OEIIIYQQQvQ6UniKA+qfZkWn1dDQ6GXnmk0QCKBPTkaflBzp0MJup62YzbXb0Cgazh58KnqNLtIhCSGEEEII0etI4SkOSK/TkJ0eA8Cm9YUAmA+B1k5fwMdbWz4AYFzKKOliK4QQQgghRAdJ4SnaZFDfOAC2FQaXVYkaMSqC0XSPD7YvoqBhJ2adiT/mzo50OEIIIYQQQvRaUniKNhmYGQtAkSERfWoa0WPHRTii8FpZvoZvir8D4KJhZxNviotsQEIIIYQQQvRiMmBNtMmAjFgUVGoNVgK5Y1E0B+93Fjsbinl101uoqBzRZzIjkw6N2XuFEEIIIYQIl4O3ehBdymzUkeyzAVCWnBPhaMLH5rHz/LpX8AZ8jEgcytmD/xTpkIQQQgghhOj1pPAUbeKtKCfTXgpAoRod4WjC55WNb1HrriPFksTFw89Go8g/ESGEEEIIITpLPlWLNmncuIFMVwUA20rtEY4mPLbV5rGxZgtaRctfRl6EWWeOdEhCCCGEEEIcFKTwFG3i2LiBTGew8CyqsOPy+CIcUdf7KO9zAKakTyA9KjXC0QghhBBCCHHwkMJTHJDq9+PcvAmrv5F4i5aAqpJf2hDpsLpUlbOGvPoCFBRmZR8T6XCEEEIIIYQ4qEjhKQ7IVZBPwOlEY4liYFYiANtL6iMcVdf6rXwNAAPjc4kzxkY4GiGEEEIIIQ4uUniKA3Ll7QDAPGgQA5rW89xecvC0ePoDflaU/gjAhNTREY5GCCGEEEKIg4+s4ykOyFNWBoCxT0ao8NxRUk9AVdEoSiRD6xKrKtdR7aolWh/FxNSxkQ5HCCGEEEIcAgoLC5k/fz5r1qxh27Zt5OTk8MknnzQ75oILLuDnn39uce6iRYvIzc0NPbbZbNx///0sWbIEr9fLkUceyR133EFKSkrYn0dbSeEpDshTHiw89alp9E2JxqDX0Oj2savKQUZy719a5fvS4D/maRlTMGgNEY5GCCGEEEIcCrZt28ayZcsYPXo0gUAAVVVbPW7cuHHMmTOn2bbMzMxmj2+44Qa2b9/OPffcg9Fo5PHHH+fyyy/n3XffRafrGSVfz4hC9Fiq34+7sAAAY0YmWo2GnHQrm3fWsb2kvtcXnkW2ErbWBrsST04fH+FohBBCCCHEoWLGjBkcc0xwUsu5c+eyfv36Vo+zWq2MGTNmn9dZtWoVK1asYP78+UydOhWA7OxsZs+ezZdffsns2bO7PPaOkDGeYr9c+XmhiYWMWVkAe8Z5FvfuCYb8AT9vbH4PFZXxKaNJMidGOiQhhBBCCHGI0Gi6phRbvnw5VquVI444IrQtJyeHoUOHsnz58i65R1eQwlPsV+PGDQBYhg1DafrHMSBj9wRDvbvwfGfbxxTaijBpTZw68MRIhyOEEEIIIUQLP//8M2PGjGHkyJGcf/75/PLLL8325+XlkZ2djfK7uVdycnLIy8vrzlD3S7radoBO1/Z6XavVNPvZ2wTqaojKySb+8MNDz3twVjwA5bVOGt0+rFGRHRfZkRxXOWsobiwmO74vp+ScQFJUfLjCO2j09tdybyA5Dj/JcfeQPIef5Dj8JMfhdzDkuLS0lAsuuGCf+5cuXdqp60+cOJFTTjmF/v37U1FRwfz587nkkkt49dVXGTs2OClmQ0MDMTExLc6NjY3dZ/fdSJDCswPi46PafY7Vag5DJOEX/7frW26Lh76pMRSV29hV56JfZs8o2tqT4/j4KB7o8/cwRnPw6q2v5d5Echx+kuPuIXkOP8lx+EmOw09yvG/XXXdds8dHHXUUJ554Iv/5z3944YUXIhRVx0jh2QG1tY42H6vVarBazTQ0OPH7A2GMqus1bt5E5cI30SUmkvHX5i/6nPRg4bl6czmDM6wRijCovTleWb6GxTu/Qa/R8+cR5xNrjGz8vUVvfi33FpLj8JMcdw/Jc/hJjsNPchx+vT3HcXEW+vTp0+lWzfawWCxMnz6dL774IrTNarVS1rT84d7q6+uJjY3tttgORArPDvD52v8Pw+8PdOi8SKr96SccefnE9stpEXtun1iWrS5la1Fdj3lebcmx3evglfULcfndnDHoFKK00T0m/t6iN76WexvJcfhJjruH5Dn8JMfhJzkOP8lx5+Tk5PDDDz+gqmqzcZ75+fkMGjQogpE113s7VIuw2z2xUNSw4S327Z7ZNn+XDW8veaPw+r38d8MbuPxuMqP7MC1jSqRDEkIIIYQQos0aGxv55ptvGDlyZGjbtGnTqK+v54cffghty8/PZ+PGjUybNi0SYbZKWjxFq7xVlXjLy0GjwTxkaIv9qfFmos167E4vO8tt5Gb0nGb8fVlW8j2barZi0Og5Y9ApaBT53kUIIYQQQkSG0+lk2bJlAJSUlGC32/n8888BmDRpEnl5ebz44osce+yxZGRkUFFRwYIFC6isrOSJJ54IXWfs2LFMnTqV2267jTlz5mA0GnnssccYPHgwxx13XESeW2uk8BStcqxfB4ApJxetueWAb0VRGJARy+rtVWwvqe/xhac/4Oebou8AOH3gyQyIy45wREIIIYQQ4lBWXV3N9dc3n8hz9+NXXnmFtLQ0vF4vjz32GHV1dZjNZsaOHcu9997LqFGjmp33+OOPc//993PXXXfh8/mYOnUqd9xxBzpdzyn3ek4kokepW7IYgOgxY/d5zIDMpsKzuJ7jJ3VXZB2zqmItte46ovVRTEwbF+lwhBBCCCHEIS4zM5MtW7bs95j58+e36VoxMTHMmzePefPmdUVoYSF9DUUL3tpaPGW7QFGInXbUPo8b0NTKub2kHlVVuym69qty1vD+jkUAHJV5BAatPsIRCSGEEEIIcWiRwlO04MrPA8CQkYnWYtnncf3TYtBqFOodHqrqXd0VXru9v/1T6tz1pJiTOLrv1EiHI4QQQgghxCFHCk/Rwu7C05S9/3GQBr2WfmkxQLDVsyeqbKxmfdVGAC4efg4mnSnCEQkhhBBCCHHo6VGF52effcZVV13FtGnTGDNmDKeccgrvvPNOi26cb7/9NscffzwjR47k5JNP5uuvv25xLZvNxm233cakSZMYO3Ys1113HRUVFd31VHq13YWnOTv3gMeGutsW97zCU1VV3tjyLj7Vz5D4gfSz9o10SEIIIYQQQhySelTh+d///hez2czcuXN55plnmDZtGnfeeSdPP/106JhPP/2UO++8k1mzZvHCCy8wZswYrrnmGlavXt3sWjfccAPfffcd99xzDw8//DD5+flcfvnl+Hy+bn5WvYsaCOAuyAfAlJ1zwOP3HufZ0/xYtpIttdvRa/ScPfjUSIcjhBBCCCHEIatHzWr7zDPPkJCQEHo8ZcoU6urqWLBgAVdffTUajYZ///vf/OEPf+CGG24A4LDDDmPr1q08/fTTvPDCCwCsWrWKFStWMH/+fKZODY7py87OZvbs2Xz55ZfMnj27259bb+Ep20XA5UIxGjFkZBzw+N3LqBRX2nG6fZiNPeMl1eCx8d62jwH4Q/axJFsSIxyREEIIIYQQh64e1eK5d9G529ChQ7Hb7TQ2NlJUVERBQQGzZs1qdszs2bP54Ycf8Hg8ACxfvhyr1coRRxwROiYnJ4ehQ4eyfPny8D6JXs65fRsApn79UTQHfnnExxhJijWhqpBX2hDu8NpkY/UW/r3qeRp9TvpG92FG3yMjHZIQQgghhBCHtJ7RPLUfK1euJDU1lejoaFauXAkEWy/3lpubi9frpaioiNzcXPLy8sjOzkZRlGbH5eTkkJeXt9/7zZw5c5/7vvjiC7RaLTpd2+t1rVbT7GdP5962FYCooUPb/DwH9Y2jqr6MvF0NjB6YFM7wWrV3jt/b+ilfFATH/Jq0Ri4acRZGgyyf0hV622u5N5Ich5/kuHtInsNPchx+kuPwkxwfWnp04fnrr7+yaNEi5syZA0B9fXAcodVqbXbc7se79zc0NBATE9PierGxsaxfv77TccXHR7X7HKvV3On7hpuqqmzfuhmA1AljiGvj8xw1KIXv15dRUGbrUG66Sqm7NFR0HjdgGn8aegKJlviIxXOw6g2v5d5Ochx+kuPuIXkOP8lx+EmOw09yfGjosYVnWVkZN954I5MnT+bCCy/stvsuXbp0v/tVVaW21tHm62m1GqxWMw0NTvz+QGfDCytPRTme6hrQavGnZLT5eWYkBN8sNhXUUF1tR6NRDnBGF1NUPi74gi+3LQNgasZkTss5GdxQ627735XYv970Wu6tJMfhJznuHpLn8JMch5/kOPx6e47j4iwteliKfeuRhWdDQwOXX345cXFxPPnkk2iaxhrGxgYnsrHZbCQnJzc7fu/9VquVsrKyFtetr68PHdMZPl/7/2H4/YEOndedHHnB2WyNfbMIaPUE2hhveoIFo0GLy+OnsMxG35TocIbZwtKiZXyybQkAccZYZvU/psfnujfrDa/l3k5yHH6S4+4heQ4/yXH4SY7DT3J8aOhxHapdLhdXXHEFNpuNF198sVmX2Zyc4PIevx+nmZeXh16vp2/fvqHj8vPzW6z/mZ+fH7qGaMm9cycApqysdp2n0Sjk9gl2d+7uZVV8AR9fFnwDwEm5x3H3YbcQZ+z8lwtCCCGEEEKIrtOjCk+fz8cNN9xAXl4eL774Iqmpqc329+3bl/79+/P55583275o0SKmTJmCwWAAYNq0adTX1/PDDz+EjsnPz2fjxo1MmzYt/E+kl3Lm7QDAmNWv3eeG1vMs7r7C0xfwce+PD2H3Oog2RHF8/6MxaA3ddn8hhBBCCCFE2/Sorrb33nsvX3/9NXPnzsVut7N69erQvmHDhmEwGLj22mu5+eabycrKYvLkySxatIi1a9fy2muvhY4dO3YsU6dO5bbbbmPOnDkYjUYee+wxBg8ezHHHHReBZ9bzBbweXE1LqVgGD2n3+Tl9goVn/q7uW1Lli8KvqXHVAnDJ2DPRa/XSTUMIIYQQQogeqEcVnt999x0ADzzwQIt9S5cuJTMzkxNPPBGn08kLL7zA888/T3Z2Nk899RRjx45tdvzjjz/O/fffz1133YXP52Pq1Knccccd6HQ96in3GK4dO1B9PrSxcejT0tt9fnZ6sEt0WU0jjS4vFlN4lzApspXyRcFXAFw84myO7D+pXZM+CSGEEEIIIbpPj6rCvvrqqzYdd8YZZ3DGGWfs95iYmBjmzZvHvHnzuiK0g17j5k0AWIYM6dDsXDEWA8lxJirrXOSX2RjeP6GrQwzxB/y8tOE1/KqfQXG5TOkzIWz3EkIIIYQQQnRejxrjKSLHuSW4fqdl8NAOXyM7PTjBUH5p+LrbVjtr+LxgKRWNVUTpLVw8/Nyw3UsIIYQQQgjRNdrU4vnBBx906OJ//OMfO3Se6F6qz4crPzhTsLkD4zt3y0m38vOmirCM81RVlZc3vsUv5b+Ftp2SO4tYY8x+zhJCCCGEEEL0BG0qPOfOndti2+7umL9fsmTvbppSePYOnvIyVJ8PjdmMPiWlw9fp39TimVfagKqqXbqg7orSn5oVnZPTxnN4+qQuu74QQgghhBAifNpUeC5durTZY5vNxpw5c4iJieH8888nOzsbCK6n+dprr+FwOFqdIEj0TO7iYgAMfTI6VSz2S41BoyjUOzzU2twkWE1dEt+v5at5e+uHACSbE5k78QZMOmOXXFsIIYQQQggRfm0qPDMyMpo9/vvf/05CQgIvvfRSs0Jl8ODBHH/88Vx66aW8/PLL3H///V0brQgLT0mw8DRmZnbqOkaDlozkKIoq7OSVNnRJ4Vnnrue1TQvxq37Gpozi4mFno9P0qDmxhBBCCCGEEAfQocmFlixZwjHHHNNq65hGo+HYY49t0Uoqei53cREAxozOFZ4AOX2C3W13lNZ3+loAy4q/xxvwkW3tx6XDz5WiUwghhBBCiF6oQ4Wnqqrk5+fvc/+OHTtajP0UPZe7KFh4GjL7dvpaAzNjAdhe3PnC0+Vz8W3JjwAckzUNjSKTMAshhBBCCNEbdeiT/DHHHMMbb7zBggULcDqdoe1Op5OXXnqJt956i5kzZ3ZZkCJ8vNXV+GprQKvF1K9/p683IDMOgIIyGx6vv8PXUVWVj/K+wOlzkmJJYlTy8E7HJoQQQgghhIiMDvVbvP322ykuLub//u//eOSRR0hpmgm1oqICn8/HuHHjuO2227o0UBEerrwdABj7ZqExdn7CnuRYE7HRBurtHgrKbAzqG9eh63xb8iPLir8D4JScWdLaKYQQQgghRC/WocIzJiaG1157jSVLlrB8+XJKS0sBmDp1KtOnT2fGjBldupSGCB93aGKhznezheByOgMzYvl1SyXbS+o7VHj6A34+K1gCBIvOMSkjuyQ2IYQQQgghRGS0u/B0uVw89thjTJ48mWOOOYZjjjkmHHGJbuIpLQHA+LuZiztjwO7Cs4PjPD/NX0yDx0aMPpqZWdO6LC4hhBBCCCFEZLS7/6LJZOKtt96iuro6HPGIbuYuCRaehj5dV3jmZgQnGNpRWt/uSaYKGnbyReFXAJySOwutRttlcQkhhBBCCCEio0MD54YPH87WrVu7OhbRzQJeD96KcqBrWzyzUmPQaTXYGr1U1DkPfMJevin6HoDxKaOZ0mdil8UkhBBCCCGEiJwOFZ633XYbixYt4u2338bn83V1TKKbeMvKQFXRWCxoY+O67Lp6nYb+6TFA+5ZVcfqcrKpYAyBdbIUQQgghhDiIdGhyoblz56IoCnfddRf33XcfqampGH83I6qiKHz00UddEqQIj9DEQhmZXT4Z1IA+sWwvrmdHST1HjExv0zkbq7fiU/2kWJLoZ+2ayY6EEEIIIYQQkdehwjMuLo64uDiys7O7Oh7RjTxNsxEb+vTp8mvvHue5vaShbbH4PXxesBSA0UkjujweIYQQQgghROR0qPB89dVXuzoO0c1UVcWxfh0AxsysLr/+gAwrACWVdpxuH2bj/l9q35b8SKmjDINGz/TMw7s8HiGEEEIIIUTkdGiMp+j9vJWVuHcWglZLzMRJXX792GgjyXEmVCCv9MCtniubxnb+Iec44k1xXR6PEEIIIYQQInI61OK5m9frJS8vD5vN1uqyGRMnyqykPZW7IB8AY98stNHRYblHbkYslXUutpfUMzw7YZ/HFdlKKWwoQqtomZg6LiyxCCGEEEIIISKnQ4VnIBDgkUce4fXXX8flcu3zuE2bNnU4MBFersJg4WnqH75xugMyYvlxQzk7SvY/s+3qymCX3xFJQ4k1xoQtHiGEEEIIIURkdKjwfPbZZ5k/fz5nnXUW48eP59Zbb+Xmm2/GarXy+uuvoygKt9xyS1fHKrqQq7AQAFO/fmG7x4CmCYZ2lNYTUFU0rcyc6w/4+WnXSgDGJMukQkIIIYQQQhyMOjTG8/3332fWrFnce++9HHnkkQAMHz6cM888k4ULF6IoCj/++GOXBiq6jhoI4C4sAMLb4pmRHIVRr8Xp9lNa5Wj1mEJbEbXuOiw6M2OTR4YtFiGEEEIIIUTkdKjwLCsr47DDDgPAYDAA4PF4Qo9PPvlkPvzwwy4KUXQ1986dBJxONCYThj4ZYbuPVqMhp09wdtvt++hum1cfbHkdEJeDXqsPWyxCCCGEEEKIyOlQ4RkXF0djYyMAUVFRREdHU1RU1OyYhoa2rd8oul/jpg0AmIcMRdFqw3qv3et5tjbOU1VVfitfGzwurn9Y4xBCCCGEEEJETofGeA4bNox169aFHk+ePJmXX36ZoUOHoqoqr7zyCoMHD+6yIEXXaty0EQDL0GFhv9fucZ7bS1p+EbG1dgeFtiL0Gj2T08aHPRYhhBBCCCFEZHSo8DzzzDN5//338Xg8GAwGbrzxRs477zzOP/98VFUlNjaWuXPndnWsoguogQCuvB0AWAYNCfv9dne1La9pxO70Em3e0512deV6ACaljSPGEJ4lXYQQQgghhBBtY7fbKS0tpaGhocuXy+xQ4Tlz5kxmzpwZejxgwACWLFnCTz/9hFarZezYscTFxXU4KBE+vupqAi4Xik6HIT097PeLNutJTbBQXtNI/q4GRuYkhvYV2YoBGBSXE/Y4hBBCCCGEEK2rra3ln//8J19++SV+v7/FflVVURSlU8tldqjwbE1MTAzHHHNMV11OhIm7ODgW15CejqLrsr/+/cpJt1Je08iOkvpQ4enxeyiylwKQZc3sljiEEEIIIYQQLd155518/fXXXHDBBUyYMAGr1drl9+hQ5XHWWWcxceJExo8fz/jx48MSmAgPV2E+AMa+4Vu/8/dyM6z8sKGMvNI94zy31u7AF/CRYIon2ZzUbbEIIYQQQgghmvvuu++46KKLuPXWW8N2jw4VnjExMbz55pu8+OKLaDQacnNzmTBhQqgYTU1N7eo4RRdx5QcLT1N293Vv3T3OM39XAwFVRaMobKjeDMDwxCEoitJtsQghhBBCCCGaM5lMZGSEb5lF6GDh+eKLL6KqKps2beLXX39l5cqVLF68mDfeeANFUcjIyGDixIncf//9XR2v6ARVVXEV7C48s7vtvpnJ0eh1GhwuH+U1jaQlWPYqPGX2YyGEEEIIISLp5JNPZsmSJZx33nlhu0eHB/kpisKwYcMYNmwYF154IR6Ph48//pgXXniBgoICSkpKpPDsYbyVlQQcDhSdDmNm3267r06roX9aDNuK64PdbU12ql216DQ6BsUP6LY4hBBCCCGEELBhw4Zmj0844QR++eUXLrvsMs466yzS0tLQarUtzhs+fHiH79nhwtPhcLBq1apQi+fatWvxeDzk5ORw1llnMWHChA4HJcLDUxaczEef1n0TC+2W2yeWbcX17ChtYJdpCwBD4gdi1Bq6NQ4hhBBCCCEOdaeddlqL4W67l0/5/vvvWxwfsVltTz31VLZs2YKiKAwePJiJEydy0UUXMX78eOLj4zscjAgvX1UVAPrk5G6/9+5xntuKa7GbfgZgWubh3R6HEEIIIYQQPUFhYSHz589nzZo1bNu2jZycHD755JPQfrvdzoIFC1i2bBkFBQUYDAZGjRrFjTfeyODBe4arFRcXN1vqcrfRo0ezcOHCVu8diZ6pHSo8N27ciEajYebMmUyfPp0JEybQr1/3zZIqOsZb3VR4Jnb/LLK5GbEAlFQ5MGX5yYrLYFjCoG6PQwghhBBCiJ5g27ZtLFu2jNGjRxMIBEItjruVlpby1ltvcdppp3HDDTfgdrt56aWXOOuss3j33XfJzc1tdvxNN93E5MmTQ4+joqL2ee8//elPXftk2qBDhee7774b6mL76KOPUlNTQ2JiIuPHj2fChAlMmDCBIUNkttKexlNWBoA+qftbPONjjMTHGKm1uQk4rBw57DB5fQghhBBCiEPWjBkzOOaYYwCYO3cu69evb7Y/MzOTxYsXYzabQ9sOO+wwZsyYweuvv86dd97Z7Ph+/foxZsyYDsVy4YUXctVVVzFlypRW9//444/85z//4ZVXXunQ9aGDhefw4cMZPnw4F110EQD5+fmhQnTBggXMmzeP6Ohofvnllw4HJrqWGgjg3BocW2n+3bcj3SWnj5WVWyoJOOLoGxPe6ZqFEEIIIYToyTQazX73WyyWFtuioqLIysqioqKiS2P5+eefOeOMM/a5v6amptO1XadnmHG5XJSVlVFWVkZpaSk1NTWoqkpjY2NnL91j6XT7f5HsTavVNPsZKe6SXZjT09AYTUTl5qAc4IUeDv3SLazcAmZ3On1j+6Dropz0lBwf7CTP4Sc5Dj/JcfeQPIef5Dj8JMfhdzDkuLS0lAsuuGCf+5cuXdql92toaGDbtm0cfnjLuVLuuecebrzxRuLi4pg5cyY333wzcXFxbb72/nojFhYW7rfrblt0qPD8+uuv+eWXX1i5ciUbNmzA5/NhNBoZNWoUF198MRMmTGDs2LGdCqwni49vf9KtVvOBDwqn+EGkPfZwREOYPKIv731TiM6ZTHKitcu72kY8x4cIyXP4SY7DT3LcPSTP4Sc5Dj/JcfhJjtvuoYceQlEUzjnnnNA2g8HAOeecw9SpU7FaraxZs4Znn32W9evX8/bbb6PX61u91vvvv8/7778fevzMM8+0OhmRzWZjy5YtTJs2rVOxd6jwvOqqq7BarYwbN47rr7+eCRMmMGLEiH0+qbY60MxOAB6PhyeeeIIPP/yQhoYGBg0axN/+9rcW/ZE9Hg+PPfYYH330EQ6Hg7Fjx3LnnXeSk5PTqRgBamsdbT5Wq9VgtZppaHDi9wc6fe+OqnrvHRzr1xE381hij5gakRi21q8BRaXW5mZ7YQ1JsaYuuW5PyfHBTvIcfpLj8JMcd4+uzLOqqjgcDbhcB29Pqo7SaDQEAvI6DifJcfj15BybTBaiovbdWBIXZ6FPnz5d3qq5L++++y4LFy7kgQceIC0tLbQ9JSWFe+65J/R40qRJDBw4kCuuuILFixcze/bsVq/ndDqpra0NPXY4HK12/7VYLJx99tn89a9/7VT8HSo8P/zwQwYNGtTlLVYHmtkJYN68eXz44YfccMMNZGdn895773H55Zfz1ltvNVvQ9L777mPRokXMnTuX1NRUnn32WS6++GI+/fRTYmJiOhWnz9f+fxx+f6BD53WV+rXrcBfkYz3BGJE4VFVlUcGXKJZhqI5Ytu6sJW5oapfeI9I5PlRInsNPchx+kuPu0RV5rq+vxum0Ex0dj8FglInp9qLVKvj9LT8ria4jOQ6/nphjVVXxeNzU1dXgdnuIjU2MdEgsW7aMu+66i6uvvrpNM9JOnz4di8XChg0b9ll4nnvuuZx77rlAcKKj22+/vdVlWbpKhwrPvdeNgWDzq8ViQavVdiqYA83sVF5ezsKFC/n73/8e6kt95JFHcvLJJ/PUU0/xzDPPAFBWVsY777zD3Xffzemnnw7AyJEjOfroo3nzzTe5/PLLOxVnb6OqKt7y4Iy2htS0AxwdHuWNldS569FFN+B1xJJX2sCkLi48hRBCHFwCAX+o6IyOtkY6nB5Hp9PIFyhhJjkOv56aY4PBCIDdXktMTPwBJwIKp9WrV3P99dfzxz/+keuvvz4s9/jqq6/Cct29dTiD69at47LLLmP06NFMnjyZn3/+GQjOeHTVVVfx008/tT+YA/yFbt68Gb/fzxFHHBHapigKU6dOZcWKFXg8HgBWrFhBIBDghBNOCB0XFxfHEUccwfLly9sdV2/nq64i4HSCVos+pfuXUgHYWrsDgNTk4HcdO0rqIxKHEEKI3sPv9wN7PgAKIUR32v3e4/f7IhbD9u3bueKKKzjssMO4995723ze119/TWNjIyNHjmzT8aWlpfv9b9euXaFJZDuqQy2ev/32GxdddBGpqamcfPLJvP3226F9CQkJ2O123nrrrWYLmHaF3YWlwWBott1gMODxeCguLiYnJ4e8vDwSExOJjY1tdlxubi7vvPNOl8bUGzh3BIs+Y98sNHrDAY4Oj1/KVwEwNjuD4vUBCsttuL1+jPrOtZILIYQ4+En3WiFEJIT7vcfpdLJs2TIASkpKsNvtfP7550BwnKaqqlx22WUYjUYuuuiiZr1Bo6OjGTBgAAAPPPAAiqIwZswYrFYra9eu5bnnnmPEiBGh3qQHMmPGjDY9X6PRyPjx47n66qsZP358u55vhwrPxx57jNzcXBYuXIjdbm9WeAJMnjy52QxJXaVfv34ArF27lszMzND21atXA1BfH2xFa2hoaHUcp9VqDR2zL/vr1/zFF1+g1Wp73XIqrq2bAYgaOLBdsXeVgBqgyFYMwLQBI1kRs5lam5vCMhvDshM6ff2ekONDgeQ5/CTH4Sc57h5dledAQArOfdn9+VBRoBMNEGI/JMfh11tyrNUqYfkMXV1d3aLr7O7Hr7zyChAcQghw8cUXNztu0qRJvPrqq0Cwce2NN95g4cKFuFwuUlNTOf3007nuuuvQ6dpW7v3rX//i1VdfZdeuXZx00kmhuquwsJCPP/6YjIwMTj31VAoLC/noo4+46KKLePHFFznssMPa/Hw7VHiuW7eOm266CYPB0GplnJqaSlVVVUcuvV+DBg1iwoQJPPzww6Snp9O/f3/ee++90GKm3fWNaG9bTmXH5o0ApE2Z2KHYO6vMXok34MOg1TOoTxajBlSzbFUxBRUOjhjXt8vuI1Nxdw/Jc/hJjsNPctw9Optnl0tLVZUmbB/6DgbyJUr4SY7Dr6fmOBBQ0Gg0xMZaMJm6ZjWGvWVmZrJly5b9HnOg/QBnnHEGZ5xxRqdiqaiowOv1snjxYqzW5mPqr7nmGs4991xcLhe33347V199NaeddhpPP/10+AtPnU6332mPy8vLsVgsHbn0AT3wwAPccMMNnH322QBkZGRw9dVX8+STT5KcHBy/aLVasdvtLc5taGho0f329w40HbKqqr1qOZWAx4O7ohIAX1J6u2LvKpsq8gBItSRTX+8kJz2aZatg9ZZyZk/ufOEZ6RwfKiTP4Sc5Dj/Jcffoqjx7PG4CgQB+v9ojJx/pqIsuOocdO7bx9NMvMHp0x9Y9V5Rgnv3+QI9tKVq06GPmzbuXTz5Z0q5F7Bct+hidTs9xx51w4IPb6O9//xs2m42nnnp+n8fMn/8cCxa8EHpstcbSv382F1xwMVOmRGYpus564olH+Pbbb3jnnY/3ecwvv/zEJ598wIYN66mtrSE9vQ+zZ5/EmWee2+bWso4K1+u4q15Dfr9KIBCgvr4Rp9PfYn9cnOWgGQrw5ptvcskll7QoOiE4V84ZZ5zBK6+8wp///Gfi4+M59dRTmT9/frvu0aFX0+jRo/niiy9aNPkCNDY28t577zFx4sSOXPqA+vbty7vvvktxcTEul4vs7GwWLFhAcnIyGRkZAOTk5FBVVUV9fX2zQjMvL69L1vHsTcupuMsqQFXRmEyo5qiIxLC9pgCAvtGZ+HwBBmbGBbeXNOB0edHrumacpyyP0D0kz+EnOQ4/yXH36Gyee9oSC10hL28HO3ZsA2Dx4s87XHju/pDeU4vOzli06GMsFkuXFp5tZTQaeeKJZwGorq7k1VcXMGfOTTz99AuMHDm62+PpDh9++B5ut4vLLruC1NQ0NmxYz/z5z1FQkM9tt90d1nuH63Xc1a+hg+3Lr9bU1dXhdDr3ub+xsZGamprQ490Nfu3RoXbt6667jvXr1/OXv/wlNEvsli1bePvttzn11FOpqanh6quv7sil2ywzM5MBAwbg9Xp55513mjUvT506FY1Gw5dffhnaVl9fz4oVK5g2bVpY4+ppvJUVAOiTkyP2jUxefQEA2bHBvuKp8WZiowz4/AHyShsiEpMQQggRCYsXf45Go2HcuAl8/fUSfL7IzZYpWtJoNIwYMZIRI0YyffoMHnzwMVRV5bPPPol0aPvkdrs6df7NN/+dhx56glmzTmTcuAlccMHFXHTRZXz22SfU1dV1TZCixxs5ciSvvPJKq117N2/ezGuvvcaoUaNC23bs2EFqavuWRuxwi+fzzz/PPffcw5w5c4BgF1iArKwsnn/+eYYMGdLu6x5oZqeEhARee+01oqOjSU9Pp6SkhAULFmA0GputzZmWlsbpp5/Ogw8+iEajITU1leeee46YmJhQF91DhbtoJwCG9D6Rub/fQ0FDEQAD44KtzYqiMDgrjp83VbBlZx2Ds+IjEpsQQgjRnVRVZcmSLxg3bgJnnHEOc+bcyI8/fs/Uqc2/FC8oyOf55//DqlUr8XjcZGZmcf75F3HsscHWm0AgwMKFr/Pxxx9QWlpCTIyVUaPGMHfunURHR/Ovf93D5s0befXVhaFr2mw2Zs06mttuu5vZs08C4PTTT+Lww6eSmdmXN9/8HzabjaOOmsEtt9xGYWE+jz76f2zbtpXs7Bzmzr2L3NzgDJq7dpVyxhkn889/PsDRR++ZMbMt3TqfeeZJfvhhBbt2lRIVFc3o0WO59tqbSEpKAuCaa/7C6tW/ATB16gQALrnkci677AoAvv9+BQsWvMCOHduxWMwcddRM/vrXGzCb94wnLijI5+GH72fjxvUkJSVzySUdX789JSWFuLh4ysvLm21fv34tzz//HzZuXI9Wq2XKlKlcf/3fiI8PTpp4/fVXkZSUxJ13/hOAzZs38ec/X8BRR83kvvv+D4CdOws499zTeeGFlxk6dDjr16/l1VcXsHnzJhwOO5mZWZx99nmccMIfQvf97bdfue66K3nwwcdZtOgjfv75J8aMGcuDDz5OVVUlDz00j19//ZmYGCtnnNG2z7ytdYMeOHAwqqpSXV21327Sb7zxGkuXfklRUSF6vYFhw4ZzzTU3kpXVr9lxH3zwLq++uoC6ulpGjhzN1Vdfx6WXns9tt93NySefEjpu0aKPeeut/1FUtBOrNZZZs07kz3++Eq1WG9o/b969vPTSazz33H9Ys+Y3kpKSueiiy5g160Rg/6+htWtX89xzT7N9+1YCAZX09HTOOeeC0LmHsjvuuIOLLrqIP/3pT4wZM6bZ5EKrV68mOjqa22+/HQC3283PP//M8ccf3657dLjj9pQpU/jiiy/YtGkTBQUFqKpK3759GTFiRIdb1g40s9PkyZPxeDw89dRTlJWVERcXx3HHHcf111/fYkzpHXfcQVRUFI888ggOh4Nx48axYMGCVme7PZi5CvIBMPXvfBfjjsirK8Cv+ok3xpFk3jOD7eC+TYVnUV1E4hJCCNF7/Vaxlk/yvsTtd0fk/katkRNzjmNcyqgDH7yXdevWsGtXKRdf/GcmT55CbGwsixd/3qzwLCrayZVXXkJKSio33HAzCQmJ5OfvoLy8LHTMY489xEcfvcfZZ5/L+PGTaWx08P33K3A6G4mOjm5XTCtWLCc7O5dbbvk7paUlPPnkY+h0ejZsWMtZZ51HQkICzzzzJHfeOYfXXnv7gGuuH0htbQ0XXHAJSUnJ1NXV8uab/+Oaa/7Ca68tRKfT8be/zeWf/7wTo9HEX/96AxAs/gC+/noJd999G7Nnn8Rll11BdXUVzz77FDZbA/feez8Q/EB8003XYDKZuOOOfwAwf/6zOBwOMjPbP69EY2MjDQ31pO/1Bf769Wu59torOOywI7j33vtxuZy88MIzzJ37N557bgEAo0eP5dNPPwqds3r1SgwGI2vXrg5tW7XqN8xmC4MGBRtrysp2MXLkaP74x9MwGIysW7eGBx74J6qqtiiMHnzwXxx33CzmzTs99Hcyd+7fqKws5+ab/050dDSvvfYyFRXloaKtPdauXY3BYGj2vFtTWVnOaaedSWpqGo2NDj744F2uuupS3njjPazW4HC3FSuW8fDD93PSSX/kqKNmsm3bFu666+8trvXmm6/xzDNPcuaZ53LNNTdQUFDA88//h0AgwFVXXdvs2H/8405OOumPnH32uXz00QfMm3cvQ4cOp3//7H2+hhwOO7feegOjRo3hnnv+hV5voKAgD5vN1u78HIyGDBnCRx99xAsvvMC3337LunXrAOjTpw/nnnsuf/7zn0lLSwOCXdI/+OCDdt+j0yOGhw4dytChQ5ttW7FiBc8//3xoGuC2asvMTpdeeimXXnrpAa9lMBiYM2dOqEX2UBTwenBu3gSAqWmdn+62uTY4jmVw/IBmX0jsbuXcXlKP1xdAL7MVCiGEaKMlhcsob6yIbAw7l7W78Fy8+AsMBiPTp89Ap9Nx1FEz+eKLRTQ2Noa+QH/ppefR6fQ888x8oqKCReTEiXvWRd+5s5APPniHv/zlai655LLQuLOjjtr3cnAH8sADj6DX6wFYtWolH3/8Pg8//G8OO+xwAAIBlTlzbmTHju0MHDiow/cBmo0Z9Pv9jBgxij/9aTa//fYrkyYdRnZ2DhZLFBaLhREj9ix8r6oqTz/9BDNmHMvcuXeGticmJnHLLddz0UV/Jicnl88++5iqqkr+97936Ns3C4BBgwZz7rmntbnw3N39uaqqimef/TcWSxRnnrmn9fDZZ59iyJChzJv3UOizTU7OAC688Cx++GEFU6ZMZcyYcbz00vOUle0iLS2dNWtW8Yc/nMyHH75LYWEB/fr1Z82aVYwcOSpUGB5zzJ7WI1VVGT16LBUV5Xz44XstCs+pU6dx9dXXhR7/+OP3bN68kSeeeIbx44PzrIwdO4FTT/1Dq5PF7E9R0U7eeedNTjnltANOFnrddX8L/dnv9zNx4mROPPE4vv56KaeccioAL788n/HjJzJnzh0ATJ48BZ/Px4svPhs6t7HRwfz5z3PuuRdyxRV/BWDixMPQ63U8+eRjnHvuBcTGxoWOP/XUMzn11OAwuxEjRvPDDyv45pulXHzxn/f5Gtq8eSN2u50rrrgm1Ho/YcKkduXmYJeamsodd9wRtuu3u/Bct24dRUVFWK1WJk6ciNFoDO1btGgRL774Ihs3bmz3i1y0T3XhRyhaAwmZ+x403bhhAwGXC118PKb+2d0YXZAv4OOnspUADE9q3vU6PdGC1aKnodFL/q4GBvWN6/b4hBBC9E7H9Jse8RbPY7Kmt+scn8/H118vYcqUw0OtksceewIffvgey5d/HepOuXLlLxx11MxQ0fl7v/32C6qqcuKJp7S6v73GjBkXKjoB+vbth0ajCRUvwW3BAq6iorzThecPP3zHyy/PJz9/Bw7Hnpn2i4oKmTRp38syFBUVUla2i+uu+1uzcbFjx45Do9GwZcsmcnJy2bhxA9nZuaGYATIz+zJgwMA2xed0OjnqqD1xaLVa7r//EbKy+gPgcrlYt24Nf/3r9fj9e2Y57ds3i5SUVDZt2siUKVMZPnwEer2e1at/4/jjZ7N27WruvvtfrF+/hlWrVoYKz5NP/lPoGg0NDbz00nN8++0yqqoqQ9dvbUWG38+yu3HjeqKjo5v9vUVHRzNhwiS2Nq3n3hYOh53bb7+F9PQ+/OUvB56vZf36dbz44jNs3bqFhob60PaipqFefr+frVu3hFoedzvyyKOaFZ7r1q3F6Wzk6KNnNvv7nTBhMm63m7y8HYwdOz60fe/XitlsJi0tncrK/X8Z1adPJlFRUTz88P2cfvrZjBs3gfh4Ge7VndpceNpsNq688kp+++230LbExEReeOEFDAYDt9xyCxs3biQtLY1bb72VM888MywBC1BVP46a1QDEpk1Hq2t9nTTbyuD6ptHjJ6B0smtMR+TX78TmsROtj2J00vBm+xRFYVDfOH7dUsmWojopPIUQQrTZuJRR7W5tjLRffvmRurpajjhiWqhrX07OABITk1i8+ItQ4VlfXxca79ia+vp6tFptaCxhZ/2+a65Op8NoNDYrRnf/2ePpXKG/adMG5s69iSOPnM75519EXFwCiqJwxRUX43Z79nvu7klubrvt5lb37+6KXFVV1WoxER+f2KZJeIxGI08//QKBQIDi4iKeffYp7rvvbl555S2SkpKw2Rrw+/38+9+P8u9/P9ri/IqK8qbrmBgyZBhr1qxi0KDB2O12RowYxejR41izZhWTJ0+hvLyMMWPGhc6dN+8e1q9f29Rql0tUVBTvv/8OX321uMV9EhKa//0Hx2K2fN6/P25/vF4vt912CzabjWeffanZuNnWlJWVcdNN1zBkyFBuueXvJCUlo9frueWWG0Kvlbq6Wvx+f4vYfv93VF9fB8Cll57f6r1253W36OjmQ+d0Oj0ez/5fQ1arlccee5r585/nvvvuwu/3M2rUGG688dZQC+ihbseOHaHVQ+rr61F/N92woii8/PLLHb5+mwvPJ554gpUrVzJ79mzGjx9PcXExb7zxBnPnzqW6uhqj0cj999/PSSedFPY1fw51iqJFq4vG77Pj89S2WngGvF4cq1cBEDM+Mt0Ivin+Dgh2s9VqWo4vGJwVHyw8d9Zy0uH9uzk6IYQQovssXvwFAPPm3Qvc22xfXV0ttbU1xMcnEBsbR1VV1T6vExsbi9/vp7a2huTk1gtUg8GA19t8tlybretmkTcYDADtvsfy5d8QHR3NP/7xQGhcYlnZrjbdc/d4wRtvvJXhw0e02J+UlNz0M4ktW1q28NXWVmOxRB3wPhqNhiFDhgEwbNgIsrOzueyyC/nvf19oGjsZg6IoXHDBJUybdlSL8/fuDjpmzDi++WYpAwcOZtCgwVgsFsaMGcsTTzzC6tW/YTAYGDo0+MW82+3m++9XcM01N3L66Xu69f7+g/9uv59PJTExibq62hbH7b38xf4EAgHuvfcOtmzZxNNPv0hqatoBz/npp+9xOhv5178eCs2h4vP5mrV8xsXFo9VqW8RWW9v8cUxMsKfkv/71UKszpR5orGlbDRs2gkce+Tdut4vffvuVp59+gr///W8sXPhhl1y/N/vggw+47bbb0Ol0ZGdnt9p7dV+vx7Zqc4X41VdfMWvWLB59dM+3OwMGDOD2229nzJgxvPTSSwfsBy66js4YHyw83bUYLS3/Mbq2byPgdKKNjcWUm9vt8dW66lhdGRyUPC3z8FaPGZwVBwTHefr8AXRaGecphBDi4ONyufj222UceeRRLWYaramp5p57bmfp0i85/fSzmTBhEt98s5Srr7621UJp3LiJKIrCp59+xMUXtz7nRXJyCpWV5c3Gjv78849d9nzi4xPQ6XQUFuaHtnm93tBMovvidrvQ6XTNiqYvv/ysxXF6vb5FC2i/fv1JSUmltLSE007bd6+6oUOH8/nnn1JcXBQa01lcXMT27dsYNWpMW57e7643jGOOOZ5Fiz7mkksuJzExiREjRlJYmM+QIfvvijp69FhefXUBX321mDFjxjdtG0dlZQWffvoRQ4cO36uI9xIIBJq1NDc2OlixYnkb4xyO3W5n5cpfQt1t7XY7v/76c5uGvz366P/x/fff8sgjT7a59c/tdqMoSrMGp6++WtKsC7JWq2XQoMGsWLGMM888J7T922+/aXatESNGYTKZqKwsZ/r0o9t0//1p7TW0N6PRxJQpUykpKeaJJx7B7XY3Gz54KHrqqacYOnQoL7zwQrtaytujzYVnRUUFU6ZMabZt9+MLL7xQis5upjXEg6MIn7vlt1sAjvXBoi9q+IiIdLNdXx38tjHb2o8Bca2PL+2TFEW0WY/d6aWgzMaAjJZjGIQQQoje7ttvv8HpbOSMM4Ljyn7v9ddfYfHiLzj99LO55JLL+f77b7nqqj9z3nkXkpiYREFBHi6Xi/POu4isrH6ccsppvPDCM9jtNsaNm4jL5eKHH1Zw6aV/ITk5henTZzB//nPcf/8/OPnkP5Kfn8fHH3/QZc9Ho9EwffrRvPvuQjIz+xIbG8e77y5EVdX9rmwwceJkFi58g8cee5Bp045m/fq1fPHFohbH9euXzeeff8KKFctJSkoiKSmZpKRkrrnmRu6993ZcLidTpkzFbDZTVraLH35YwV/+8leysvoxe/aJvPzyfG699Qb+/OergOCstgkJiR1+vhdffBlLl37JwoVvcNVV13L11ddz/fVXcdddf2fmzOOIiYmhsrKCX375idmzTwr9HY8aNRqtVsvq1b9x9tnBLqTx8fH075/N6tW/ceGFe744iI6OZujQYbz22n+Ji4tDq9Xx2mv/JSoqmrq6A7daHnbY4QwaNIR//OMOrrzyWmJiYnj11f8SFXXgVt5XXnmJDz54l3PPvQC93sD6ps+QANnZ2fscb7y7wJ03715OOeVU8vPzePPN11p0g73oosuYO/dv/N//3cfRRx/D1q2bQ+ui7n69xMTEcNllV/Kf/zxJRUUFY8eOR6vVUlpazLffLudf/3oQk8l0wOeyW2uvoa1bt/DJJx8ybdpRpKamUVNTzTvvLGTkyNGHfNEJwVrv0ksvDVvRCe0oPH0+X4u+3rsfy8Dc7qc3BnPu87ReeDZuXA+AZfjIVveH24bq4Gy6I5L2vZ6rpmmc529bg91tpfAUQghxMFq8+AtSU9OaTY6ytxNOOJF///sRSkqK6ds3i2eeeYnnnnuKRx55AL/fT9++WZx//sWh42+66Vb69OnDxx9/wJtv/o/Y2FjGjBkXagTIzs7h9tvv4b//fZG5c//GqFFjuOuu+7jkknO77DndcMOtPPjgv3j88YewWKI455wLyMrq16Ila29Tpkzlqquu5d13F7Jo0ceMHDmaBx98nHPOObXZceeddyElJUXcd9/d2O220BqMM2YcQ0xMNC+//FKopTQtLZ3Jkw8PFZZGo4lHHw3m7p//vJOkpBQuvvgyVqxY1uFlM7Ky+jNz5nF88ME7XHDBJYwcOZr//OfFpuL+XrxeL8nJqUyYMLHZzLkWSxQDBw5m69bNzVpbx4wZR0FBfrPxnQB33/0vHnpoHv/61z1YrbGcfvrZOJ2NvPnmaweMUVEUHnjgER5++H4eeuh+YmJiOP30s6ipqdnv3wnsaQ1//fVXef31V5vt+/e/n231yxKA3NwB3Hbb3bz00vPceuuNDBw4iPvu+z/uvHNus+OmTp3OzTfP5ZVXFvDFF58xbNhwbr55LjfeeE2zMcbnnHM+ycnJvPXW/3j33bfQ6XRkZGRy+OFHtnsYX2uvoWOPPR6NRuH55/9DXV0tVmsskyYdFppF91A3ePBgKirCO1u4oraxs+6QIUP4xz/+wXHHHRfaVldXxwknnMBTTz3FhAktX5T7W3C2t1JVlaoqe5uP1+k0xMdHUVvrCE153hUcNWupLvwAY3R/Ugde2GxfwOVi+zVXApDz6L/RdfMMwwE1wC3L78HldzFn4nVkxWTu89jFvxbxxpJtjMhO4KazxnTofuHKsWhO8hx+kuPwkxx3j67Ks9frobp6F4mJ6ej1hi6M8OCg02nkdRxmkuPw+OSTD3jggft4++2P6Ns3s8fm+EDvQUlJ0ftt5e9NVq5cyfXXX8+///1vxo0bd+ATOqBdXx/cfffd3H333S22X3vtta0cDZs2bepYVOKAdIY4AHyeuhb7vNXVAGgslm4vOgEqndW4/C70Gh0ZUen7PXZw02y222ScpxBCCCHEQaehoZ6XXnqB8eMnYLFEsWnTBl55ZQFHHjm9yyYNEp33wgsvEBMTw3nnnceAAQNIT08PTQK2m6IoPPPMMx2+R5sLz2uuuabDNxFdT2cM9r/2e+pRVT+KsmfWWG91JQD6xI6PZ+iMnQ3FAGRGZ7Q6m+3eMlOiiTLpcLh8FJbbyO0j3W2FEEIIIQ4WOp2O0tJiliz5HJvNRlxcPMcfP5urrmq94UpExtatWwFIT0/H4XCwffv2Fsd0tnVXCs9eSqOLQlF0qKoPn6cevXHPQGBfU4unLnHf64CF005bsPDMsmYc8FiNojAwM47V26vYurNOCk8hhBBCiIOIxRLFgw8+HukwxAF89dVXYb+H9GvspRRFQbd7gqHfzWzrLi0FwJDSch2k7rC9Lg9gv2M79zakaVmVzTvrwhSREEIIIYQQIpKk8OzFdIbWZ7Z1N62rZezfv7tDIq++kJ22ErSKlmGJg9t0zpB+weexpagWbw8dXC6EEEIIIcTBzO/38+mnn3LXXXfx17/+lS1btgBgs9n48ssvqaqq6tT1pfDsxVpr8VR9Ptw7dwJg6tf6+pnhoqoq728Prss0OW0cVkPMAc4I6psSTWyUAY83wNbiujBGKIQQQgghhPi9hoYGzjnnHP72t7/xySef8NVXX1FTE1xD1mKxcN999/HKK6906h5SePZirRWe7tISVJ8PjdmMPiWlW+OpcFaRV1+ITqPjDznHHfiEJoqiMCInOEZ1fV51uMITQgghhBBCtOLhhx9m27ZtzJ8/nyVLlrD3iptarZbjjz+eZcuWdeoeUnj2YqGutu6a0DZ3QQEAxn79u31doRL7LgAyotKJM7ZvkqCROcEZeNfn1RzgSCGEEEIIIURXWrp0KRdccAFHHHFEqzVE//79KSkp6dQ9pPDsxfSmZAC87mpU1Q+Aq2l8p6l/93azBSi1lwHQJzqt3ecOz05AUaCkykFNg6urQxNCCCGEEELsg81mIzNz3xOD+nw+/H5/p+7RpsKztLS0Q/+J8NIaYlE0BlD9oVZPV2EhAKYITCxU6uh44Rll0oeWUlkn3W2FEEIcZObPf46pUye0+t+rr/63Xdf67bdfmTp1Aps2bQxPsHux2WxMnTqBRYs+7vS1Fi36mKlTJ1BXV9f5wLrItm1bmD//OVyu5l9674m1dh9nts7v9/O//73MX/96OX/4w0xmzZrBtddewZo1q7oy7G5ls9mYP/858vPzIh2KCKOsrCw2bNiwz/3fffcdubm5nbpHm9bxnDFjRoe6bW7atKnd54i2UxQFvSkZT2MJHmcFWm0c7qLgxELGfv27PZ7Spq62faLaX3gCjMxJYHtJPevza5g+5sBrgAohhBC9idFo5Iknnm2xPS2tfb83Bw8ewrPPLqB/BHo3HWy2bdvKggUvcNppZ2EymTp9Pbfbzauv/pfZs0/kvPMuQqPR8NFH73PddVfy6KNPMX78xC6IunvZ7TYWLHiBnJxcsrNzIh2OCJPTTz+dhx9+mMmTJ3PYYYcBwVrD4/Hw9NNP8+233/KPf/yjU/doU+E5b968ZoVnIBDglVdeobS0lJNOOons7OAbX15eHp988gkZGRlccMEFnQpMtI3enIKnsQSvqwJtfRT4/WgsUeiTkrs1DqfPRZUz2OrakRZPgKH9E3j/23y27KwjoKpounmMqhBCCBFOGo2GESNGdvo6UVHRjBgxEp1Og0+WIetRjEYjCxd+iNVqDW2bOHEyF154Fm+99XqvLDzFoeGiiy5i+/bt3HTTTaHX780330xdXR0+n4+zzjqLM844o1P3aFPheeqppzZ7/Mwzz+B2u/nyyy+Jj49vtu/aa6/lnHPO6fQ6L6Jt9KbgzLVeZwWacgMAxszMbp9YqLChCBWVBFN8m5dR+b3+aTEYDVrsTi/FFXayUjt2HSGEEKK3mjp1AldccQ02Wz2LFn2M2+3hqKNmcOONt2CxRAHBrrbXXXclCxa8xsCBQwD45JMPefPN/1FaWoLJZKJfv/5cd91NDB06HAi2xD3//NMsWfIlNlsDWVn9ueSSy5k+/ehm9//oo/d55ZWXqK2tYcSIUVx11bWtxrlo0ce89db/KCraidUay6xZJ/LnP1+JVqvt1PO32Ww899zTfPvt1zQ0NJCdncuVV17DpEmHhY655pq/YLFYmDXrRJ5//j9UVVUydOhw5sy5g4yMPWPUKirKefjh+1m58hdiY+M466xzKSsr49tvv+Gddz5m0aKPmTfvXgBOPPEY4P/Zu+/wJqu3gePfjCbde1FooS2jzBYou2xkCYKKW5aCoICC4ssQ5YcKiANERQQEB4gCogiI7I3sPUuhtLR07500Td4/QiOhhc40bTmf6+KSPPPO6UPNnXPOfcDTsw6///7fsOL4+Hhmz36f8+fP4OrqxsiRrzJgwKAHxi+TyYySzsJt/v6NiI6Oeuh7T0pKYvnyJZw9e4bk5CTc3d3p2bMPo0ePRaFQGI7Lyspi4cIFHDp0AKVSyeDBQ7G3d2DJki85fPhUpbZlbGwMzzzzBADvvz/dcN6GDZupU8eL1at/ZOvWTSQmJmBtbY2/f2OmTXsPLy8xcq2mkUgkfPzxxwwdOpQdO3YQGRmJVqvFx8eHAQMG0K5dxb80KVXieb/ffvuNUaNGFUk6AZydnXn22WdZvXo148aNq3CAwsMprO4WGMpLRBKv/3EqPOtUeRwXkvTzTPwc6pf7GnKZlCbejly4mczlWyki8RQEQRBqHY1GU2SbXG78cWzjxnU0bhzAe+/9j5iYGL777hvUahVz5swv9prnzp3hk08+4oUXhtOpUxfy8vK4evUyWVmZhmM+/HAWx48f5bXX3sDHpwHbt//NrFn/x/z5nxMS0h2AI0cO8emncxk4cDC9e/clNPSqUbJR6Lff1rB06dc8++yLTJw4mYiICJYv/xatVvvARLU08vPzmTJlAikpyYwd+wZubu7s3LmNd999i1WrfsHfv6Hh2LCw66Smrmb8+ElotQV8/fUiPvzwfZYt+wHQry0+ffo7pKam8O67M7G1tWXt2tXExcUilepLnHTqFMLIka/y008r+eKLr7GxsUWhsDCKafbs9xg8eCjPP/8imzdvYt68OTRt2rxMw5w1Gg2XL18kMLD1Q49LT0/D3t6BSZOmYGdnR1TUbVatWk5ychIzZ842HDdv3hzOnDnJG2+8iaenJ5s3byI01Hh6W2W1pYuLK3PnfsZ7773LuHETaN06GAAXF1f++Wcr33+/lDFjxtO8eUuys7M4f/4c2dnZpW4bofoJDg4mODi4yPYzZ85w4sQJxo8fX+5rlyvxTEtLIzc394H7c3Nzq9XE8drMwtID0C+pkn9Z38usKONckYrKyc/haOxJADrWKfqglkVLPxcu3Ezm9PVEBnQsfxIrCIIg1F4nryWw6VA4eeqKVVgsL0uFjCe7+hEcULb1snNzc+nRo2OR7UuWfE9gYJDhtYWFgvnzPzf0HiqVShYs+JhXXhlH/WJqOFy5chl7ewcmTHjLsK1z5xDD32/cCOPAgX1MnTqDoUOfBqBjx87ExcWyatUKQ+L5008rCQxsbUhyOnTohFqt5scfvzdcKycnm5Url/PiiyMYN24CAO3adcTCQs7XXy/ixReH4+DgWKZ2KbRz5z+EhYXy44+/GuYSdujQiaioKH788Xs++ugTw7FZWZmsWvWLoRMkNzeXefPmkJAQj7u7B8eOHeH69WssWbLCkPC1adOOp54aiK2t/ottJycnQw9pkyZNcXQsGvewYc8xdOgwAFq0COTo0cPs37+HUaPGlPp9rV37M0lJiTz77IsPPc7fvyETJ042vG7ZMhBLSyvmzp3N229Pw9LSklu3wjl4cB+zZs2hf//H77ZRZ158cZjRtSqzLRs3bgJAvXreRkPFr169jL9/I4YPH23Y1rVrj1K3i1CzHD9+nK+++qpCiWe5llMJDAzkp59+4tKlS0X2Xbx4kdWrV9OqVatyByWUnszCBqncGgB1VgwSCwtsWgVWaQyn4s+hLlDjZeNJgFOjCl0ruIkbEiA8JoOk9Ad/uSEIgiA8urYfjyQ2OYfUTJVZ/sQm5/DP8dtljlupVPL99z8X+dOoUWOj47p06Wo0ZLVnz97odDquXCn6uQv0xYYyMtKZO/d/nDx5rEiF1sKKqr169THa3qvXY4SFhZKbm0tBQQGhoVfp1q2H0TE9evQ2en3x4gVyc3Po2bM3Go3G8Cc4uAMqlYrw8JtlapN7nThxDH//hnh7+xhdu127Dly7ZlzBt2HDxkYj7wp7IBMSEgC4evUKtrZ2Rr2M1tbWZZ5j2aHDf18UWFlZ4elZh8TEhFKff/LkMVauXMaoUWMICGj60GN1Oh3r16/l5ZefoVevLvTo0ZEPP5xFQUEBMTHRAIZ2KPyyAPRzh7t06Wp0rcpsywdp3DiAsLBQvv56IefPnyu2N18Q7lWuHs8PPviA4cOH88wzzxAYGEiDu0t3REREcP78eRwcHHj//fcrM07hISws3VFlRSB1UeDQsXeVDrXV6XQciz0NQIc6bSs8t9TBVkljb0dCo9I4dS2R/h18KiNMQRAEoRYZ0KE+f5q5x3NAOf7/JJVKCQhoVuJx909l0g8BVZKcXHz9jLZt2/H++x+yYcNvvP32JBQKBT169Oatt97B3t6BzMwM5HI59vYORuc5Ozuj0+nIyspEKpVSUFCAk5NzkWPulZ6eBsArr7xcbCwJCfElvr8HSU9P4/r10GJ7he+fO2pnZzwdx8JCP0RWrVYBkJychKNj0Slh97+/ktx/H7ncArVaXapzQ0Ov8d5703jssf6MHj22xOPXr1/LkiWLefHFEbRpE4ydnR1Xr15h4cIFhnsmJSUhl8uxtbU1Ovf+Z6Yy2/JBBg4cTE5ODps3/8m6dWuxtbWlf/9BvP76RJTKilcIFmqfciWeDRs2ZMuWLSxfvpyDBw+ybds2ALy8vBgxYgRjxozBza1qq6o+yiys9ImnxFmBZRWXVr+RdovIzCgUUgvaebSplGsGB7jrE8/QBJF4CoIgCEUEB7iXeZhrTZKaarx2ZHZ2Fmq1ChcX1wee06/fQPr1G0haWhqHD+/nq68WIZfLmTHjA+ztHdBoNGRkZBgVvklJSUEikWBra4dCoUAmk5GammJ03ZQU49d2dvrz5879DA8PjyJx1KnjVeb3W8je3gF//0bMmFHxzgsXF9di1+C8//2ZSnR0FFOnvkmLFq2YPr1072ffvj106dKN8eMnGrZFRNwyOsbV1RWNRkNWVpZR8nn/M1OZbfkgUqmUZ599gWeffYHExAR2797Jd999jaOjY5mGIguPjnIlnqB/8GfOnMnMmTMrMx6hHCws9Um+xEWBhVvV/o/4SkooAIFuLXBQVk4xoOAmbqzddZ3wmAyS0/NwcRDfmgmCIAiPjiNHDjFp0hRDz9S+fXuQSCSGCrUP4+joyKBBQzl69AiRkREAtGoVdPc6uxky5L+VCvbt202jRk2wsrIC9EMnDx7cz3PPvWQ4Zv/+PUbXb9GiFZaWliQmxhepiFtRwcHtOXr0CK6ubrhWcFm4pk2bkZWVyblzZwgK0n8xnpOTw+nTJw1zPEHfgwkl9+6VRVJSElOmTMTDw5OPP15QpHjUg6hUeYbexkI7d/5j9LpJE/1w3UOH9huq62q1Wo4cOWR0XGW25X89oA/u6XVzc+eFF15m167tRZJlQShU7sSzUEJCAikpKfj4+GBtbV0ZMQllJM3Xt7vUWYGF24O/DTWFaynXAWjq3LiEI0vPaLhtaAL92oteT0EQBKHm02q1XLp0scj2e4vcAOTnq5kxYypPPjmM2NgYli79mh49ej+wkurKlctIT0+jdeu2ODk5c/PmDY4fP2pIIBs2bET37j355ptFqFQqfHzqs3PnP1y6dIH5878wXGfkyFeYPv0d5s2bY6hqu2PHNqN72dnZ8eqr4/n2269JSEigdeu2yGQyYmKiOXToIHPnfoql5cO/MD5y5GCRz4x+fg3p3/9x/vrrDyZOHMcLL7yMt7cPWVlZhIWFkp+fb9QTWJKOHbvQuHEAc+bMYty4Cdja2rF27c9YW9sgkfxX4qRwutgff2yga9ceWFpaGlV8LSuVKo+pU98kPT2Nt956x2jOq0JhQePGAQ88t127DmzY8BsbN67D27s+O3ZsIzo62ugYPz9/unXryeLFn6NS5eHhUYfNm/9ErVYZTXeqzLZ0dnbB1taO3bt3UKeOFwqFAn//Rixa9Cl2dvY0b94SOzs7Ll48z82bYTz11LCSLypUCx9//HGpjy2utk9ZlTvx3L17N59//jmRkZEArFq1ik6dOpGSksIrr7zCxIkT6dOnTwlXESqDNk5fLl1iK0cnqbr5Lln52URlxgAQ4FyxokL3Kxxue/KaSDwFQRCE2kGlUjF+/Ogi2wcNGmI0HPPpp58jLS2Vjz76gPz8fLp168Hbb//fA68bENCM9et/Ze/e3eTkZN/tfRrOyJGvGo754IOPWLZsCb/88iMZGfp1PD/+eAEhId0Mx4SEdGfq1Bn8/PMqdu/eSbNmzZkzZx6vvTbK6H4vvPAybm5urFv3Cxs3rkMul1O3bj06d+5aqt69+fM/LLJtzJjxjBo1hq++WsqqVcv5+edVJCcn4eDgSOPGTXjyybItXC+RSPjkky/47LN5fPrpPOzs7Bg27HmioiIJCws1HNe4cQCvvPIaW7f+xdq1P+Pu7mG0jmdZpaSkcOOG/kv56dPfNtp3/xqh9xs1aixpaWl8//0yQF/YafLkqUybNsXouBkzPmDRok9ZsmQxCoWC/v0H4efnz8aN6w3HKBSKSmtLqVTKzJmzWb58CZMnv4FarWbDhs20bBnI5s1/smXLJvLy8vDyqsukSVMYNGhoma4vmM+aNWvKdHxFa7lIdDqdrqwn7d27lwkTJhAUFESXLl345ptv+OGHH+jUqRMA48aNQyqVsnTp0goFVx3pdDqSkrJKfbxcLsXJyYbU1Gw0Gq1JYkr660+yHc8gsbfAvdFILG2rZhmSqynX+ebc97hZufC/TtMq9drpWSre/uYIOuCz1zs/dLhtVbSxINq5Kog2Nj3RxlWjsto5P19NcnIsLi51sLBQVGKE1VdISDBvvPEWL744vMRj5XKpeI7LID8/n5dffsZoyZiS1JQ2njBhLFKplK+/XmbuUMqsOrdxSb+DXF1tK5yMPUrK1eO5ZMkSgoODWb16NampqXzzzTdG+4OCgli3bl2lBCiUTBUZgbZAjczegvzchCpLPKPv9nbWs6tb6dd2sFXSyNuR62K4rSAIgiAI5fDXX3+g02nx8WlAZmYGf/75O3FxscyZM8/coVXI/v17iI+Pw8+vISpVHrt2bef8+bPMm/e5uUMThIcqV+IZFhbG9OnTH7jf1dWV5OTkcgcllE1eZAQSayn42pCfV/q1pSoqIkO/hpmPbeUnngDtAty5HpXG8SvxIvEUBEEQBKFMFAoFv/zyE7Gx+i/KGzZszKefflmqJW2qMysra3bs2EZUVBQaTT4+Pg344IOPiqzBKgjVTbkSTysrK3Jzcx+4PyoqCkdHx/LGJJSBJi2VgvR0pCn6ktr5uVWTeGp1WsJSwwFo5ORnknu0C3Dn191hRMRlEpeSg6ezKF4lCIIg1G6HD58ydwi1xoABgwyVX2uTDh060aFDJ3OHIQhlJi35kKI6dOjApk2b0Gg0RfYlJiayfv16QkJCKhycULK8iAgA5FJHANR5CZRj2m6ZpeSlka3JQS6R4WNXr+QTysHeRkFzX/1Cz8cux5nkHoIgCIIgCIIgmF65Es/JkycTFxfHsGHDWLduHRKJhMOHD7No0SIGDx6MTqdjwoQJlR2rUIy8u2t0KZ19AAm6AhUF+Zkmv29stj4R9LBxRyaVmew+HZvrF6c+djm+ShJqQRAEQRAEQRAqX7kSTz8/P9auXYujoyOLFy9Gp9OxcuVKli1bRuPGjVm7di316pmmF0wwprqbeFr6+GJhqV/DsyrmeYan65fRqWPjYdL7tG7kiqVCRkJaLtciU016L0EQBEEQBEEQTKPc63g2atSIH3/8kfT0dCIjI9HpdHh7e+Ps7FyZ8QklUMXcAUDp40OBRTr5eYnk5yZgZV/+xY9L42TcWQBauTY36X0sFXI6Nvdk/9k77D8XQ9MG4vkSBEEQBEEQBFNJSEggJSUFHx8frK0rr8ZKuXo8v/nmG65f1y+O6+DgQKtWrQgMDDQknWFhYUWWWBEqn66gAE1KCgAWbu5YWLkDpu/xzNXkkqpKA6CZSxOT3gugR5AXAGeuJ5KerTb5/QRBEARBEAThUbN792769+9P9+7defLJJzl//jwAKSkpDB06lN27d1fo+uVOPENDQx+4PywsjCVLlpQ7KKF0NKkpoNUikcuROzhgYalPPNUmrmwbn5MIgIPCDiu5pUnvBeDjYYeflz0FWh2HL8SY/H6CIAiCIAiC8CjZu3cvkyZNwsnJiQkTJhjVVnF2dsbDw4ONGzdW6B7lSjxLkpaWhoWFhSkuLdwjP1GfAMpdXJBIpSis9PMt8/MS0ekKTHbf2xn64b0e1u4mu8f9egTp1wo9cC4GrSgyJAiCIAiCIAiVZsmSJQQHB/Prr7/y0ksvFdkfFBTE1atXK3SPUs/xPHnyJMePHze83rVrF5GRkUWOy8zMZNu2bTRu3LhCgQkly715AwBlPW8AZApHJFIlOq2K/LwkQyJa2c4lXgSqZphtoXZN3fl1TxhJ6XlcuZVCCz+XKru3IAiCIFSmkSNf4ObNMJYsWUFgYGtzh2My27ZtYd68OWzdurtM67tv27YFudyCvn37V1osM2a8Q2ZmJt98s/yBx6xcuYwfflhheG1v70CDBr4MHz6KTp1q5jKBixd/waFD+/n99y2lOl6r1TJmzAiuX7/GRx99Qs+efUwan6mY4hmq7cLCwpg+ffoD97u6upKcnFyhe5Q68Tx+/Lhh3qZEImHnzp3s3Lmz2GMbNmzI+++/X+ZgIiMjWblyJefPnycsLAw/Pz+2bt1qdExubi7ffvst27ZtIykpCU9PT5588knGjBmDXP7f28nMzGT+/Pns3r2b/Px8unbtyqxZs3B3r7peOlPS6XRkXzgHgFUjfQIokUhQWLmjyo4iPzfeZIlnzN2lVJo4mbaA0b2UFjI6t/Bkz+lo9p+LEYmnIAiCUCOFh9/k5s0wAHbt2l6rE8/y2rZtC9bW1mZJGpRKJYsXfwdAcnIiq1f/wLRpb7NkyQpatgys8niq2l9//UFSUqK5w6gwcz5DNZWVlRW5ubkP3B8VFVWmL5CKU+rEc8yYMbz00kvodDo6d+7MnDlz6Nu3r9ExEokEKysrlEpluYIJCwvjwIEDBAYGotVqi1238cMPP2Tnzp28/fbb+Pv7c+7cOb766ityc3OZMmWK4bjJkydz48YN/ve//6FUKvnyyy8ZO3YsGzduNEpQayp1bAx54eFI5HLsgoMN2y2sPFFlR6HOjcOGVpV+X1WBmkx1FgCuVlWb/PUI8mLP6WjOhSURm5xNHRebKr2/IAiCIFTUrl3bkUqlBAW1Yd++3Uye/G6t+FxSW0ilUlq0aGl43bJlK4YMGcA//2yttomnSpWHUlnxmhtpaWmsWLGUCRPeYv78DyshMqEm6dChA5s2bWLkyJFF9iUmJrJ+/Xp69uxZoXuUeo6npaUlTk5OODs7s2fPHp544gmcnJyM/jg6OpY76QTo1asXBw4c4KuvvqJ586LLdGi1Wv755x9GjRrFSy+9RMeOHRk/fjyDBw/m77//Nhx39uxZDh8+zNy5cxk4cCC9e/dm8eLFhIaGPrCXtqZRx+l7HRX1vJE7Ohm2G+Z55sab5L5Jufoudhu5NdYWVia5x4PUdbMl0N8FrU7Hhn03q/TegiAIglBROp2O3bt30KZNMM899xLp6ekcO/ZvkeMiIm4xc+a7DBjQi969uzBy5Avs2rXdsF+r1fLbb2t47rmn6NmzE0880Y9Zs6aRlaX/Ynju3P8xfPizRtfMzMwkJCSYbdv+G3I5bNhgFi5cwPr1a3nqqcd57LFuzJ37P9RqNWFhobz++iv06RPC2LEjuHl3eg9AbGwMISHB7NtnXOFy8eIvGDZs8EPbYOnSrxkx4jkee6wrQ4cOYPbsmSQlJRn2T5z4GufOneHffw8TEhJMSEgwK1cuM+z/99/DjB07kl69ujBoUB8+/3x+kV6aiIhbTJz4Gr16debZZ4fwzz/Go+fKwt3dHUdHJ+LjjT9XXbp0gTffHE+fPiH069ed//3vPVJTUwz733rrdT766L/Rf9euXSUkJJhZs6YZtt2+HUFISDBXr142XHPatCkMGdKfPn1CGDXqRbZv/+/zLcCZM6cICQnm338PM2vW/9G3b3fef18/PDIpKZFp06bQu3cXhg4dwC+//FSm97ps2Te0adOWNm2CSz74rl9/XcOYMSPo1687gwY9xv/932Ru3y46FW/Tpo08/fQgevfuwuTJb3D9+rUizyPoeypHjnyeXr06M3ToAJYtW0JBQYHR/pCQYK5fv8Y777xJnz4hPP/8k0Y/44c9QxcunGPChLH069edxx7rxogRz1Xo+aioyMhIPvjgA4YMGUKzZs0YNGhQscdt2LCBfv360bJlS5544gn27dtX5JjMzExmzpxJ+/btad26NW+++SYJCaUvODp58mTi4uIYNmwY69atQyKRcPjwYRYtWsTgwYPR6XRMmDCh3O8VyrmOZ926dSt00weRSh+eB+t0OjQaDXZ2dkbb7ezsjHpHDx48iL29PV26dDFs8/Pzo2nTphw8eJCBAwdWbuBmkJ+of5AUbm5G2y2sPQFQ58aj0+mQSCSVet+4bP193axdK/W6pfVsr4ZcDE/h3I0kbsdn4uNhV/JJgiAIglANXLx4ntjYGEaNGkOHDp1wcHBg167thIR0MxwTFXWb8eNH4+7uweTJU3F2duHWrZvEx8cZjlm06DM2b/6D559/kbZtO5CTk82//x4mNzcHW1vbMsV0+PBBfH39effdGcTE3OHrrxchl1tw+fIFnnvuJZydnVm69Gvef38aa9ZsKPGzWklSU1MYPnw0rq5upKWl8ttvvzBx4musWbMeuVzOO+9M56OP3keptGTChMkAhmlS+/btZvbsmQwcOJhXXx1HcnIS3333DZmZGcyZMx8AlUrF229PxNLSklmz9L12K1d+R3Z2NvXu1sQoi5ycHDIy0qlTx8uw7dKlC0yaNI6OHbswZ8588vJyWbFiKdOnv8OyZT8AEBjYmr//3mw459y50ygUSi7cnSYFcPbsGaysrGncOACAuLhYWrYMZOjQp1EolFy8eJ5PPvkInU7HgAHGCcmnn86lb98BzJs3zPAzmT79HRIT45k6dQa2trasWfMTCQnxyGSyEt/nlSuX2LVrO6tXry9T+yQmxvP008/i4eFJTk42mzZt5PXXX+HXX//A3t4BgMOHD/D55/MZPHgoPXr0JiwslA8+mFHkWr/9toalS7/m2WdfZOLEyURERLB8+bdotVpef32S0bEffvg+gwcP5fnnX2Tz5k3MmzeHpk2b06CB7wOfoezsLP7v/ybTqlUQ//vfXCwsFEREhJOZmVmm91yZSjPa8++//+b9999n/PjxdOzYkW3btjFx4kR++eUXgoKCDMdVdLSnn58fa9euZe7cuSxevBidTsfKlSsBaN++PbNnz6ZevXoVer/lHttx7do11qxZw5UrV8jMzESr1Rrtl0gkFV7r5X4ymYynnnqKNWvW0KZNG/z9/Tl//jx//fUXb7zxhuG48PBwfH19iyRdfn5+hIeHV2pM5lJY0dbCzXjOqoWlGyBBq8mhQJOF3KJyE7OoTH1F23p2XiUcaRp1XGwIDnDjxNUEtp+4zWuDi/aMC4IgCLVb5qkTJG/6E60qzyz3lyotcRn6FHbB7cp03q5dO1AolHTv3gu5XE6PHr3ZsWMbOTk5hkXaV61ajlxuwdKlK7Gx0SeR7dp1MFzj9u1INm36nddee4PRo19Fo9F//urRo3e5388nn3xhWI3g7NnTbNnyJ59//hUdO3YGQKvVMW3aFG7evEGjRhUrHjlz5mzD3wsKCmjRohVPPjmQM2dO0b59R3x9/bC2tsHa2tpoyKtOp2PJksX06vUY06f/15Po4uLKu+++xciRY/Dz8+eff7aQlJTIL7/8jre3DwCNGzfhxRefLnXiqdFoAEhKSuK7777C2tqGZ5993rD/u+++ISCgKfPmfWb4rOnn15ARI57j6NHDdOoUQlBQG1atWk5cXCyennU4f/4sjz/+BH/9tZHIyAjq12/A+fNnadmylSEx7NOnn9H7DQxsTUJCPH/99UeRxDMkpBtvvPGm4fWxY/9y7doVFi9eStu2+ueydetgnnrqcezt7R/6frVaLQsXfsrzz79MnTpexMaWfum6N998x/D3goIC2rXrwKBBfdm3bw9DhjwFwE8/raRt23ZMmzYLgA4dOqHRaPj+++8M5+bkZLNy5XJefHEE48bpe9XateuIhYWcr79exIsvDsfBwdFw/FNPPctTTz0DQIsWgRw9epj9+/cwatSYBz5D165dISsri3HjJuLvr69TEhzcvtTv1RR69epFnz76Ak7Tp0/n0qVLRY756quvePzxx5k8eTIAHTt25Pr16yxZsoQVK/TFsApHe65cuZKQEH0hLF9fXwYOHMjOnTtL3enWqFEjfvzxR9LT04mMjESn0+Ht7Y2zs3MlvNtyJp7Hjx9nzJgxODg40KJFC65cuULHjh1RqVScO3eOhg0b0qJFi0oJ8H6zZ89m9uzZPPPMM4Zt48aNY/To0YbXGRkZRXpFARwcHIr9gd6rd+8H/+LesWMHMpkMubz03/bJZFKj/1YWbXoaAApXl/viUWJh6Up+XiJaVTxyK4dKve/trGgA6jvUK1M7VKZBnRtw4moCJ64k8GzPhnjcnetZ2W0sGDPVsyz8R7Sx6Yk2rhqV1c5abfGjdlK2/4M6LrZC166o1B3/lCnx1Gg07Nu3m06dOht6JR97rD9//fUHBw/uo3//xwE4ffokPXr0NiSd9ztz5iQ6nY7Bg4cAIJFARVYZCwpqY7QEnrd3faRSqSF50W/TJ3AJCfEVTjyPHj3CTz+t5Natm2RnZxu2R0VF0r59xweeFxUVSVxcLG+++Y4hMQRo3boNUqmU0NCr+Pn5c+XKZXx9/Q0xA9Sr503Dho1KFV9ubi49evwXh0wm45NPvsDHpwEAeXl5XLx4ngkT3jIaAurt7YO7uwdXr16hU6cQmjdvgYWFBefOnaFfv4FcuHCO2bPncunSec6ePW1IPJ944knDNTIyMli1ahmHDh0gKSnRcH0Hh6Kf5e6vsnvlyiVsbW2Nfm62trYEB7fn+vVrD33PW7ZsIiUlmZdfHlWqNrrXpUsX+f77pVy/HkpGRrphe1TUbUCfjF6/HmroeSzUtWsPo8Tz0qUL5Obm0LNnb6Ofb3BwB1QqFeHhN2nduq1h+73PipWVFZ6edUhMfPiwUi+vetjY2PD55/MZNux52rQJxsnJ6aHnFJLJJCb53FvSCIKoqCgiIiJ49913jbYPHDiQTz/9FLVajUKhqPTRng4ODrRqVfm1YsqVeH711Vd4e3uzfv161Go1nTt3Zty4cXTq1Inz588zduxYpk6dWtmxAvD555+zf/9+Pv74Yxo0aMC5c+dYsmQJ9vb2jBkzxiT3vJ+TU9mL2tjbV+58yCQne7R+vrg0aoDjffGkOdYjJS4RqS61XLE+iEZbgE6ixdfJmw4NWuFkZ57iPk5ONgQ2cuV8WBL7L8Qydoj+26zKbmOheKKdTU+0semJNq4aFW1nlUpOVpY1SqUcC4v/PrLUff45UvbuQatWVzTEcpEqFDj36o1SWfqPUdeuXcTLqw5DhgxFo1EB0KJFMzp37kxY2DWGDNEnkl5eXrRo0fyB17ayUtKiRUs8PPQjnopL7r2966HRqI2uodEoaNasGa6uzobtjRo1IiCgsdFx3t51CQwMxNb2v5+do6M9zZo1w85O/7OwsbGiWbNmuLg4GZ1bt24dGjVqZNjm6upMs2bNsLZWoFTKCQ+/yU8/fU+bNm2ZNOktQ0/cRx/NxsnJwXCer68vlpZKo2vrdAU0a9aMNWtWsWbNKqP326RJEyQSHUqlHDs7G9q0aV2k/Vq3boNarX7oz6xOHQ+CgoKYOfMDtFot8fFxbNiwjvXr1xIUFIijoxPZ2WqaNGnC7t3b2b17u9H5Li7OKBRylEo5SqUtAwcOIjk5gaSkOLy9fWjXLpjIyEGkpCSRkZGKi4sz3bt3M8T0yy8/EBUVwVtvTaFu3bpYWVmzd+9ujh8/ajim8GfRoIGP0XuxslLSrl27Iu+vZcuW6HQFD3zfeXl5HDiwh6lT30Uul6DRqJBKdTRr1gxbWxu0WjVWVtbFnpucnMTy5d/g6+vLK6+8iqOjE3K5nIULP8Xd3QWlUk56ehZNmjShYUO/+54VT8PzKJNJkckkNGvWjM8/n1fkPs2aNaOgQP+zK3ymCq9fKCAgAA8P94c+Q25uzqxc+RN//rmRjRt/ZcOGX2jUqAnDh480+qLiXlKpFmtraxwdbR5YxyYmJobhw4cXuw9gz549D9xXksKRmr6+vkbb/f39yc/PJyoqCn9//3KN9ty0aVO5Yho6dGi5zgOQ6IobTFyC1q1bM2nSJF555RXS09Pp0KEDK1euNGTZX3zxBUeOHOGPP/4od2CF3c33Lqdy/fp1Bg8ezNKlS+nVq5dh+9KlS/n22285evQotra2vPXWW8TFxbFu3Tqja77zzjtERUWxfn3Zxq/fyxTzJitb3K193AnbhpNHIH6BL5s7HJM4cy2B2SuOYqmQser9vthZK8wdkiAIgiAIgvCIqazEs7jcZ/Pmzbz77rscPnwYt3vquly8eJFhw4bx66+/0qZNG0aPHo1UKjXMySz04YcfcuTIEXbs2FHkfgEBAUW2FeY496eH9+Y+V69eLdX7KU65ejxlMhk2NvreLnt7e+RyudGCot7e3ty8WflVR2/c0FdUa9q0qdH2Zs2aoVariY+Px9bWFj8/P44ePVokSbx16xaNG1dsiAhAamp2yQfdJZNJsbe3IiMjl4ICbcknlNLtT+aiU6vxmvAWFi7G464LJPrXWenRZYq1JMdjT7Mv+jANHf0Y1ujhVetMrYG7NT4ettyOz+L33aGMfqJlpbexYMxUz7LwH9HGpifauGpUVjtrNPmkpSXh6OiKXG5R8gnVlEqlZvLkN2jWrLnRPD6AjIx0li1bwosvDqdPn34sX76Uy5cvsmDBF1haFu0xjo2NZdas/+Ppp59l8OAhxbbv5s2b2LZtM19++S2WlvplNvbt28Pq1T/wyiuvGYoZvfvuZAIDg4yGWG7atJEdO7axdOl/H2CTkhL5v/+bwuuvT6Jduw5otVrGjRvNgAGDeeqpYYB+KPGMGfrRbp999iWgL1y0atVyFi9eip2dHb/+uoYTJ46ycOE3hs9nW7f+xR9/bOCZZ15gwAD9cOMvvvgErVbHu+/+V4BGp9Px7ruTCQ5uz/PPv/TAtt67dw9r1/7E3Lmf4eGhr/QfHx/Pe++9S6NGjQ3zDItT3HuXyaQsXbqE06dPsGDBIhwdHZk3bw4ODg5Fho/e7+LF8yxa9BlNmgTg6+vPs8++QEZGBpMnv0GTJgHodDrDfNWcnBwmTnyNl18eTa9e+mlfeXm5vPvuFDSafENMV69e4bPP5vH++x/i6+tnuNeFC+f58svPePfdGTRt2txwzalT38LGxsbwM7mfWq02qlgM/z2TQ4Y8RbNmLR44vHrnzu2sX7+Wb75ZgaWlvjfw6NF/WbHiW3r16mN4rj766AOUSkv+7/9mGs7dvHkTmzb9ziuvvEb37j3IyMjinXcmMmzYc0X+jdzr/meq0OzZ7+Hj48Orr44Din+GirN79w5+/XUNS5euRKEo2olR0u8gR0drvLy8KtSraS73x5yZmcm0adOws7Pj5ZdfNvSyhoeHs2bNGrKzs/nkk08qdM9yJZ4+Pj5EREQA+gzYz8+P3bt388QTTwCwf/9+XF0rv+ppYTXdy5cvU6dOHcP2S5cuIZFI8PLSF7zp1q2boQe0c2f9xPhbt25x5cqVShmOWziRvywKCrTlOq842vx8sq6FAqBTKotcV6bQD7/Jz0tGrcpDKquc3sAzcRe5lRpFoHPLSnsvFfF4pwYs3XSJ7cdu8+xjAZXaxsKDiXY2PdHGpifauGpUtJ3z8wvIy8sjP78AKLkyZ3W1d+9uzp49w+jRr9GoUdFeBo3mK379dS09ejzGY48NYP36X3n11VG89NIIXFxciYgIJy8vj5deGombmweNGjVl7twPCQ8Pp02bduTl5XH06GFeeeU13Nzcadq0BfPnf8ScOR/wxBNDuXUrnC1bNnHrVjgpKamGn0lYWBhubh5GP6P4+ASuXbtmtC03V8WVK1dIS0s3bHd39+Tbb7/GwkKBg4MjGzeuJyIiHIlEYjgmJSWVK1euoFLlY2WlpV49HxYvXshnn31Ct249uXTpAjt2bCMq6jaJiUmG83Q6KTt2bKVdu064urri6uqGq6sbffs+zpw573Hr1i06dQrBysqKuLhYjh49zGuvTcDHpz4dOnRi4cJPmTRpPGPGvA78V9VWLlc89Hks7r2DvujPTz+tYvXqn3j99UkMGPAEb731OnfuxNK7d1/s7OxITEzg5MnjDBw42LAcSf36foSGhnLlyhU++WQhGo0Wa2tbcnJy+fPPPxgx4hXDvRQKS3Q6/ZI0BQUFyGRy1qz5kdTUVNLSUgzHZWZmceXKFbKzc4zibNq0BRqNlqlTJzN+/CTs7OxYvfpHQ1XbB71vqVRe5JmMjY3hypUrvPDCCHx9Gz7w3Pr1/bhy5Qpz5rzPkCFPcetWOL/9pk9QYmJiDed17dqT6dPfIT9fQ8+efbh+/Rpbtmzizp1oUlPTKCjQolRa0qVLDz788H9cuXKV1q3bIpPJiImJ5tChg8yd+ymWlpZFnqlCN2/eRCqVPfQZun49lK1b/6Jbtx54eHiSkpLMihXf4ezsjFQqL/Z9mvt3UOH83szMTKMez4yMDKP99vb2xMXFFTk/PT292DnCUHSVkhkzZuDs7MyqVauMOu6aNGlCv379eOWVV/jpp5+YP39+ud9PuRLP7t27s3HjRt555x3kcjmjR49mxowZ9O3bF4Dbt2/z9ttvl/m6ubm5HDhwAIA7d+6QlZXF9u368fPt27enRYsWtGjRgtmzZ5OcnIyPjw8XLlxg+fLlPP3001hZ6b8ZbN26NSEhIcycOZNp06ahVCpZtGgRTZo0McRYk0ktLHDo1h2J0hJpMd+GyixskVnYUZCfiTo3Fkvb+pVy38gMfWGhBvZlL0duCm2buOHlakNMUjZbj4TTt23FSjwLgiAIgins2rUDDw9Po+Io9+rffxBfffUFd+5E4+3tw9Klq1i27Bu++OITCgoK8Pb2MeqVfPvt/8PLy4stWzbx22+/4ODgQFBQG0NlXF9fP95773/8+OP3TJ/+Dq1aBfHBBx8zevSLlfaeJk/+Pz79dC5ffvkZ1tY2vPDCcHx86nPo0P4HntOpUwivvz6JjRvXs23bFlq2DOTTT7/khReeMjrupZdGcOdOFB9/PJusrExGjx7Lq6+Oo1evPtjZ2fLTT6vYufMfADw969ChQ2ecnV0AUCotWbhQ33YfffQ+rq7ujBr1KocPHyj3shk+Pg3o3bsvmzb9zvDho2nZMpBvv/2elSuXMX/+HPLz83Fz8yA4uJ1R5VxraxsaNWrC9evXaNUqyLA9KKgNERG3CApqY3Sf2bPn8tln85g793/Y2zswbNjz5Obm8Ntva0qMUSKR8MknX/D55/P57LP52NnZMWzYc6SkpDz0Z1IR/v4NmTlzNqtWLef//m8KjRo15uOPFxjWFS0UEtKdqVOn8/PPP7Bjxz80a9acqVOnM2XKRKPlf1544WXc3NxYt+4XNm5ch1wup27denTu3LVUy4Hcq7hn6LHH+iGVSli+/FvS0lKxt3egffuOhiq61ZGfn75XOzw83PD3wtcWFhZ4e3sbjqvoaM/du3czefLkYqcUSqVSHnvsMRYvXlyRt1O+OZ75+flkZWXh6OhoCO6vv/5i586dyGQyevTowVNPPVXCVYqKjo5+YFXZn3/+mQ4dOpCYmMjixYv5999/SU5OxtPTk0GDBjF27FjDcBLQfzMwf/58du3ahUajISQkhFmzZhmGXZSXTqcjKSmr1MfL5VKcnGxITc2u0m/XE8PXk5t+DUevx7D36FTh66WrMpl55CMkSPi824dYyoufYF3Vjl2JY/nmK9hZW/D5hC5YiEqVJmOuZ/lRItrY9EQbV43Kauf8fDXJybG4uNTBwkLM5b+fXC4Vz7GJiTY2ja1bN/HJJx+zYcPmu8Wwqmcbl/Q7yNXVttJqvxQ3xxOgX79+tGzZks8//9yw7YUXXsDW1tZoOZXnn3+eH374wWi054ABA1i4cGGpqtoGBwczdOhQZs0qfjj6hx9+yJYtWzh58mR532L5ejwtLCyKlB8eMmSIoSJbedWrV4/Q0NCHHuPm5sbHH39c4rXs7OyYN28e8+YVrY71KFBYe5Gbfg11TunXYnqY25lRAHjauFebpBOgfYAHmw9HEJeSw99HIxka4lvySYIgCIIgCEKVyMhIZ9WqFbRtG4y1tQ1Xr17m559/oGvX7tSpY5514auLkkZ7Ojs7M2nSJKZOnYqPjw8dOnRg27ZtXLhwgTVr/usJr4zRnn369OHXX3+lbt26PP/884aRpLm5ufz666+sW7eOwYMrVuOlXImnUP0pbfT/kFU5dyrleqEp+onn9avJMNtCUqmEZ3r68/XGi/z9bwQdmrpTx8U8y7wIgiAIgiAIxuRyOTEx0ezevZ3MzEwcHZ3o128gr78+ydyhmV1ycjJvvfWW0bbC14WjPQcNGkRubi4rVqxg+fLl+Pr68s0339C6dWuj87788kvmz5/PBx98YDTas7TDlN977z2io6NZsGABX3zxBe7u+poxCQkJaDQa2rRpw8yZM0u4ysOVaqjtiBEjyn5hiYSffvqpXEFVZzVlqK1Wk0f0xU8BqNtyKjJ58WswlYZOp2PG4Y/IzM/i9VajaeHatOSTqpBMJuGrjRc5fS2B9k3dGT+khblDqpXEEEXTE21seqKNq4YYals1xDBQ0xNtbHrVuY2rcqhtdbF7924OHjxITIx+1KSXlxfdu3enV69eFX6vpUqByzENtFznCJVHKrdErnRBo0pGnX0HK4dG5b5WujqDzPwspBIpTZwaVmKUlUMikTDy8WacvpbAiasJPN4pC29325JPFARBEARBEATBoE+fPvTp08ck1y5V4rl69WqT3FwwLYW1lz7xzImpUOIZnan/xsPD2g0LWfVcR83Xy4EOzTw4fiWeTYfCmfR0K3OHJAiCIAiCIAg1Sk5ODidPnuTOHf10vbp169KuXTtD1eyKEHM8azGlTV1yUi+iqmCBoVvpkQB429Ut4UjzerKbHyeuxnM2LIlbsRn41rE3d0iCIAiCIAiCUCOsXr2aL7/8kpycHKPRqzY2NkyZMoWXX365QtcvV+JZOOa3JF5ej3alKnNTWOvbX50TU2Rdn9LS6XRcTtFXGm7k6F+p8VU2L1cbOjX35N9Lcfx5KJy3nw0yd0iCIAiCIAiCUO1t2rSJuXPnEhQUxIgRI4zWEF29ejVz587F1taWoUOHlvse5Uo8Szu59OrVq+W5vFBJFFaegBStJpuC/HTkCscyX+NG2i2iMu9gIZXTwjWg0mOsbE90acDxK/FcCk8hLDqNRvUczR2SIAiCIAiCIFRrP/zwA+3atePHH39EJpMZtgcEBNCvXz9GjRrFDz/8UPWJ57x584okngUFBdy5c4e//voLZ2dnXnrppXIHJVQOiVSOhZUH+bmxqLNjypV4nk+8BEAb90DsFXaVHGHlc3eypkvLOhw8H8PmIxG881yQuUMSBEEQBEEQhGrt1q1bTJs2zSjpLCSTyejfvz8LFiyo0D2k5Tnpqaee4sknnzT6M2zYMN566y22bt1KXl4emZmZFQpMqBwVXc/zetpNgGq3hMrDDOpUH5lUwuVbKdyMSTd3OIIgCILAypXLCAkJLvbP6tU/lulaZ86cIiQkmKtXr5gm2HtkZmYSEhLMtm1bKnytbdu2EBISTFpaWsUDqyRhYaGsXLmMvLw8o+3/xZpaoetfu3aVbt3a89hjXSt0HXPKzMxk5cpl3LoVbu5QBBOys7MjOjr6gfujo6Oxta3YqhGVXlzI2tqap556ih9//LFc638KlUs/z/M06nIUGFIXqInNjgfA196nkiMzHVdHKzo19+TwxVi2HIlg8jOB5g5JEARBEFAqlSxe/F2R7Z6enmW6TpMmAXz33Q80aOBbWaE9ssLCrvPDDyt4+unnsLS0rNRr63Q6Fi36FEdHJ3Jzcyr12lUpKyuTH35YgZ+fP76+fuYORzCR7t27s2bNGlq0aMHjjz9utG/btm388ssvDB48uEL3MElVW61WS1JSkikuLZSRwlpfiVadE4tOp0UiKX0nd3RWDFqdFnuFHY5KB1OFaBKPd67PkUuxXLiZzM076fjXrVnxC4IgCLWPVCqlRYuWFb6OjY0tLVq0RC6XotFoKyEywRT+/nsz6elpPP74E/z++2/mDkcQHmrq1KmcO3eOqVOn8sknn9CgQQMAIiIiSEpKws/Pj3feeadC96jUxDMrK4uTJ0+ycuVKmjVrVpmXFsrJwtIVidQCnVaNJi8ZCyu3Up8bmaHvbq9vX69cFXHNycPJmi4t6nD4Yixrdl3n/RHBSKU16z0IgiAIj56QkGDGjZtIZmY627ZtQaVS06NHL6ZMeRdraxtAP9T2zTfH88MPa2jUSF/4b+vWv/jtt1+IibmDpaUl9es34M0336Zp0+YAqFQqli9fwu7dO8nMzMDHpwGjR4+le/eeRvffvPlPfv55FampKbRo0YrXX59UbJzbtm1h3bpfiIq6jb29AwMGDGLMmPHFzg8ri8zMTJYtW8KhQ/vIyMjA19ef8eMn0r59R8MxEye+hrW1NQMGDGL58m9JSkqkadPmTJs2i7p16xmOS0iI5/PP53P69EkcHBx57rkXiYuL49Ch/fz++xa2bdvCvHlzABg0qA8Anp51+P33/4YVx8fHM3v2+5w/fwZXVzdGjnyVAQMGlep9fPfdN8yY8QHXrpVuSHRSUhLLly/h7NkzJCcn4e7uTs+efRg9eiwKhcJwXFZWFgsXLuDQoQMolUoGDx6Kvb0DS5Z8yeHDpyq1LWNjY3jmmScAeP/96YbzNmzYTJ06Xqxe/SNbt24iMTEBa2tr/P0bM23ae3h5Ve8l+ISinJ2d+fPPP/ntt984ePCgYRWTxo0bM3bsWJ577jmUSmWF7lGuxDMgIOCBiYhOp8PLy4vZs2dXKDChckgkUhTWdVBl3UaVc6dMiWdExm0A6tt5myo8k3q6hz+nrycQGZfJ4YuxdAsUy/sIgiAI5qXRaIpsk8uNP45t3LiOxo0DeO+9/xETE8N3332DWq1izpz5xV7z3LkzfPLJR7zwwnA6depCXl4eV69eJivrv3obH344i+PHj/Laa2/g49OA7dv/Ztas/2P+/M8JCekOwJEjh/j007kMHDiY3r37Ehp61SjZKPTbb2tYuvRrnn32RSZOnExERATLl3+LVqt9YKJaGvn5+UyZMoGUlGTGjn0DNzd3du7cxrvvvsWqVb/g79/QcGxY2HVSU1czfvwktNoCvv56ER9++D7Llv0A6D+PTp/+DqmpKbz77kxsbW1Zu3Y1cXGxSKX60V+dOoUwcuSr/PTTSr744mtsbGxRKCyMYpo9+z0GDx7K88+/yObNm5g3bw5NmzYvcZjzihXf0qRJU7p06VrqxDM9PQ17ewcmTZqCnZ0dUVG3WbVqOcnJScyc+d/n6nnz5nDmzEneeONNPD092bx5E6GhxitJVFZburi4MnfuZ7z33ruMGzeB1q2DAXBxceWff7by/fdLGTNmPM2btyQ7O4vz58+RnZ1dqvcrVD9KpZKRI0cycuRIk1y/XInnhAkTik08HRwc8PHxoUuXLkV+iQrmo7D2QpV1Wz/P0yWo1Ofdvtvj6WNfMxNPBxsFT3TxZd3eG2z9N4IuLT2RSctVT0sQBEGoRnJSr5AWux+dVmWW+0ukShzr9MDaqWyju3Jzc+nRo2OR7UuWfE9gYJDhtYWFgvnzPzf0HiqVShYs+JhXXhlH/foNipx/5cpl7O0dmDDhLcO2zp1DDH+/cSOMAwf2MXXqDIYOfRqAjh07ExcXy6pVKwyJ508/rSQwsLUhyenQoRNqtZoff/zecK2cnGxWrlzOiy+OYNy4CQC0a9cRCws5X3+9iBdfHI6Dg2OZ2qXQzp3/EBYWyo8//mqYS9ihQyeioqL48cfv+eijTwzHZmVlsmrVLzg5OQH6tp03bw4JCfG4u3tw7NgRrl+/xpIlKwgMbA1AmzbteOqpgdja6qv0Ozk5GXpImzRpiqNj0biHDXuOoUOHAdCiRSBHjx5m//49jBo15oHvIywslK1bN/PDD7+U6f37+zdk4sTJhtctWwZiaWnF3LmzefvtaVhaWnLrVjgHD+5j1qw59O//+N026syLLw4zulZltmXjxk0AqFfP22io+NWrl/H3b8Tw4aMN27p27VGm9yxUbzqdjmPHjqFWq2nbtq15igtNmlT+b7OEqvffPM/SFxjKyc8lIVc/T7e+Xb0Sjq6+erSuy7ZjkSSl53HscjxdWtYxd0iCIAhCBWUk/ItGZc5aEplkJPxb5sRTqVSyZMmKItt9fBoYve7SpavRkNWePXvzyScfceXKpWITzyZNAsjISGfu3P/Rt29/WrYMMiqUc/78WQB69epjdF6vXo/x9dcLyc3NRaFQEBp6lTfeeNPomB49ehslnhcvXiA3N4eePXsb9d4GB3dApVIRHn6T1q3bltwYxThx4hj+/g3x9vYxuna7dh3YufMfo2MbNmxsSJQAQw9kQkIC7u4eXL16BVtbO0PSCfoCmG3btiM09FqpY+rQ4b8vCqysrPD0rENiYsIDj9fpdCxcuIAnnxxW7M/qYXQ6HRs2/MrmzX8SExODWv3fFysxMdH4+TU09J4WflkA+rnDXbp0Zd26/xLdymzLB2ncOIA///ydr79eSLduvWjevIXoeKrBFi1axJkzZ1i9ejWgfx5feeUVjh07ZhjR+uOPP+LjU/6Co+LpeAQorfVDTNW5cei0GiTSkn/stzP1vZ0uls7YKmxMGp8pKS1k9Gvvw+/7b/L7gZu0aeyGlVI89oIgCDWZvXtns/d42rt3LvN5UqmUgICSk9V7kwDg7hBQJcnJxSfbbdu24/33P2TDht94++1JKBQKevTozVtvvYO9vQOZmRnI5XLs7Y0L7Tk7O6PT6cjKykQqlVJQUICTk3ORY+6Vnp4GwCuvvFxsLAkJ8SW+vwdJT0/j+vXQYnuF7587amdnvLa4hYV+iGxhspacnISjo3E7AkXeX0nuv49cboFarX7g8Xv27CQiIoLZs+calhYsPD4zMxOFQvHAeXLr169lyZLFvPjiCNq0CcbOzo6rV6+wcOECwzWSkpKQy+VFep7uf2Yqsy0fZODAweTk5LB585+sW7cWW1tb+vcfxOuvT0SprNwKwYLp7dixg969exteb9++naNHjzJlyhQCAgL44IMP+Prrr/nss8/KfY9yfwK/c+cOf/75J9HR0aSnp6PT6Yz2SyQSli5dWu7AhMojUzgilVuj1eSgzo1HafPwCd9HYo6z9tpGQF9YqKZ7LLgeB8/FkJCWy9Z/I3imZ8OSTxIEQRCqLWunZmXubaxJUlON147Mzs5CrVbh4uL6wHP69RtIv34DSUtL4/Dh/Xz11SLkcjkzZnyAvb0DGo2GjIwM7O3tDeekpKQgkUiwtbVDoVAgk8lITU0xum5KivFrOzv9+XPnfoaHR9HesDp1yl9Pwd7eAX//RsyY8X65r1HIxcW12DU4739/lS0yMoLMzAyGDSu67MSAAT156aWRD5wHu2/fHrp06cb48RMN2yIibhkd4+rqikajISsryyj5vP+Zqcy2fBCpVMqzz77As8++QGJiArt37+S7777G0dHxoUORheopPj6e+vXrG17v2rWLhg0bMm7cOABeeOEFfv311wrdo1yJ59atW5k+fToajQZ7e/tix/vWtCqotZlEIkFh7UVexg3UOTEPTTx1Op0h6QQIcG5UFSGalIVcxgt9GrH49wvsPBlFt0AvPJytzR2WIAiCIBTryJFDTJo0xdAztW/fHiQSiaFC7cM4OjoyaNBQjh49QmRkBACtWgXdvc5uhgx5ynDsvn27adSoCVZWVoB+6OTBg/t57rmXDMfs37/H6PotWrTC0tKSxMT4IhVxKyo4uD1Hjx7B1dUNV9fSF0MsTtOmzcjKyuTcuTMEBbUBICcnh9OnTxrmeIK+BxNK7t0rrYEDBxcZavzPP1vZs2cXn3++GA+PB6/ZqlLlGXobC90/LLZJk6YAHDq031BdV6vVcuTIIaPjKrMt/+sBfXBPr5ubOy+88DK7dm0vkiwLNYNcLjf8jHU6HUePHmXo0KGG/S4uLkW+4CjzPcpz0sKFC/H19eWrr77C11csXlwT/Jd43gHaPfC4DPV/FfCs5Ja0dmtVBdGZXmBDV1r6uXAxPJnNRyIYO7j2flMuCIIgVE9arZZLly4W2X5vkRuA/Hw1M2ZM5cknhxEbG8PSpV/To0fvB1ZSXblyGenpabRu3RYnJ2du3rzB8eNHDQlkw4aN6N69J998swiVSoWPT3127vyHS5cuMH/+F4brjBz5CtOnv8O8eXMMVW137NhmdC87OztefXU83377NQkJCbRu3RaZTEZMTDSHDh1k7txPjeaXFufIkYNYWxt/Aezn15D+/R/nr7/+YOLEcbzwwst4e/uQlZVFWFgo+fn5Rj2BJenYsQuNGwcwZ84sxo2bgK2tHWvX/oy1tY3RmuaFaxX+8ccGunbtgaWlpVHF17KqU8erSK/v2bOnkcmktGkT/NBz27XrwIYNv7Fx4zq8veuzY8c2oqOjjY7x8/OnW7eeLF78OSpVHh4eddi8+U/UapVRp09ltqWzswu2tnbs3r2DOnW8UCgU+Ps3YtGiT7Gzs6d585bY2dlx8eJ5bt4M46mnhpV8UaHaadSoEZs3b2bw4MHs2rWLtLQ0unf/by5xTExMkSHdZVWuxDM1NZVXX31VJJ01SOE8T1UJBYZupkcAYCGVM7fLLJQyxUOPr0mGdvXlYngyx67EMahzfeq41Ny5q4IgCELNo1KpGD9+dJHtgwYNYfr0/4ZEPv30c6SlpfLRRx+Qn59Pt249ePvt/3vgdQMCmrF+/a/s3bubnJzsu71Pwxk58lXDMR988BHLli3hl19+JCNDv47nxx8vICSkm+GYkJDuTJ06g59/XsXu3Ttp1qw5c+bM47XXRhnd74UXXsbNzY11635h48Z1yOVy6tatR+fOXUtVXGb+/A+LbBszZjyjRo3hq6+WsmrVcn7+eRXJyUk4ODjSuHETnnzymRKvey+JRMInn3zBZ5/N49NP52FnZ8ewYc8TFRVJWFio4bjGjQN45ZXX2Lr1L9au/Rl3dw+jdTyr0qhRY0lLS+P775cB+sJOkydPZdq0KUbHzZjxAYsWfcqSJYtRKBT07z8IPz9/Nm5cbzhGoVBUWltKpVJmzpzN8uVLmDz5DdRqNRs2bKZly0A2b/6TLVs2kZeXh5dXXSZNmsKgQUMr3BZC1ZswYQLjx4+nY0f9vOA2bdoY/g5w4MABWrZs+aDTS0Wiu39yZimMHDmSli1bMnXq1ArdvCbS6XQkJWWV+ni5XIqTkw2pqdloNFoTRvZwBfnZ3Lmk/1azXqtpSGXFT2z/4vS3hKdH0Ld+T4b4D6jKEMutLG381e8XOHcjieAmbrzxZMX+8TxqqsuzXJuJNjY90cZVo7LaOT9fTXJyLC4udbCwqD1fhD5MSEgwb7zxFi++OLzEY+VyqXiOyyA/P5+XX37GaMmYktSUNp4wYSxSqZSvv15m7lDKrDq3cUm/g1xdbWvV9MIbN25w5MgR7O3tGThwoKEQVnp6OkuWLKF379506NCh3NcvV4/nzJkzGTt2LC1atKB///7lvrlQdWQWNsgUDhSo01HnxGBpV7S3OiYrjvD0CGQSGd3rlb1aX03wVDc/zt9I4lRoIlcjU2lav2JDBgRBEARBqJ7++usPdDotPj4NyMzM4M8/fycuLpY5c+aZO7QK2b9/D/Hxcfj5NUSlymPXru2cP3+WefM+N3doQg3XsGFDGjYsOtTcwcGBmTNnVvj65Uo8mzRpwpQpU3j77bd577338PT0RCqVGh0jkUjYvHlzhQMUKo/Sui456nRU2XeKTTxDU28A0NjJH0elQ5H9tUE9d1u6t67L/rN3+PNQOAE+bWrVN1WCIAiCIOgpFAp++eUnYmP104waNmzMp59+WaolbaozKytrduzYRlRUFBpNPj4+Dfjgg4/o1q2HuUMThIcqV+L5yy+/8PHHH6NUKvHx8Sm2qq1Q/SisvchJu4L6AfM8LybpFyVu7OhflWFVucGdG3D4Qgw3otO5HpVGEx/R6ykIgiBUD4cPnzJ3CLXGgAGDDJVfa5MOHTrRoUMnc4ch1HABAQFIpVLOnTuHQqEgICCgxM4YiUTClStXyn3PciWey5Yto3Xr1ixbtqzIorNC9aW4W2CouMQzKvMOoak3kCChrUdgVYdWpZzslIS08mL/2Tts/TdCJJ6CIAiCIAjCI2XChAlIJBJDQbDC16ZUrsQzMzOTwYMHi6SzhtEnnhIK8jMoyM9EZqH/+el0Or6/uBqAZi5NcLFyNmOUVWNABx8OnovhckQqN++k41+3dg4tFgRBEARBEIT7TZo06aGvTUFa8iFFtW/fnuvXr1d2LIKJSWUKLCz1iwjfu6xKVn42SXkpAAz1H2iW2Kqam6MVnVvqF3HesP8m5SjuLAiCIFQR8TtaEARzEL97Kle5Es///e9/nDx5khUrVpCamlrZMQkmZBhum33HsC0+JxEAZ0snvGw9zRKXOQwN8cVCLuV6VBrnbyabOxxBEAThPjKZDAC1WmXmSARBeBQV/u6Ryco1SLTGSUlJYcGCBQwcOJDAwEACAwMZOHAgCxYsICkpqcLXL1crDhw4EJ1Ox8KFC1m4cCFKpbLYqranT5+ucIBC5VLYeJGdcs5onmdCjv5BcrdyNVdYZuFsb0nvtvXYfvw2Gw/cpJW/C1JR4VYQBKHakEplWFnZkpWl/5JboVCKSuT30GolFBSIHhlTEm1setWxjXU6HWq1iqysVKysbIvkObVRWFgYo0aNIjk5mcDAQMOSmREREfzwww/89ddf/PjjjzRu3Ljc9yhX4tmvXz/xi7+GUlrXBfRDbXU6HRKJhIS7PZ4eNm7mDM0sHu9UnwPnYriTmM3Z64m0beJu7pAEQRCEe9jb6+sOFCafwn+kUilardbcYdRqoo1Nrzq3sZWVreF3UG334YcfUlBQwPr162nVqpXRvgsXLjB27Fg++ugjVq9eXe57lCvx/OSTT8p9Q8G8LKzcQSJDV5CHRpWChaULibn6Hk+3R6zHE8DG0oLebeux9d8Ith6NpE1jN/GliiAIQjUikUhwcHDBzs6JggKNucOpNmQyCQ4O1qSn51S73qLaQrSx6VXnNpbJ5I9ET2ehCxcuMG7cuCJJJ0CrVq0YMWIEy5cvr9A9Ho0By4KBRCJDYV0HdXY06pwYLCxd/htqa/3oJZ4AjwXXY+fJ20TGZXI5IoUWvi7mDkkQBEG4j1QqRSpVmDuMakMul2JpaUlubgEaTfXsLarpRBubnmjj6sPFxQWlUvnA/UqlEheXin1GLlfiuWnTplIdN3To0PJcXjAxhbWXIfG0cmpu6PF0t3r0htoC2Fkr6BFUl50no/j730iReAqCIAiCIAiPlBEjRrBmzRqeeOIJ3NyMc4L4+Hh+/fVXRowYUaF7lCvxnD59+gP33TtMUSSe1ZPSui5ZgCrnDmmqdPK1GqQSKc6WjuYOzWz6tfdhz+loQqPSuB6VRmNvR3OHJAiCIAiCIAhVQqfTYW1tTd++fenTpw/169cH9MWF9uzZg4+PDzqdjh9++MFwjkQiYdSoUaW+R7kSzz179hTZptVqiY6O5tdffyUmJoYFCxaU59JCFTAsqZITy9GoIwC4Wjkjk8rMGZZZOdkp6Rroxf6zd/jjYDjTXmwt5noKgiAIgiAIj4R7c7ctW7YU2R8aGlokv6uSxLNu3brFbvf29qZTp0689tprrFmzhtmzZ5fn8oKJyZXOSGSW6AryCIs/CUALl6Zmjsr8BnWqz+ELsVyPSuNKRCrNfR+NKmaCIAiCIAjCo624jsXKZpLiQj169GDx4sUi8aymJBIJSmsv8jLDcSSfdKUDTzZ83NxhmZ2zvSU9W9dl16ko/jh4k2YNnESvpyAIgiAIglDrPahjsTKZpEZwVFQUarXaFJcWKknhcFsvuYzH6vdAKnl0ykU/zOOd6qO0kHErNpNzYUnmDkcQBEEQBEEQTOLChQukpaWV6tioqKhSF5h9kHJlGydPniz2z549e1iwYAGrV6+mW7duFQpMMK0cmQ2gTzw7erY1czTVh72Ngj7B9QD481A4Wl31WlNKEARBEARBECrDc889x6FDhwyv09LSCAwM5MSJE0WOPXv2LDNmzKjQ/co11Hb48OHFDkHU6XTIZDL69+/PrFmzKhSYYFqRKhV1ARepFIXo7TTSv4MPe8/cIToxmxNX4+nYzNPcIQmCIAiCIAhCpdLd18Gi0+lQqVQUFBSY5H7lSjx//vnnItskEgn29vbUrVsXW1vbcgUTGRnJypUrOX/+PGFhYfj5+bF161bD/ujoaHr37l3suQqFgosXLxpeZ2ZmMn/+fHbv3k1+fj5du3Zl1qxZuLu7lyu22iYyNxk7rRZ7qRR1biyWtvXNHVK1YWNpQf/23vx56BabDt0iuIk7cplIzgVBEARBEAShvMqVeLZv376y4wAgLCyMAwcOEBgYiFarLZKFu7u7s27dOqNtOp2OMWPG0LFjR6PtkydP5saNG/zvf/9DqVTy5ZdfMnbsWDZu3IhcbpKaSjVKcl4KsRot9gop6uw7IvG8T59gb/acjiYhNZcD52Lo3baeuUMSBEEQBEEQhBqrXN04UVFR7N2794H79+7dS3R0dJmv26tXLw4cOMBXX31F8+bNi+xXKBQEBQUZ/VGr1WRlZTFo0CDDcWfPnuXw4cPMnTuXgQMH0rt3bxYvXkxoaCg7d+4sc1y1UXJuKrEafTe6OifGzNFUP1ZKOUNCfAHYfOQWuSqNmSMSBEEQBEEQhJqrXF1/n376KVlZWfTq1avY/b/88gv29vYsWrSoTNeVSsueB2/duhVbW1ujWA4ePIi9vT1dunQxbPPz86Np06YcPHiQgQMHlvk+tYlOpyMlLwWlVN+jrBKJZ7G6Bnqx81Q08Sk5/HP8Nk918zN3SIIgCIIgCIJQae7cucPly5cB/VRF0E9/tLe3NzquPJ2K9ytX4nn27FlGjhz5wP2dOnXip59+KndQpZWfn8/OnTt57LHHUCqVhu3h4eH4+voWKYDk5+dHeHi4yeOq7jLzs8jXaojX6tunQJ1GQX42MgsbM0dWvchlUoZ192fJnxfZeeI2PVvXxclOWfKJgiAIgiAIglADLF68mMWLFxttmzNnTpHjdDpdhde3L1fimZGRgY3Ng5MUa2vrUq8JUxEHDx4kLS3NaJgt6OOzs7MrcryDgwOXLl166DUfVLwIYMeOHchkMuTy0vfMyu4WpZFVo+I0aVlpAFhbOmBh6Uh+XhIFqliUVo3NG1g5mbKN2zdzZ+dJB8Ki09l85BavDmpW6feoKarjs1zbiDY2PdHGVUO0s+mJNjY90camJ9rYvObPn1+l9ytX4lmnTh3OnDnDiy++WOz+06dP4+lp+iUotmzZgqurK506dTL5ve7l5FT2nkF7eysTRFI+eZnZAHjauWHv7EVyTBKSggScnFqbObKKMVUbjx3aiv/75hCHzsfwzGNNqO9pX/JJtVh1epZrK9HGpifauGqIdjY90camJ9rY9EQbm8eTTz5ZpfcrV+I5aNAgvv32W1q1asXLL79smJtZUFDAmjVr2LZtG+PHj6/UQO+XnZ3Nvn37eOaZZ5DJZEb77O3tiYuLK3JOeno6Dg4OD73unj17Hrpfp9ORmppd6jhlMin29lZkZORSUKAt9XmmdDVWP9zYWeEEFh4ApCVHYOVS+vdVnZi6jT0dlQQHuHHqWiIr/rzAO8/X7AS9vKrjs1zbiDY2PdHGVUO0s+mJNjY90camV9Pb2NHRusLDTx8l5Uo8x40bx+nTp5k3bx7fffcdvr766p+3bt0iJSWF9u3b8/rrr1dqoPfbtWsXeXl5DB48uMg+Pz8/jh49WmQs8q1bt2jcuOLDSTWasv/DKCjQluu8yqbT6TifcAWAxg7+yC31iacq6w75+QU1+h+PKdv4qW7+nL2exPkbyZy8Gk/rRm4muU9NUF2e5dpMtLHpiTauGqKdTU+0semJNjY90caPhnINqFYoFKxatYq5c+fSqlUrUlNTSU1NpVWrVsybN48ff/wRhUJR2bEa2bp1Kz4+PgQGBhbZ161bN9LT0zl69Khh261bt7hy5QrdunUzaVzV3eXka8TnJKCUKWjmEoDC0gMkMrQFuWjUqeYOr9rydLamb3tvAH7dHUb+3aVoBEEQBEEQBEEoWbl6PEG/9MnTTz/N008/XWnB5ObmcuDAAUBf2jcrK4vt27cD0L59e5ydnQFISUnh6NGjjB07ttjrtG7dmpCQEGbOnMm0adNQKpUsWrSIJk2a0Ldv30qLtyY6cOdfAEK8OmJtoR9Pr7DyRJ1zB3V2NBZKZ3OGV6090dmXo5fiSErPY9epaAZ2rG/ukARBEARBEIQaaPjw4Zw4caLYfQsXLuTxxx9/4DHbtm3D39/f1CFWunIlnmlpacTFxREQEFDs/tDQUDw9PUucT3m/5ORk3nrrLaNtha9//vlnOnToAMA///yDRqMpdphtoS+//JL58+fzwQcfoNFoCAkJYdasWcjl5c61a4XYrHgAgtxbGrYpbX1Q59xBlXUbG+dW5gqt2lMqZDzd3Z+Vf19ly78RdGnhiYOtWF5FEARBEARBKJvZs2eTlZVltO2nn35i586dRoVT27Rpw7Rp04yOq1evXpXEWNnKlYXNnz+fW7dusX79+mL3z549Gz8/P+bNm1em69arV4/Q0NASj3vppZd46aWXHnqMnZ0d8+bNK3MMtVm+VkOaKh0ANysXw3aljQ+ZHEWVHWWu0GqMTi082XsmmluxmfxxMJzRA5uaOyRBEARBEAShhmnYsGGRbe+88w5dunQxjPIEfdHUoKCgKozMdMo1x/PYsWP06tXrgft79uxpNL9SqB5S8lLRoUMhtcDW4r8lYZS2+rmL+XmJFGhyzBVejSCVSHiht75A1eELsUTGZZo5IkEQBEEQBKGmO3PmDNHR0Q8d0VnTlavHMyUlBScnpwfud3R0JDk5udxBVXdyeenz9eq0MG6eNg9fJ2/cLF2wsPhvCRq53BYLS1fy85LQ5EajdCp+CHV1VdVtHNDAiY7NPDh2JZ51e8OYMbxtja4GXFrV6VmurUQbm55o46oh2tn0RBubnmhj06sNbRwTE8Pw4cMfuL+kpRoLbd26FWtra3r37m20/cSJEwQFBVFQUEBgYCBvvfUW7dq1q1DM5lKuxNPNzY0rV648cP/ly5eNuohrGycnm5IPuk91WBg32KkZwb7Nit2X4eJP0p0kyI/FyaltFUdWOaqyjcc+1Yoz1/dw7XYaV6Mz6NLKq8rubW7V4Vmu7UQbm55o46oh2tn0RBubnmhj03vU21ij0fDPP//Qq1cvrK2tDdvbtWvHkCFDaNCgAQkJCaxcuZLRo0ezevVqWreueevKlyvx7NOnD2vXrqVbt25FsvLdu3fzxx9/8Pzzz1dKgNVRamp2qY+tTgvj7o06xIm4MwR7BNHHp7vRPolCnzilJd3Exr307686MEcbWwADOtbnr8O3WPnXJRrWsUUhl5V4Xk1WnZ7l2kq0semJNq4aop1NT7Sx6Yk2Nr2a3saOjtZ4eXmVulfzQY4cOUJKSgqDBg0y2v7mm28ave7RoweDBg3i22+/ZcWKFRW6pzmUK/GcNGkSR48eZeLEiQQEBNCoUSMAwsLCuHbtGv7+/kUaqjYpzwK31WFh3NCkm9xKjSLYtU2RWCys9NWxVNkxqFV5SGWmXYfVFKq6jfu19+bAuTskpuWy/djtR2Z5lerwLNd2oo1NT7Rx1RDtbHqijU1PtLHpPeptvHXrVhwdHQkJCXnocdbW1nTv3p0dO3ZUUWSVq1wDqu3s7Fi3bh2vv/46Go2GHTt2sGPHDjQaDW+88Qbr16/H3t6+smMVKigpNwUAV6uiw6BlCkdkFg6AVlS3LSVLhZxhPfRrKG35N4L0LJWZIxIEQRAEQRBqkry8PHbv3k3//v2xsLAwdzgmVe5FLa2trXnzzTcf2LOZnp5e5nU8BdPR6XQPTTwlEgmWdg3ITjlPXuYtrOxr3qK05tCxuSd7TovlVQRBEARBEISy27t3Lzk5OaWqZpuTk8P+/ftp2bJlFURW+Sq1hJRareaff/7hjTfeKLGrWKha2Zoc8gryAHC2LL7wk6WdLwCqrIiqCqvGE8urCIIgCIIgCOW1ZcsWvLy8aNvWuLjnqVOnGD9+PBs3buTYsWNs3ryZl156icTERCZMmGCmaCum3D2ehXQ6HUePHmXLli3s2rWLrKwsnJ2di0yOFcwrKuMOAK6WzihkxXfjK20bAKDOiUWryUUqf7QrjJVWw3oOdGjmwfEr8fy2J4z/e7H1I7G8iiAIgiAIglB+6enpHDp0iJEjRxb57Ojm5kZ+fj6LFi0iLS0NKysrWrduzZw5c2jVqpWZIq6Ycieely5dYsuWLfz9998kJSUhkUgYOHAgL7/8MkFBQeKDdzUTnhEJgK9DgwceI1fYI1e6oFElk5d1G2vHJlUUXc03rLs/Z64nEhqVxunQRIID3M0dkiAIgiAIglCNOTg4cOnSpWL31a9fn5UrV1ZxRKZVpqG2UVFRLFmyhP79+/PMM8+wY8cOBg8ezKJFi9DpdPTr14/WrUVvT3WUmJMMQF1bz4ceVzjcNi/rlsljqk1cHCzp394HgPX7bpCvKTBzRIIgCIIgCIJQfZS6x/O5557jwoULODk50a9fPz7++GOCg4MBuH37tskCFCpHmioNACflwws+Wdo2ICvpFKpMkXiW1cCO9Tl8MZak9Dz2nY2hbztvc4ckCIIgCIIgCNVCqXs8z58/T926dfnwww957733DEmnUDOk5qUB4Gjp+NDjlHYNAMjPS6QgP8u0QdUySoWMJ7o0AODvoxHkqTXmDUgQBEEQBEEQqolSJ57vv/8+bm5uTJw4kS5duvDBBx9w7NgxdDqdKeMTKkGBtoA0VToATkrHhx4rk1tjYaUfjpsnqtuWWZeWdXB3tCIzJ59dp6LNHY4gCIIgCIIgVAulTjxfeuklfv31V3bt2sXIkSM5deoUo0aNomvXrixevBiJRCLmdlZTERlRaHQFWMutcLIseW1Vy7vVbfPEcNsyk8ukDOmqnye7/fhtclWi11MQBEEQBEEQyryOp7e3N2+88Qbbtm3j999/5/HHH+fEiRPodDrmzJnD+++/z759+1CpVKaIVyiHK8nXAGjq3BippOQfueXd4baqzAgTRlV7dWjqgaezNbkqDYcvxJo7HEEQBEEQBEEwuzInnvdq0aIFM2bM4MCBA6xatYqQkBC2bdvG66+/TseOHSsrRqGCrqSEAtDMpXTLoyht6wMSNOpUNHeLEgmlJ5VKDIWFdp2KQqsVw9EFQRAEQRCER1uFEk/DRaRSOnfuzCeffMK///7LwoULReJZTWh1WmKy4wHwd/At1TlSmRKFtRcg5nmWV6cWnthYyklKz+NsWKK5wxEEQRAEQRAEs6qUxPNeSqWSgQMHsnTp0sq+tFAOmeosNFoNEiQ4l1DR9l6G9TzFPM9yUVrI6NmmLgA7TkaZORpBEARBEARBMK9KTzyF6iUlLxUAR6UDMqms1OcVJp6qzFuicnE59WpTD5lUwo3odMJjMswdjiAIgiAIgiCYjUg8a7lrKWEAuFo5l+k8hU09kMgo0GShUSWbIrRaz9FWScdmHgDsPHnbzNEIgiAIgiAIgvmIxLOWO51wHoC2HkFlOk8qtUBpoy+QI4bblt9jd4sMnbqWSHJ6npmjEQRBEARBEATzEIlnLabVaUnM1fdWNnVuVObzC5dVEQWGys/Hw46m9Z3Q6nTsORNt7nAEQRAEQRAEwSxE4lmLpasy0Gg1SCVSnJSOZT7feJ6ntpKje3QULq1y4FwMuSqNmaMRBEEQBEEQhKonEs9aSl2g5sPjnwPgZuVSpsJChRTWdZHKLNEW5KHKFr115dXS3wVPZ2tyVRoOX4w1dziCIAiCIAiCUOVE4llLhadHoi5QA9C3fs9yXUMikWJp3xCAvIywSovtUSOVSAxzPXefikKrFVWCBUEQBEEQhEeLSDxrqYgM/dqR/g6+dKwTXO7rWNnr54bmpt+olLgeVZ1beGJjKScxLY+zYUnmDkcQBEEQBEEQqpRIPGupyLuJZ6Bb8wpdx9LeH5CQnxePRp1eCZE9mpQWMnq0rgvAXlFkSBAEQRAEQXjEiMSzlipMPOvbe1foOjK5NQobfcKUmyF6PSuiR1BdJBK4GplKTFK2ucMRBEEQBEEQhCojEs9aKE2VTro6AwkSvO3qVvh6/w23vV7haz3KXBwsCWroCsC+M3fMHI0gCIIgCIIgVB2ReNZCtzP0Qznr2HiglCkqfD1rhwAA8jLD0RaoKny9R1mvNvUAOHIpViytIgiCIAiCIDwyROJZC0VlxQBUSm8ngIWVG3KlK+gKRK9nBTVt4ISHszV56gL+vRRn7nAEQRAEQRAEoUqIxLMWSsxJBsDT2r3Srmnt2BSAnLSrlXbNR5FUIqF3G/0XAluO3CInL9/MEQmCIAiCIAiC6YnEsxZKytUv1+Fq7VJp1yxMPPMybqC9uz6oUD7dg+pSx8WajJx8/jl+29zhCIIgCIIgCILJicSzlskvyCc2OwEANyvXSruuhZUHcoUTOp2G3IywSrvuo8hCLuWpbn4AHDwfg6ZAa+aIBEEQBEEQBMG0ROJZy1xMvkpeQR5OSkfq2npW2nUlEglWd3s9c8Vw2woLbOiKo62CzJx8zlxPNHc4giAIgiAIgmBSIvGsZS4l6ZPC1u4tkUoq98dbONw2NyMMrVbMTawIuUxK11ZeAOw/K5ZWEQRBEARBEGo3kXjWIok5yRyPOw1AYyf/Sr++wtoLmYUDOm0+eRk3Kv36j5pugV5IJHDtdhqxydnmDkcQBEEQBEEQTEYknrVIWNpNAFwtnWnuElDp15dIJFg7NQMgO+VipV//UePiYEmgv34e7oFzMWaORhAEQRAEQRBMRySetUhMtn5dyJZuzSp9mG0hG+dWAORmXKdAk2uSezxKugfph9seuRiLOr/AzNEIgiAIgiAIgmlUq8QzMjKSDz74gCFDhtCsWTMGDRpU7HEZGRl8/PHHhISE0LJlS/r06cOqVauMjlGr1SxYsIAuXboQFBTE6NGjCQ8Pr4q3YTZxd6vZ1rHxMNk9FFYeWFh5gE5LTuplk93nUdHSzwUXeyXZeRpOhSaYOxxBEARBEARBMIlqlXiGhYVx4MAB6tevj79/8XMUc3JyGD58OGfOnGHmzJl8//33jB07Fp1OZ3Tcxx9/zIYNG5gyZQpff/01arWaUaNGkZmZWRVvxSwScvTrd7pbuZn0PjZO+l7P7NQLJr3Po0AqldAtqC4A+8+K4baCIAiCIAhC7SQ3dwD36tWrF3369AFg+vTpXLp0qcgxy5cvJzs7m82bN2NtbQ1Ahw4djI6Ji4vj999/Z/bs2QwbNgyAli1b0rNnT3777TfGjh1r4ndS9TRaDSl5qQC4W5s48XRuQVrMbtTZ0eSrUrBQOpv0frVd11Z12Hz4FjfupBOdkEU9d1tzhyQIgiAIgiAIlapa9XhKpSWH8/vvv/P0008bks7iHD58GK1WS//+/Q3bHB0d6dKlCwcPHqyUWKubpNwUdOhQyhTYK0ybuMgs7LC08wMgO0X0elaUo62SoEb6IkP7z4mlVQRBEARBEITap1r1eJYkOjqaxMREnJycGD9+PIcPH8ba2pq+ffsyY8YMbGxsAAgPD8fFxQUHBwej8/39/fn9998feo/evXs/cN+OHTuQyWTI5aXP12UyqdF/TSVZlQzoezstLGQmvReAvVsgeZk3yUm9gEu9nkgkEpPf80Gqqo1NqXfbepwOTeTo5The6NMYpcL0P8Oyqg3tXN2JNjY90cZVQ7Sz6Yk2Nj3RxqYn2vjRUqMSz6Qk/RzGBQsW0LdvX1asWEFERARffPEFOTk5LFy4ENAXH7Kzsytyvr29Penp6RWOw8nJpszn2NtbVfi+D5MZnwFAPUfPcsVXVg72bUmK/BuNKg2FJBFbJ1+T37Mkpm5jU+rS2po6O64Tm5zNhYhU+naob+6QHqgmt3NNIdrY9EQbVw3RzqYn2tj0RBubnmjjR0ONSjy1Wi0Avr6+LFiwAIBOnTohl8uZNWsWU6ZMwdvbu0L32LNnz0P363Q6UlOzS309mUyKvb0VGRm5FBRoKxTbw9xO1hemcZQ7lim+irB2akpW0jliIo7jhnuV3LM4VdXGptYtqA7r9txg66Fw2jV2NXc4RdSWdq7ORBubnmjjqiHa2fREG5ueaGPTq+lt7OhobdZRfzVNjUo8C4fO3l9MqGPHjoC+Kq63tzf29vZkZWUVOT8jI6PI8Nvy0GjK/g+joEBbrvNKK02lr9Zrb2Fv0vvcy9qxJVlJ58hKuYRDnceQyhRVct8HMXUbm1qn5p5s3H+TW7EZ3IhOo4GnvblDKlZNb+eaQLSx6Yk2rhqinU1PtLHpiTY2PdHGj4YaNaDa29sbheLByY1KpQLAz8+PpKSkIsNqw8PD8fPzM2mM5pKp1ifadiYuLHQvpW0D5EpndAUqclKLViAWysbeWkHbJvqeY7G0iiAIgiAIglCb1KjEU6FQ0KVLF44ePWq0/d9//wWgefPmAISEhCCVStm5c6fhmPT0dA4fPky3bt2qLuAqlGWGxFMikWDr2haAzKSTRdZSFcquR5AXAMevxJOTpzFzNIIgCIIgCIJQOarVUNvc3FwOHDgAwJ07d8jKymL79u0AtG/fHmdnZyZOnMjzzz/PO++8w5NPPklkZCRffPEFgwcPxsfHBwBPT0+GDRvGp59+ilQqxcPDg2XLlmFnZ8fzzz9vtvdnShmFiaeF6QsL3cvWOYj0mH3k58ajzo5CaetTpfevbRp7O1LHxZrY5ByOXo6jd9t65g5JEARBEGq99CwVa3Zdx95GwbDu/lgpq9VHZEGoFarVv6rk5GTeeusto22Fr3/++Wc6dOhAixYtWLFiBZ9//jmvv/46Dg4OPPfcc0yZMsXovFmzZmFjY8MXX3xBdnY2bdq04Ycffii22m1Nl1+QT15BHlC1PZ4AUrkV1s4tyU4+S2bSKZF4VpBEIqFH67r8ujuMHSdu0z3IC7koMS4IgiAIJqPV6Vi2+TLXbqcBcOJKPLbWCh5rV49nHwswb3CCUItUq8SzXr16hIaGlnhcp06d2Lhx40OPUSgUTJs2jWnTplVWeNVWVr6+iq1UIsVKXvXlqO1cg8lOPktO2hUK8vsis6ja5Le26dbKi7+PRpKUnsehC7H0bF3X3CGZVGqminNhiXRs7im+YRYEQRCq3IFzMYakEyA7T0N2noY1O66DRErfYDH6SBAqg+hKqQUMhYUsbM1S0llhXQeFTT3QaclKPlPl969tlAoZgzrp1/HccuQW6vwCM0dkOgVaLbNXnWD1zuvsOHHb3OEIgiAIj5iUjDw27LsBwPO9G7FoUghvDmvF43f/P7x2xzV2nYyq1f8vFoSqIhLPWiAzX5942lfxMNt72bm2AyAr6TQ6nSiHXVHdg+riYq8kLUvN3jN3zB2OyUTEZZKVmw/A5YgUM0cjCIIgPEp0Oh0/bQ8lT12Af117+rSth4ONgqCGrjzd3Z/2Td3R6mD1jlDeXfov24/fpkArPuMIQnmJxLMWKCwsZGvGxNPasSlSuQ0F+Znkppc8XFp4OAu5lCe6+AKw7VgkuaraWeH2elSa4e8RsZmikq8gCIJQZfaeucPF8GTkMgmjBzRFKjUeNfbGky0Z92RLXOwtyczJZ/2+GyxYe7bW/j9ZEExNJJ61gDmWUrmfRCrH1qU1AJmJJ80WR23SuaUnHs7WZOXms+tUlLnDKTOtVseP/1xj4qKDnLqWUOwxcck5hr8XaHWcCi3+OKHypGTksWH/DZZvvsyXG86zcP05bsVmmDssQRCEKnUpPJnf9oQB8EyPhni5Fl0VQCqVMCjEj88ndmbUgACslHJuRKfz0/ZraApEz6cglJVIPGuBPI2+oq2V3NKscejX9JSgyoogPzfRrLHUBjKplKEh+l7PHSduG4akVne5Kg2xydn8uP0aB8/HkKPScPB8TLHHxqfmAuDjof/SZP3eG9y4k27YfzMmnXM3kgzfLqvzCzhyMZZD52PIU4tvnMtjxZYr/HPsNseuxHPhZjKXwlPYdbLmfbEhCIJQXuExGSz58xIFWh0dm3nQp4TiQTKplG6BXrw1rBVSiYQTVxOYt/o0YdFphmO0Wh1xKTlExmWy+1QUW/6NID1LZeJ3Igg1iyghWQuotfqExEJqYdY45AoHrByakJt+jcykUzh7DzBrPLVBu6bu/H00kujELP45FskzPRuaO6RiFWi1nL2exP5zd7gSkVpkf9iddAq0WmRSKQlpudyITqN9Uw8SUvU9ni/0bsTGA+HcuJPOp2vP0rutvpLvjhP6hEgmlRBQ34nwmAxDEhoalcaYQc3QFGg5dCGW+JQcmvs609LPpYredc2TkpFH6N3hzYM61ydXVcCe09HEp+Y8/ERBEIRaIjY5my83nEeVX0BzX2deebxpqQszNvZ2ZNyQ5vz0zzUi4jKZv+YMLXydealvYzYdusXxK/FGx+87E83Ml9vi6lj1Kw4I1d8ff/zBjBkzimwfO3YsU6dONbzesGED33//PTExMfj6+jJlyhR69uxZlaFWGpF41gIarf6DuIXU/D9OO7dgctOvkZ1yHkevXkhlSnOHVKNJJRKe6ubHVxsvsPt0NH2CvXGyqz5tqtXqOHQhhq3/RpCc8d83u5YKGc72lni723I6NAGVuoCjl+LR6nSs2RmKpkBHdEI2aVlqAOq62fLOc0Es23yZczeSDAkngI2lnOw8DZdvGRcf+vdSHBfDk8nM+a8neOfJKPzr2pOVq+HZnv60buRm4hao3n7bE0Zyeh6vPdEcC7mUyPhMAOq52fBUN3+iE7L0iWdKLjqdzixVsQVBEKpKQloun/92jqzcfHzr2DHhyRZlXiu7XYA7Des68NfhWxy5GMulWynMWHbMsF+pkGFjKUej0ZKWpWbx7xeYNTIYpYWsst+OUEt8//332NnZGV57eHgY/v7333/z/vvvM378eDp27Mi2bduYOHEiv/zyC0FBQWaItmLMn6kIFVZdejwBlLa+yJWuaFRJZKdcwM6tnblDqvECG7rQqJ4DYdHpbDoUzuiBTc0dEgA5eRqWb7nMhZvJANhZW9A9yIturbyMvt39coOGCzeTWbXtqtH52+8un2JjKcfWSv/sTnq6JZdupfDX4VvciskgsKErk55uSVxKDqdCE0lOz6NDU3fC7qSz+XCEUdJZ6OYd/XzFtbvCCGzoivQRTaZSM1XsvDuE9silWHoE1eV2vH4+eH0P/f/g3Jz0P6cclYYclQYbS/P/DhEEQTCF1EwVn/96ltRMFV6uNrz1TCCWivJ9DHayUzJqQAADO/rw0/ZQrkbqR/r0blOPl/o2Ntzvwx9Pcicpm3V7whjRP6DS3otQuzRv3hxnZ+di93311Vc8/vjjTJ48GYCOHTty/fp1lixZwooVK6owysohEs9awNDjKTP/h0aJRIKdWzCp0dvJTDqJrWuw6EWpIIlEwjM9GjJvzWkOX4ylb3sf6hZTBKEq5WsK+Oy3s0TGZWIhl/J0Nz96tqmLhbzoN7pDQny5k5hNjkqDu5MVdVysOXb5v+FI7k7Whr9LJBJa+rnQ0s8FTYEWmVSCRCKhjosNgzv/956bNnCmXzsfYpKzSclQ4WSnpK6rDSeuxaPV6svjJ2fkkZapwtne9HOfr0el8e+lOHQ6HQ62SpztlbjaW+Jsb4mHsxUyadVPp79yz/I0G/bdJDMnn71nogHwuZt4Ki1khh7l1EyVSDwFQaiVNAVavv3zIknpeXg4WTH1+SDsrRUVvq67kzXvPB9E6O00YpKyCWlVx7DPyU7JmEHN+GLdOfafi8HeRsGQEF/xmUgotaioKCIiInj33XeNtg8cOJBPP/0UtVqNQlHx57gqicSzHOTy0n+IlN0dwiEr41COsnCxdsTXyRs3G6cyxWYqDu5BpMXsRZOXhCb3Nlb2via9X1W0sbkFNHCibRM3Tocm8seBm0x5LqjKY7i3ndftvUFkXCa2VhZMfaE1fl72Dzyvkbcji94MMdpmbWnB3tP6JKilv0uxz21Jz7JcLqWRtaPRtp5t9AUith+/TXxqLimZKtydrYs5u/LEp+Tw+W9n0RToit3vX9ee2aPbl+palfksRyVmGf6eq9Lw58Fww2u/uvaG9nW2tyQ7L4uMnPxq8fvD1B6F3xfFyc7NZ93eG9yITiNfo0VToKNtgBsv921ikvs9qu1clUQbl05mjpoftl3lZkwG1pZypr7QutRzLkvbxi39XWjpX7S+QGAjV57r1ZB1e2+w+UgEmbn5vPhYYzHs9h614TmOiYlh+PDhD9y/Z8+eh54/aNAgUlNT8fLy4tlnn2XMmDHIZDLCw/X/3/b1Nf4c7e/vT35+PlFRUfj7+1f8DVQhkXiWg5NT2Xub7O1NN7H81fbPmeza5WNDtldbEqOPkpt6Bq/6LarkrqZs4+rg1SEtOfv5Ps6GJXE1Kp3OrbzMEsfZG8nsPXMHgKkvt6VtgEcJZxQ18dnW1POwIzVTxfABTbFUVu6vIi83W+JTc8lWa8v177UsDlyIRVOgw9FOyaAuviRn5JGUlkt0QhaxSdncvJOBXGmBXRm+Xa+MZzkuRV8xePSg5lgqZRy/HMft2Aw8XGxo27yOoXfazdmaqIQs1AU6k7dVdVLbf1/cKywqlfeWHiFXVWC0feeJKF4d0hJrE/Z0P0rtbC6ijR+soEDL/DVnuBqRglQqYepLbQnwL/vc/4q08cuPN8fJwYrv/rzIvjN3uBaZxv+NCKZhPcdyX7M2ehSfYzc3NyZNmkRgYCASiYS9e/fy5ZdfEh8fzwcffEB6ur7Kv7298Zf7ha8L99ckIvEsh9TU7FIfK5NJsbe3IiMjlwITrfm09urv3M66wxC//jR1Mc2312WldGwN0UdJS7hEYnwMcoWDye5VFW1cHdgqpDzeqT5bjkTw7e/nqediVaZkpqJkMimZqgK+2XAOgMFdGuDnYVumfw/36tNGX7k2N0dFbk7llpx3tNW3S8SdNFJTTVvl9mq4fo5rrzZ16XtfSf63Fh8iNVNFaHgS/nVL/jdQWc+yTqcj/O6yNL4eNjSoY0+npu6G/VmZeYa/21nq/zcQHZdR7p9lTfKo/L4olJapYvqSI6g1WuQyCeOGtMDRVsnSPy+Skqni7NU4mjUofm5RRTxq7WwOoo1L9seBm1yNSMFSIePt54JoWMfOLJ/hOjf3wEYp44e/rxKbnM3/fXWIJ0Ia8HjnBkbFjdIyVZy5noiFXEoTH0ejqSi1VU1/jh0drfHy8iqxV7M4Xbt2pWvXrobXISEhKJVKfvrpJ8aPH1+ZYVYbIvEsB42m7P8wCgq05TqvNCLTY4jIiCJXrTbZPcpKauGK0rY+qqxI0uJP4VjH9GWfTdnG1cWgTvU5dS2B2OQcVmy+wqSnW1bpfJHV266Spy6gibcjT3RpUG3b2/XuvM741ByTxxidoB/SWs/Vtsi9PJysSM1UEZOYbSjoUxplfZZ1Oh1h0elk5+mLLeWpC8jKzUciAXdHq4dey+VuW8WlmL6tqpPa+vsiT63h6OV4IuMy0BToOHktgXyNFkuFjDeGtqDF3eWGGtSxJyUzkYjYTBqbsOeltrZzdSLauHh3krLZciQCgBH9m9CwrkO526ky2rh5A2c+fLU932+9yrkbSWw8EM7GA+E093WmT9t6pGTk8eehW0Zrdrs6WNIuwJ0BHesbivDVVuI51hswYACrVq3i6tWrODjov7DOzMzEze2/nvqMDH0RxcL9NYlIPGuB/GpU1fZedq7tUGVFkpV0BgePbkikYk5DRVnIZbw2uDlzV5/i3I0kdp+K5rF23lVy71yVhqOXYgF46bHGZimYU1pud+fvJKblmvxeyRl5d+9ZtIiRu5M1126nEZdi2nUy1+29Yahgey9PZ2sUJcwlcr9b2TYh1fRtJZhWVEIWX244T2pm0REET3TxNSSdAB7Od/+NiJ+7UAvpdDrW7rpOgVZH60audGzmae6QAH19g0lPt2T/2Tus3nkdgMu3UoyWC7OztsDD2ZpbMRkkpefxz/HbRMRl8u4Lrc0VtmAmfn5+AISHhxv+XvjawsICb++q+fxXmUTiWQvkF9xNPKtBVdt7WTk2QWZhR0F+JjlpV7Fxrpq5nrVdfU87nuvViF92XWf9vht4OFvTqpiiBpXtRnQ6Wq0ON0cr6rnbmvx+FVGYeCakmnZ9yjy1huw8fVXp4qrnet4tbBSfarrEU1Og5eD5GECf/BZWapRIJPS5b+hvcTzuDuWKS8kRa3nWYDqdjuWbL5OaqcLVwZJOzT25cDPZsHbr/QXACn/u8Wmm/VJEEMzhYngKVyNTkcukPN+7kbnDMSKRSOjZph42VhbEJucQm5zNncRsLORSWvg507edD7ZWFuSqNJwLS2LF1itcjUzldGgCbZu4l3wDoUbbtm0bMpmMZs2a4ebmRoMGDdi+fTt9+vQxOqZTp041rqItiMSzVsgvXE5FWr1+nBKJDFuXNqTHHSAr6aRIPCtRrzZ1uRmTzrHL8Xz750We69WQ7kF1kUpNlzRcj0oDoLF39R/a4elijVQiITMnn1QTLqmSkqHvWbJSyrAqpkCSx93exNL0eF6OSCEiNoP0HA0FmgLcHK3o29672HVIVfkFpGWqUFjIiIzPJE9dgL21BfPHdSrzuqVertYo5FKycvOJTszGu5p/qfAoi4zLJDI+k6CGrtjb6D9waAq03IjWz+e9k5SN0kLG+yODsbNWkKPSPCTx1D+bdxKzxRcOQq2z+5R+BEjP1nUNX0RWN+2bPrwwn5VSTqcWnpwNS+RUaCJL/rzEqAEBdAs0T2FBofK9+uqrdOjQgSZN9PVZ9uzZw/r16xkxYoRhaO2kSZOYOnUqPj4+dOjQgW3btnHhwgXWrFljztDLrXplKkK5VNehtgC2rm1IjzuEKjsKdU4cCuvqMdylppNIJLwysCm5eRrO30xm9c7r7D8Xw4t9GtHEx6nS76fV6QzrQjb2dqz061c2pYUML1cbohOzCI1Ko1Nz0zx3KXeL9DjbFZ/YFq6XGZWQRXxqjqGX6X6nQxNY8uelItvre9rRtL7xzzMuJYcFv5whPVtttL2ln0uZk07QD98OqO/EhZvJzF19irljOuLiYPq1Tx9FG/bf4OTVBPLUBUgkIJdJeaqbH11a1nnoebdiM/j7aCRnricC0KWFJ68OasadpGxW/X2VW7EZhmMDG7oYio71b+/DjTvp9Glbz6iACejneMplUlIzVXz75yVGDgio9XPIhEdDdEIWl26lIAF6t61r7nAqbNSAAABOhSby0z/XcLZTGg2bF2ouX19fNm7cSFxcHFqtlgYNGjBz5kyjpVkGDRpEbm4uK1asYPny5fj6+vLNN9/QunXNHHotEs9aQFWg73VRyKpfl7vMwg5rx6bkpF0mM+kkLj6DzR1SrSGXSZn4dEv2n41h06FwohKyWLD2LN2DvBjRr0ml9GDka7RcjUzh4PlYwqLTkUowSQVMUwhq5EJ0Yhard4Si1ero3MLzoW2i1epIycjDwVZhWGqkJIU9ng/qUXVxsKSBpx0RcZnMWHaMOi7W1Peww8fDjvqedvjWscNSITfMz6zrakOPYG8OnokmKiGLmKRso8RTp9Ox7K/LhqRTIgGdDmRSidHC5WX1VDc/LtxMRp2vZe/ZaJ7p0bDY4+4kZXPyajzO9pbiW/cyiojL4J9jt4ts33M6mi4t66DV6YhPyUGVX4CFTIqXqw0SiYS0LBWfrj2LKv+/pVCOXIojMzefS+EpaHXG68cG3PO8uDhYMntUu2LjUVrI6NjMg8MXYzl9PZFLESnU97Cja6s6JSbCj4KMbLWhOJkWQAe+dexMuvSMUDl+P3ATgLYB7rWiKqy1pQWvD23BD/9c4/CFWNbvu0EzX+dyfdEoVC+zZs0q1XHPPPMMzzzzjImjqRoi8azh1AVqw1BbG4vq+QvW1q0dOWmXyU65gGOdnsgsxFC+yiKTSundth7tm7rz56FbHDh3hwPnYnC2t2RQp/oVSj4LtFo++eU0t2Iz795LwqRng/Bwtq4Rlef6t6/P5Vup3IrNYOXfVzlxNYFXBgbgYKsscqw6v4AFa89wKzYTqUSCl6s19T3taFzPkS4t6zxwCHPK3cJCzvZFr1lo1IAAlm+5QkxS9t35PDkcuxIP6BNHJzulIYF998XW+Nd3ISUt19BLeq8f/7lmGDr54avtqetqg+Zu+fnSJsvF8fGwY/yQ5nz312X+OXabM6GJd+OTMKCDD10DvQiPyWD+mtMUaPWJTtP6TtV2CFt1cPhCLBfCk2nq44idtYKT1xIA8K9rz6j+MMp6ywAAYVFJREFUAaRlqfli3TmiE7NR5RewaN05rkf/tyZb4ZC6i+HJqPILkEokvPZEM7776zIAF27ql/Fp7uvMtchUCrQ63B2t6FDC8L17jejfhGYNnPjr8C3iU3O5HpVGZHwm7Zt6YCGvvsXDTO3YlThWbr1qeNYLNaznwMyX25opKqE0zoUlceFmMjKphKe7+ZV8Qg0hkUh4rldDTocmEJ2Yzc4TUfTv4GPusAShzETiWcNl5+s/mMokMixlD/7wa05KG28UNvVQZ0eTmXgcR6/e5g6p1rGzVjCiXxO8XKxZuzuMPw+Gc+VWCi/3a0JdV5tSXycnLx+JRIKlQsal8BRD0tmpuQe9g73p0KpujVnr0dpSzszhbdh+/DZ/HY7gYngyH/98ivFDWhRZU/PwxVjDe9XqdEQnZhOdmM2Ri3FExGXyQp9GRYYqwj09nnYP/rfn42HHx2M6kJ6lIjI+i9vx+nl6EbEZJGeoDNeo52Zr6Dn1KKbSbEpGHocu6KsK92lbj3pu+i9wKpJw3is4wJ3m52O4HJFK/D333XT4FiGt6vD30QijD+JRCVki8URf7Tk+NYesnHz0zaNDna9l1barAJy6m3AWeizYm7puttRx1WGllJGrKmD3qSijpBPgSkQK3e4m/AD9O/jQvqmHIfEEmD2qHfU97UhMy+XE1Xi6tKxT7FzjB5HLpHRs7km7pu5ExmXx8c+nUKkLOHg+hl5t6j6S8z4zc9T8vD2UAq0OexsFdlYWINHPhb15Jx2VugClQlRor47y1BrW7AoFoG87bzycq+eX8eVlY2nB0K5+/Lo7jPX7bpCVm8+T3Xy5HZ/FscvxNPFxJKiRq+gJFao1kXjWcFl3E08bC+tq+yFBIpFg796FpFvryEw6hb1HCNJqmiTXdL3b1kNToGPToXBCo9L44PvjBDZ0pXdwPZrVd3roM7J293V2n4oGQKmQIb/by9e3nTfP926EvAb2gMikUh7v1IDWjdz4+o+LxKfkMG/NaQZ3bsCQEF9DexT2Hj3T058OTT2IjMvk5LUEjl2JZ9/ZO5wOTaBLqzoM7Fgfm3uG2iWl6xO00hQvcrBV0spWaVSBODVTxc076SSk5Rptd727NEthUgr64kMA/l72vPhY4/I2yQNJJRKmPBvE7YRM1PladDodX264QGqmir1n7nA2LAnQzzuNjMskOiGLNo3dSrhq7XYxPJklf1xE/ZARAM0aOBmGa7rYW9K6kSugb28fdztCo9I4cE5flbhzC086Nffki3XniIjTfxFS+OVDHRf9h+h+7b3ZcSKKkJZ1qO+pn0Ps5mjF450alPt9yKRS/LzsGdy5AVv+jeCXXdf591Isz/duRK5KQ1xKLr3a1C32y5fa5uD5GPLUBfi42/LB6HaGD/FTvjlMepaa2wmZNDLhuqdC+f158BYpGfqqzk+E+Jo7HJPo07Ye6Vlqth2LZNuxSHafjkKdr//9s+tUFPXcbBjUuQHBTdxNWmxQEMpLJJ41XHa+vvepug6zLWTl0Bi5pSuavCSykk5j79HZ3CHVShKJhP4dfAhu4save8I4G5bEuRv6P16uNvRuW4+OzTyK9IqkZ6kMSSeASl2ACv1Q0K4VmDtYXXi52vD+iLb8sus6Ry/Hs/lIBI29HWnWwBmdTkdYdBoAzeo742xvibO9JUGNXPGtY8/fRyPIyMnnn2O32X/2Dt0CvejZui7uTtaGnkHPcn6z7mSnJDigaHn8wmJFqXeLF4G+hxEo0ltbmaRSCQ08/6t+2sLXmdPXE/lll369uXputobEPCoxq0L30ul06KDGfjuv0+lYuzsMtUaLwkKKu6M1UilIkBiGQ7dv6s74IQ+u5l3fU594JqXnGV77eOh7shNSc8nJ05Bwd7h1YWGqJ7v6Ud/TjrYmSPof71Sf9Gw1/16K41ZsJvPXnDHsy8pV81Q3/3JfW1OgZdepKBJSc/VD9SX63t/CAlzVxcmr+h7qXm3rGT2bvp72nLuRRERc7U08tTod245G4uFsTbtifi9VVzqdjs1HIth1t5LtiP5NUJawfnFNJZFIGNbDn/qedvy8/ZphOS8LuRSZVEJ0Yjbf/XWZem4RTH2+taH6tSBUFyLxrOEKE09bi9IPpzQHfa9nZ1JubyYz8Th2bu2RVLPlX2oTV0crJj3ditjkbPaevsPhS7HEJGWzekco6/feoEdrLzo28zT0mFyJSAXAx8OWGS+1JSUzj/iUXOysLajrVjvm5FpbWjB2cHMs5DIOno9h06FbNPC0R5VfQK5KP4eurtt//44kEgmPtfOmZ5u6XLiZzJ+HwrmTmM2OE1HsOBGFpUJGnlpf8KWyh3QV9qBm52lQ5RegtJAZer7Km+SWR+cWnpy+nohEAh2aeTCsuz+xyfpEKDqh/ImnOr+ARevPc+NOOu2bevBESIMHVvytrpIz8ohPyUEmlbBoYojRlzm/77/JwfMxDCmh16VRPQdDYSmA+h522FkrcLFXkpyh4sadNEOvt/vd4dcKCxkdm5mmSrPCQsaoAQE81d2P33aHGeYiA5y8lmiUeN5JykaC/kud0vjr8C3+PhpptC0xLY/pL7WplNhLKz4lh8zcfAoK/uul1ulAh36qwe2ELCQSCLrbM12ovqedPvG8p4Jw4fxqmVRSZDTJzhO3OXA+BnW+Fo1Wi06ro12ABy/1rfzRCpXl1LUE/jgYDoDryGB869iXcEb1cCUilb8O3wKgR+u6tPCt/RVf2wW406yBE1uORBAek8HogQHY2yjYfSqaXSejiE7MZvvx2zzbq/hCcYJgLuKTfw2Xp7m7jqC8+s+1snFqSXrsPgryM8lOvYitS80sBV2T1HGx4aW+jXmymx9HLsay9+wd4lNyDMmTk50S/7oOpGfpn6MAHyeUChl1XGyo41K9v8wor4Edffj3Uhw37qTz9pLDWCr0vwZdHJTFDiWUy6S0aexGUCNXLoUns/tUNJcjUgxJp5ujZaUvQ2GllKFUyFCpC0jNVOHpbE18SmHPV9X9W2/d2I0F4zshl0lxujuPtbCNElJzycrNL9d7P3QhltC768IevRzHuRuJfPRqB5Ott2oKkXH6xLuuq02REQTDevgzrEfJvYNN6xtXiC5cQ9W3jj3JGYks3nABHeBoq6jSngt7awVjBzejua8zF8OTOXE1gfiUHMOSQHlqDR/9eBK1RstXb3Ut8RnQ6XQcuxwHQFBDV5ztlew9c4frUWn8ticMR1slOu5mf+gLJpmiJ/SPgzfZ+m9kicc1rueIvbVxexcmYWHR6fxx8P/bu/PwqMqz8ePfc2bPJJN9AQIhAdkUBGURoai44obWqtAWtSraVuvS9/29Ul+02lpt+2rV2mpdcO2idavW4ooLgogiCAiyJSEJgezJ7Ps5vz8mGQhJIEAmyYT7c11cIeecOfPkzmTm3Od5nvspY9lXVfiDsfeAIbl27rhiMubWXrZvK5p58cMdHc67bO0uzp1eFP9bahPVNF77pIzKWjdXzRnbZ8sZtQ35Bnhm6RZ+cGZsbnvbzTlN19E0nZLBjn41v/vDtbHROtPG5bOgHyf2Pc1uNTHv9GPabZs7s5jhBWk8/MoGPllfzaknDCGvH/2uhJDEM8m1VbQ1JUHvoaIaSMs9iZbd7+Oq/Qx71sR+Oy91oEmxGjlzylDOmFzIxrJG3v+yiq1VLTS7g+2Kn+y/yPxAlJeZwq2XHc/f3t/G7gYvoXAovv1AVEVhwogcJozIiReUaWgJMLyg5y+QFUUhK83CnkYfTa4A+Zk2Glt7vnJ6+SJi/wtMh93MkFw71fVePlhTxcnjB4GuYzUbu50crS+NzRedPCaPbZXNuHxh1myp46ypyVOlsbJ1OO2wI/j9p1iNLDx/HC9+uJ0JJdnxBHb2CYWs2Vrfloe1G/7cWxRFYcb42NIqvsDXfFPexN/f386Pzh1DQ0sgPq919eZaTj+x8IDnanYHaXQFURWF6+cei8VkwOkJ8dW2+nY9vm0++GoX9//05B79fHB6gixdFVvOJt1uxmYxsu/p257LZFC5YMbwDo8/pjAdVVFocAZ467Od7fZV13vZVtUSX1vxw69iidCkY3I4/+ThGFSFZ9/ews4aN+u21zP7hPbxeu+LKt5eHWvb+2uqOiQTiRDVNEJhjaimo+s63kCELZXN8f276mPLc3UmPdXM//3kZIwGlXBEw+MPo2k6dpsxfiOvt2wqb2Ld9gYUBS44ebhcUwDjR2QzNC+VqjoPv3l+Df+74ERyM2wSG9Ev9P9sRRxQWAsDYFKTY22x1JwTcNZ+SiTYiN+5lZSMMX3dpKOKsk/yFAxF2VnjYtsuJ9sqm1FUpV2Bm4FsbFEmv75mKhW1blZurGFjWeMhzWW1WYwML3AkNCFoSzyb3UE8/nB8WN/+vSV9YcqYPKrry3lz5U7eXLkzvv1nl4xn0jEHnnuoaTo7Wiu4nj+9iG2F6fz9g+28+2UVmQ4r1tbCVgaDisGgYFRbvxpUsh2WHqvie6j2NHrZWNpIOKqhKgr/bk0+io6wZ276cQVMP6790NkxRZnccunxrNtejy8QYc5JfZuQXzijmG8rmtlY1sjP/7QSo2HvBeyKDXsOmni2zXkdnJMSn3t39XljGZqfSl2zH12PzSdXgFWbaml2B2l2B3u0B3zN1no0PdZbt/iKyYf8eJvFyJiijPi0hNknDOHiWbEKo599U8OmnU0cV5JNMBxlQ1msWNncmcXxntspY/LYWeNm+frdjB6agaIo8eIv+ybfn31Tw/BBaZ3OUUyxGDlmaMYRz4tevn43//hge7u1YduUDHYwd2Yx//q0HF8wQjSqYTYZsFkMGFSVqjo3Tk+I9TsaMBkNPP7mJvzBSDxGv75maq+NXNha2cyS/2wG4PQTCrs97HugUxWFWy49nodeXk9VnYdFj3+OzWJg2th8fnj26KSdVy8GBkk8k1yktcfTaEiOX6VqsJCWMxlX7QpctSuxpY+Wu3B9xGI2MHpYJqOHZcLJw/u6Ob1OUZSEJ49HItPRVtk2QLM71tuZlmLqF5VFz54yjD2NPjaVNxGOaEQ1jUhUZ0Np40ETz3qnn0AoitGgUpibSm6GjTdX7qTZHeSxf31zwMfmpFu559pp8SGNbTRNjyUuCXovqW3ycfezX8arR+4rET3eABNGZPebG0EjC9O57fsn8NKH2ynd7SIS3busTkWtmz++soHrLzy2y2VGqmpjw5L3HT5rsxi5cEbHObAVtW521XupqHH3aAKzqTxWFXrSfnM3D8WZk4fGE8/TTyzEbjVxXEkWn31TE9++raqFcEQj22GJD52GWO/+Kx+XUlnr4Y4lX3Q4d6rNRIrFSF2Lnyfe3NxlG9rWdz0YTdd5fXkZqTYTZ00ZGv/baHD6+et7W9v9DtsYDQpnTRnK+JJsxpd0/tp75eNSln5ewbKvdrGr3htPOhUltrTQB2t29cq8wj2NXv7wz/WEIxr5WSlcPIDW7OwJmWkWbr3seO55fg1NriD+YJSPv95NToaNYwrT0fVYL75cf4nelhzZiuhSfKitkjy/yrTcabjrPifkqybo2Yk1bWCWPRfiSLStDdrgDNDSOgc3M7XvezshdtPi+guPjX//5ZY6HvvXN1S0LgHSlUhUY8l/YutbDs5JQVUVbBYjv/jhCbz/ZRVVdR7CUY1oVCei6USjsaGAkaiG2xemwRngxw98QorFiMGgEInuHS6Yl2Hjzqsmk2Lt+dEfn31TQyiskWozMfGYHHRNR9N18rNSjorh6RBLPv/3isl4A2F8gQgGVeHNleUsX7+Hr3c08Ngb33D8iGwURUFRYnOBU1Mt+HwhNrb2AHZn3mZRQRq76r3srHEz6Qgq94bCUZzeEJoeS7DahpEeW5x1oIcd0PEjc7jxu+MJR7T4HPhxw7NQiFWdrmv2xRPcY4uz2l3U52bYOGXSED5eV43dGvu81vVYgqgqCpedNpIxRRm88Wk5tc3+eLvbeHxh6lr8rNtW363E89udzfFiTjaLMf6Y976sIhLVGVmYzn9fPjF2I0shNr9WOXiV6ZkTBrH08wq2VLa0/lxW7rn2JL6taOKhl2PzCs+dXtTj8973t3RVBeGIxqjCdG68ZMIhrV97tMhItfDjucfxu7+tja/B/MrHpfH9xxZncc15Y8noJ58r4uggf6lJrm2orTEJ5ni2MZjs2HNOwFP/Bc49H2NJlXkZQuyvbdjYrnpvvFetvxbfaVsCZFe9l0hU67JX9o0V5fFhtvsOUR2UbeeKcw487P6rrXU88e/NhCMavtZeln3Vtfj5cksdp0wccrg/Rpc2t66heulpI/jOhINf9A9kdqspvpbtgrNHk2Ix8c4XlWwobYyvh9uVovyDV8geXuBg5caa+Dqmh2NjWSN/eeObePGfvW03MizvyHqo91+71pFiZtzwTDbtbGbR45/Ht48b3jHBveLs0cw//RhMB1gT+Zrzx3W6vaLGzd3PfsmWqpb439iueg/L1u3G7Q6gKDBj/KB4EvHphr2Fgp59ewtvrCjHoCrx0RMXzhjefuRANz+CC7JSGFuUybcVsUT+tEmFmIwqx5VkU5hrZ1e9l5se/hS71djuc336sQXMP+PAc1cjUY1/LNvO1soWrpozhpGdLB0ViWpsLG2MV1y+bPYxCU9yk9nIIen85rqTsFuN/PPDHXy6YU9836byJu565ktuuXRCvx35Iwae5MlWRKciSVRcaF+O/Bl4G9YS9FYRcJdhcxz++nBCDERtw/Qqa92Uty7zkteLFW0PRW6GDZvFgD8Y5a3PdrJ5ZzPhiEZOhhWzUcVkNKCqCh+vqwZg5vhBhzw07sTRefyxOBu3LxTrFdV0TEYVc+vyOG+sKOe5d7bS6Aoc0XqT+4tENSpah4qOGprRY+cdCAyqymWzRzK+JIsvt9Th9oXRiVWxBTAYDYRCETRNJz8zpVvrX7YlGxvLGnn09Y2YjIbWYdSxNVLj/1cUFGK97+dMHUZ6a8Kl6TovvLs1nnRazYbW9WLhrKnD4vMqe9L3Th3JzhfXxddUtFuNXfasHijpPJCh+amkpZhw+8KUVjux20z8+rk1hCN7h39/uaWO+acfg67D2m2xAl4ZqWZaPKF4wgmx4eHHdpIYd9eVc8bw59c2omk6M1vnxquKwhXnjOGhf67HF4zEY9Hm/TVVzD4xVmF1W1UL63c0Ulnnjne2appObbM/3s5/frSD2394IhC7qbSxtJFN5U18W9lMsLWi+LHFWUfNiIMj0VbV9so5YxiWn4bVbKB4kIPH3viG6novj77+Df97xWTS7WZC4Sh7Gn2EIxpGo0Jhbmq/mN4hBo7kylZEB3ur2ibXHT+jKY3UnBNx16/GuedjrGkl0uspxD7yM1Pi6zmuaL1L3ZtreB4KVVEoyk9jS2VLu2JDbUVl9pWZZuGqOWMOKwGwmA1YzB2T77OnDuWzb/ZQ3xLgP6squODk4sO+wN9fTaOPSFTDajb0qyUk+pOxw7MYu18iYzSqZGbaaW72Eol0nBvblWH5qYwY7KB0t4s1W+u79RhVUbj0tNi8wtJqJw3OADaLkT/cMKPLeac9qaggjftvmEGLJ0gkqpOVZunxoZ+qonBccRarNtXy1bZ6Gp0BwhGNoflpFObYWbWphsra9pVoh+alctePptDgDOANhNG0WGI+JMd+RJ+3eRk27r56aoftI4ek88ANM2hyB9D0vZ2o//hgG5t2NvPR2mrsNhOvt64VeiA7djn58+sb2d3gja8d3CYtxcSEEdlceqqsUXkoVEVpVwjsFz84kTufXk2DM8DP/7SCrDQrLl+o3c2Mk48r4NoueuGFOBySeCa5+FDbJCkutC9H/gw8DV8R8lUTcJdic8iHiBBtVFXhR+eO5Yl/b8bljS350p/v7p85eShbK1vQia1reOGMYlze2EVMKBJtLUKkc+Ko3B7vdbKajdxz7Ulcf//H6DrUNPnaFXY5Em3J87C8VKkG2QsUReGWy47ny2/rCIaj6Dro6LGvrT2pWuv/d9V7WbOlrt2w3G9bi/wcV5zVK0lnG4vJQP5BlmQ6UlPG5LNqUy0frNkV37boismkWQx8Z8Ig/rWinBZPEF3XMRpUvjsrdkM3N8NGLr1z06RtHeh9nTllKJt2Nrer3jtxZA4Tj8nBaFBQiFX4NRpUivJTeXt1JR+tq+ar1hsPqqIwsjCd8SVZHFeczdB8+VvsCSlWIzdcPJ6nl35Ldb2XRlcgtr11qSFvIMLqzbWcOXkoqTYTm3Y2UVXrobbFR7MrSJM7SFqKidsXnNhh3VshupJ82YpoJ1mH2gIYTKn79Hp+gjVthPR6CrGPccOz+MMNM6iq86Ao3SvO0lcmjcrljqsmU1XrYcKI7PjQx95iMqqMHJLOjmon1fWebieeu+o8/GtFOU5vEE2LDclUFAVViSX/bRdj/Tn2A43dauLUSQefq1tR42bNljoqa93ouo6iKGzf1QLAmGEZiW1kH5gwIpuCrBRqmmI9gGOLMhlW4KC52cuYokwWFWX2cQs7d1xJNvmZNmqb/QAU5tr52SXju/y8n3f6MaTbzTR7gowbnsWxwzMTUjRMQPEgB7+6eiotnhBNrgAosfn3RoPK/S+uY/POZu5+9ssuH+8PRvh0/W7Omz689xotklryZSuinbahtsYkG2rbpn2vp8z1FGJ/qqpQlKAlO3paXy9PU5Sfxo5qJ2V7XJx0bMFBj9+8s4k/v76xQxGazhwj8zv7ncE5dgyqgjcQodEZIDvdGu/9LO7HowMOl6oq3HzpBN5YUY4vEOGSU5Pj81JVFK6feyx/e38bgVCU+acfc8CbzCajyoUzpdp9b1EUhcw0S4c1oq84ezR/em0ju+q9QOyGwbHFWQzKtpPlsFBV6+Hlj0v5cG01o4ZmYDUbe2ykiRi4JPFMcuEk7vGE9r2erprlMtdTCHHYRhams2ztLr6taI73gHUlqmk8984W/MEoI4Y4OHvKMIwGFR0dTYsN5dR0nXBEw2YxMvEI1n8UiWEyqgzOsVNV56Gi1o1ObHigQVUYkjMwL4DzM1O47oLYUkbGHprH3BuGFzj43wWT+7oZ4hDkZabwq2umxdZpjugdhq4fU5jB26sraXYHue+vawG49bLju1wDto2u63j8YfY0+qisdZNmN3PGScMT9WOIfiY5sxURF2md45msiSdAWv7JuBvWEPRWEfSUY02ThaCFEIfu2OIsTEaV6novt/1lFak2U2tV3b2VdQ2qgsVixO0NUd8SwG418vPLJso6gElqxJB0quo8/PuznYwZFhtqWpiX2mPFpYQ42hlUFUMnUzgtJgM3XHwcz7+7NV4A6u/vb+M7xw/G5Y1VUm7xBGl2B3F6Q2Q7rFhMBupa/Pj3WxLrqX9vpjAvlfxMG3mZNnIzbORnppCbYSMj1SwdEgOIfNImuWQfagt7K9zG1vVcjiW1WN5khBCHLNVm4rzpRfzr03IanAEanIGDPmbauHxJOpPYlDF5fLyumspaD5Wty94MT5Kh6UIku9HDMvnNwpNodge565kvqG3288rHpZ0e2zY3uU22w0JOuo09TT5c3hAVNW4qOlm/12xUyc20kZcRS0iz060MykphXHGWFJlKQvJpm+SSfahtG0feyXgaviLorSTo2Yk1TeZ3CCEO3YUzipk8Oo8WT5BwRNv7r3XtT0UBq9WMxxvEoMC0cQefCyr6r7FFmVxxzmg27GgkEtUwGlTOnDy0r5slxFElM83CL354Iu9+UUkoHCXdbiEj1UxG69xRi8lAgzOAosSG8OamWzGbYkN3DQaFCCobttWyp8FHfYufumYfdS1+GpwBQhGN6nov1a1zTdvMO/0Yzpoif+vJJrmzFUEkmvxDbQGMZgep2ZPwNKzBWbNcEk8hxGEbnGNncI69032Hu76k6L9OnTiEUycevAquECJxCrJSuPKcMV3u76oyuKIo5GWmcOLoPCIj2r8nR6Iaja4Adc1+6pr9NDhjyWggGGG0FHxLSsmdrYgBMdS2jSN/Bp7GtQQ9FQTcO7GmDe/rJgkhhBBCiD5gNKjkZ6YkfI1c0Xv6VeJZUVHBkiVLWL9+Pdu3b6ekpIS33nqr3TELFizgiy++6PDYpUuXMmLE3tLibreb++67jw8++IBwOMx3vvMdFi9eTF5eXsJ/jt6UzOt47s9oTm/t9fwKd93nkngKIYQQQggxQPSrbGX79u188sknHH/88Wiahq7rnR53wgkncNttt7XbVlhY2O77W265hR07dnDXXXdhsVh46KGHWLhwIa+++ipGY7/6sY9IeABUtd1XWu40PA1f4XdtIxxswmTJ6usmCSGEEEIIIY5Qv8pWZs+ezRlnnAHAokWL+Oabbzo9zuFwMHHixC7Ps27dOlasWMGSJUuYOXMmAMXFxZx77rm89957nHvuuT3e9r6g6/qAGmoLYLLmYHWMJODagaf+SzILz+7rJgkhhBBCCCGOUL9a6EpVe6Y5y5cvx+FwMGPGjPi2kpISxo4dy/Lly3vkOfoDTdfQifUKD5QeT4C03KkAeBrXoUWDfdwaIYQQQgghxJFKymzliy++YOLEiUSjUY4//nhuvvlmpkyZEt9fVlZGcXHHtSBLSkooKys74LlPP/30Lve9++67GAwGjIewMLXBoLb72pMikVD8/zazGWMCnqMvpGYeQ4s1h3CgAX/LetLzTzrg8YmMsdhL4px4EuPEkxj3Dolz4kmME09inHgS46NL0iWeU6ZMYe7cuQwfPpy6ujqWLFnCj370I1544QUmTZoEgMvlIi2tY9nm9PT0LofvHorMzM7L9B+Iw2E74ufdnyuwt+x0bnZ6h0Q7mUWLv0Plt6/jaVhD0ejTUJSDvyElIsaiI4lz4kmME09i3DskzoknMU48iXHiSYyPDkmXeN50003tvj/11FM5//zzefTRR3nyySeP+PzLli074H5d12lu9h7wmH0ZDCoOhw2Xy0802rNrxjUFXAAYVSMtLb4ePXdfU21jUA0Wgr4Gqnd+jT1jdJfHJjLGYi+Jc+JJjBNPYtw7JM6JJzFOPIlx4iV7jDMyUgZUx0+iJV3iub+UlBROOeUU3n333fg2h8NBTU1Nh2OdTifp6elH/JyHs+h4NKr1+GLlgVBs/qNJNQ7AhdBN2LMn4a77HGfN51hSjznoIxIRY9GRxDnxJMaJJzHuHRLnxJMYJ57EOPEkxkeHpE88O1NSUsKqVavQdb3dXYjy8nJGjRrVhy3rWXsr2g7IXyNpOVNx160m4C4n7K/HZMvt6yYJIYQQA5LfuQ1X3edEQs1oER/27ElkDj4DZYBeYwghel/Sz+T1+Xx8/PHHjB8/Pr5t1qxZOJ1OVq1aFd9WXl7O5s2bmTVrVl80MyEirYmnaYAspbI/oyUDW3psiK27/os+bo0QQggxMDlrllNf9iJBz06iISe6FsZT/wV1pX/vck11IYQ4VP3qNpbf7+eTTz4BoLq6Go/HwzvvvAPA1KlTKSsr46mnnuLMM89kyJAh1NXV8cwzz1BfX8/DDz8cP8+kSZOYOXMmt99+O7fddhsWi4UHH3yQ0aNHc9ZZZ/XJz5YI4Xji2a9+jT0qLXcqfucWvE3rSR88G4NRJp8LIYQQhyMcqMfbtAFFtZCaPQmDyY6ncT3OPR8DkJo7FYt9KFrUT0v1+wQ9O/E1f4M9a/yBTyyEEN3QrzKWxsZGbr755nbb2r5//vnnKSgoIBwO8+CDD9LS0oLNZmPSpEncfffdTJgwod3jHnroIe677z7uvPNOIpEIM2fOZPHixRiN/epHPiJhLQwM3KG2AJbUIky2fML+WryNa3Hkzzj4g4QQ4gA0LYKr/isCnt2gGDAY7dgzj8NoyezrpgmRMJ7G9TRV/huIzaNz1X2GLW0EvpbNADjyZ5AxeO+SclrEj3PPR7Ts/hCrY6Tc+BVCHLF+lbEUFhaydevWAx6zZMmSbp0rLS2Ne++9l3vvvbcnmtYvDfShtgCKopCWO42myjdx139BWu5JKKqhr5slhEhSuq5Tsellmvasbbc94Colf9RVfdMoIRIsGvHTXP0uoGFJLUKLBAgHavG1bALAnjWR9EGz2z0mLXcansZ1REMt1G1/lrxjrsRgTOmD1gshBoqkn+N5NDsahtoC2DOPw2BMJRp2421a39fNEUIkMWfNZ/GkMzVnCraMsQCE/HvQdamoKAYm556P0KMBTNY88kYuoGD0tWQXXUR6wSlkF11M1rALOiwJoRrM5JbMw2BKIxyop7HiXzLfUwhxRCTxTGLh6MAfagugqEbS8qcD4KpdKReHQojD4ndup2nX+wBkD5tD1tA55Ay/BEUxomthIsHmPm6hED0vHGjA07AGgMzCs1EUFUU1YM+aQPqgU7Bnje9yHUKzLY/ckvmgGAi4duCqXdmbTRdCDDCSeCaxo2GobZvU7BNRDTYioWZ8zZv6ujlCiCQTDjTQsPM1AHKGTMWRNxUARVExWXNbj6nrs/YJkSiuuliFf5tjFNa04kN+vDmlgKzCOUCs5zQcbOrR9gkhjh6SeCaxo2WoLcSG/KTlnQTEyr5Lr6cQoru0iJ/6spfQtSDW1GEMHXtxux4eky0fgJC/tq+aKERCuBu+wtu4DiA+cuhw2LMnYXWMBHScez7podYJIY42kngmsaOhqu2+0nKnxno9g414mzb2dXOEEElA1yI07HyFSLARg8lB/sjLUPd7zzTZ8gAI+6XHUwwc4UADzbtiS9I58mdiTS067HMpikLGoNMA8DVvJCR/K0KIwyCJZxKLHEU9ngCqwYIj/2QAnDWfoOvRPm6REKI/0/UoDTtfIeAuR1FN5JZcjsGU2uE4c1viKUNtxQARu+HyKuhRrGkjSG9NGo+EOWVQvBiXs0Z6PYUQh04SzyQWPormeLZJzZmCarQTDbXgbfy6r5sjhOinohEf9WX/xO/chqIYyS2ZhzllUKfHmqyxobaRYBNaNNSbzRQiIVx1qwj7a1GNKWQNO7/L4kGHKr3gFAD8Ld8S9Fb3yDmF6K5IyEXAvVMKwSUxSTyT2NE21BZicz3T82cC4Kz5FL01+RZCCABd13DVfsbuTQ8TcG1HUYzkFF96wKIqBpMdg8kBQNBT0VtNFSIhIiEnrtoVAGQOORujOb3Hzm225WHPOh6A5l3vyPIqotf4Wrawe/MfqdvxPLs3P4JXCk0mJUk8k9jRNtS2TWrOiRhMDqJhF56Gr/q6OUKIfkLXItSX/o2W3R+ga2FMtgLyRl2FLf2Ygz7W5hgJgN+1I9HNFCKhWqrfR9fCWOzDSMk8rsfPnz54NopqIuSrxtf8TY+fXyQfXdfwNm2gZc/HeBrWEgm19Oj5A+7y1qHjGqoxFdVoRz2KRvsNJEdXxjLAHI1DbSG2rqej4Ds0V/0HZ+0K0vNPBOx93SwhRB+JRnx4G9fjafyKSLAJRTWTWXgO9qzjuz3E0Jp+DJ7Gtfhd29H1c3psaKIQvcnXsgVfy2ZAIbMwMa9joykNR/4MnHs+pqlqKWb7EEyWrB5/HtF/6bpG2F9DwFNJ0FtF0FOBFvHF9yuqifSCU0nLmwYohHy7AR1zypBDek1Gw168Tetx1iwHPYotfQw5xd9DUaTfLFlJ4pnE4kNtDUffrzE1ayKu2pVEQy246laTnXNOXzdJCNHLNC2Mc/eHuBvWQGuxMcVgJfcgQ2s7Y00tRlGMREMthP21mFMKEtFkIRImGvHRVPUfABz5Jyf0NezIm0HAVUrQW4Wr5lOyi+Ym7LlE/6BFg3gavybg2k7Quwtdaz8fXjFYSEkfTci3h3Cgnpbd7+Nr2YwW9RNpXfvVljGW9PyZXc63h9YbiU0b8LVsJuStBmLDuS2pReQM/64knUnu6MtYBpCIFrvQOtqG2gIoqoH0glNoqnyD5t2fUjjiZMDQ180SQvQSTQtTt/251jvpYLINIi3nRFIyj0M1mA/5fKrBjNUxEr8z1mMkiadINs1Vb6NFvJisufEiQImiqAYyBp9O7fZn8bVsJrPwHFSDJaHP2Z9FQk58Ld8CsVFZimJCUY2YLJmYUwb3ceuOTMi3B2/TRjxN69Cjwfh2xWDBYh+KxT4MS+owLCmDUVQjuq7hrltFy+5lhHztC1D5W77F3/It5pTB2NJHYbLmkpo5krZRa77mzTRWvYUeDcQfY7Lmk5I5jrTcaShH4fXuQCO/wSQWiRcXOrqG2raxZ03A0/AlId9uqrcvJX3IBX3dJCFEL/HUf0HItxvVYCO76CKsjpFHPKwwJWNcLPFs3kT6oNNkuK1IGr6Wb/G1bAIUsorm9soFutk+FKMlu3Vt7fWk5U5N+HP2B7GCSnuLKulaiJqtT6FFvJ0en15wCumDEnsjIBGiER+umk9x16+ObzNackjNORFr2nBM1txOex8VRcWRPwODKR2/awfWtCJSMo4lHKjDXbc61pPp2x2/adiw00BT1kjCEQ2/czsAJmseqTknYksf1aPFsUTfk8QziQVby/6bj9I7QIoSm8NSu+1pGnd/hSV9IkbrkL5ulhAiwbRoEGdr1c6MIWd1q3hQd9jSR6GoFiKhZgKuHT12XiESKRr27jPEdgaWXuphUxSFtNxpNO9airNmBanZJ6KoA3fkkd9VSsvuDwj769g38YxTVFIyxqFrEXQtTDTiI+zfg7PmE4LeXWQOndOv58LqWhRNC+Fr2kA40EDAXUYkFFu2xJwyGEfBd7A5RnX7hpw96zjsWXuLW1nshViKCwl6p+Hc8xGKaiLsrycSasbVuDV+nCN/JumDTkFRBu5rqc3bb7/Nm2++yaZNm3C5XBQVFbFgwQIuueSSeJwXLFjAF1980eGxS5cuZcSIEb3d5CN2dGYsA4Qv4gcgxZjSxy3pOxZ7Iak5E/E0fE1DxVLyR10rvRRCDHC+5k3o0SBGSxb2rPE9dl7VYCY1exLu+s9x1a7skV5UIRIpGvZTV/YaWsSHyZpHesGsXn3+1OxJuGo/JRp242vZhD1rQq8+f28I+hqoK3sbT+OGAx6XWTiHtJwT221z1a6kZfdHBNyl1Jf+nYwhZ2K25mEwpfWbYaOexq9x7vmEaNjZYZ/B5CCz8Bxs6aN77L3QYi8kb+QCINZ7rEea0IPleNwt2DLGY7bl98jzJINnn32WIUOGsGjRIjIzM/nss8+44447qKmp4cYbb4wfd8IJJ3Dbbbe1e2xhYWFvN7dH9I9XvTgs/khsDLzNZO3jlvStrMIz8LVsIeTbg6t2BY78mXKxKMQA5mlcC0Bq9gk9XmgiLW8anoY1BL2VOHcvI33w6fJ+IvqlaMTPt6uXEPQ1ACrZRRf2ejKjqAZScybj3PMRLbs/xJo2AoNp4FSZD/pq2Ln2GbTWuY2puVNx5J7UcT6rYuh0brkjfwbWtBJqd7xAJNhEQ9lL8X0W+zBySy5HMVgI++tQVCOqMQXVYOu195yAq4ymyjfbbTOY0rBnHY/RnIEtYwyGBHZuKIqCyZZL5uDhNDd7iUS0hD1Xf/TYY4+RlbW3F3z69Om0tLTwzDPP8NOf/hRVjX2+ORwOJk6c2Eet7FmSeCYxf2uPp81o6+OW9C2jKZUhI8+hasu/cO75CF0LkTH49L5ulhAiASLB5ta5QUp8IfueZDSnk1l4Nk1V/8FV9xkhfw2ZhXMwWbN7/LmEOFy6rlFf/ipBXwOKaiZn+CV9VsQmLXcq3qYNRIKN7NnyOPkjF2Cy5fZJW3paU9X7aNEgFvtgMobMwWI/9Ok85pRBFIy6BlfdKoLeSiLBZtCjBL2V7NnyOFrUj95asyNGaU1ALWgRPymZ48gaet5BnycScuF3bkHXwuitVb7NKYPjaxTvT9ciNO/+AICUzOPILDwHdB3VaJPKsb1k36SzzdixY/nnP/+Jz+cjNTW1D1qVWJJ4Hgajsft/kAaD2u5rT9F0jUFpeejoZNjSDqlNA43BoJIx9GR8XjeNVctw1a4kxVFESsaovm7agJKo17LYS2J8cJ6G2Fwga1oRFlvaIT++OzHOKJiCajDQWLGUgLuMPVv+Qkb+dDIGzzqsirlHI3kt9yxdi+BuWEfQV4M1dSjepk34nTtQVBNDj70Go7UPhycabRQcM4/qzU+iRTzs2fIYucVzScuZ1HdtOkLRiB9n7ef4XaWgqAw65jJUU8Zhn8+Ymost9UIgNrw04KmkZvvfiYZdsQMUFVU1tfas6mgRb7xYkafhK1TVgGq0gRZF16PoaNBa5EjXNbSID2/LtviyUvsymBwoqqE1mVRAUTGa0wkHGogEm1FUM7lF52Aw9U2SMxDeK3bv3s2CBQu63L9s2bJun+urr74iPz+/XdL5xRdfMHHiRKLRKMcffzw333wzU6ZMOaI29xVFj5XnEt2k67oMu+rHqra8QV3lCowmO+Nm/Dcm88C7WyREfxXyN9Nc9w1mawaZ+T0393JfW794FE9LOUNHzyWvaGZCnqNNwFtP1ZY34oUvUjNHMOrEhQO6gIrof0IBJ6VfP4vPtav9DkWlePx8sgom9km79uds2ErFpn8SDroAhRETryAj77iDPq4/8bv3sLv0XZz1W+K9hvlFp1A4+vwef65IyIvPXU00EiAtcwRGsx1NixAJeYmEvUTDASq3vE7AU9Ptc1rtedjTi1AUlWCgCXfj9gMebzBaGTHxKtKykq9ITX/SU4nnmjVrWLBgAbfddhtXXXUVAH/84x8ZPHgww4cPp66ujiVLlrB161ZeeOEFJk1Kvps7kngeIl3XaWnxdft4g0HF4bDhcvmJRntu7HpLwMVfNj6DUTHy35Nv6LHzJqN9YxwJh6je/AQhfx32zGPJH3lpXzdvwEjUa1nslcwx9rsrqN3+Ilo0NgVgyLjrsNh7duhfJOyh8uv7ARg24RaMloxDPsehxljXdXwtW6krew1dC5GaM5Hcogv6VfKp61q/GxqXzK/l/kTXo+ze8ixBTxUQWyPSaE7HmjaczEEnkVswvF/FWNd16ne+gafhaxTFQMGoH2JzFPd1s7olGvZQ9c2jaJHYNZ5qsJE9dDZDjzkFtzvQJzGORnw4az8nGvaiKGqs0quyb++lgoKCarRiNKeTkn5Mu3m+kZCTSMgNuoaOHvuqa4SDjejREPbMcZisfVtpN9nfKzIyUnqkQ6qmpoZLL72UESNG8PTTT8fnd+7P5/Nx/vnnM2LECJ588skjft7eJkNtD8PhTH6ORrUenTTd6GumvLmKDEv6UTcZuyvRqEZUU8kaNpearU/hbd5E856hR83aYr2lp1/LvUnXdULeKoK+Pa0JUtt9t70fGkprSXyTNadP2gjJE+NYUrYJT8Nagp6d7fY1Vn1AWt50FEVB17VY70HrRU/8K7R+YCsoqhnVYMZkzcFg6nwIrbelHACTrQAMjiOK0aHE2JI2iuxhF9Kw81U8DV8T9jeRPfwijOaMw37+7tJ1HS3qJxpyEgk5Y1/Drr3fh11Ewx4sqUPJG3llvxuRE41qBHzNeBrXohqs2NJHYzRnHrCdWjRIyFdN0Lsbe/bxGLt4PQx0uh6lqWopQU8VimqhYMzCdstxtE2x6W/vF5mF5xMN+/E7t1Kz/UUGjbkOoyWzr5t1QLqu01D+Vmt14FyyiuZitg3CZDKgKEofxtiKI//Ubh8d1QBtn3aqaRitHf9+zPa9NwP6y2unv72Oe5PL5WLhwoVkZGTwyCOPdJl0AqSkpHDKKafw7rvv9mILe44knknKGYzNC3CYj84P5AMxpwwifdCpOPd8RPOudzCY0kjJGNvXzUoaWiRAfdk/Ynd7iy5CNQ6MqsnRsIeGna8S9FQc9Fi/cxsFo6/thVYlr0iohcaKfxP0lLduUbFnjceeOZ660r8ScJcRcJcd1rktqcXkllzWoXJk2F8LxP7Ge1tK5jhyVVPsNeStpHbr0+Qdc2VCig7puta60PomwoFGdC140McEPZVEQ87D6gXuabquEfTVsbtxB417NhJq/b0BtFS/j9GSjT1rAo78GSiKis+5FW/DOnQ0IsEmIsGm+PHe5g04cqdhMKVhThncZ/PQelssEXoZv3MbAFlDz+vXa0DuS1FUcoZfQu2O5wl5d9FY8QZ5x/S/myL78jV/g9+5hVh14IsxpxT0dZPEUSIQCHD99dfjdrt56aWXSEsb2Nf1kngmKWfIDUC6xdHHLemfHPkziYY9eBq+pLHiXxgt2ZhteX3drKTgd20n6I0N66ovfzm+TqJBVVDCWejGoX3ZvG7TtSiRUAuRYBPhQD2uulVoES+KYsTqGNla8l+l3ULguoancS0h326iEV9Cy8j3NS0aorn6XYLunWhasLVQRavWC0TVYMVsKyB90Kkoqhldj6BHQ0QjHpqqlhINtaAoRlJzTiQtd2q8VyO76Lt4Gr9Ca628jaLGhoa1DhWLDRPbe0dX1zV0LYQWDRAJNhL0lOOq+ZSMIWe0a3NbAtNX67zZ0o+hYMx1NJT9k3CgjvrSv1Mw+tpY0Y8e5Kr9DOeeD9ttU42pGM0ODOZ0jKbWr+Z0DCYHDWUvEY14CPn39Hni6W3aSNOut9GjgXbbTdY8dD3Smlg24tzzEd6m9ajGFELeXV2cDSKBBpqq/gOAoprIGHw6Jls+ZtugpCv0FA278bt2oBpTsKYWtxZ86XzItrv+83jSmZpzIvas5JorqahGcoouZs+Wv8SWJtrzcex9pB8mn9Gwm+ZdbwOQXvAdSTpFr4lEItxyyy2UlZXxt7/9jfz8g3+2+Xw+Pv74Y8aPT0wdhUSTxDNJtfV4SuLZOUVRyCw8m3CggaCnnIayl8gffc2ATiT2p+s6YX8NkdaqeZFgEyFvNVo0gN5aDS/+T9fR0VEU0z49WBD0lLf7vh6wpY8kNWca1rTiPp9Xpusa4UB9vJckEmwmHGwmEmomGnLSLqkETNZccoovPeAw2qC3mnCgFn/Lt6Tutxh4j7VbixCN+kGLtM67if0eNAM4IwE8TifRqEY42EDYX7d3Dp+iotD6VY0lfJaUwUQjPryN61AM1ta1LQ9+cees+Rhv47oDHqNFfESCTfhaNne6XzXYyB91dYdeP3vWcYd9oexr+ZaG8pdx1a/GnnNCu16eth5PUx8uMG6yZJE3cgE1254iEmqmYedr5I6Y36N/C96m9QCk5Z5Eas4kDOYMVNXU5fG29FF4GtcS9FT2yeiOgLscb9NGgr5dRAINACiqmdTMIqyO4zDbS+JrO2rRIN6m9TTveifWs7lP72bG4DMw2wow2fIxmOyE/LV4GtYSCbUQ9FahRwM073onfryimlANNmwZYzDbCjDbCvaZ3xb7GzCY0nolQdW0cGwpitbnikZ88bmCimokGvZQX/ZifFsbc8pgzLaCdsPRoxE3QU8lABlDzsaRNy3h7U8EoyWTjMFn0rxrKa7aT4lGPGQOPrNfjaLR9SiNlf9GiwYw2QbhKEhswTIh9nX33Xfz0UcfsWjRIjweD19//XV837hx49iwYQNPPfUUZ555JkOGDKGuro5nnnmG+vp6Hn744b5r+BGQxDNJudp6PGWobZcURSWn+BJqtsYuEOu2v0BuyWX9fq7JkdK1CC17PsLv3NpuyNqhsmdNBCAa8QAKChH8rnL8zh34nTswmNLj632ZbAVYU4v2KXyg7C2AoKioBisma16P3u0OBxqo2/HXveXoO6EoRoyWLIyWTCz2YaTlTjnoAuv2rPG07K6lqeo/OGtXtvbQGeK9dnv/b8BgSsVsH4o9a8IBE4N9BX27qdv+3H7rth0eb9MGLPah7eZXGk0ObOnHxL/XtQgtu5cR9O4iEmxsvUDeW3I/Y8jZWNOGxxLafejohHx7cNd9RjhQv7e3UjWjGqxY7IWk5U3v8aGmtvQxWNNKCLjLqNv+PNlFF2JNKyEa8cd/133V49nGYLKTW3w5tdueJuAuxVXzKemDTumRc0dCTiLBRkAhfdAsVMPBL9KtaSV4Gtfid24jY/AZaFEf0bCbaNizz1cPOhr2zPFY04YfVtt0XSfk34MW8WEw2lENVoLeahorXmffmzz2rInklVxAVpajw6LwqsFCWu5UTJYcfK5thLy7UI0ppOVO7bDeoNmWT9bQOUAssXPVfBp/HUfDbnQtTFQL46n/oss2q0Y7g8f+9Ih7pffOSe54g8HXspXGitdA10nLO6n1Zs237H/jC2IJOYCuhQAI+Xa3rkvbkSN/RtLXKEjLnQx6lObqd/E2rsPXtJFB427AaE7v66ahaWEay18l4NoBikp20YVd9kALkQgrV64E4Le//W2HfcuWLSM3N5dwOMyDDz5IS0sLNpuNSZMmcffddzNhwoTebm6PkMQzSfnCsbum9ta7yKJzBmMKeSXzqd3xAuFALXu2/AV71vGYUwZjNKdjsubF78QnI12P4qpZEesNaE0mYgVIWlqPUDDbCmKV7xQDlrTi1h4kpXU4ZawiXtv/tWiQaNiJohhJy53aLkkzGlWU8E52ly3H79pJNOwkGnYCsYsnb+PaA7ZVNdhQjTbSB52KPfPIh401V7+/NxFJGRxLMM2ZGC2xfyZLFqox9ZCT3dScyfiaNxHy79knjl3zNm3AXbeKnOJLO02IdC0SGyKqR9HRaSj7ZzzpVFQToMYrE6IomC1pKIYUNA0U1YA1tQjVmNJakEcHNHQtiqfxKyLBpg5FfRrKX8aWMQZQUBSFSLA5PnR6f0ZLVuz33EWMzLY8UrOPP2gMepKiKGQNO5+6HX8jEmykbsdfSckYh7U1KTGYM7qVjCWaOaWArGHn01jxL5w1y7E6Rh7W4vL7C/liSyeYbHnd/jmtjhGoBiuRUDNV639zwGODngoGj7vxkNoU66XciN+5lYC7tNNjLKnFpOVNxZIyBIMp9aA9wFZHCVZHSbfboKomMgbPBloLLkW86FqYgGcnIe9ugr5qomEP6JHWdE9HjwbRIl6cNctJyTwu9vcQchLwVGA0Z8TmELcWutpb9CqK0ZKJqpoJeivRogFCvj2tvxeN2N9V7AZbW00yPbp3Dq6rdkX8/4piBNUYG9mgR7CmlZAz/HsoBkssaQ67CLjLY72grTe4FEVFUU2YUgqwpPRsVei+kpY3DcVgpanyDXQ9QlPlW2QWno3RktXl60SLBPC1bMbv2oHRnE5a3kk9mqxq0QD1pS8S9FaiKEayiy/p8xta4ujz4YcfHvSYJUuW9EJLeo8knknKH4nNn7H1oyEr/ZXJlkvBqKtprPwXQU8lnoY17farBiuqMRWDyR67i2+0x/+vGKwoqhGzLb9XKlgeqpbdH+KuW9XJHoWMwbOxZYzt0YIUGXnHopuGEwx4CPtq0IktXB1wlxMJOeMXbrFFrfdWMY0Em9CifrSoH3fd6iNOPKNhb+wuNTBo7E97tAKtajCTP/oawoEGdC3YekEa3a8ya7R1Dmkz3sZ1RIJN1G57urUHMLf1rrlONOLDVfNpJ72yCoOPu6VDtU6jUSUz096hl6gzaXlTCbjK0KJ+VIMNoyWDmq1L0LUQvuZvOjyfI2861vRjMJoz0CJ+gt6q1uHS/W/OldGcQcHoa2nZ8xGe+i/xtWyOD/ftTxeH9qwJ+J3b8bVsorHiXxSMue6gPd/u+i9x1X6GrodbEw1jfJmD2DBLD0DshlE3qQYLmYVzaKx8s7U3W4m9l5nSMJhSMZjSUBQDnoYvW/8WA91KakP+Whp2vhofPtvGZM0lGvGhayF0LYrJmk3O8Iu6rEbc0xRFiRcZSrVkQnbna9l5GtbSVPUW7vrVuOtX99Cz6+h6BPRIu60GcwZpuVNbhwQHMacMJn3QafG/r/3XAFcMZlRDTp9Wz+5NqdnHY7blU7P1SQLuUvZ8+ygoBuxZE8gYdFr89xny7cFZuyI2v3WfkRnuhjVkDD7jiIcd67pO0LOTpsq3iISaUVQLuSPmYU0tOqLzCiG6RxLPJOWPSuJ5KIyWDPJGXknAXYa7/gu0iBct4icSakaLBlqLmjR0fQJFJWPwGVjsha0X+Vl9fsGua5H4HD1H/sx2897MtjxM1tyEPbfBmIJhn94Ke9aBh3xo0SB+1w4ad75KOLDPnMVDpOsa0bAHX/NGQMdkK0jIhZuiqN0uRpWWO42G8ldaC+Is7+KEBowmByix3k175vgjXiJCUQzthtQCDBr7Y/yu0tYe1b1zRy2pw9v3xpnT+30BDdVgIavwHFKzjqeh4vV48nMoCVlvyBx6LkFvJZFgIy27l5FVeE6Xx4Z8NfEiJgemYksfc0jtsGeNx5Y+Cl2LxIfA78/v2kY05CTk2401reveRl3X8DVvorn6PbSIN77dlj6alIxx8YJj/Z09e1Js2KtzC7oWuyGGrqGaUjGaM9D1aHw9xLYh9OgaIX8NWtSPxT4s1vOsmrGlj2odeRC76aTHk6JY/6rBnN560+GkTtvS158X/YE5pYCc4ktx1a5onbseiQ+/taWPIhxoIByoix9vsuZiSx9D0FtJ0FNBS/V7GIwpsd/FfhWvD0TXNYLeKnwt3+Jv2RK/EWgwpZNbcnm/fy8UYiCRxDNJ+VurRVr7wZCzZKEoCjbHCGyOEfFtWjRENOQkGvHEikGEPUQjXqIRL1rYi6YFiYa9RIINtFS/F39c27BRIFaYR49diKgGCykZY1uHULYOZW1bx1CLAPreCp+0VfpsO27fbSqqakYxmFFUE4pijH1VjWhhD76WLfGk2WBKa60W2L8WkN9XW1yaVBO6Fibsr+10SQxdi7RbozASamn9f0t8zUL0vT2B1rS+X5jcYLSRN/IHreX4txGNeGKJdevQWYMxlYzBp/fK3GKjOYO0BBVE6ivmlEHkj7wSd8OX6NEgqblT+rpJ7RiMNrKGXUB96d/x1H+BzXFMu/eYfXlabxRZ00rIGHJWaxITib0H7FM4ymh2HNZwYtVggQNckFvsRfhCG/A2bcScUoiiGohXF27tyfe7tuPc83HrPNNYT15u8aUYLVmHdLHfHyiKQsaQMzpURxZ9JyVjDCkZY1p7Hito2b2MkK+6XQGzlMzjcOSdjMmWH0/Y60r/TsC1g8aK11FUC478kzFZc4iEWggHGrCmFnW4ARqN+HDu+QRfy+Z2N1AU1Yw98zgyBp/RrwodCXE0kMQzSclQ256hGsyotlxMdN07qOsartrPCLhLiQSbiUY88WGj+9MiXly1KxPZ5A5ic5f6b9LZRlFUrGkj8Du3ULv9+VhPpaLELni1SCzZ3+fi4ABnwmBOx2TJJi1ncsLb3R2KomLPmnDQnl9xeAwmOxmDTu3rZnTJ5hhJas5kPA1raKp8k0FjftxpMZu24eGpuVP6ZHmnlIzR+Jo34G1aH6+c2xXVYCMt7yTScib3+HIxQiiKgjVtOPmjribgLiXo3YXZlo/FPqzTugvZRRfTsnsZAVcp0bAT556P2u33Nq7DWbMCc0oB1tThqEZbrA5A6zx9xWAlJX00towx2NJGHLTInBAiMeQvL0kF4omnXBAkmqKopBfMJL21zLoWDREONoDWNsdHAdWAgkrQW0nYXx+bs7XPUEdQWnsu1XZzH2OVEtuObfs+VjxG18JoWhBdi8T+6eHWr1GsaSVY7ENiSxZ0Mb+pP3LknYTftR1dCxLyVXd6jKIY965RaM7AGP9/OkZzRut8tf6faIujS8bgMwi4y4gEm6gv/yfp+d/BaM3CYEyNLacR8REJNQP02XwyW/oY0vJOwtOwDl0LdnqMoppJzTmB9IJTkq6HUySf2EikkR0qGu/PYLSRPex8dF3D27QBb9MGIsFmFNWIarAQ8u0mEmwgEmxoN8fdaM4ks/AcrGklrT38Qoi+JIlnEgprEcKtSY/0ePY+1WDustqgzBU5MEvqMAaPuzE2vwcNdD0+t8pgTInNkzLYZD6USDqqwUx20UXUbnuGoKeCOk9FfF9smHxsGY3YkNW+ed9WFIXMIWeRMfjM2DzgtoJZirLP+rAm+fsT/ZaiqKRmTyQ1e2K77ZFgc2zdbl81Qc9OwoFGUtJHkzH4dOmxF6IfkcQzCakopBhtmFQjVqPckRbJpa0HU4iBxmIvJH/UVbjrviDkr4n1cOoauhaOL6FjTe37ecmKoqAYzH3dDCF6TNsyWvsXXBNC9C+SeCYhg2rg9qm3oioqqgw5FEKIfsNiH4qleCgQW7pBjwaJRn1oET+6FsbcA2t9CiGEEMlIEs8klWnN6OsmCCGEOABFUVCM1ljlTBmcIoQQ4ign3WVCCCGEEEIIIRJKEk8hhBBCCCGEEAkliacQQgghhBBCiISSxFMIIYQQQgghREJJ4imEEEIIIYQQIqH6VeJZUVHBnXfeydy5cxk3bhznn3/+AY//4IMPGD16dKfHud1ubr/9dqZOncqkSZO46aabqKurS1TThRBCCCGEEEJ0oV8lntu3b+eTTz6hqKiIESNGHPDYQCDAvffeS05OTqf7b7nlFlauXMldd93F/fffT3l5OQsXLiQSiSSi6UIIIYQQQgghutCv1vGcPXs2Z5xxBgCLFi3im2++6fLYxx9/nMGDB1NYWNjhuHXr1rFixQqWLFnCzJkzASguLubcc8/lvffe49xzz03cDyGEEEIIIYQQop1+1eOpqt1rTmVlJc888wyLFy/udP/y5ctxOBzMmDEjvq2kpISxY8eyfPnyHmmrEEIIIYQQQoju6Vc9nt31m9/8hrlz5zJmzJhO95eVlVFcXIyiKO22l5SUUFZWdsBzn3766V3ue/fddzEYDBiN3c/XDQa13VfR8yTGvUPinHgS48STGPcOiXPiSYwTT2KceBLjo0vSJZ4ffvgh69at45133unyGJfLRVpaWoft6enpBxy+212ZmfZDfozDYTvi5xUHJjHuHRLnxJMYJ57EuHdInBNPYpx4EuPEkxgfHZIq8QwGg9x777387Gc/IysrKyHPsWzZsgPu13Wd5mZvt89nMKg4HDZcLj/RqHakzROdkBj3Dolz4kmME09i3DskzoknMU48iXHiJXuMMzJSOoywFF1LqsTzueeeQ1VVzjvvPFwuFwDhcBhN03C5XFitVsxmMw6Hg5qamg6PdzqdpKenH3E7IpFD/8OIRrXDepzoPolx75A4J57EOPEkxr1D4px4EuPEkxgnnsT46JBUiWdZWRkVFRVMnz69w74pU6Zw1113MX/+fEpKSli1ahW6rre7C1FeXs6oUaN6s8lCCCGEEEIIcdRLqsRz4cKFXHzxxe22PfHEE5SXl3PfffcxfPhwAGbNmsWjjz7KqlWrOPnkk4FY0rl582auvfba3m62EEIIIYQQQhzV+lXi6ff7+eSTTwCorq7G4/HEiwhNnTqVESNGMGLEiHaPef3116mtrWXatGnxbZMmTWLmzJncfvvt3HbbbVgsFh588EFGjx7NWWed1Xs/kBBCCCGEEEKI/pV4NjY2cvPNN7fb1vb9888/3y65PJiHHnqI++67jzvvvJNIJMLMmTNZvHgxRmO/+pGFEEIIIYQQYsBTdF3X+7oRyeRwwqUoymE9TnSfxLh3SJwTT2KceBLj3iFxTjyJceJJjBMv2WMsVW27TxJPIYQQQgghhBAJpfZ1A4QQQgghhBBCDGySeAohhBBCCCGESChJPIUQQgghhBBCJJQknkIIIYQQQgghEkoSTyGEEEIIIYQQCSWJpxBCCCGEEEKIhJLEUwghhBBCCCFEQkniKYQQQgghhBAioSTxFEIIIYQQQgiRUJJ4CiGEEEIIIYRIKEk8hRBCCCGEEEIklCSeQgghhBBCCCESShJPIYQQQgghhBAJJYlngpSWlvKjH/2IiRMnMmPGDH7/+98TCoX6ullJ4e233+YnP/kJs2bNYuLEicydO5dXXnkFXdfbHffyyy9z9tlnM378eC688EI++uijDudyu93cfvvtTJ06lUmTJnHTTTdRV1fXWz9K0vB6vcyaNYvRo0ezcePGdvskzkfu9ddf56KLLmL8+PFMmzaNa6+9lkAgEN//4YcfcuGFFzJ+/HjOPvtsXn311Q7nCIVC/O53v2PGjBlMnDiRH/3oR5SVlfXmj9FvLVu2jEsvvZRJkyYxc+ZMbr75ZqqqqjocJ6/l7qmoqODOO+9k7ty5jBs3jvPPP7/T43oynmvXruXyyy9nwoQJnHbaaTzxxBMd3vMHkoPF2OPx8Mgjj/C9732PyZMnc/LJJ/PjH/+YrVu3djiXxLhr3X0tt/nggw8YPXp0p8dJnDvX3Ri7XC7uueceZs6cyfjx4znjjDN4+umn2x3T3c85ucZOXpJ4JoDT6eTKK68kHA7zyCOPcOutt/LPf/6T3/72t33dtKTw7LPPYrPZWLRoEY899hizZs3ijjvu4M9//nP8mP/85z/ccccdzJkzhyeffJKJEydy44038vXXX7c71y233MLKlSu56667uP/++ykvL2fhwoVEIpFe/qn6t0cffZRoNNphu8T5yD322GP8+te/5txzz2XJkiX86le/orCwMB7vNWvWcOONNzJx4kSefPJJ5syZw//+7//yzjvvtDvPPffcw8svv8ytt97KI488QigU4qqrrsLtdvfFj9VvrF69mhtvvJGRI0fy5z//mdtvv50tW7Zw9dVXt0vu5bXcfdu3b+eTTz6hqKiIESNGdHpMT8azoqKCa665htzcXB5//HGuvPJK/vjHP3a4KB1IDhbj3bt389JLLzFjxgweeughfv3rX+N2u7n88sspLS1td6zEuGvdeS23CQQC3HvvveTk5HS6X+Lcue7E2OfzsWDBAtauXcvtt9/OU089xcKFCzsk5N35nJNr7CSnix73l7/8RZ84caLe3Nwc3/biiy/qY8eO1WtqavquYUmisbGxw7bFixfrJ5xwgh6NRnVd1/WzzjpL//nPf97umMsvv1y/9tpr49+vXbtWHzVqlP7pp5/Gt5WWluqjR4/W//Of/ySo9clnx44d+sSJE/V//OMf+qhRo/QNGzbE90mcj0xpaak+btw4/eOPP+7ymKuvvlq//PLL2237+c9/rs+ZMyf+/Z49e/SxY8fqL774Ynxbc3OzPnHiRP2JJ57o+YYnkTvuuEOfPXu2rmlafNuqVav0UaNG6V9++WV8m7yWu6/tfVbXdf22227TzzvvvA7H9GQ877jjDv20007Tg8FgfNsDDzygT548ud22geRgMfZ6vbrP52u3zePx6FOnTtV/9atfxbdJjA+sO6/lNg899JD+gx/8oNPjJM5d606MH3zwQf3000/XvV5vl+fp7uecXGMnN+nxTIDly5czffp0MjIy4tvmzJmDpmmsXLmy7xqWJLKysjpsGzt2LB6PB5/PR1VVFTt37mTOnDntjjn33HNZtWpVfLjF8uXLcTgczJgxI35MSUkJY8eOZfny5Yn9IZLIPffcw7x58yguLm63XeJ85F577TUKCws55ZRTOt0fCoVYvXo155xzTrvt5557LqWlpezatQuAFStWoGlau+MyMjKYMWPGUR/jSCSC3W5HUZT4trS0NID43XR5LR8aVT3wpUFPx3P58uWcfvrpmM3mdudyuVysW7euJ36kfudgMU5JScFms7XbZrfbGTZsWLvhnRLjAztYnNtUVlbyzDPPsHjx4k73S5y71p0Yv/LKK1xyySWkpKR0eUx3P+fkGju5SeKZAGVlZZSUlLTb5nA4yM3NlTlZh+mrr74iPz+f1NTUeAz3T5RGjBhBOByOz+0qKyujuLi43QUpxD4s5PcQ884777Bt2zZuuOGGDvskzkdu/fr1jBo1ikcffZTp06dz3HHHMW/ePNavXw/ELnbC4XCH94u24Upt8SsrKyM7O5v09PQOxx3tMf7ud79LaWkpf/vb33C73VRVVfGHP/yBcePGccIJJwDyWu5pPRlPn8/Hnj17OvwNlJSUoCiKxH0fLpeL7du3t4uVxLhn/OY3v2Hu3LmMGTOm0/0S58O3a9cu6uvryczM5Mc//jHHHXccU6dOZfHixXi93vhx3f2ck2vs5CaJZwK4XC4cDkeH7enp6Tidzj5oUXJbs2YNS5cu5eqrrwaIx3D/GLd937bf5XLFez72Jb+HGL/fz29/+1tuvfVWUlNTO+yXOB+5+vp6VqxYwRtvvMEvf/lL/vznP6MoCldffTWNjY1HHGOHw3HUx3jy5Mn86U9/4oEHHmDy5MmcccYZNDY28uSTT2IwGAB5Lfe0noxn29yt/c9lNpux2WwS93383//9H4qiMH/+/Pg2ifGR+/DDD1m3bh0333xzl8dInA9fQ0MDAL/73e9IT0/nySef5NZbb+Wdd97hjjvuiB/X3c85ucZObsa+boAQB1JTU8Ott97KtGnTuOKKK/q6OQPKY489RnZ2NpdccklfN2XA0nUdn8/Hww8/HL+TfvzxxzN79mz++te/MnPmzD5uYfJbu3Yt//M//8Nll13GqaeeSktLC48++ijXXXcdf//737FarX3dRCGO2KuvvhovoFJQUNDXzRkwgsEg9957Lz/72c86neYjjpymaUBshMTvfvc7AKZPn47RaGTx4sXceuutDB06tC+bKHqR9HgmgMPh6LTSpNPp7DCEQHTN5XKxcOFCMjIyeOSRR+LzCNpiuH+MXS5Xu/0OhwOPx9PhvPJ7gOrqap5++mluuukm3G43LpcLn88HxIYLeb1eiXMPcDgcZGRktBu+lZGRwbhx49ixY8cRx9jlch31Mb7nnns46aSTWLRoESeddBLnnHMOTzzxBJs3b+aNN94A5D2jp/VkPNt6OPY/VygUwu/3S9yBTz75hDvvvJOf/vSnXHzxxe32SYyPzHPPPYeqqpx33nm4XC5cLhfhcBhN03C5XPH5yhLnw9f2c0+bNq3d9pNOOgmIVcWF7n/OyTV2cpPEMwE6mw/kdrupr6/vMC5ddC4QCHD99dfjdrt56qmn2g2/aIvh/jEuKyvDZDLF75yVlJRQXl7eoVx3eXn5Uf972LVrF+FwmOuuu44pU6YwZcoUfvzjHwNwxRVX8KMf/Uji3ANGjhzZ5b5gMMiwYcMwmUydxhj2vtZLSkpoaGjoMIyos7kuR5vS0tIO87IKCgrIzMyksrISkPeMntaT8UxJSWHQoEEdztX2uKM97l9//TU333wzF110UadDQSXGR6asrIyKigqmT58e/yx86623KC0tZcqUKfE1lSXOh2/o0KHtii3tLxgMAt3/nJNr7OQmiWcCzJo1i88++yx+9xdiRVxUVW1XEU10LhKJcMstt1BWVsZTTz1Ffn5+u/1Dhw5l+PDhHdY5XLp0KdOnT4+/wc2aNQun08mqVavix5SXl7N582ZmzZqV+B+kHxs7dizPP/98u3+/+MUvALj77rv55S9/KXHuAaeddhotLS18++238W3Nzc1s2rSJY489FrPZzLRp03j33XfbPW7p0qWMGDGCwsJCAGbOnImqqrz33nvxY5xOJytWrDjqYzx48GA2b97cblt1dTXNzc0MGTIEkPeMntbT8Zw1axbLli0jHA63O5fD4WDSpEkJ/mn6rx07dnD99ddz0kkncffdd3d6jMT4yCxcuLDDZ+HMmTMZMmQIzz//PLNnzwYkzkfCbDYzY8aMdrED+OyzzwA49thjge5/zsk1dnKTOZ4JMG/ePF544QVuuOEGrr/+empra/n973/PvHnzOiRRoqO7776bjz76iEWLFuHxeNotSD5u3DjMZjM/+9nP+O///m+GDRvGtGnTWLp0KRs2bOCvf/1r/NhJkyYxc+ZMbr/9dm677TYsFgsPPvggo0eP5qyzzuqDn6z/cDgcHYa9tDn22GPjHwQS5yNzxhlnMH78eG666SZuvfVWLBYLTzzxBGazme9///sA/OQnP+GKK67grrvuYs6cOaxevZq33nqLBx98MH6egoICvve97/H73/8eVVXJz8/n8ccfJy0tjXnz5vXVj9cvzJs3j3vvvZd77rmH2bNn09LSEp+/vO9yH/Ja7j6/388nn3wCxJJ4j8cTTzKnTp1KVlZWj8bzmmuu4d///jf/9V//xfz589m2bRtLlizh1ltvPWBPSTI7WIx1Xeeaa67BYrFw5ZVX8s0338Qfm5qaGh9NITE+sIPFecSIEfEq4m1ef/11amtr231GSpy71p33ixtvvJF58+bxX//1X1x88cVUVFTwwAMPcMEFFzBs2DCg+59zco2d3BR9/3EDokeUlpby61//mnXr1mG325k7d+6AfuPpSbNnz6a6urrTfcuWLYv3Ar388ss8+eST7N69m+LiYn7+859z2mmntTve7XZz33338f777xOJRJg5cyaLFy+WN6dOrF69miuuuIJXXnmF8ePHx7dLnI9MU1MT9913Hx999BHhcJjJkyfzi1/8ot0w3GXLlvHQQw9RXl7O4MGDue666/je977X7jyhUIgHH3yQN954A6/XywknnMDixYs7XDQdbXRd58UXX+Qf//gHVVVV2O12Jk6cyK233tohNvJa7p5du3Zx+umnd7rv+eefj1+Q92Q8165dy29/+1u+/fZbsrKy+MEPfsDChQs7LF8xUBwsxkCXBfWmTp3KCy+8EP9eYty17r6W97Vo0SK++eYb3nrrrXbbJc6d626MV61axf3338+2bdtIT0/nggsu6HBd3N3PObnGTl6SeAohhBBCCCGESCiZ4ymEEEIIIYQQIqEk8RRCCCGEEEIIkVCSeAohhBBCCCGESChJPIUQQgghhBBCJJQknkIIIYQQQgghEkoSTyGEEEIIIYQQCSWJpxBCCCGEEEKIhJLEUwghhBBCCCFEQkniKYQQ4qj0yCOPMHr06F59zl27djF69Ghee+21Xn1eIYQQoq8Z+7oBQgghRHe89tpr/OIXv+hy/0svvcTEiRN7r0FCCCGE6DZJPIUQQiSVm266icLCwg7bhw0bdkjn+clPfsJ1113XU80SQgghxAFI4imEECKpzJo1i/Hjxx/xeYxGI0ajfAwKIYQQvUHmeAohhBgw2uZQLlmyhGeffZbTTjuNCRMm8MMf/pBt27a1O7azOZ4rV65k/vz5TJ48mUmTJnH22Wfzhz/8od0xjY2N3H777Zx88smMHz+eCy+8kNdff71DW1wuF4sWLeLEE09k8uTJ3Hbbbbjd7k7bXVpayk033cTUqVMZP3483/3ud1m2bFm7Y8LhMH/6058466yzGD9+PNOmTWP+/PmsXLnycEIlhBBC9Cq51SuEECKpeDwempqa2m1TFIXMzMz49//617/wer18//vfJxgM8sILL3DllVfy73//m5ycnE7Pu337dq6//npGjx7NTTfdhNlspqKigrVr18aPCQQCLFiwgMrKSn7wgx9QWFjIO++8w6JFi3C5XFx55ZUA6LrOT3/6U7766ivmzZvHiBEjeP/997nttts6fd758+eTn5/PwoULSUlJ4e233+aGG27gkUce4cwzzwTgT3/6E48//jiXXnopEyZMwOPx8M0337Bp0yZmzJhxxHEVQgghEkkSTyGEEEnlqquu6rDNbDazcePG+PeVlZW899575OfnA7HhuZdeeilPPvlklwWKVq5cSTgc5sknnyQrK6vTY1566SVKS0v5v//7Py688EIA5s2bx4IFC3jooYe45JJLSE1NZdmyZXz55Zf8v//3/7j22msBmD9/PldccUWHc/7mN79h0KBBvPrqq5jNZgC+//3vM3/+fO6///544vnxxx9zyimn8Otf/7qbkRJCCCH6DxlqK4QQIqnceeedPPPMM+3+Pfnkk+2OOeOMM+JJJ8CECRM4/vjj+eSTT7o8r8PhAGDZsmVomtbpMcuXLyc3N5fzzz8/vs1kMrFgwQJ8Ph9ffvll/Dij0cj8+fPjxxkMBn74wx+2O19LSwuff/45c+bMiffkNjU10dzczMyZM9m5cye1tbXx9m3fvp2dO3d2I0pCCCFE/yI9nkIIIZLKhAkTDlpcqKioqMO24cOH8/bbb3f5mHPPPZeXX36ZxYsX88ADDzB9+nTOPPNMzjnnHFQ1dp+2urqaoqKi+PdtRowYAcDu3bvjx+Xm5mK329sdV1xc3O77yspKdF3n4Ycf5uGHH+60XY2NjeTn53PTTTfx05/+lLPPPptRo0Yxc+ZM5s6dy5gxYw4YCyGEEKI/kMRTCCGEAKxWK3/7299YvXo1H3/8MZ9++ilLly7lpZde4umnn8ZgMPT4c7b1rF599dV85zvf6fSYtmVipkyZwvvvv8+yZctYuXIlr7zyCs899xx33303l156aY+3TQghhOhJkngKIYQYcCoqKjps27lzJ0OGDDng41RVZfr06UyfPp1f/OIX/OUvf+HBBx9k9erVnHzyyQwZMoStW7eiaVq7Xs+ysjIABg8eDMCQIUP4/PPP8Xq97Xo9y8vL2z3f0KFDgdhw3ZNPPvmgP1dGRgaXXHIJl1xyCV6vlx/+8Ic88sgjkngKIYTo92SOpxBCiAHngw8+iM+NBNiwYQPr169n1qxZXT6mpaWlw7axY8cCEAqFgFiRovr6epYuXRo/JhKJ8MILL5CSksKUKVPix0UiEf7xj3/Ej4tGo/z1r39td/7s7GymTp3KSy+9RF1dXYfn37d6b3Nzc7t9drudYcOGxdsmhBBC9GfS4ymEECKpLF++PN7DuK8TTjgBRVGA2PDU+fPnM3/+fEKhEM8//zwZGRnxCrOd+fOf/8yaNWs45ZRTGDJkCI2Njfz973+noKCAE088EYDLL7+cl156iUWLFrFp0yaGDBnCu+++y9q1a7n99ttJTU0FYPbs2Zxwwgk88MADVFdXM3LkSN57771O1/H85S9/yfe//30uuOACLrvsMoYOHUpDQwNff/01NTU1vPnmmwCcd955TJ06lWOPPZaMjAw2btzIu+++26FgkRBCCNEfSeIphBAiqfzxj3/sdPt9993H1KlTAbjoootQVZXnnnuOxsZGJkyYwB133EFeXl6X5509ezbV1dW8+uqrNDc3k5mZydSpU/nZz35GWloaEJsH+sILL3D//ffz+uuv4/F4KC4u5r777uO73/1u/FyqqvLYY49x77338uabb6IoCrNnz2bRokVcdNFF7Z535MiRvPrqq/zpT3/i9ddfp6WlhaysLMaNG8cNN9wQP27BggV8+OGHrFy5klAoxODBg7nlllu45pprDjeUQgghRK9RdF3X+7oRQgghRE/YtWsXp59+Ov/zP/8jCZkQQgjRj8gcTyGEEEIIIYQQCSWJpxBCCCGEEEKIhJLEUwghhBBCCCFEQskcTyGEEEIIIYQQCSU9nkIIIYQQQgghEkoSTyGEEEIIIYQQCSWJpxBCCCGEEEKIhJLEUwghhBBCCCFEQkniKYQQQgghhBAioSTxFEIIIYQQQgiRUJJ4CiGEEEIIIYRIKEk8hRBCCCGEEEIk1P8HA8BYl96JgLsAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "\n", + "df4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_5586c_00000_0_2025-02-21_08-39-16/progress.csv')\n", + "\n", + "media_movel_reward_acc = df2['env_runners/episode_reward_max'].rolling(window=50).mean()\n", + "media_movel_tamanho_episodio = df2['env_runners/episode_len_mean'].rolling(window=50).mean()\n", + "\n", + "media_movel_reward_acc4 = df4['env_runners/episode_reward_max'].rolling(window=50).mean()\n", + "media_movel_tamanho_episodio4 = df4['env_runners/episode_len_mean'].rolling(window=50).mean()\n", + "\n", + "\n", + "# Plotar a média móvel da recompensa acumulada\n", + "fig, ax1 = plt.subplots(figsize=(10, 6))\n", + "line1 = sns.lineplot(data=media_movel_reward_acc, color=\"g\", ax=ax1)\n", + "line3 = sns.lineplot(data=media_movel_reward_acc4, color=\"r\", ax=ax1)\n", + "ax1.set_xlabel('Episodes')\n", + "ax1.set_ylabel('Accumulated Reward')\n", + "#ax1.tick_params(axis='y', labelcolor='g')\n", + "\n", + "# Criar um segundo eixo y para o tamanho do episódio\n", + "ax2 = ax1.twinx()\n", + "line2 = sns.lineplot(data=media_movel_tamanho_episodio, color=\"b\", ax=ax2)\n", + "line4 = sns.lineplot(data=media_movel_tamanho_episodio4, color=\"y\", ax=ax2)\n", + "ax2.set_ylabel('Episode Length')\n", + "#ax2.tick_params(axis='y', labelcolor='b')\n", + "\n", + "# Adicionar título\n", + "#plt.title('Learning curve and episode length for 2 and 4 agents')\n", + "\n", + "# Adicionar legenda\n", + "\n", + "legend_handles = [\n", + " Line2D([0], [0], color='g', lw=2, label='Accumulated Reward 2 agents'),\n", + " Line2D([0], [0], color='b', lw=2, label='Episode Length 2 agents'),\n", + " Line2D([0], [0], color='r', lw=2, label='Accumulated Reward 4 agents'),\n", + " Line2D([0], [0], color='y', lw=2, label='Episode Length 4 agents')\n", + "]\n", + "\n", + "# Adicionar legenda\n", + "ax1.legend(handles=legend_handles, loc='center right')\n", + "\n", + "#lines = [line1.get_lines()[0], line2.get_lines()[0], line3.get_lines()[0], line4.get_lines()[0]]\n", + "#labels = ['Accumulated Reward 2 agents', 'Episode Length 2 agents', 'Accumulated Reward 4 agents', 'Episode Length 4 agents']\n", + "#ax1.legend(lines, labels, loc='upper right')\n", + "\n", + "# Mostrar o gráfico\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Learning curve considering a scenario with four agents\n", + "\n", + "In the next two pictures we present the learning curve of reinforcement learning model and the size of each episode during the training phase. " + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [], + "source": [ + "df4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_5586c_00000_0_2025-02-21_08-39-16/progress.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "media_movel_reward_acc = df4['env_runners/episode_reward_max'].rolling(window=100).mean()\n", + "lineplot(data=df4, x='timesteps_total', y=media_movel_reward_acc)\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Accumulated Reward')\n", + "plt.title('Learning curve for 4 agents')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "media_movel_tamanho_episodio = df4['env_runners/episode_len_mean'].rolling(window=100).mean()\n", + "lineplot(data=df4, x='timesteps_total', y=media_movel_tamanho_episodio)\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Episode length')\n", + "plt.title('Behavior of episode length for 4 agents')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model's behavior in a scenario with two agents\n", + "\n", + "In the next pictures we will present the behavior of the model and other algortihms in a scenario with two agents." + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
is_completedcoverage_raterepeated_coverageaccumulated_posstepAlgol
0False0.0344830.0000000.0933431A*
1False0.0689660.0000000.1829642A*
2False0.1034480.0000000.2675633A*
3False0.1379310.0000000.3513734A*
4False0.1724140.0000000.4189545A*
.....................
281False0.9655170.2758620.897744196Parallel Line Scanning
282False0.9655170.2758620.897744197Parallel Line Scanning
283False0.9655170.2758620.897744198Parallel Line Scanning
284False0.9655170.2758620.897744199Parallel Line Scanning
285False0.9655170.2758620.897744200Parallel Line Scanning
\n", + "

286 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " is_completed coverage_rate repeated_coverage accumulated_pos step \\\n", + "0 False 0.034483 0.000000 0.093343 1 \n", + "1 False 0.068966 0.000000 0.182964 2 \n", + "2 False 0.103448 0.000000 0.267563 3 \n", + "3 False 0.137931 0.000000 0.351373 4 \n", + "4 False 0.172414 0.000000 0.418954 5 \n", + ".. ... ... ... ... ... \n", + "281 False 0.965517 0.275862 0.897744 196 \n", + "282 False 0.965517 0.275862 0.897744 197 \n", + "283 False 0.965517 0.275862 0.897744 198 \n", + "284 False 0.965517 0.275862 0.897744 199 \n", + "285 False 0.965517 0.275862 0.897744 200 \n", + "\n", + " Algol \n", + "0 A* \n", + "1 A* \n", + "2 A* \n", + "3 A* \n", + "4 A* \n", + ".. ... \n", + "281 Parallel Line Scanning \n", + "282 Parallel Line Scanning \n", + "283 Parallel Line Scanning \n", + "284 Parallel Line Scanning \n", + "285 Parallel Line Scanning \n", + "\n", + "[286 rows x 6 columns]" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a_start_2 = pd.read_csv('results/a_star_2.csv')\n", + "expanding_2 = pd.read_csv('results/expanding_search_2_agent.csv')\n", + "traditional_2 = pd.read_csv('results/traditional_search_2_agent.csv')\n", + "\n", + "a_start_2['Algol'] = 'A*'\n", + "expanding_2['Algol'] = 'Expanding Square Search'\n", + "traditional_2['Algol'] = 'Parallel Line Scanning'\n", + "\n", + "combined_df = pd.concat([a_start_2, expanding_2, traditional_2], ignore_index=True)\n", + "combined_df" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "lineplot(data=combined_df, x='step', y='accumulated_pos', hue='Algol')\n", + "plt.title('The Accumulated POS for an environment with 2 agents')\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Cumulative POS')\n", + "plt.legend(title='Algorithms')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lineplot(data=combined_df, x='step', y='coverage_rate', hue='Algol')\n", + "plt.title('The Coverage Rate for an environment with 2 agents')\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Cumulative Coverage Rate')\n", + "plt.legend(title='Algorithm')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lineplot(data=combined_df, x='step', y='repeated_coverage', hue='Algol')\n", + "plt.title('The Repeated Coverage for an environment with 2 agents')\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Repeated Coverage')\n", + "plt.legend(title='Algorithm')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model's behavior in a scenario with two agents\n", + "\n", + "In the next pictures we will present the behavior of the model and other algortihms in a scenario with two agents." + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
is_completedcoverage_raterepeated_coverageaccumulated_posstepAlgol
0False0.0689660.0000000.1528581A*
1False0.1379310.0000000.3113762A*
2False0.2068970.0000000.4672623A*
3False0.2758620.0000000.5676384A*
4False0.3448280.0000000.6515045A*
.....................
96False0.9655171.2413790.89687953Parallel Line Scanning
97False0.9655171.2758620.89687954Parallel Line Scanning
98False0.9655171.3103450.89687955Parallel Line Scanning
99False0.9827591.3275860.89851456Parallel Line Scanning
100True1.0000001.3448280.90000057Parallel Line Scanning
\n", + "

101 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " is_completed coverage_rate repeated_coverage accumulated_pos step \\\n", + "0 False 0.068966 0.000000 0.152858 1 \n", + "1 False 0.137931 0.000000 0.311376 2 \n", + "2 False 0.206897 0.000000 0.467262 3 \n", + "3 False 0.275862 0.000000 0.567638 4 \n", + "4 False 0.344828 0.000000 0.651504 5 \n", + ".. ... ... ... ... ... \n", + "96 False 0.965517 1.241379 0.896879 53 \n", + "97 False 0.965517 1.275862 0.896879 54 \n", + "98 False 0.965517 1.310345 0.896879 55 \n", + "99 False 0.982759 1.327586 0.898514 56 \n", + "100 True 1.000000 1.344828 0.900000 57 \n", + "\n", + " Algol \n", + "0 A* \n", + "1 A* \n", + "2 A* \n", + "3 A* \n", + "4 A* \n", + ".. ... \n", + "96 Parallel Line Scanning \n", + "97 Parallel Line Scanning \n", + "98 Parallel Line Scanning \n", + "99 Parallel Line Scanning \n", + "100 Parallel Line Scanning \n", + "\n", + "[101 rows x 6 columns]" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a_start_4 = pd.read_csv('results/a_star_4.csv')\n", + "expanding_4 = pd.read_csv('results/expanding_search_4_agent.csv')\n", + "traditional_4 = pd.read_csv('results/traditional_search_4_agent.csv')\n", + "\n", + "a_start_4['Algol'] = 'A*'\n", + "expanding_4['Algol'] = 'Expanding Square Search'\n", + "traditional_4['Algol'] = 'Parallel Line Scanning'\n", + "\n", + "combined_df4 = pd.concat([a_start_4, expanding_4, traditional_4], ignore_index=True)\n", + "combined_df4" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lineplot(data=combined_df4, x='step', y='accumulated_pos', hue='Algol')\n", + "plt.title('The Accumulated POS for an environment with 4 agents')\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Cumulative POS')\n", + "plt.legend(title='Algorithms')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lineplot(data=combined_df4, x='step', y='coverage_rate', hue='Algol')\n", + "plt.title('The Coverage Rate for an environment with 4 agents')\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Coverage Rate')\n", + "plt.legend(title='Algorithm')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lineplot(data=combined_df4, x='step', y='repeated_coverage', hue='Algol')\n", + "plt.title('The Repeated Coverage for an environment with 4 agents')\n", + "plt.xlabel('Timesteps')\n", + "plt.ylabel('Repeated Coverage')\n", + "plt.legend(title='Algorithm')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/results/a_star_1.csv b/results/a_star_1.csv new file mode 100644 index 0000000..95944f0 --- /dev/null +++ b/results/a_star_1.csv @@ -0,0 +1,67 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.017241379310344827,0.0,0.053629183903723204,1 +False,0.034482758620689655,0.0,0.10697630688228657,2 +False,0.05172413793103448,0.0,0.1571643474990598,3 +False,0.06896551724137931,0.0,0.20731477999247838,4 +False,0.08620689655172414,0.0,0.2418202331703648,5 +False,0.10344827586206896,0.0,0.27948476871004135,6 +False,0.1206896551724138,0.0,0.319198946972546,7 +False,0.13793103448275862,0.0,0.35547198194810076,8 +False,0.15517241379310345,0.0,0.3898834148176006,9 +False,0.1724137931034483,0.0,0.4235426852200075,10 +False,0.1896551724137931,0.0,0.4566190297104174,11 +False,0.20689655172413793,0.0,0.49005265137269644,12 +False,0.22413793103448276,0.0,0.5119781872884542,13 +False,0.2413793103448276,0.0,0.5286009778112072,14 +False,0.25862068965517243,0.0,0.5458066942459571,15 +False,0.27586206896551724,0.0,0.5691425347875141,16 +False,0.29310344827586204,0.0,0.58412937194434,17 +False,0.3103448275862069,0.0,0.5990974050394886,18 +False,0.3275862068965517,0.0,0.6255359157578038,19 +False,0.3448275862068966,0.0,0.6442459571267395,20 +False,0.3620689655172414,0.0,0.6630688228657391,21 +False,0.3793103448275862,0.0,0.6883978939450922,22 +False,0.39655172413793105,0.0,0.7034599473486274,23 +False,0.41379310344827586,0.0,0.7176006017299738,24 +False,0.43103448275862066,0.0,0.7273223016171494,25 +False,0.4482758620689655,0.0,0.7376457314779994,26 +False,0.46551724137931033,0.0,0.742873260624295,27 +False,0.4827586206896552,0.0,0.7484016547574278,28 +False,0.5,0.0,0.7587626927416324,29 +False,0.5172413793103449,0.0,0.7689544941707411,30 +False,0.5344827586206896,0.0,0.7740503948852955,31 +False,0.5517241379310345,0.0,0.7771718691237309,32 +False,0.5689655172413793,0.0,0.7788830387363672,33 +False,0.5862068965517241,0.0,0.780387363670553,34 +False,0.603448275862069,0.0,0.7833207972922153,35 +False,0.6206896551724138,0.0,0.7875893192929674,36 +False,0.6379310344827587,0.0,0.7920082737871381,37 +False,0.6551724137931034,0.0,0.8038924407672058,38 +False,0.6724137931034483,0.0,0.8178074464084243,39 +False,0.6896551724137931,0.0,0.8252162467092893,40 +False,0.7068965517241379,0.0,0.8320985332831893,41 +False,0.7241379310344828,0.0,0.8445844302369313,42 +False,0.7413793103448276,0.0,0.8554531778864236,43 +False,0.7586206896551724,0.0,0.8609627679578791,44 +False,0.7758620689655172,0.0,0.8653629183903725,45 +False,0.7931034482758621,0.0,0.8668860473862356,46 +False,0.7931034482758621,0.017241379310344827,0.8668860473862356,47 +False,0.7931034482758621,0.034482758620689655,0.8668860473862356,48 +False,0.7931034482758621,0.05172413793103448,0.8668860473862356,49 +False,0.8103448275862069,0.05172413793103448,0.8711169612636331,50 +False,0.8275862068965517,0.05172413793103448,0.8773787138021815,51 +False,0.8448275862068966,0.05172413793103448,0.8808010530274542,52 +False,0.8620689655172413,0.05172413793103448,0.8825122226400904,53 +False,0.8793103448275862,0.05172413793103448,0.8843926288078227,54 +False,0.8793103448275862,0.06896551724137931,0.8843926288078227,55 +False,0.8793103448275862,0.08620689655172414,0.8843926288078227,56 +False,0.896551724137931,0.08620689655172414,0.8855396765701393,57 +False,0.9137931034482759,0.08620689655172414,0.8866491162091014,58 +False,0.9137931034482759,0.10344827586206896,0.8866491162091014,59 +False,0.9137931034482759,0.1206896551724138,0.8866491162091014,60 +False,0.9137931034482759,0.13793103448275862,0.8866491162091014,61 +False,0.9310344827586207,0.13793103448275862,0.8881346370816098,62 +False,0.9482758620689655,0.13793103448275862,0.8897705904475368,63 +False,0.9655172413793104,0.13793103448275862,0.8935502068446786,64 +False,0.9827586206896551,0.13793103448275862,0.8983640466340731,65 +True,1.0,0.13793103448275862,0.9000000000000001,66 diff --git a/results/a_star_2.csv b/results/a_star_2.csv new file mode 100644 index 0000000..6cc49aa --- /dev/null +++ b/results/a_star_2.csv @@ -0,0 +1,34 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.0933433621662279,1 +False,0.06896551724137931,0.0,0.182963520120346,2 +False,0.10344827586206896,0.0,0.26756299360661906,3 +False,0.13793103448275862,0.0,0.3513726965024445,4 +False,0.1724137931034483,0.0,0.4189544941707409,5 +False,0.20689655172413793,0.0,0.4900526513726965,6 +False,0.2413793103448276,0.0,0.5373072583678075,7 +False,0.27586206896551724,0.0,0.57275291462956,8 +False,0.3103448275862069,0.0,0.6086686724332456,9 +False,0.3448275862068966,0.0,0.6584430236931178,10 +False,0.3793103448275862,0.0,0.6883978939450923,11 +False,0.41379310344827586,0.0,0.7104738623542687,12 +False,0.4482758620689655,0.0,0.7347499059796918,13 +False,0.4827586206896552,0.0,0.7476871004136896,14 +False,0.5172413793103449,0.0,0.7597969161338852,15 +False,0.5517241379310345,0.0,0.7826062429484772,16 +False,0.5862068965517241,0.0,0.8031966904851452,17 +False,0.6206896551724138,0.0,0.8323993982700267,18 +False,0.6206896551724138,0.034482758620689655,0.8323993982700267,19 +False,0.6551724137931034,0.034482758620689655,0.8427228281308767,20 +False,0.6896551724137931,0.034482758620689655,0.8509025949605119,21 +False,0.7241379310344828,0.034482758620689655,0.8540616773223021,22 +False,0.7241379310344828,0.06896551724137931,0.8540616773223021,23 +False,0.7413793103448276,0.08620689655172414,0.8556976306882291,24 +False,0.7586206896551724,0.10344827586206896,0.8571831515607375,25 +False,0.7931034482758621,0.10344827586206896,0.8645355396765705,26 +False,0.8275862068965517,0.10344827586206896,0.8758931929296732,27 +False,0.8620689655172413,0.10344827586206896,0.8822489657766082,28 +False,0.896551724137931,0.10344827586206896,0.890936442271531,29 +False,0.9310344827586207,0.10344827586206896,0.8931929296728097,30 +False,0.9310344827586207,0.13793103448275862,0.8931929296728097,31 +False,0.9655172413793104,0.13793103448275862,0.8964084242196317,32 +True,1.0,0.13793103448275862,0.9000000000000002,33 diff --git a/results/a_star_4.csv b/results/a_star_4.csv new file mode 100644 index 0000000..2dc8d2d --- /dev/null +++ b/results/a_star_4.csv @@ -0,0 +1,24 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.15285821737495298,1 +False,0.13793103448275862,0.0,0.31137645731478,2 +False,0.20689655172413793,0.0,0.4672621286197819,3 +False,0.27586206896551724,0.0,0.5676382098533284,4 +False,0.3448275862068966,0.0,0.6515043249341859,5 +False,0.41379310344827586,0.0,0.7112072207596843,6 +False,0.4827586206896552,0.0,0.7578224896577663,7 +False,0.5517241379310345,0.0,0.79712297856337,8 +False,0.603448275862069,0.017241379310344827,0.8127115456938702,9 +False,0.6551724137931034,0.034482758620689655,0.826344490409929,10 +False,0.6724137931034483,0.08620689655172414,0.8318728845430617,11 +False,0.7068965517241379,0.1206896551724138,0.8464648364046639,12 +False,0.7413793103448276,0.15517241379310345,0.8629183903723209,13 +False,0.7758620689655172,0.1896551724137931,0.8714366303121479,14 +False,0.8103448275862069,0.22413793103448276,0.8789770590447541,15 +False,0.8620689655172413,0.2413793103448276,0.8866679202707788,16 +False,0.9137931034482759,0.25862068965517243,0.892986084994359,17 +False,0.9310344827586207,0.3103448275862069,0.8940955246333211,18 +False,0.9482758620689655,0.3620689655172414,0.8952425723956378,19 +False,0.9655172413793104,0.41379310344827586,0.8967280932681462,20 +False,0.9827586206896551,0.46551724137931033,0.8983640466340732,21 +False,0.9827586206896551,0.5344827586206896,0.8983640466340732,22 +True,1.0,0.5862068965517241,0.9000000000000002,23 diff --git a/results/expanding_search_1_agent.csv b/results/expanding_search_1_agent.csv new file mode 100644 index 0000000..65f66fe --- /dev/null +++ b/results/expanding_search_1_agent.csv @@ -0,0 +1,69 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.017241379310344827,0.0,0.03441143286949982,1 +False,0.034482758620689655,0.0,0.07068446784505453,2 +False,0.05172413793103448,0.0,0.12431365174877773,3 +False,0.06896551724137931,0.0,0.17450169236555096,4 +False,0.08620689655172414,0.0,0.20816096276795787,5 +False,0.10344827586206896,0.0,0.23149680330951483,6 +False,0.1206896551724138,0.0,0.24168860473862352,7 +False,0.13793103448275862,0.0,0.2566754418954494,8 +False,0.15517241379310345,0.0,0.27164347499059793,9 +False,0.1724137931034483,0.0,0.2835276419706656,10 +False,0.1896551724137931,0.0,0.30996615268898076,11 +False,0.20689655172413793,0.0,0.34968033095148543,12 +False,0.22413793103448276,0.0,0.387344866491162,13 +False,0.2413793103448276,0.0,0.4406919894697254,14 +False,0.25862068965517243,0.0,0.490842421963144,15 +False,0.27586206896551724,0.0,0.523918766453554,16 +False,0.29310344827586204,0.0,0.5405415569763069,17 +False,0.3103448275862069,0.0,0.5577472734110568,18 +False,0.3275862068965517,0.0,0.5681083113952614,19 +False,0.3448275862068966,0.0,0.5732042121098158,20 +False,0.3620689655172414,0.0,0.5747085370440015,21 +False,0.3793103448275862,0.0,0.5776419706656638,22 +False,0.39655172413793105,0.0,0.5819104926664159,23 +False,0.41379310344827586,0.0,0.5863294471605867,24 +False,0.43103448275862066,0.0,0.5897517863858593,25 +False,0.4482758620689655,0.0,0.5914629559984956,26 +False,0.46551724137931033,0.0,0.597724708537044,27 +False,0.4827586206896552,0.0,0.6116397141782625,28 +False,0.5,0.0,0.6303497555471982,29 +False,0.5172413793103449,0.0,0.6491726212861978,30 +False,0.5344827586206896,0.0,0.6616585182399398,31 +False,0.5517241379310345,0.0,0.6869875893192929,32 +False,0.5689655172413793,0.0,0.7214930424971794,33 +False,0.5862068965517241,0.0,0.7549266641594584,34 +False,0.603448275862069,0.0,0.7768522000752163,35 +False,0.6206896551724138,0.0,0.7871756299360663,36 +False,0.6379310344827587,0.0,0.790955246333208,37 +False,0.6551724137931034,0.0,0.7961827754795037,38 +False,0.6724137931034483,0.0,0.8017111696126364,39 +False,0.6896551724137931,0.0,0.8048326438510719,40 +False,0.7068965517241379,0.0,0.8065438134637082,41 +False,0.7068965517241379,0.017241379310344827,0.8065438134637082,42 +False,0.7068965517241379,0.034482758620689655,0.8065438134637082,43 +False,0.7068965517241379,0.05172413793103448,0.8065438134637082,44 +False,0.7068965517241379,0.06896551724137931,0.8065438134637082,45 +False,0.7241379310344828,0.06896551724137931,0.8076532531026702,46 +False,0.7413793103448276,0.06896551724137931,0.8088003008649869,47 +False,0.7413793103448276,0.08620689655172414,0.8088003008649869,48 +False,0.7413793103448276,0.10344827586206896,0.8088003008649869,49 +False,0.7413793103448276,0.1206896551724138,0.8088003008649869,50 +False,0.7413793103448276,0.13793103448275862,0.8088003008649869,51 +False,0.7586206896551724,0.13793103448275862,0.8106807070327191,52 +False,0.7758620689655172,0.13793103448275862,0.8149116209101166,53 +False,0.7931034482758621,0.13793103448275862,0.8223204212109816,54 +False,0.8103448275862069,0.13793103448275862,0.8292027077848816,55 +False,0.8275862068965517,0.13793103448275862,0.833602858217375,56 +False,0.8448275862068966,0.13793103448275862,0.8351259872132382,57 +False,0.8620689655172413,0.13793103448275862,0.8406355772846936,58 +False,0.8793103448275862,0.13793103448275862,0.8515043249341859,59 +False,0.896551724137931,0.13793103448275862,0.8665663783377211,60 +False,0.9137931034482759,0.13793103448275862,0.8807070327190675,61 +False,0.9310344827586207,0.13793103448275862,0.8904287326062431,62 +False,0.9482758620689655,0.13793103448275862,0.8952425723956376,63 +False,0.9655172413793104,0.13793103448275862,0.8968785257615647,64 +False,0.9655172413793104,0.15517241379310345,0.8968785257615647,65 +False,0.9655172413793104,0.1724137931034483,0.8968785257615647,66 +False,0.9827586206896551,0.1724137931034483,0.8985144791274917,67 +True,1.0,0.1724137931034483,0.9000000000000001,68 diff --git a/results/expanding_search_2_agent.csv b/results/expanding_search_2_agent.csv new file mode 100644 index 0000000..b5c2496 --- /dev/null +++ b/results/expanding_search_2_agent.csv @@ -0,0 +1,54 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.08728845430613012,1 +False,0.06896551724137931,0.0,0.15663783377209478,2 +False,0.10344827586206896,0.0,0.19969913501316286,3 +False,0.13793103448275862,0.0,0.2566190297104175,4 +False,0.1724137931034483,0.0,0.30464460323429865,5 +False,0.20689655172413793,0.0,0.381327566754419,6 +False,0.2413793103448276,0.0,0.46588943211733735,7 +False,0.25862068965517243,0.017241379310344827,0.5160774727341105,8 +False,0.25862068965517243,0.05172413793103448,0.5160774727341105,9 +False,0.29310344827586204,0.05172413793103448,0.5644979315532155,10 +False,0.3275862068965517,0.05172413793103448,0.6013915005641219,11 +False,0.3620689655172414,0.05172413793103448,0.6235990974050396,12 +False,0.39655172413793105,0.05172413793103448,0.6336404663407297,13 +False,0.43103448275862066,0.05172413793103448,0.6527830011282438,14 +False,0.46551724137931033,0.05172413793103448,0.6770214366303123,15 +False,0.5,0.05172413793103448,0.6989657766077474,16 +False,0.5344827586206896,0.05172413793103448,0.7131628431741257,17 +False,0.5689655172413793,0.05172413793103448,0.7435878149680332,18 +False,0.603448275862069,0.05172413793103448,0.7882850695750283,19 +False,0.603448275862069,0.08620689655172414,0.7882850695750283,20 +False,0.603448275862069,0.1206896551724138,0.7882850695750283,21 +False,0.603448275862069,0.15517241379310345,0.7882850695750283,22 +False,0.603448275862069,0.1896551724137931,0.7882850695750283,23 +False,0.603448275862069,0.22413793103448276,0.7882850695750283,24 +False,0.603448275862069,0.25862068965517243,0.7882850695750283,25 +False,0.6379310344827587,0.25862068965517243,0.8062805566002258,26 +False,0.6724137931034483,0.25862068965517243,0.8246897329823243,27 +False,0.7068965517241379,0.25862068965517243,0.8388303873636707,28 +False,0.7413793103448276,0.25862068965517243,0.8470665663783379,29 +False,0.7758620689655172,0.25862068965517243,0.8504136893569012,30 +False,0.7758620689655172,0.29310344827586204,0.8504136893569012,31 +False,0.7931034482758621,0.3103448275862069,0.8522940955246334,32 +False,0.8275862068965517,0.3103448275862069,0.858160962767958,33 +False,0.8620689655172413,0.3103448275862069,0.8670552839413314,34 +False,0.8793103448275862,0.3275862068965517,0.8739375705152314,35 +False,0.896551724137931,0.3448275862068966,0.8783377209477248,36 +False,0.9137931034482759,0.3620689655172414,0.8798608499435879,37 +False,0.9310344827586207,0.3793103448275862,0.8853704400150434,38 +False,0.9655172413793104,0.3793103448275862,0.8977435125987214,39 +False,0.9655172413793104,0.41379310344827586,0.8977435125987214,40 +False,0.9655172413793104,0.4482758620689655,0.8977435125987214,41 +False,0.9655172413793104,0.4827586206896552,0.8977435125987214,42 +False,0.9655172413793104,0.5172413793103449,0.8977435125987214,43 +False,0.9655172413793104,0.5517241379310345,0.8977435125987214,44 +False,0.9655172413793104,0.5862068965517241,0.8977435125987214,45 +False,0.9655172413793104,0.6206896551724138,0.8977435125987214,46 +False,0.9655172413793104,0.6551724137931034,0.8977435125987214,47 +False,0.9655172413793104,0.6896551724137931,0.8977435125987214,48 +False,0.9655172413793104,0.7241379310344828,0.8977435125987214,49 +False,0.9655172413793104,0.7586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.7931034482758621,0.8977435125987214,51 +False,0.9827586206896551,0.8103448275862069,0.8988529522376835,52 +True,1.0,0.8275862068965517,0.9000000000000001,53 diff --git a/results/expanding_search_4_agent.csv b/results/expanding_search_4_agent.csv new file mode 100644 index 0000000..b641b23 --- /dev/null +++ b/results/expanding_search_4_agent.csv @@ -0,0 +1,22 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.0780744640842422,1 +False,0.13793103448275862,0.0,0.16173373448664913,2 +False,0.20689655172413793,0.0,0.2161714930424972,3 +False,0.27586206896551724,0.0,0.2688040616773223,4 +False,0.3448275862068966,0.0,0.3158894321173374,5 +False,0.41379310344827586,0.0,0.38772094772470855,6 +False,0.46551724137931033,0.017241379310344827,0.46432869499811963,7 +False,0.5,0.05172413793103448,0.5190297104174502,8 +False,0.5344827586206896,0.08620689655172414,0.555077096652877,9 +False,0.5862068965517241,0.10344827586206896,0.6141594584430236,10 +False,0.6379310344827587,0.1206896551724138,0.6602294095524632,11 +False,0.6724137931034483,0.15517241379310345,0.6818352764197065,12 +False,0.6896551724137931,0.20689655172413793,0.6833584054155697,13 +False,0.7586206896551724,0.20689655172413793,0.7294847687100413,14 +False,0.8275862068965517,0.20689655172413793,0.7674125611132004,15 +False,0.8793103448275862,0.22413793103448276,0.7939074840165475,16 +False,0.896551724137931,0.27586206896551724,0.8080481383978939,17 +False,0.9310344827586207,0.3103448275862069,0.8433621662279052,18 +False,0.9655172413793104,0.3448275862068966,0.8977435125987212,19 +False,0.9827586206896551,0.39655172413793105,0.8988529522376832,20 +True,1.0,0.43103448275862066,0.8999999999999999,21 diff --git a/results/traditional_search_1_agent.csv b/results/traditional_search_1_agent.csv new file mode 100644 index 0000000..67e2b47 --- /dev/null +++ b/results/traditional_search_1_agent.csv @@ -0,0 +1,201 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.0,0.017241379310344827,0.0,1 +False,0.0,0.034482758620689655,0.0,2 +False,0.0,0.05172413793103448,0.0,3 +False,0.017241379310344827,0.05172413793103448,0.001109439638962016,4 +False,0.034482758620689655,0.05172413793103448,0.0022564874012786767,5 +False,0.034482758620689655,0.06896551724137931,0.0022564874012786767,6 +False,0.034482758620689655,0.08620689655172414,0.0022564874012786767,7 +False,0.034482758620689655,0.10344827586206896,0.0022564874012786767,8 +False,0.034482758620689655,0.1206896551724138,0.0022564874012786767,9 +False,0.05172413793103448,0.1206896551724138,0.003967657013915006,10 +False,0.06896551724137931,0.1206896551724138,0.007389996239187665,11 +False,0.08620689655172414,0.1206896551724138,0.011808950733358406,12 +False,0.10344827586206896,0.1206896551724138,0.016077472734110566,13 +False,0.1206896551724138,0.1206896551724138,0.019010906355772846,14 +False,0.13793103448275862,0.1206896551724138,0.020515231289958632,15 +False,0.13793103448275862,0.13793103448275862,0.020515231289958632,16 +False,0.15517241379310345,0.13793103448275862,0.02222640090259496,17 +False,0.1724137931034483,0.13793103448275862,0.027322301617149304,18 +False,0.1896551724137931,0.13793103448275862,0.03751410304625799,19 +False,0.20689655172413793,0.13793103448275862,0.052500940203083865,20 +False,0.22413793103448276,0.13793103448275862,0.06746897329823241,21 +False,0.2413793103448276,0.13793103448275862,0.07935314027830011,22 +False,0.25862068965517243,0.13793103448275862,0.08561489281684843,23 +False,0.27586206896551724,0.13793103448275862,0.08749529898458067,24 +False,0.29310344827586204,0.13793103448275862,0.09172621286197818,25 +False,0.3103448275862069,0.13793103448275862,0.10564121850319669,26 +False,0.3275862068965517,0.13793103448275862,0.13207972922151184,27 +False,0.3448275862068966,0.13793103448275862,0.16835276419706657,28 +False,0.3620689655172414,0.13793103448275862,0.2027641970665664,29 +False,0.3793103448275862,0.13793103448275862,0.22610003760812336,30 +False,0.39655172413793105,0.13793103448275862,0.23646107559232796,31 +False,0.41379310344827586,0.13793103448275862,0.23958254983076346,32 +False,0.43103448275862066,0.13793103448275862,0.2451109439638962,33 +False,0.4482758620689655,0.13793103448275862,0.2623166603986461,34 +False,0.46551724137931033,0.13793103448275862,0.295975930801053,35 +False,0.4827586206896552,0.13793103448275862,0.34616397141782623,36 +False,0.5,0.13793103448275862,0.39979315532154946,37 +False,0.5172413793103449,0.13793103448275862,0.43950733358405414,38 +False,0.5344827586206896,0.13793103448275862,0.4582173749529898,39 +False,0.5517241379310345,0.13793103448275862,0.4656261752538548,40 +False,0.5689655172413793,0.13793103448275862,0.47250846182775474,41 +False,0.5862068965517241,0.13793103448275862,0.49133132756675435,42 +False,0.603448275862069,0.13793103448275862,0.5289958631064309,43 +False,0.6206896551724138,0.13793103448275862,0.5823429860849942,44 +False,0.6379310344827587,0.13793103448275862,0.6324934185784128,45 +False,0.6551724137931034,0.13793103448275862,0.6655697630688228,46 +False,0.6724137931034483,0.13793103448275862,0.6821925535915757,47 +False,0.6896551724137931,0.13793103448275862,0.6874200827378714,48 +False,0.7068965517241379,0.13793103448275862,0.6911996991350131,49 +False,0.7241379310344828,0.13793103448275862,0.7015231289958631,50 +False,0.7413793103448276,0.13793103448275862,0.723448664911621,51 +False,0.7586206896551724,0.13793103448275862,0.7568822865739,52 +False,0.7758620689655172,0.13793103448275862,0.7913877397517864,53 +False,0.7931034482758621,0.13793103448275862,0.8167168108311396,54 +False,0.8103448275862069,0.13793103448275862,0.8292027077848816,55 +False,0.8275862068965517,0.13793103448275862,0.833602858217375,56 +False,0.8448275862068966,0.13793103448275862,0.8351259872132382,57 +False,0.8620689655172413,0.13793103448275862,0.8406355772846936,58 +False,0.8793103448275862,0.13793103448275862,0.8515043249341859,59 +False,0.896551724137931,0.13793103448275862,0.8665663783377211,60 +False,0.9137931034482759,0.13793103448275862,0.8807070327190675,61 +False,0.9310344827586207,0.13793103448275862,0.8904287326062431,62 +False,0.9482758620689655,0.13793103448275862,0.8952425723956376,63 +False,0.9655172413793104,0.13793103448275862,0.8968785257615647,64 +False,0.9655172413793104,0.15517241379310345,0.8968785257615647,65 +False,0.9655172413793104,0.1724137931034483,0.8968785257615647,66 +False,0.9655172413793104,0.1896551724137931,0.8968785257615647,67 +False,0.9655172413793104,0.20689655172413793,0.8968785257615647,68 +False,0.9655172413793104,0.22413793103448276,0.8968785257615647,69 +False,0.9655172413793104,0.2413793103448276,0.8968785257615647,70 +False,0.9655172413793104,0.25862068965517243,0.8968785257615647,71 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,72 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,73 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,74 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,75 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,76 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,77 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,78 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,79 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,80 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,81 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,82 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,83 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,84 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,85 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,86 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,87 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,88 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,89 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,90 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,91 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,92 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,93 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,94 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,95 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,96 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,97 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,98 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,99 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,100 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,101 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,102 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,103 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,104 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,105 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,106 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,107 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,108 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,109 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,110 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,111 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,112 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,113 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,114 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,115 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,116 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,117 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,118 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,119 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,120 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,121 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,122 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,123 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,124 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,125 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,126 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,127 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,128 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,129 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,130 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,131 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,132 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,133 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,134 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,135 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,136 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,137 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,138 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,139 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,140 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,141 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,142 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,143 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,144 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,145 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,146 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,147 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,148 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,149 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,150 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,151 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,152 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,153 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,154 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,155 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,156 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,157 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,158 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,159 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,160 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,161 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,162 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,163 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,164 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,165 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,166 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,167 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,168 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,169 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,170 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,171 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,172 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,173 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,174 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,175 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,176 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,177 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,178 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,179 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,180 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,181 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,182 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,183 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,184 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,185 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,186 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,187 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,188 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,189 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,190 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,191 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,192 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,193 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,194 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,195 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,196 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,197 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,198 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,199 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,200 diff --git a/results/traditional_search_2_agent.csv b/results/traditional_search_2_agent.csv new file mode 100644 index 0000000..4f742c5 --- /dev/null +++ b/results/traditional_search_2_agent.csv @@ -0,0 +1,201 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.008687476494922904,1 +False,0.06896551724137931,0.0,0.03864234674689734,2 +False,0.10344827586206896,0.0,0.10932681459195187,3 +False,0.13793103448275862,0.0,0.2131440391124483,4 +False,0.1724137931034483,0.0,0.31664159458443025,5 +False,0.20689655172413793,0.0,0.38458066942459573,6 +False,0.2413793103448276,0.0,0.4137833772094773,7 +False,0.2413793103448276,0.034482758620689655,0.4137833772094773,8 +False,0.2413793103448276,0.06896551724137931,0.4137833772094773,9 +False,0.27586206896551724,0.06896551724137931,0.4343738247461452,10 +False,0.3103448275862069,0.06896551724137931,0.48162843174125614,11 +False,0.3448275862068966,0.06896551724137931,0.5523693117713426,12 +False,0.3793103448275862,0.06896551724137931,0.6257427604362542,13 +False,0.41379310344827586,0.06896551724137931,0.6755171116961264,14 +False,0.4482758620689655,0.06896551724137931,0.6975930801053027,15 +False,0.4827586206896552,0.06896551724137931,0.7039488529522377,16 +False,0.5172413793103449,0.06896551724137931,0.7071643474990598,17 +False,0.5517241379310345,0.06896551724137931,0.7185220007521624,18 +False,0.5862068965517241,0.06896551724137931,0.7427980443775856,19 +False,0.6206896551724138,0.06896551724137931,0.7787138021812712,20 +False,0.6551724137931034,0.06896551724137931,0.8141594584430237,21 +False,0.6896551724137931,0.06896551724137931,0.8369687852576158,22 +False,0.7241379310344828,0.06896551724137931,0.8472922151184658,23 +False,0.7241379310344828,0.10344827586206896,0.8472922151184658,24 +False,0.7241379310344828,0.13793103448275862,0.8472922151184658,25 +False,0.7586206896551724,0.13793103448275862,0.8504512974802559,26 +False,0.7931034482758621,0.13793103448275862,0.8586310643098911,27 +False,0.8275862068965517,0.13793103448275862,0.8707408800300868,28 +False,0.8620689655172413,0.13793103448275862,0.8836780744640845,29 +False,0.896551724137931,0.13793103448275862,0.8910304625799175,30 +False,0.9310344827586207,0.13793103448275862,0.894622038360286,31 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,32 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,33 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,34 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,35 +False,0.9482758620689655,0.22413793103448276,0.8961075592327944,36 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,37 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 diff --git a/results/traditional_search_4_agent.csv b/results/traditional_search_4_agent.csv new file mode 100644 index 0000000..f5430bc --- /dev/null +++ b/results/traditional_search_4_agent.csv @@ -0,0 +1,58 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.17450169236555096,1 +False,0.13793103448275862,0.0,0.30795411808950734,2 +False,0.20689655172413793,0.0,0.38458066942459573,3 +False,0.27586206896551724,0.0,0.416039864610756,4 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,5 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,6 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,7 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,8 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,9 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,10 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,11 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,12 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,13 +False,0.27586206896551724,0.10344827586206896,0.416039864610756,14 +False,0.3448275862068966,0.10344827586206896,0.4429860849943589,15 +False,0.41379310344827586,0.10344827586206896,0.5123166603986461,16 +False,0.4827586206896552,0.10344827586206896,0.6328318916886048,17 +False,0.5172413793103449,0.13793103448275862,0.7062053403535163,18 +False,0.5172413793103449,0.20689655172413793,0.7062053403535163,19 +False,0.5172413793103449,0.27586206896551724,0.7062053403535163,20 +False,0.5172413793103449,0.3448275862068966,0.7062053403535163,21 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,22 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,23 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,24 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,25 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,26 +False,0.5172413793103449,0.4827586206896552,0.7062053403535163,27 +False,0.5862068965517241,0.4827586206896552,0.7197442647611884,28 +False,0.6551724137931034,0.4827586206896552,0.753911244828883,29 +False,0.7241379310344828,0.4827586206896552,0.8136329447160587,30 +False,0.7586206896551724,0.5172413793103449,0.8495487025197443,31 +False,0.7586206896551724,0.5862068965517241,0.8495487025197443,32 +False,0.7586206896551724,0.6551724137931034,0.8495487025197443,33 +False,0.7586206896551724,0.7241379310344828,0.8495487025197443,34 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,35 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,36 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,37 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,38 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,39 +False,0.7586206896551724,0.8620689655172413,0.8495487025197443,40 +False,0.7931034482758621,0.896551724137931,0.8527077848815345,41 +False,0.8620689655172413,0.896551724137931,0.8644791274915382,42 +False,0.9310344827586207,0.896551724137931,0.8839413313275668,43 +False,0.9655172413793104,0.9310344827586207,0.8968785257615646,44 +False,0.9655172413793104,1.0,0.8968785257615646,45 +False,0.9655172413793104,1.0689655172413792,0.8968785257615646,46 +False,0.9655172413793104,1.1379310344827587,0.8968785257615646,47 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,48 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,49 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,50 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,51 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,52 +False,0.9655172413793104,1.2413793103448276,0.8968785257615646,53 +False,0.9655172413793104,1.2758620689655173,0.8968785257615646,54 +False,0.9655172413793104,1.3103448275862069,0.8968785257615646,55 +False,0.9827586206896551,1.3275862068965518,0.8985144791274916,56 +True,1.0,1.3448275862068966,0.9,57 diff --git a/src/a_star_coverage.py b/src/a_star_coverage.py index 408d83b..b18eea0 100644 --- a/src/a_star_coverage.py +++ b/src/a_star_coverage.py @@ -7,6 +7,8 @@ from DSSE import CoverageDroneSwarmSearch, Actions from aigyminsper.search.graph import State +import pandas as pd + MOVEMENTS = { Actions.UP: (0, -1), Actions.DOWN: (0, 1), @@ -140,11 +142,14 @@ def a_star( def main(num_drones: int): + + infos_list = [] + env = CoverageDroneSwarmSearch( drone_amount=num_drones, render_mode="human", - timestep_limit=200, - prob_matrix_path="src/min_matrix.npy", + timestep_limit=100, + prob_matrix_path="min_matrix.npy", ) center = env.grid_size // 2 @@ -161,12 +166,21 @@ def main(num_drones: int): observations, _ = env.reset(options=opt) + step = 0 + visited = [set([opt["drones_positions"][i]]) for i in range(num_drones)] prob_matrix = env.probability_matrix.get_matrix() while env.agents: actions = a_star(observations, env.agents, prob_matrix.copy(), visited) - observations, *_ = env.step(actions) + observations, _, _, _, infos = env.step(actions) + step += 1 + infos['drone0']['step'] = step + print(infos) + infos_list.append(infos['drone0']) + + df = pd.DataFrame(infos_list) + df.to_csv(f'results/a_star_{num_drones}.csv', index=False) if __name__ == "__main__": diff --git a/src/expanding_search_1_agent.py b/src/expanding_search_1_agent.py new file mode 100644 index 0000000..4730bd6 --- /dev/null +++ b/src/expanding_search_1_agent.py @@ -0,0 +1,74 @@ +from DSSE import CoverageDroneSwarmSearch +import pandas as pd + + +def expanding_search_single_agent(direcao, agents): + + actions = {} + + for agent in agents: + + if direcao == "cima": + actions[agent] = 2 + elif direcao == "direita": + actions[agent] = 1 + elif direcao == "baixo": + actions[agent] = 3 + elif direcao == "esquerda": + actions[agent] = 0 + + return actions + + +def main(): + env = CoverageDroneSwarmSearch( + drone_amount=1, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + opt = { + "drones_positions": [(4, 4)], + } + + observations, info = env.reset(options=opt) + + step = 0 + infos_list = [] + direcoes = ["cima", "direita", "baixo", "esquerda"] + passos_inciais = 1 + passos = 1 + contador = 1 + indice_dir = 0 + + while env.agents: + if passos <= 0: + passos = passos_inciais + + if contador <= 0: + contador = 1 + passos_inciais += 1 + else: + contador -= 1 + + if indice_dir >= 3: + indice_dir = 0 + else: + indice_dir += 1 + + step += 1 + actions = expanding_search_single_agent(direcoes[indice_dir], env.agents) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + passos -= 1 + + df = pd.DataFrame(infos_list) + df.to_csv('results/expanding_search_1_agent.csv', index=False) + +if __name__ == "__main__": + main() diff --git a/src/expanding_search_2_agent.py b/src/expanding_search_2_agent.py new file mode 100644 index 0000000..6ddcb2b --- /dev/null +++ b/src/expanding_search_2_agent.py @@ -0,0 +1,84 @@ +from DSSE import CoverageDroneSwarmSearch +import pandas as pd + + +def expanding_search_2_agent(direcao1, direcao2, agents): + + actions = {} + + for agent in agents: + if agent == "drone0": + if direcao1 == "cima": + actions[agent] = 2 + elif direcao1 == "direita": + actions[agent] = 1 + elif direcao1 == "baixo": + actions[agent] = 3 + elif direcao1 == "esquerda": + actions[agent] = 0 + elif agent == "drone1": + if direcao2 == "cima": + actions[agent] = 2 + elif direcao2 == "direita": + actions[agent] = 1 + elif direcao2 == "baixo": + actions[agent] = 3 + elif direcao2 == "esquerda": + actions[agent] = 0 + + return actions + + +def main(): + env = CoverageDroneSwarmSearch( + drone_amount=2, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + opt = { + "drones_positions": [(2, 4), (6, 4)], + } + + observations, info = env.reset(options=opt) + + step = 0 + infos_list = [] + direcoes1 = ["direita", "baixo", "esquerda", "cima"] + direcoes2 = ["esquerda", "cima", "direita", "baixo"] + passos_inciais = 1 + passos = 1 + contador = 1 + indice_dir = 0 + + while env.agents: + if passos <= 0: + passos = passos_inciais + + if contador <= 0: + contador = 1 + passos_inciais += 1 + else: + contador -= 1 + + if indice_dir >= 3: + indice_dir = 0 + else: + indice_dir += 1 + + step += 1 + actions = expanding_search_2_agent(direcoes1[indice_dir], direcoes2[indice_dir],env.agents) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + passos -= 1 + + df = pd.DataFrame(infos_list) + df.to_csv('results/expanding_search_2_agent.csv', index=False) + +if __name__ == "__main__": + main() diff --git a/src/expanding_search_4_agent.py b/src/expanding_search_4_agent.py new file mode 100644 index 0000000..aed993f --- /dev/null +++ b/src/expanding_search_4_agent.py @@ -0,0 +1,104 @@ +from DSSE import CoverageDroneSwarmSearch +import pandas as pd + + +def expanding_search_4_agent(direcao1, direcao2, direcao3, direcao4, agents): + + actions = {} + + for agent in agents: + if agent == "drone0": + if direcao1 == "cima": + actions[agent] = 2 + elif direcao1 == "direita": + actions[agent] = 1 + elif direcao1 == "baixo": + actions[agent] = 3 + elif direcao1 == "esquerda": + actions[agent] = 0 + elif agent == "drone1": + if direcao2 == "cima": + actions[agent] = 2 + elif direcao2 == "direita": + actions[agent] = 1 + elif direcao2 == "baixo": + actions[agent] = 3 + elif direcao2 == "esquerda": + actions[agent] = 0 + elif agent == "drone2": + if direcao3 == "cima": + actions[agent] = 2 + elif direcao3 == "direita": + actions[agent] = 1 + elif direcao3 == "baixo": + actions[agent] = 3 + elif direcao3 == "esquerda": + actions[agent] = 0 + elif agent == "drone3": + if direcao4 == "cima": + actions[agent] = 2 + elif direcao4 == "direita": + actions[agent] = 1 + elif direcao4 == "baixo": + actions[agent] = 3 + elif direcao4 == "esquerda": + actions[agent] = 0 + + return actions + + +def main(): + env = CoverageDroneSwarmSearch( + drone_amount=4, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + opt = { + "drones_positions": [(2, 2), (2, 6), (6, 6), (6, 2)], + } + + observations, info = env.reset(options=opt) + + step = 0 + infos_list = [] + direcoes1 = ["direita", "baixo", "esquerda", "cima"] + direcoes2 = ["esquerda", "cima", "direita", "baixo"] + direcoes3 = ["cima", "direita", "baixo", "esquerda"] + direcoes4 = ["baixo", "esquerda", "cima", "direita"] + passos_inciais = 1 + passos = 1 + contador = 1 + indice_dir = 0 + + while env.agents: + if passos <= 0: + passos = passos_inciais + + if contador <= 0: + contador = 1 + passos_inciais += 1 + else: + contador -= 1 + + if indice_dir >= 3: + indice_dir = 0 + else: + indice_dir += 1 + + step += 1 + actions = expanding_search_4_agent(direcoes1[indice_dir], direcoes2[indice_dir], direcoes3[indice_dir], direcoes4[indice_dir], env.agents) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + passos -= 1 + + df = pd.DataFrame(infos_list) + df.to_csv('results/expanding_search_4_agent.csv', index=False) + +if __name__ == "__main__": + main() diff --git a/src/traditional_search_1_agent.py b/src/traditional_search_1_agent.py new file mode 100644 index 0000000..eed2138 --- /dev/null +++ b/src/traditional_search_1_agent.py @@ -0,0 +1,57 @@ +from DSSE import CoverageDroneSwarmSearch +import pandas as pd + + +def traditional_search_single_agent(obs, agents, opt): + + actions = {} + start_position = (opt['drones_positions'][0][0], opt['drones_positions'][0][1]) + + for agent in agents: + + if (obs[agent][0][1] - start_position[1]) % 2 == 0: + if obs[agent][0][0] == len(obs[agent][1][0]) - start_position[0] -1: + actions[agent] = 3 + else: + actions[agent] = 1 + elif (obs[agent][0][1] - start_position[1]) % 2 != 0: + if obs[agent][0][0] == start_position[0] +1: + actions[agent] = 3 + else: + actions[agent] = 0 + + return actions + + +def main(): + env = CoverageDroneSwarmSearch( + drone_amount=1, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + opt = { + "drones_positions": [(0, 0)], + } + + observations, info = env.reset(options=opt) + + step = 0 + infos_list = [] + + while env.agents: + step += 1 + actions = traditional_search_single_agent(observations, env.agents, opt) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + + df = pd.DataFrame(infos_list) + df.to_csv('results/traditional_search_1_agent.csv', index=False) + +if __name__ == "__main__": + main() diff --git a/src/traditional_search_2_agent.py b/src/traditional_search_2_agent.py new file mode 100644 index 0000000..9c85224 --- /dev/null +++ b/src/traditional_search_2_agent.py @@ -0,0 +1,71 @@ +from DSSE import CoverageDroneSwarmSearch +import pandas as pd + + +def traditional_search_2_agent(obs, agents, opt): + + actions = {} + + for agent in agents: + if agent == "drone0": + start_position = (opt['drones_positions'][0][0], opt['drones_positions'][0][1]) + + if (obs[agent][0][0] - start_position[0]) % 2 == 0: + if obs[agent][0][1] == len(obs[agent][1]) - start_position[1] -1: + actions[agent] = 0 + else: + actions[agent] = 3 + elif (obs[agent][0][0] - start_position[0]) % 2 != 0: + if obs[agent][0][1] == start_position[1] + 1: + actions[agent] = 0 + else: + actions[agent] = 2 + elif agent == "drone1": + start_position = (opt['drones_positions'][1][0], opt['drones_positions'][1][1]) + + if (obs[agent][0][0] - start_position[0]) % 2 == 0: + if obs[agent][0][1] == len(obs[agent][1]) - start_position[1] -1: + actions[agent] = 1 + else: + actions[agent] = 3 + elif (obs[agent][0][0] - start_position[0]) % 2 != 0: + if obs[agent][0][1] == start_position[1] + 1: + actions[agent] = 1 + else: + actions[agent] = 2 + + return actions + + +def main(): + env = CoverageDroneSwarmSearch( + drone_amount=2, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + opt = { + "drones_positions": [(4, 0), (5, 0)], + } + + observations, info = env.reset(options=opt) + + step = 0 + infos_list = [] + + while env.agents: + step += 1 + actions = traditional_search_2_agent(observations, env.agents, opt) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + + df = pd.DataFrame(infos_list) + df.to_csv('results/traditional_search_2_agent.csv', index=False) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/src/traditional_search_4_agent.py b/src/traditional_search_4_agent.py new file mode 100644 index 0000000..27a0d56 --- /dev/null +++ b/src/traditional_search_4_agent.py @@ -0,0 +1,101 @@ +from DSSE import CoverageDroneSwarmSearch +import pandas as pd + + +def traditional_search_4_agent(obs, agents, opt, passos): + + actions = {} + + for agent in agents: + if agent == "drone0": + start_position = (opt['drones_positions'][0][0], opt['drones_positions'][0][1]) + + if (obs[agent][0][0] - start_position[0]) % 2 == 0: + if passos == 0: + actions[agent] = 0 + else: + actions[agent] = 3 + elif (obs[agent][0][0] - start_position[0]) % 2 != 0: + if passos == 0: + actions[agent] = 0 + else: + actions[agent] = 2 + elif agent == "drone1": + start_position = (opt['drones_positions'][1][0], opt['drones_positions'][1][1]) + + if (obs[agent][0][0] - start_position[0]) % 2 == 0: + if passos == 0: + actions[agent] = 1 + else: + actions[agent] = 3 + elif (obs[agent][0][0] - start_position[0]) % 2 != 0: + if passos == 0: + actions[agent] = 1 + else: + actions[agent] = 2 + elif agent == "drone2": + start_position = (opt['drones_positions'][2][0], opt['drones_positions'][2][1]) + + if (obs[agent][0][0] - start_position[0]) % 2 == 0: + if passos == 0: + actions[agent] = 0 + else: + actions[agent] = 2 + elif (obs[agent][0][0] - start_position[0]) % 2 != 0: + if passos == 0: + actions[agent] = 0 + else: + actions[agent] = 3 + elif agent == "drone3": + start_position = (opt['drones_positions'][3][0], opt['drones_positions'][3][1]) + + if (obs[agent][0][0] - start_position[0]) % 2 == 0: + if passos == 0: + actions[agent] = 1 + else: + actions[agent] = 2 + elif (obs[agent][0][0] - start_position[0]) % 2 != 0: + if passos == 0: + actions[agent] = 1 + else: + actions[agent] = 3 + + return actions + + +def main(): + env = CoverageDroneSwarmSearch( + drone_amount=4, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + opt = { + "drones_positions": [(4, 3), (5, 3), (4, 4), (5, 4)], + } + observations, info = env.reset(options=opt) + + step = 0 + infos_list = [] + passos = 13 + + while env.agents: + if passos < 0: + passos = 12 + + step += 1 + actions = traditional_search_4_agent(observations, env.agents, opt, passos) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + passos -= 1 + + df = pd.DataFrame(infos_list) + df.to_csv('results/traditional_search_4_agent.csv', index=False) + +if __name__ == "__main__": + main() \ No newline at end of file From fb279bcdcd8f9ce3560a902bdfa029c8d420fe9a Mon Sep 17 00:00:00 2001 From: Fabricio Barth Date: Wed, 5 Mar 2025 17:02:03 -0300 Subject: [PATCH 2/4] new plots for the fusion 2025 paper --- .gitignore | 4 +- analise_resultados.ipynb | 138 ++++++++++++++++++++++++++++----------- 2 files changed, 102 insertions(+), 40 deletions(-) diff --git a/.gitignore b/.gitignore index 6769e21..df3765e 100644 --- a/.gitignore +++ b/.gitignore @@ -157,4 +157,6 @@ cython_debug/ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ \ No newline at end of file +#.idea/ + +ray_results diff --git a/analise_resultados.ipynb b/analise_resultados.ipynb index 3bac8ed..02a8f6a 100644 --- a/analise_resultados.ipynb +++ b/analise_resultados.ipynb @@ -2,14 +2,14 @@ "cells": [ { "cell_type": "code", - "execution_count": 97, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "from seaborn import lineplot\n", "import matplotlib.pyplot as plt\n", - "sns.set_theme(style=\"darkgrid\")\n", + "sns.set_theme(style=\"white\")\n", "import pandas as pd\n", "\n", "#\n", @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -42,21 +42,59 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "df2 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_20516_00000_0_2025-02-21_00-23-51/progress.csv')" + "df2_1 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_20516_00000_0_2025-02-21_00-23-51/progress.csv')\n", + "df2_2 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_769cb_00000_0_2025-02-28_16-52-58/progress.csv')\n", + "df2_3 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_18ada_00000_0_2025-02-28_17-11-49/progress.csv')\n", + "df2_4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_a5d0b_00000_0_2025-03-02_13-17-10/progress.csv')\n", + "df2_5 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_a8d79_00000_0_2025-03-02_13-17-15/progress.csv')" ] }, { "cell_type": "code", - "execution_count": 105, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#df2_1['media_movel_reward_acc'] = df2_1['env_runners/episode_reward_max'].rolling(window=100).mean()\n", + "#df2_2['media_movel_reward_acc'] = df2_2['env_runners/episode_reward_max'].rolling(window=100).mean()\n", + "#df2_3['media_movel_reward_acc'] = df2_3['env_runners/episode_reward_max'].rolling(window=100).mean()\n", + "#df2_4['media_movel_reward_acc'] = df2_4['env_runners/episode_reward_max'].rolling(window=100).mean()\n", + "#df2_5['media_movel_reward_acc'] = df2_5['env_runners/episode_reward_max'].rolling(window=100).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(8140, 82)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result = pd.concat([df2_1, df2_2, df2_3, df2_4, df2_5])\n", + "result.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -66,8 +104,7 @@ } ], "source": [ - "media_movel_reward_acc = df2['env_runners/episode_reward_max'].rolling(window=100).mean()\n", - "lineplot(data=df2, x='timesteps_total', y=media_movel_reward_acc)\n", + "sns.lineplot(data=result, x='timesteps_total', y='env_runners/episode_reward_max', errorbar='sd')\n", "plt.xlabel('Timesteps')\n", "plt.ylabel('Accumulated Reward')\n", "plt.title('Learning curve for 2 agents')\n", @@ -76,12 +113,12 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -91,8 +128,7 @@ } ], "source": [ - "media_movel_tamanho_episodio = df2['env_runners/episode_len_mean'].rolling(window=100).mean()\n", - "lineplot(data=df2, x='timesteps_total', y=media_movel_tamanho_episodio)\n", + "lineplot(data=result, x='timesteps_total', y='env_runners/episode_len_mean', errorbar='sd')\n", "plt.xlabel('Timesteps')\n", "plt.ylabel('Episode length')\n", "plt.title('Behavior of episode length for 2 agents')\n", @@ -101,12 +137,45 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "text/plain": [ + "(8140, 82)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df4_1 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_5586c_00000_0_2025-02-21_08-39-16/progress.csv')\n", + "df4_2 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_769c9_00000_0_2025-02-28_16-52-58/progress.csv')\n", + "df4_3 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_196d2_00000_0_2025-02-28_17-11-50/progress.csv')\n", + "df4_4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_a5123_00000_0_2025-03-02_13-17-09/progress.csv')\n", + "df4_5 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_a955e_00000_0_2025-03-02_13-17-16/progress.csv')\n", + "\n", + "result4 = pd.concat([df4_1, df4_2, df4_3, df4_4, df4_5])\n", + "result4.shape\n", + "\n", + "#media_movel_reward_acc = df2['env_runners/episode_reward_max'].rolling(window=50).mean()\n", + "#media_movel_tamanho_episodio = df2['env_runners/episode_len_mean'].rolling(window=50).mean()\n", + "#\n", + "#media_movel_reward_acc4 = df4['env_runners/episode_reward_max'].rolling(window=50).mean()\n", + "#media_movel_tamanho_episodio4 = df4['env_runners/episode_len_mean'].rolling(window=50).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -119,27 +188,18 @@ "import matplotlib.pyplot as plt\n", "from matplotlib.lines import Line2D\n", "\n", - "df4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_5586c_00000_0_2025-02-21_08-39-16/progress.csv')\n", - "\n", - "media_movel_reward_acc = df2['env_runners/episode_reward_max'].rolling(window=50).mean()\n", - "media_movel_tamanho_episodio = df2['env_runners/episode_len_mean'].rolling(window=50).mean()\n", - "\n", - "media_movel_reward_acc4 = df4['env_runners/episode_reward_max'].rolling(window=50).mean()\n", - "media_movel_tamanho_episodio4 = df4['env_runners/episode_len_mean'].rolling(window=50).mean()\n", - "\n", - "\n", "# Plotar a média móvel da recompensa acumulada\n", "fig, ax1 = plt.subplots(figsize=(10, 6))\n", - "line1 = sns.lineplot(data=media_movel_reward_acc, color=\"g\", ax=ax1)\n", - "line3 = sns.lineplot(data=media_movel_reward_acc4, color=\"r\", ax=ax1)\n", - "ax1.set_xlabel('Episodes')\n", + "line1 = sns.lineplot(data=result, x='timesteps_total', y='env_runners/episode_reward_max', errorbar='sd', color=\"g\", ax=ax1)\n", + "line3 = sns.lineplot(data=result4, x='timesteps_total', y='env_runners/episode_reward_max', errorbar='sd', color=\"r\", ax=ax1)\n", + "ax1.set_xlabel('Timesteps')\n", "ax1.set_ylabel('Accumulated Reward')\n", "#ax1.tick_params(axis='y', labelcolor='g')\n", "\n", "# Criar um segundo eixo y para o tamanho do episódio\n", "ax2 = ax1.twinx()\n", - "line2 = sns.lineplot(data=media_movel_tamanho_episodio, color=\"b\", ax=ax2)\n", - "line4 = sns.lineplot(data=media_movel_tamanho_episodio4, color=\"y\", ax=ax2)\n", + "line2 = sns.lineplot(data=result, x='timesteps_total', y='env_runners/episode_len_mean', errorbar='sd', color=\"b\", ax=ax2)\n", + "line4 = sns.lineplot(data=result4, x='timesteps_total', y='env_runners/episode_len_mean', errorbar='sd', color=\"y\", ax=ax2)\n", "ax2.set_ylabel('Episode Length')\n", "#ax2.tick_params(axis='y', labelcolor='b')\n", "\n", @@ -177,21 +237,21 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_5586c_00000_0_2025-02-21_08-39-16/progress.csv')" + "#df4 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_4_agent_9/PPO_DSSE_Coverage_5586c_00000_0_2025-02-21_08-39-16/progress.csv')" ] }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkUAAAHPCAYAAABdva7iAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACqH0lEQVR4nOydd5wV1fn/P2fq7dt3aUuXBUQQARHFhsZCYmyxJCopamLURE0TTYyJP7+abk/UWGPvUSMqltiVKCoqWEDassv2vb1MO78/ztxh7xbYXXYB2ef9itGdmTv33Llz53zOUxnnnIMgCIIgCGKII+3sARAEQRAEQewKkCgiCIIgCIIAiSKCIAiCIAgAJIoIgiAIgiAAkCgiCIIgCIIAQKKIIAiCIAgCAIkigiAIgiAIACSKCIIgCIIgAJAoIgiCIAiCAECiiCCGPAsWLMDixYt39jB2C1paWvDTn/4Uc+fORU1NDe66666dPSSCIPoAiSKCGAAef/xx1NTU4OOPP97ZQyF2IldffTVef/11/PCHP8Sf/vQnHHjggTvsvTdu3Ii99tprt7sPb775Zrz44os7exjEEEHZ2QMgCGLn8txzz4ExtrOHsVvwzjvv4LDDDsOZZ565w9/7qquugqIoMAxjh7/3YHLLLbfgyCOPxOGHH76zh0IMAchSRBC7EZZl9XlS1DQNqqoO0oh2Lul0eoe+X2trKyKRyICdL5fLwXGcbR73+uuv44033sB3v/vdAXtvghiKkCgiiB1IY2MjLrnkEuy///6YNm0avv71r+PRRx8tOMYwDFx33XU44YQTMGvWLOy99974zne+g3feeafguE2bNqGmpga333477rrrLhx++OHYa6+98OWXX+KGG25ATU0NNmzYgMWLF2P27NmYNWsWLrnkEmQymYLzdI4pyrsCly9fjquvvhr77bcf9t57b5x33nloa2sreK3jOLjhhhswf/58zJgxA2eccQbWrFnT6zglx3Fw991345hjjsFee+2F/fbbD2eeeabn/sl/xscff7zLa2tqanDDDTd4f+c/85o1a/Dzn/8cc+bMwXe+8x3cfvvtqKmpQV1dXZdz/PWvf8W0adMQi8W8bStWrMCZZ56JWbNmYcaMGTj99NOxfPnyrX6O/DXjnOO+++5DTU0NampqvP21tbX46U9/in333RczZszAySefjFdeeaXgHMuWLUNNTQ2eeeYZXHPNNTjwwAMxY8YMJJPJrb63aZr4v//7PyxatAijR4/e6rEdiUaj+OMf/4hjjjkGM2fOxD777IOzzjoLn332WZdj6+rqcM4552DvvffGvHnzcNVVV+H1119HTU0Nli1bVnBsb65fb+/PmpoapNNpPPHEE941zd9XyWQS//d//4cFCxZg2rRpmDdvHr7//e9j5cqVvb4GBNEZcp8RxA6ipaUFJ598MhhjOO2001BaWorXXnsNv/71r5FMJvG9730PgHjYP/LII/jGN76Bk046CalUCo8++ijOOussPPLII5gyZUrBeR9//HHkcjmcfPLJ0DQNRUVF3r4LL7wQo0aNws9+9jOsWrUKjzzyCEpLS/HLX/5ym+O98sorEYlEcP7556Ourg533303rrjiClx77bXeMX/9619x22234dBDD8WBBx6Izz77DGeeeSZyuVyvrsmvf/1rPP744zjooIPwrW99C7Zt47333sOKFSuw11579eocnbngggswZswYXHTRReCc49BDD8Wf//xnPPvsszjrrLMKjn322WdxwAEHeNfs7bffxtlnn41p06bh/PPPB2MMjz/+OL773e/i/vvvx/Tp07t9zzlz5uBPf/oTfvWrX+GAAw7Ascce6+1raWnBqaeeikwmgzPOOAMlJSV44okn8OMf/xjXX389vva1rxWc6+9//ztUVcWZZ54JwzC2acW7++67EY/Hce6552Lp0qW9vk61tbV48cUXcdRRR2HUqFFoaWnBQw89hNNPPx3PPPMMqqqqAAhr23e/+100Nzdj0aJFKC8vx3/+858uYqg/129b9+ef/vQn/OY3v8H06dNx8sknA4An/C6//HI8//zzOP300zFhwgREo1EsX74cX375Jfbcc89eXweCKIATBLHdPPbYY3zSpEn8o48+6vGYSy+9lB9wwAG8ra2tYPtFF13EZ82axTOZDOecc8uyeC6XKzgmFovx/fffn19yySXettraWj5p0iS+zz778NbW1oLjr7/+ej5p0qSC4znn/LzzzuP77rtvwbZDDz2UX3zxxV0+y/e+9z3uOI63/aqrruJTpkzh8Xicc855c3Mznzp1Kj/33HMLznfDDTfwSZMmFZyzO95++20+adIk/v/+3//rsi//vvnP+Nhjj3U5ZtKkSfz666/v8pl/9rOfdTn2lFNO4ccff3zBthUrVvBJkybxJ554wnvPI444gv/gBz8o+NyZTIYvWLCAf//739/q58mP6fe//33Btv/7v//jkyZN4u+++663LZlM8gULFvBDDz2U27bNOef8nXfe4ZMmTeKHHXaYdy9si6amJj5z5kz+4IMPcs57dx/myeVy3nvnqa2t5dOmTeM33nijt+2OO+7gkyZN4i+88IK3LZvN8qOOOopPmjSJv/POO5zzvl2/vtyfe++9d7f30qxZs7pca4LYXsh9RhA7AM45li5digULFoBzjra2Nu+f+fPnI5FIeGZ/WZahaRoA4V6KRqOwLAvTpk3DqlWrupz7iCOOQGlpabfve+qppxb8PXv2bESj0W26ZAB4Vq2Or7Vt23NDvf3227AsC9/5zncKXnf66adv89wAsHTpUjDGcP7553fZtz2B350/MwAcffTRWLlyJTZu3Ohte/bZZ6FpmhfA++mnn2L9+vU45phj0N7e7n0/6XQa8+bNw7vvvtur+J7OvPrqq5g+fTpmz57tbQsGgzjllFNQV1eHNWvWFBx/3HHHwefz9ercf/nLX1BdXY2TTjqpz+PSNA2SJKYA27bR3t6OQCCAcePGFdxnr7/+OqqqqnDYYYd523Rd9yw3efpz/bbn/oxEIlixYgUaGxv7/NkJoifIfUYQO4C2tjbE43E89NBDeOihh3o8Js8TTzyBO+64A+vWrYNpmt72UaNGdXldd9vyjBgxouDvfBBwLBZDKBTa6ph7em08HgcA1NfXA0CXOJbi4uICF15PbNy4EZWVlSguLt7msX2hu+tx1FFH4Q9/+AOWLFmCc845B5xzPPfcczjooIO867B+/XoAwMUXX9zjuROJRK8+W0fq6+sxY8aMLtvHjx/v7Z80adJWx98dH374IZ588kncddddnrjpC47j4F//+hfuv/9+bNq0CbZte/s6fid1dXUYPXp0F6Ha+Xvvz/XbnvvzF7/4BRYvXoxDDjkEe+65Jw4++GAcd9xxqK6u3urrCGJrkCgiiB1AfoX8zW9+E8cff3y3x+QDc5988kksXrwYhx9+OM4880yUlZVBlmXccsstqK2t7fK6rVkVeposOefbHPP2vHag6Mli1HEC74yu6122VVVVYfbs2Xj22Wdxzjnn4MMPP0R9fT1+8YtfeMfkP9evfvWrLnFbeQKBQF+G3y96ayX685//jNmzZ2PUqFHYtGkTAKC9vR0A0NzcjPr6+i6ioyM333wzrrvuOpx44om44IILUFRUBEmScNVVV/XrO+7P9duee2zhwoWYPXs2XnjhBbz55pu4/fbb8c9//hM33HADDj744D6OniAEJIoIYgdQWlqKYDAIx3Gw//77b/XY559/HtXV1bjxxhsLRMH1118/2MPsE/kJd+PGjQWr8/b29oJsrp4YPXo03njjDUSj0R6tRXmrQt46lSdvpeoLRx99NH7/+99j7dq1WLJkCfx+Pw499FBvf/4zhEKhbX5HfWHEiBFYt25dl+1r16719veHzZs3o66ursCtlefHP/4xwuEw3nvvvR5f//zzz2Pu3Lm46qqrCrbH43GUlJR4f48cORJr1qwB57zgfuzoigQG7/ptjcrKSpx22mk47bTT0NraiuOPPx4333wziSKi31BMEUHsAGRZxpFHHonnn38eX3zxRZf9HV1nsiwDKFwtr1ixAh9++OGgj7MvzJs3D4qi4IEHHijYft999/Xq9UcccQQ457jxxhu77Mt/9lAohJKSki6T+/3339/n8R555JGQZRnPPPMMnnvuORxyyCEFlotp06Zh9OjRuOOOO5BKpbq8vnM5gt5y8MEH46OPPsIHH3zgbUun03j44YcxcuRITJw4sV/nveKKK3DTTTcV/HPGGWcAEC6sv/zlL1t9vSzLXSwyzz77bJcYnfnz56OxsREvvfSSty2Xy+Hhhx8uOG6wrl8gEOgiim3bRiKRKNhWVlaGysrK3a54JbFjIUsRQQwgjz32GF5//fUu2xctWoSf//znWLZsGU4++WScdNJJmDhxImKxGFauXIm3334b//vf/wAAhxxyCJYuXYrzzjsPhxxyCDZt2oQHH3wQEydO3OHFCLdGeXk5Fi1ahDvuuAPnnHMODjzwQHz++ed47bXXUFJSss1g6f322w/HHnss7rnnHmzYsAEHHnggHMfB8uXLMXfuXC9g+6STTsKtt96KX//615g2bRree++9bi0v26KsrAxz587FnXfeiVQqhYULFxbslyQJV155Jc4++2x84xvfwAknnICqqio0NjZi2bJlCIVCuPnmm/v8vj/84Q/xzDPP4Oyzz8YZZ5yBoqIi/Pvf/8amTZtwww039CseCBBipTN58TBnzpxtljQ45JBDcNNNN+GSSy7BzJkz8cUXX+Dpp5/uEpNzyimn4N5778XPf/5zLFq0CBUVFXj66ac9N2X+ex6s67fnnnvi7bffxp133onKykqMGjUK48aNw8EHH4wjjzwSkydPRiAQwFtvvYWPP/6Y+vgR2wWJIoIYQDpbTfKccMIJGDZsGB555BHcdNNNeOGFF/DAAw+guLgYEydOLIhtOeGEE7yaMW+88QYmTpyIP//5z3juuec84bSr8Itf/AI+nw+PPPII3n77bey99964/fbb8Z3vfMfLoNsaV199NWpqavDoo4/iT3/6E8LhMKZNm4aZM2d6x+SLRj7//PN49tlncdBBB+G2227DvHnz+jzehQsX4q233kIwGOzWxTJ37lw89NBD+Pvf/457770X6XQaFRUVmD59Ok455ZQ+vx8gxOODDz6IP//5z7j33nuRy+VQU1ODm2++GYcccki/zjkQnHPOOchkMnj66aexZMkSTJ06Fbfccgv++te/FhwXDAZx991348orr8S//vUvBAIBHHfccZg5cyZ+8pOfFMRwDcb1W7x4MX7729/i2muvRTabxfHHH48rrrgC3/72t/Hmm29i6dKl4Jxj9OjRuPzyy7tkQxJEX2B8R0ZNEgSx2xOPxzFnzhxceOGF+PGPf7yzh0MMEnfddReuvvpqvPbaa16hR4L4qkMxRQRB9JtsNttl29133w0A2HfffXf0cIhBovP3nMvl8NBDD2Hs2LEkiIjdCnKfEQTRb5YsWYInnngCBx10EAKBAN5//3385z//wfz58zFr1qydPTxigDj//PMxYsQITJ48GclkEk899RTWrl27zWBugviqQaKIIIh+U1NTA1mWcdtttyGVSqGsrAyLFi3ChRdeuLOHRgwg8+fPx6OPPoqnn34atm1j4sSJuOaaa7oEqxPEVx2KKSIIgiAIggDFFBEEQRAEQQAgUUQQBEEQBAGAYor6xOzZs2EYBioqKnb2UAiCIAiC6CXNzc3QNG2rrW8AEkV9IpfLbbURJUEQBEEQux6WZfWq0TCJoj5QWVkJAAU9gAiCIAiC2LXprnFyd1BMEUEQBEEQBEgUEQRBEARBACBRRBAEQRAEAYBEEUEQBEEQBAASRQRBEARBEABIFBEEQRAEQQAgUUQQBEEQBAGARBFBEARBEAQAEkUEQRAEQRAASBQRBEEQBEEAIFFEEARBEAQBgEQRQRAEQRAEABJFBEEQBEEQAEgUEQRBEARBACBRRBAEQRD9JpE2EEvmdvYwiAFC2dkDIAiCIIivKptbUrBtB0UhfWcPhRgAyFJEEEOMrGHBcfignT+Ts7CmNgrb4XAc3u0qOpkx0dCaGrQx7Ipwzgfkulu2A9t2BmBERGfqmpOob07C7vA9xZI5tMYyPb7GcThypo1UxgTn3Pt+TMuG7XBkcxYyOQuGaYPzLec1TBtraqNoak8P6GewbQfrN8eRTBvetub2DLI5q+C9O5NIG2hqG9ixfBUhSxFB7GbUNiagyBKGlwe77EtnTWxqSqI4pKOyNIBkxoRPk6HIW9ZH9c1JaKqMnGlDVST4dQXhgNbte6WzJlRFgsMBRZYgSwyJtAHTspHJmjAtB83RDDRVhl/f8rhpaEkhZ9oYVtZ1jF81HIfDMG349K0/TluiWbQnspg0umS73m9tXQyMAXtUb995CEFrLINk2sSIipAnJJIZE8PKggj6FDS0pmA5HD5NQdCvYlNTAkGfipKIDwDAASTSJjY1JaAqMnKGBUmW4NgOAj4VibQBw7IRDmgojfhQGvHBsjniKQNZw0K2zUJlSWDAPk9zNINU1oRlOZgY0MA5R0s0jVhSxpjhYdg2R21TAuXFfgBAUVAH5xyNrWmYlo2SiA+SxMAASBIDIIRWaywL2+FIZkwoMkOFO+aQXwUgxHr+OeI4HJtbU6gs8UNV5AH7bDsCEkUEsZuRyhgAGEoiOnxa4U+8vjmFVMaEX1dgWg5qG+IoifgQ8KnI5iwE/Sqa2tPQVRm2w5HJ2QgHFIwfWQxN7fpw29iQ8B6cqiJh9LAIcoYNw3KwsTGBopAOx3EKVsgAYFi2WFE7HBIDGGMDeg0ch4tzSwyyNLDn7kx7IouGtjQmjiqGrspIZoRQ1DtcL9NyEE1mkc1ZWF3bDp8mo7oqUnAe07KRylgoDvfshhHWNwecA01taZQW+QoE7VDDth1kchZCAQ3JtAG/rkDeyvXY0BCHKksYURGCYdrIGjaa2tKwHY4Nm+NIZkwwBjiOEDsSA5JpE6msBZ+mYNzwCJJpE9mcjZZYBiMrQrBtB5blIJo0EA6oyGQt2JwjlTExojyIdNZCOmvCpylIZUxkcxaiSQOaKonfok8F53y7fgN5C6QkMVi2g1TahB6R0dSWRklEh2E5SKRNcc1ca1ZrNAvbcdASzcCnKWiOphHwqVhd2w4AKCvyo6zI542/JZoBYwxtsSx0TUYmZ0FiDCURH4I+BXXNSQR8KkZUhLC2LgrDcpDOmpgwsth7RmyNdNZEXXMSxSEfyop8vXrNYECiiCC+ohimjbrmJIaVBT0rTDJtwLI5AI6NDQlMHFX4QFJVCcm0idKID7FkDpmcBTVtoi2eBSBcX7GUAUVmkBiDYQk3Tc4UrgDTchAJCqtRQ2sKpiXcBJLE4NcVrKuLweYcybQBXVOgKhI6enocR6yQ01kLisywti6KgE/FyIrQgF6b2saE5yYcURHaZryHaQl3gsSYWCX3coKybTHZJNMm6puTsNwJUlEk7FFdgtZYBsUhHdFEDk1taVi2EGqZrAXHiUPXhIgaOzyCTU1J5AwbxWEdpuVAVQon9/qWJFIZE7YjBFE8ZUBT5R5FFOccDsegi8Ju39cVpAMtdjuzrj4Oy3ZQVuRHY1sKVaVBVJT4ezw+m7NgSAycc2xqTCBj2EimDfh0BVnDQjJjQmYMnAuRzwDE0wb8mgLTtLC2LgbLdgBw2Bxoas8glbUQCqhIpk1wh4MxIGsKy1DOdOA4HIosCfeZT0UmJ94zFNCQyVnw6Qpsh0ORC6+VbTsA61nU50wbmiKBMYYNDXGYloOq0gAYY8gYFrKGhfZETvwGbSFQSiM+ZHNb3Ofc/XcmJwQiAJgWBwMgyxJaYhnkchYiQR2t8Sw0RYLtOMiZAE9x+HVhSdNVCe2JHNrjOWEZM8XCKCcxxFMGQgF1m+I9mTYRTRiIJoRg3FkxWiSKCGInsb2rw3hKPHw2NiYwuioM23ZQ1yKEiiQxmJbjWUs6vCksx0EqayKTM2HaHNFkDpwDDufgXJjD01kLluNgeFkQzbE0TMtxJ30OXZVRVRZAaywLw7KRNSxYNodtcwT9KkzLgeVwKA6H7cZXOFzENbQnsogE3VW9T4VP465AEJNJf69HPgNoVGUYTe1pZA2xGucOhySlEEvmUF7sR8CndnltezyLxrYUsoYNRZagqTJKwj5IEiBLEnRNBgMK3GN5S1R7Iou2WAbprIlsTkXKFXuAmLRaohnYNheraomhIuxDazwLy3LAGANzQzjSWRF3YloOYskcGlpTGDM8AtNykHBFpMM5coYNh3OUhHVkDKvb2JA8jW1pJNLGDnWz2baDdZvjyBk2FEWCzBhGVYa26VrsC7FkDjnDRjyVg2E5aE9kwRhcwVgYa7WmNgoAGF4eRNCvuoJNiJl0zkIsmYPliN+EIknQFBkyY8gaFuJJAw7nGFYaRDIjvoOgX1hi0lkHssygSAyOw1FW7EdJWLjTGlpTcGyOcEBDWzzj3tsMOSP/XXGkcxYk9/1sR/y2gn4VpRGf9xtYWx+DpsgYM7zQoggIi+H6zXGUF/lQVuSHYdqu9UmGLDE4tngP07TRHM0ga9pgYDAtG4mUAc4BybVeAUAqayHoU5E1bBQFNbTFs0ikDFiWA9NykDNt+FQZWcOGpsgoifiQyVlIZU0YpgMwwLHFfdmeyAJcWEcDPhWN7WkkMwpGVYa7fI6MG+ckLHwMOcOCLO8cC1EeEkUEsZNYsymK4pAP5cU+8ZDqx4recjgc28Hq2igCugLTtGFaDhRZPKzb4llUlQrff2NrCrGkAXCgNZpFJKTBcRykM8LS4zgclmUjEtQRLtHgcCGoJCbM/Mm0iaxpoTjsQ31zEsm0AdNyoKsyDNNEPG1A12SYlg3uunkM04HlOEhnTFeIWTBtB6oiI5MVbjybc3y2oQ1VpQGUFfW8yu+J1lgG7fEcLFsEsrYnckikTaRdN2FjWwZBv4K2eBalbrxExwf05tYUEikDDAwJ04Tfp4AxIJ4Un0eRJTAGRII6ikIaJImh2Z1UA7qCWMqAT5U9CxhjQEVJAMm0gZzpeLEjpulAU2VUFvthmI5YcRs2wBjSWROJtAlNkZBIi/M0taWRMWzIjCFn2gADkhkDhuVgWEkAGcOGaXcvijjnSKbNQQ3INi0HibSBkrDuTeTN0Qxa3Uk4Lw6zhoUJrmvRdngXC1ge2+GIJoTFUlVkqIoERWYFMSnprInNLUkwJkS/ZTswDAdN7RnhwkrkUBLxee+Vygp3FQfH2OEROBwA52iPZ9Eay6IkrENVZCTTBhRZQiigep8lZ9jQNfHe3AGytg0O4VpLZUzouoysYSESKLRoWI4Dv0+BLDHoqgKJAZomo7E1jUzOgu1w6IoMw7LAwJA1bORMG+msBb+ueMLdtjlMiO9PxAUJd9ewsiDSWROZrIl2Jiy0ls29+L64m9iQzdmQXUsNA0MwoKIpmoGuyNBVGYwBsbQhLGMORyigIuXGGI4oD6KxLQ1VEbGJhmVDliSYlg1VEcJLVTQAwmqctwxyzpHICIvZsNIgGt0gcr0b1zsgLLocwMSRRcgZ9k4XRACJIoLoQl1zEpmshcrSAJra0hgzPNwlWFBMgKYXKBxPGXAc3sWVsWGz6yJJm5BlhrHDI2CMoak9Dcu1CkSTYiKorgxvc0Vt2Y54IKsyEmkDti2yW0zLhq5KnoUnYzgI+lQ3XkBGq7vya4tnMbw8iJxpoy2WhSQzjKwMgTscsix5DzcAEM4DAODIGhZypi0CRJM5SIwhnbMQCWooCuooifjQFssiZ9iwHGFxyho2JHeCaU/mwAC0xbPQVGGNURUJlm0jlbFh2+L98zEKlu1A7uR+6Rg34TgcibSBnGkjnjRg2TYMU8SXcIcjkTIwsiLkHbu5TWS6BXyq6/4QNLSmxDU0bZRFfPDrClriGUhMfKdyVoIsCwtWKmOiqV0EkyuyBMMSVrCwG8yazlkYXh5EKmMilTHRHs8hmxdOyRwcN65KliUw24FtcLHydl2alm2DQUxmWcNCOismUMgMyYwQTFnDRnFQhyxLUCSGZFrEeuTF3pb7hMOybZgWx6amBLI5GxwcIb+K4eU9uypTGRM500apG0S8NVpjGbREM2huT6OyJICSiE9kYAEYWS5ibUzbvccTOTAmLHrVVWF3Ui6cAPPnygsbRRbXecKoYu+YTU1JpDLCmmBYQlRWlQWgSBLSOQtN7RkUh3VUFPuRzJjIGTYyOQuZnI219XFwLtzOybSJihI/NPd3XdLN580LIgDgEK5jo4NQyhk2qkoCkCSG25/6BJmchbOP3QujKrYI7ryrGYCIIcqK364kM+RMB6rEYBhCEAHi2cPAMG5ExHWpidfGU4aXpVYS8aHOdbUCBhpaGRIpsdhJpg3EU0Koci6smy3RDHRVRnFIR3Enl5SqyDBMGwG/ClliqK7aMvYRHVza+eska90/n/L3HmMMwzskTwwvD6KhNV2QZJHHcRdOtgN8WReD6boL0Sn+cEdDoojY4XTnNjLdlcj2BNd1nDQN0/ZSvn26grIif4FvPp8pYVr5yRfefyczJhzbQWssA8sWD6yikHgo2I7wtze1pWFYW7KnRLCmg3BArPLywZ55l0gyY0BXZcSSBpqjae8hKMkSTNMGYwxf1sUwYWQRmMQKVlZ5oZJIG2JlxQFFFquyrGF5JmjDdJAxLKiyhOGlQbTGM3A4x4aGhJsWzzG8LAhFlqDIEnyqDNN2hHBxV2jdXf+s+9C2LCG0EhmRoVPdyRyev4Y2F6KjvMiPaCIHBxymaYugbb8Gx+GIBDSks+LaZHM2ZIWhoSWFVEbERLXFM5AkhuKQD5oqobk9470HBwAOxFM5OBwIBzVYrrCpbUzAdjh8urJF3EkMVcUBtCdzSGdNKLKE1bXtGFUZRjSRRTJjIKApniuh2NERS+ZQViREUjZngzHx3VuWg2jahKIw+HQFhilidoI+DboqrEqSew9lciJAtSiswzAdVJZuyTCSJQk5yxBBve5nAUSsUUzOIZuz0WRlEHStVjnDhmEIF0bYnWiZxJDJWWiJpiHLzHPfAMKNlTMdZHPC+pAzbeRMC7btoCTsg09XkEgbSKQMFId1zzqxqSkBw3QKrD95cqYNXZURTYi4kXjKQHM0g4CugDEmLA1uQHL+NyDLEtp5Dm2JLHRFhuOI+7Gy2N9FiOQMC4m0AdmNv7EdCbJUaFUybWEdSmUdcHAEddWbsEN+FTnDQipjIpbMQZZE/Et5kR+tiSzCARUSy7uVHe91vaEopIO5wdHxtIlISEPYL6yGd/5nJT5Z2woAuO/5T/GDY6Z1e468IFMVGT5NgabICPnF7ymRMjwriaJInkUJEC5AXZPRFsvC71NQ25BAOmvC4RyJlAnb5nA4R9Cnoi0uFiYdLa4Bv4JQN25jQAi/juJvoJEYg6YwdLyTcqawJEeTOWQNG4mUidIiH1JZE0UBDbHUzi2EuUuJomeffRZPPfUUVq5ciXg8jjFjxuCMM87AiSeeCMYYkskk7rzzTrz66qtYv349NE3D9OnTcdFFF6GmpqbgXIlEAldffTVefPFFmKaJAw88EL/5zW9QWVm5kz7d0CRrWN4Ez1w3waamJPLP24riAIrDOtZvjsOnKQUrla0RTeTQHE178RKGaWNDQ9w7Z2Nbyl0hiiDBnGF75zZMG+s3x1Ec1r0aOkG/ikTahMQA7jhuoCsXQYfuYJMZEUxbUexHKmu6LgoRMMnBYTkcdc1JpLMmJo8tAyDEl2ULs35RSEdLNCNiH2yx8mQQwslyHMhMQm2TED35tO2WaAZt8SzGDI+gLZ5FezwLh4sVaDJjwHGAkrCOVNZCWyKLoK4iEtIgMQa/piCWFnE1FcX+LoGO+UlrW5QX+dESy6Ak7EPIr/acHcUA2135AeKByxigMAmZnA3DtFBVumUVKcsM8YyFqtIANFUWLoJYBs3RNKLJHHRVRtyNk8ib5pnEIAFI50TMB2MiHsF2ONIZE6osubFRhatNxXXZZHM2Aj4R39HQmkLOdGBaHBXlWybocEBD0K96Vi6/r/AxWRQS903eclBVFoQkMU9YhPwq7A6xWvnP0FHoqookhFhYEZlk0TQifg2BiIL6lhQiIQ3xpIGk6xKxbQfFYR1Pv7EW765qxMmHTYIsMYysCiFnyJ4lK2/R1FQJOcNGOmdBcQPqZZmBgaGxLY2yYj++3BSFaYnA98ljS5FIG8gaNmxbuPw6Brom0wY2NYmg/rqWJGTG0BbPoiwiYqSKHI5NTUlksiZCnco3OJwjmTKAgCbuETe9O542oCoSikM6EmnTTWe3MbwsiGgyB9N15XR0zdi2yJzy6zL8mtLFsqrIElJZy/3+hSvZpysosjVkDAuKLHtB9X1BkSWUFvlg2w7aEzn4NSG62xNZfLSmxTtubX0cmawFy3Y88ZqHw7XgWSJ2LeTuLwrqsCwHaXdxoykyNjUl4TgOHDdTjINDUURMUDpnIZExoUgiwzSRMlBR7AeHuNeKSrZ8b9mchZBf6zFYOx9cXt4Pt3Vv4RCWrnBQQzJtipgjiAVULGUgoCtoi2XBAZTsAgUwdylRdNddd2HkyJFYvHgxSkpK8NZbb+Gyyy5DQ0MDzj//fNTX1+Ohhx7CiSeeiAsvvBC5XA533HEHTjnlFDz22GOYMGGCd64LL7wQa9aswe9+9zvouo5rr70WZ599Nh577DEoyi71sXdbcqaNjQ0JAEJ0FIV0bGqMI5OzoWkybJujJZrxsm0AC5uaEqgqDfYYdwAIS1NTuwj+bY1lEAlqWFcfEw9+ScKmJmEZYRKDTxWxJIrMRPEyBmxqTMIwbcSSOdhuplY6YyGXs6AoErgbJGjZDrJuQGfAJ+J1soYIXExnTWiqjPqWFCaN1kSgss2RSJteqnksmYNlO66pPiDEj217GUS2K74sx0HYryGVM5HOWtAUCWtqo5hYXYx4Sqwi12+OwzRt8To3w8kwRIBjwKd6wqCjyyk/ObUnc/2K1cnj15UuVqHuYIyJGCeHQ1GEK2xYWRDZnMiC6RwEG/Cp0FXZE2aMMQR0kcWjq7Jw+XCOVNaC7AY9M4lBlYXbyKfJkCUJWcPygrTz17O71a8iMaQNC5IpsotyhnBTBf1dnwcS27rFcmuZMYwxFId1aFkJuqZgc0sSIX/XOk8dxUN5xA9NFZlEefEe8mvI5iyx8q/wo7YxgXdXNQIAHn7pCwDA1HGlOPbA8Whqy4AjA0VhkBlDWbEIvh1eGvQsoLG0AYmJz1zXnEQ2J1xLmipEVypjIpoQrlHDFN+V4wi3YF1zCs3tGSiyhFzOAudwxYmCSECDzTlyhoV0zupyr3GHC1eRKWJo0lnhKjRNB0UhDemMyJSSJCYmcFlYiNKW5cXbZA0LbbEsHMeBZXNUlXbv3gv5VdS3pODTZS8YHgA0VRZCS+KwHQeNLWnc9cwqnHL4JEwYWQzb4Xjl/VqksxbGDo8glsxhdFUYoYCG8mI/LFukrleUBNCeELFIiiLhkZdWF7x/KmPi0pvfBABc+r19UVG85VrIrgU7mbFQUezH5tYUfKoIWi4r8qPE4WhsTyObM0SigpssYVpC3OVFYHsiB8fmMN3aSXnLHAMKFizJtIHLbn0bY4aFceGp+3R7vf74r/cQTeZwyXfnuNlssheD2Ftaohncv/QzHDqrGntNKAfgJm24LnlABKfXNSW92CmfJqMlmsHwcmG5Tiom1tS24+bHV2DM8Mh21/LaHnYpdfCPf/wDpaWl3t/z5s1DNBrFnXfeiXPPPRejRo3CCy+8AL9/y4223377YcGCBbj//vtx2WWXAQA++OADvPHGG7j99tsxf/58AMC4ceOwcOFCLF26FAsXLtyxH2yIYtsODFM81Dh3zaVZESsh5UyAA7oqRIxliYnetjk4T2FkRQgJN1W24wqbc2GNyeQsN9BXuJ5ypo1UWrhGbEdk9oR1FZGghkTKcOvE5Lz9WcMuiJ9hzEF7MofikA4GUUcHGSCdM1HXJFKh8265nCECLm1HrOKyObEyzY/FsjnW1cWQM21EEzn4dcV9XxFD4nBgeJlInXU49yZgxkQgKXyq95mSGVEjRZKYm2LuuFkiFoaVBb0VIGOsS0ovICbeziv3wcKvK96qVe3wneXrG3VXoK6zpSroVxF0i8EVuUYlh3OksxZiqRwUmcE0haUs6FMRTeaQyljw6bKIc8qaYBJDRTcisCisw4yKOBTLdlBZEkAo0PMqenvJW46G5wNjXVdWd3Qn4mSJwafJqG1KwLBsXPfQB12OWbWuDavWteHiM2Z78S2NbSlsbk3h2gffx4JZ1Thi7hi880kTmqMZzJxUgVBAg2kJa8awsqCwgLakkM6a8GsKbHAYlrBarHXv43TWgiSJmKCsacOyuOc2UxRJ1OaxnW5X+kKAWnj5vY2YOKoYk6pLEE8a4BDfv18XAlWSmHcdisM6VNeNVNeUBIfIvMsZNiJBrcf6VrIsobIkIBZFjHluI02VUVkSgG1ztCWyuG/pZwCAvz/2Ua++yxHlQdS3bKnAvu/UYYgmc/hio6jp860Fe+DzDe34+MstVqOr7vofvnNEDaLJHNoTOexRXYzJo0sBJiw4f7rnPQDANRceDEC4efPxOI3tKbhfgbdAqywNQGIMFcV+mJazzeroq9a3AQA2uAvT5vY0SsI+z2oKAFHXUv7wi1/gy7oYAODQWaNwzPzx28wE/bIuCokxXP/whwCAdfUrce6J07G2Lobn3tkAALj63APAIBbIzK2hlDXEvRIKqAAHbnjkQ5SEdSz/rAkA8MmXrcIKOYjWq62xS4mijoIoz5QpU/Dwww8jnU4jFOoaIBgMBjF69Gg0NTV521577TVEIhEccMAB3rbx48djypQpeO2110gU7SDEg1bEVeiqjFRWpBBL7sM+lTYRS4n4lEzO8kzFssywurYdjsOhawrGDo944iWVFXV00llTrGhda4lPk1FSqYvVjipSqPM/ap8uF6Qu59tP5MwtWVqGZXtppLIk3CuMMYwoCyKRNpE1RCCvYVpwHECSAM5EkPMGN84na9pwXPO+T5PRlsgWWL3EKlcIofzYOlok/LqCeNqA5NYmqW1IIJUxvFo4tiPioCIhrds6NjsbXZW7uD9bYhloitxtde1kxsRn69swfY/yrcZ3SIyJqrmcw7AcqJrkVdguDonU9HhSxGRUlYZE3Fc3D3SJMQT9KtrjWVQU+z2xbVjCYlIU7J3p3rBsvPFhPSaPLfGqAW9qSuLdTxvx/udNOP2oyZg1uco7PmfauOrud6GrMo7cbyw+Xd+Gg2aOxMQOAcSdaWxL4e5nPkU4qHkTb0dO/dokPPjCF97ff7znPfzwuL1QVRKA4wB/uldMuM+9swEvvLvRtYgC/12+Cb86fTYM08arH27C8QdNRDonMgdte0uxy9ZoFumsBcN0EE/l4NdVFIcCaIlloasydAWeeA36VJH2bVgFcU3LP2vExsYEjpw7Bq++vwnLP2vC8s+a8Luz98OoojBqmxIisNsQ8TPvfdoIv65gREUIY4ZFkMqIYoPN0TQUWYZhWHjh3Y3e5LnXhLJu43d0TUZlqXChX3nnMuw9qRLfOXIyLNvBJ2tb8cDSz3v1PXekoyACgP+tavD+e8GsahwwfQTAUSCKAOD+Du/19sebcdax0zBxVDFWrmv1trcnsl4sWtAVcYokuWUYhFUlHPQVPCs4eI+xQIb7DOzoQr77mVX4cHUzfJqMy8/cr4vbMS+IAHGP7L/XCK/idZ5UxsSf73sPsaQham91076ns8i85O9vYkR5ECceOhFVZUG0tKcRSxkoCfswvDyIW//9MdZ2eG8A+Mb8cQNa4buv7FKiqDuWL1+OqqqqbgURAMTjcaxevRr777+/t23t2rUYN25clwfj+PHjsXbt2kEd71DFdkQFVxEYyrxU2Ixr0WhPZOE4HJoiiTLyjCHs19DUnkYMhvCn83zWjIgJURTxoKhrTqK6KgzTclDXlEDcrVPSXd2LzhWc8xim490PluV4BeZMN7aHuxlTpmXDBDDMDUgGxGQfTWVh2RyaLMGCA3AGy3HgmBy5WAZBn4pcTqRNl0Z8aEtkwdwCcHkcLgJ10cMCT1NlDCsNoiWagarYbiwJx/DyoEhldlPDhVVo1xJEnUllRdzU/935PwBbVsMA8NGaFjz0wudeDEVd8ygce9CEbs/Tke4sXpLEENAVrKuPYcwwIZ4liXmF7zpbE4I+FTJj3n1iWg6uuH0ZUhkT08aXYZ+aSsysqcSGhjg2NiQwf8YI7/XLVm4uECJPv9H9OO997jPMmlyFDQ1xvPr+JsycVImsIVyvebfXx1+2FFwTzjk+XN2MUZVhVBT78Yd/CVGzuYf+cHP3HA5ZknDf8595227998cACjOeAHiCKM9z76xHXXMSrbEsPvi8GWd/cxp8qoyMYWH1xiimTSgT1l3k+6xxr5VDRXH3q/eKYn9BAsVbH9d7rqWG1nTBmFJpE0VBHcPLgl7iwqq1rfjv8k1dznvM/PHYd2oVsoaNR/+7Gms2bZlAP/6ytaC1REf+u7wWT70unvXvf96EmtElWLW+FStWt3Q5dns5at5YAMC8vYbj0f+u3uqxd/1nJcYMixSIkD/c/S44hOvvNz+YC4kxlBX5kc4m3JpUPjRHM7jqrv9hzpQq7Dt1GG56bAUA4Off2QeW5WB4RQi6KuOF/23AkrfWY3h5EKM7LFA+XN0MQCRNXPKPN7Fw/7GeuOyO/7vrfzjl8EmYWVMJTZFw06MrCsbcnSDqifqWFFaua0M4qOHmJz5G1rBx8Rmz3YSHaMGxxSEd0yeW9/rcg8EuLYree+89LFmyBBdffHGPx/z5z38GYwzf/va3vW3xeBzhcNcJs6ioCJ988smgjHWo09iWcutjiB90WzwjqvOGdBGHYAjzaVXploeqiCFQEUsaqCwRpmFRUVnENciuS82yOb7cFAXnwvJgmE6P4qc7wgENrXHRYiFrWJ45GhBiyacrKA7paGhNoa45hf+tbMDX9x+H9z5rhMM5jj94IiKODsZEJtvq2na88n4dpk8sw6iqMGKJHJ7/YgP2mVSJqeNEgLWmyG5mEcdHa1owqjIE2wYsLlJ6bdvxCv11LCioKhIsN9aoJZaBokhutpiYOFetb0NrLIu5ew7rsfbH9iBcng58eteU6V693uH496tr8MaK+oLtHS1bT7yyxhNEAPDK+5uw757DClJ5t0ZDawqyLKHMTUP/dH0bbn9qJUZWhPCL02bhi43t+MfjYsWqyAyXLNoXpUVbLBj5VfLnG9pw8xMfe9s/WduKT9a2wuEc9z4nxMbjr6wBINw50UTvJ4LrHvoA6zeLwP8Pvmju9piLrn0Vh88ZjYX7j8XLy2vxnzfWQZHZNpMNzvvWDADA7ClVmD2lCo++vBpvfrTlesdTRk8vBQB8tqHNixkCgHuf/wxnHbsn7vrPp0ikDbzzyWZ89+tT0diWRlNbGiMqtnwvOdNGezyLYWVBfLymBRUlfi8DkzERxH37U5+gObqlgWpnS9ef71uOEeVBzJ5SJerqpIwexcrTb6zF/L1HIBTQCgRRnv8ur8XX9h2DVNbEDQ9/iJoxJZg9pcoTRHkefOHzntYiBZx46ETsUV0Mw3Lwt/vf78UrxG826z638hSFNGSyllcRPo9l8wJxAcA7pj2Rw6p1rUhlTOw1oRztiSziKQOxRA7/fFLMW+9+2oh3P230XvvXDmOsKPF7WZqbW1LY3NJzw+Ulb63f5ud66MUv8NCLX2zzuN7AOcf7nzV5VbMffXl1l+sAAIfMGjUg77c9MN45TWMXoaGhASeddBImTJiAO+64A5LUdTXw2GOP4dJLL8Uf/vAHHH/88d7273//+5AkCbfffnvB8VdccQXefPNNPP/88/0a02GHHQYAeOmll/r1+t2ZNbVRkQ3FOSIBHa0xUdxuZEVIiB23Im/e5L41bIfDMGwYlqhfkzEthPwiKLc1nsWIsmC3E7btNua89B8i0LE4rKM04sN+ew7DyIogRlSEEUvmYFi29yBqbkvj9RX1OO3IycjkLPzlvuVdznvFD+chHNDQ3J4G58DV/3rX2/ezb++D595Zj1Xr2uDXZZx34t4ojugI+lSsXNeK257cIsLnzxiBqePK8PbHm7uY2QHgxydMx6TRJbAdjoY2URU3P0E6nOPGRz7Eunox0e5TU4loModRlSEce+AEz7340ZoWPPHKGpx21ORu3TOJtAFZYtjcmkJ1Zbign5llO/jlDa8DAKZPLMdpR072AqbzY8gXa+yOJ15Zg9c+rOt23wUn7417nvsMM/Yo79YiAABjh0dw6tcm4doHP0DWsDG6KozqqjDm7TUcZREfTMvBe581Fkx4539rBm58dIX395nf3BN3PL2yS6mT6RPLsXD/sfj3q1+iLZ5DJKh2mWQlNz1+VyTgUzB5TCm+ddgesC0HoYAGwxI1miRJ1O8ZVhosuDcB4Ov7j8P7nzdh+h7leN6N8+gNIb+KpOu+yrtKJo0uRs6wsaEhAU2VPGH1g2/siT3Hl8FxOH554+vb9Tk1VUJJ2IfGTt3aZ0+pwnsdxEBH9hxfhpVrW7vd1xP7Tq3C/1Y1Yt+pVTj58BrUNsQxqjJcEG+Typr4eE0L9hxfhg++aMYTrkCePrHcyzg7Yu4YHD1vrGjnEtbxzJvr8Mr7m3DO8dMRTxn4dH0bjpg7Gn+9731Rh2cnMmtyZY/Woa/tOxov/G9jr85TUewvEL2A+N2F/RrGDBe9D29/+hMUhXTvOzt8TjVefLd2m+f+2wUHoSWWwdRxZQPe5qO38/cuKYri8ThOO+00AMD999/frdXn1Vdfxbnnnosf/vCHuOCCCwr2XXDBBWhoaMBDDz1UsP3nP/85amtr8fDDD/drXCSKuieZNrChISE6M9sOdEUUFhxZERqQ3kcZN8jWtB1oikjvXrZyMyJBDYfNGY3mtgz+cn9XMdOR/fcajkNmjfIK7lkWx5sf1eP9z3s2Iec5/ajJGD+yCFfcvqzLvrHDI55FIM+k0SX48QnTcdG1r/btg7oce9B47FNTiXTWwo2PrkAkoGF4eXCrYz33xOnYo7qk4D3PPGZPTJuwxRS9YXMc13YK1g35VYSDGnKGjcNmV+ORl7ua//edWoVvHzEZdzy9El9sbMel39sXkaCGxrY0nnztS3zqBnR+lfnN9/dFIm12G8zckdlTqvCtBXvg6rv/J6qD94Nj5o/H02/03o1/0bf38VwhsWQOyYzpFSf06QoyWRM508Gw0gB+fv1r3uvOOWE6atwsnmTGxGW3vNWv8faGrx8wDrLECgTr1oRMT/z2B3ORSBv4+MtWvPhu95P0RafOREs0i3ue+7Tf4/319/btEjOzLbKGJRIJSgL4fEMbqsqCXjHElmgaVWVBNLdn4NMVBDrF7Dz1+pc9LgYGm7l7DsPUsaUYO6IIl//z7YJ9xx40AZGgipmTKrFidQs+Xd+GI+eOwf+7s/BZF9AV1Iwpwdw9h2HMsAgefPELSExkYR46q7qLyzZP3p03YWRRt5YhAKiuCqM0rGPunsMwZVwZmqPpnSqKdjn3WTabxY9+9CMkEgk89NBD3QqiDz/8EBdccAGOO+64LoIIELFDb7/9dpcigevWrcOkSZMGdfy7Ax27dXO3H1beEtEaE3VzRlaEPLdPPhvMNEUwsmk53cb79IX19TH85811mDN1GOZMqQJSIm350/VtBQ/Dpct6t7p56+PN+PoB41CiSPjzfcvR1J7Z9otc8q6UbsfZSRABwl3QX0EEAE++thZvfbTZW42lMmaPsSV5bnvqE3zniMkF225/eiW+u3AqxgwLoz2Rwyvvd30oJzOmZxHoThABwP9WNWLutOGedevtj+vR2Jbu0S3UG/adOqwgWHWwqCoNdLE6dOb735jqdgT348C9R+J119o1ZWwpRlWGkMqYOGLumIKH9GlHTsZL79aiKKQjkTYQDmjY0BDf6nv9vx/Oc7OtFHxZF8WqdVsXk787a78u2XEcwiWYj+Eriejw66Jier6oZp6a0SVesG1AV7D4jNm4f+nn2NgospFCfhXhgFZwb31rwR54tIf7YGs88+a6gr9POXwS5u45DAFd6dF62JnjDpqAkogPJREfRg+L4Ii5Y7DkrXVd7tvRwyKorgr3WRRpqoSAT0XQp/aqYndnHC/FHKgZU5gUxCHiGWW5+wau9iCZIL//janImQ4eevFz2DZHUUjD1w8Yj/vdWLOv7TsaMyZVoKokgM6juvS7c1Be7MempiSSGRPT9yjHuBERRIIavn1EDR5Y+jmOP3gC5u89skuJiu99fWqvxldRLAKmexJEAHDq4ZMgSaxf38lgsEuJIsuycOGFF2Lt2rW47777UFVV1eWYNWvW4Ec/+hH2228//P73v+/2PAcddBD+/ve/4+233/YCsNetW4dVq1bhrLPOGtTPsDuwuUU0xywO69jYkIBp2ZjoFklsbs8gZ9qobUpi4sgiN03dQc6N1YkENU8sbdgcx31LP0PN6BLst+dwAML/XhTWPRcM5xyfb2jHLW6Q6HcXTsUXG9vx9iebAYgf04Mv9D1bBEDBBAcAX26KYdX6tj4JooHgwlNn4toHCy0QiszcbvbCcmDZDp59e723v7N5elsYpoO7nlnVZfvdS7pu6w83uGm3ALx02/4S8qs49qDxOGTWKFFgMiVKIeRMG8s/a/JqmiTSBkzb8eIkOnLq12rg12Xc+Z+eP9/V5x7gxZ7d9/xnPVotpk+s8P77mweOx7gREew5rqzAtdiZPapLujRarW9JYmNDoiAOo7IkAEVmOOHQiQWB4mcfuxcA4J5nP8X7nzfhgOkjcOxBE0R7kETWCxrvjOQG2bfGMggFRJHOCW42UyZr4Zj54/D0G+vwzQPFPbW5JQXJbVyq6wpOOmwPaIqMFWuaMawsiNZoBi+8u9GrHTN7chXCAQ1vrKhDayyLtni2x2vQE1ecPc8rXPj1A8aJ8a1txf9WNeDwOdX4+gHjwTnHxsaEF4+0qTGB8SOLCs6jKhKOPWgCxo8swh1PrwQg3KWAiF+aOanCE+aHzxmNCaOK8M8nP4HjcBw6axQ+/KIZpx052XOvTqouwfe/sSfy6kBUvWai+Kq7gE66FbXz6e6qInn3QWtMZIk1t6cRCerQVAmbmpJurS2R2agpMppcYVxW5Csoy9CRI/cbgxHlITz79jo0tG5dtAOiPMO3j6gpWKDtN22Yd+/OmVI4V+b/bollYJoiuUNWJFxwykz3exiN0ojP62+YD2+Ip0Xl/X2nDsO+U4dtc1x5HEdU1e4c9L6tmkflRT7RC84t0rm1Bsc7il3KfXbZZZfh4YcfxuLFizFz5syCfVOnTkUikcAJJ5wAzjn++Mc/FtQrCoVCmDhxovf3mWeeiS+//BIXX3wxdF3HNddcA0mStqt441Bxn23YHEfWEIUQ89WB88W0Vq1rQ1s8i4CuoCikY2RlCKvWtSKeMlAa8SGgK8gaNh568fNtZnr4dcVrUbG9HDprFFasbvEe4vmVakNr2ktP3mtCGT7+snexB988cLwIZtYU/ObmN70AwW3R+TONqgzh59+ZVWA5Omx2Nb4xf3zB6zI5y4uF2honHzbJy2AaKH5wzJ5ojWXw5GtrITHgl6fPxsdftmDy2NJtBpsGdKUgaDrPHtXFbnXvwn1//smBcDjvU4uFuqZkgXs0f00dh+Ol9zZ6QaMjK0Koa056x/31pwd1ERbLVjZ4PbXue+4z/PjE6Rg3onAy3l4aWlNoaEujKKihulOcSmfy6fwjKkJdLAz5Bpmiz5roI9cay6IopMGnywj5NZQV+aEqkpfd2RLNYkNDHOGAimzORtCvwrRsBHyql3CQzpooi/gQTRrgnGNkhehTZjm8S02w2qYEAj7RF+uWJz72LGHfOnQP7D99ONZsihakYZ982CTM22t4t5+1rjkJRWaocJMqeroerEMMW0s0g3BAxfr6OIrdNO6O1yeeykF1+3oBwpKtqaJ9Rs604dMULFu5Ge980oDjD56A0cNEx/mWaAY5S9Qqy983QZ8qeue5ldN9moJ01vQqude1JEUihCV6dg0rC6LNTadXZQl7ji/Dmk1RIeIZILvFSwFhKfrtrW95v4c/n38gFEVCQ2sKf3TrFY2sCLl1t8yCa7Ln+DIsWjil4DdT25gQfQu30scOEKLIth2R8QvmCZA8tsPR2JYWolmTkcyaKHPbwPQWh3PUNSUBtqX1T15Udo4zO/+kGbjxkS0xgOd9a4ZrvVMgy5K3QNqjurggAWUg+ErGFC1YsAB1dd2bWl966SXU1dVh0aJF3e7fd999cc8993h/59t8vPDCC7AsC/Pnz8dvfvObbq1PvWUoiaJUVjR2zBkWdE2BpkhgEKn2bbEsJImhssSPUEDDpqY4PlsfxRcb27F6U9RtVDh4VBT7sWB2NebuOQxL3loHxhiOnjfWe5h2ruHzqxte32qQ4/SJ5Zg4qhiPv7IGqiLhV2fMLih7bzuiCWokpOOGhz/wiqF15riDJ+DgmSJ74r1PG9Eay+Br+46BJDEvRXnmpAqccOgeXopzR/Kr6Y5tA846dhr2dDPa8vzlvuXe5H/Y7Gq89N62AxjznHjoRMyfMRL/W9UAy3Kw37ThnnDIP5BHdmgE+eALn2PZyu7dXN//xlRvpbqmNuqlCQMisLqqLAjDtHHH0yuxsTGBq845oEvLjN5iWaLZa3syh5GdBERDawqxZA6TRpfgZ9dtianpmPI+0Ig6ViiwJnG3yGRH64LjcIBtu0J2d9S1JMEgWpRwh8MwHei6jKKQ3uWeyNPQmkJ9c9JtiwGv87nfp6K6MoQ1m2IwTFFVXZEZ3OF5k3d+zByi2J+qbGnSG0vl0NCaxqTq4oKwhLV1MdzwyIeYOq7Us4B1+3mak27NHQ0SmFs9nnuFVFMZE4Zliz5jEL9jMNHaoqzID4nBrW4tBGI+e7U7EikDsVTO6zenyhJiKQORgIZoIod0zkQ4oCGZNeHYwsJhOSJmMe/pCvoU0bnep6AoqGNzSwqKIlql2I6D0ogf6awJn08BuBAvn29oQ3N7xutr2vG6tsezuOKOZZ6oz2O52bB5sfLye7X4j+uO9GkyfnzidIyuihR8vtrGBGRZwohu6n91pDUm+h9Ggjqa2tNgQEFog207aI5mwJhbOy5roTSs90oUOVwU1MzmRCVzWdoiAmubxDOyujKMO/+zEh+tacHX9h2Ng2cKC97qTVF869CJCPpVtLglTbI5Gw7nGFkZ6nW7p77wlRRFuzpDRhQ1xJFIGaIJpWV76eVBv4rWeBZlYZ/ozxTUEApqeOujejz+3zUDOoaDZ45EzrTxzidbJuSq0gB+dcbsPk8w9c1J/LmbrLJD9tlSH8fJr9jLgltd2bfFs1i6bANKwjpiKQMnHjIRq2uj+GRtK7550PitWkA6Vq/eGss/a8QXG6M46bA9uq3B0hLL4M0V9dijuhhTx5V5wYx5zvvWDIwZFsH/u2MZEmkRZxIJajh63ljsN637VXxPdBQ7p36tBkveWod4ysDiRbML+pgBwIdfNMOvyxhVFfaK0OU/N3j3zWYHmj/e867njhgMUVTblBAuLIXBcYBhpYEtvfHSBtrd+i2j3CSD2qYENEVCVWmwoIL6trBs0RcqnTERDopmsxnDgl9ToCoSJo/tWugWEMHA6+vjosO6IqFmdInokq7JbixTDKYp+mfJjLm9yEQ19nzrGUkSE38ooCDo19DYmsKIbVgkHId7NbTycM7RHM3ArykIBzXUNScQ8muIpwxP0CTdKtr5htD57NScaUORGfy6glhKFDDNGjZ8moyAT3Xbj5goj/i77d/XnsjCMG04DuCAoyioI5bKeUVdSyM+rxq9zUWtJNvm8OuK19Q46FORM0QhxIBPRUs0DUUWcUnJjOH2VLRciwbH5LFl+HJTFE3tabe6uoWKEn9B+ZBoQvT067w4iLsirroy7LZeEQVn2xOiJ1hZ2AfDrWJdFNKwqUlYrfKLN0lm3T5bWmMZgDEEfQqa2zNQFcmzLgLink0bFnI5Gz5dgW2L96jqUC2/J9oTWSQzJmS3gbXlONAV0WhYcqvrl4V9SGTE910S9mFzawqK24MvZ9goL/IjY1goCmlobMugrMiHSaOLvR5+A8lXNtCa2DWwbNGgML8a8GkKMjnRuVyWJVSUiA7oYMAHPaR5LphVjSljS2FzjnuWrEIqu21XWceJzHY4Fu4/DstWNiCayOHEQyf2Kputc3D4iIoQLjh5byxb1eCJrO99fSpm7LElliSXszGqIrTNSasopOOw2dUoLfJDlhjaYlkUhXV8a8EeomCgS95C4Lg90Eojvq0KopxheyvFWZOrCioid6a8yF9Q7PDQWdVYXRuFX1fw3a9P9d7nV6fPwhsf1WP+jJE9rqi3xcTqYnzv61ORNWzsO7UKc/fsOc5g70kV3W6X3Mm3OzonQ/QWw22q2fmadu6q3h35e1qWmSdiU1kTvg592AB4k1N+csgXH/X7hFhIpgwYpigEajsc7YkcJPeBn0ibSGYMKJIEw20xk0gbGN6hKOjWsCwHqsKg67KwPHXoZj6iomeB4tMU+HUZls0xdriwLpR36r8FVUaQiUruPjdI2693CBJmovhlUUhHJmt5Fd4dt1VPRZG/yyTc3e/GtBzRcyyVQzpnQVcVKIoETZWgqjKypoWyiA9FIV00h3WfKyVhH5ra0/DrCvy6gpxhY119DLadg6bKmDCyCA4HVte2w3I45G7mT9F+RDSYLQ37EE/loLhjFM17hRVIliX4FElYayQOn0+Bk7GgSZJXJDWZFj0JFbeBsl8XbjXHFveuLDNwvuXcmiJDUURF6rZ4DiPKFXC3Grsii+9UtOzhaI1lMaJctIHxaTIMy3ZblABVpUFEk6IBcms8C1li0DTRbxEMYBLQFM1AVcR7VxQH0Oa6R4eXBb17WZZEs2AwQNcUtMezngWtPZkT/eZ8QsRpqgRdE4Ksp5Y0eUSvRWHtEw21DZi2jeHlwkKcyBiIpXPwqQpSWQvReA4+TQFz25xIEkOL27syFNBg2Ryjh4UHRRD1BRJFRAG27cA0RRVbyxKrxqKg7qXb5x/IPk1BwOcglsxiXTcZWCG/isPnjPZWRFeeI1qufLGxHZWlARQFNcSSBphbY+WTL1tx4IwRBedoi2dhWg5mTa6Eqshu9gdDMmMia1g9dnaOpQyksiaKQ7q38htWFsQph9dg/71GYFNTsqBqanN7GoYtGi6WRnxoj2fBJAbGxAqu40SWyZowbY6G1hR0TUY2Jx6W7fEs0oaop1QU1FHXkoSmyKL2DcTDLxzUhBuyw2RiuJWDW2IZFIX0bYqXnGEjmswhEtDg9ylecOO5J87o+h0ENBy139itnq83dBSPA01dSxK6IqOiD2X9U5l8W4quWY69aX3SHs8WxIg5XMRZxJOGV6LA4RxtcdHSQlNl7zrrmiKqYruVs1tiGYSDKmIJwy1tIIR/zO2zJ0mABIZE2oCmSDBMG83tGeiq7BWUdLi4n8qL/J7bLZExEQlp0DUFssRQXRny7sGtBYADIjuL92CZGzs8AsO0Ud+cgu042KO6BCvXtkJVJFSVBhB2g46TGRNFId3tvWeiJSbiZCQwNLSlvF5iW73OiSyKwz7kDAuqKsGnCrFQFBJ9zWyHo6o0gLIiP9oTWaiK7N3/Hc+t+EUBU02VobiiBBAusUTKgN4ptT6RNmBZDjRNAoMMny6jNeYg6Ne832xpxAfDTEGSxD0jSwyKw6ErMmyNQ3frMKmKBDDAchyEAiIbV1UkKG4cV1FYL+hB6NdF01ZFZogENVi2g8a2FCSJeRZT03KQzIrej7IswbQdyLIETZGQTJnQNLkgrkhVZTBLxIdJjCGdMd2CrjIUiaMk4kNzewaJlIGMYaEk4kNrTAifdNZCSURHJutAYkIMNqVFL0jDtN3zMPgDutvfjkFVxWdrifEujaBzhmiJk8wY0BQZsgzYtpgPUhkTjDGMqgyhoTUNy3G81jpZw0Iqa6KyNCCsfu57gQGyLEIxKksCu0TrIhJFRAEbGxOw3SJ9Pk1MVtzNStBUuWB1GAlqWLWuMHB57z0qcOoRNZDdRpGd6dj9ON/RuWhc9zEShmHD71OQyQlzfyy5xQKjuhkiGcPyhE9bLIvSIh8sSzSmbItn0QZhqWCMoUqRUO0WBAS2WCksh8OniirTjW1pgHE4huihVBTS0NyeAYd7rCU6g9vcge04UFVhrUhlTVHJO5FFKmOK4naGDU3NrywtMbE4wPCKIDJu7ElzLANVFqvndMZEyK96bjaHi2wM7sATeU3RtOgwHctguBLE5tYUikJ6j3VCdnUUSUK2U8ZJzrDRHE2LCsQcCPgVlEW2THzRVA4hn4pU1nJXq8yzxBT14jpkczb8fgWm24cv6NegygwpNwMnlTWhKTJUVTQkNW2xwk9nhZl/WFkQAZ+KT9e1QlMlRAI64m4/qOaoDQYGwIGmyeAOh+aeR1VkL4Mp1+EzW7ZoQRNPGwj5VFiOCOQtCmqoKAlAca2zvYUxIei7vd6yEBhjhou2OQAQ8ivw6WqHkgPM+++QX0WJW5rDdAOMLQdeo2fTtLttv5JMG5AlCboqIxQQzXtlmSEc0GBaNsrdVO38JNixZ1p3SBLzqr/nr4Xfp6AtnvWsrC3RDDKGBU2RYDtwG44KKzeTGFRFxM2Ai3tGliTIkrSlNyEXE3TAp6Ci2C+CsU3RgFZXZRGnBWF5UxSGzVzEXIX8qrfQqSwJCPcgY6gsDSCayMHnxoHFk4YoHmvaUCRJtChRmOg5x0TsWDydRWnEh3TGRH1LEgxi3KqswKcJC6AiizErkniuFYVEsdycZcOnyiJgPGt61zeQDyAHczPlJDS4Qk1XZO+ekF3LqyrLsG2jW4tmczQNWZYQCohG2wGfAnDxHAy610HXFOiajKCjwrJFPFNLNONZPWVJBHxrCoPCJKjuGAaipt1AQKKIKMCwRBfxjGF56ZSMiVVPZ3Mq57wg5f0P580fsNYTm1tT0DTJ9VdLUFUJ3AGybkNWWRY90TRVQlssK35sinBnWbaDopCGSEiDZXHRWd1y0NCexoiyoHALOhzxlAHH4QgGVAR0Ba3xLPy6Ih4MfgkR12LAwKCpMizX3y5M5BJSbhqzYYkJTlMlBHQVAb8Cx+Zos7KwHC5cMO4DJmeKCZ8xhlzCRjigIZuzEAnpSGdMbGpKQHFXj4okwXGbE/g0BY3RNIpCGnRVgWFm3BW7hEzO3KVFUc60u9wX2Zwl4k10BRwiCNevi4DVVFZYSeD2jssYNlpi4lgxoTD4fApsh6O5PY1wUDygdV3GjD3KsWJNC2bVVCJruCtf94FrWXnRKyb7mO1AVWSMrAgiHNBgWA5aoxnUtySRcsSKHQAiAQ0OF0GviizuC8YY/D7F7fS+RbRoiiyCl5k43rYdNz7E8qwJoYAqLEZuZpWYSESD5LxYzgdxD0YrFwBQFdlzU4wZvvXsu9KID5mcBUV2kDMBWICkMRE74wqFfINeh3M0taVhc46qkgCCfhW242BERXC7sokkSbjDOqbtMwirBnd/I5mcBZ8uQ5IkhDQZqvub1TXZExBlRT4v5mxYeRB1TQlUV4XBuXiedRxjUUhHvZtBOX5kkeg/6AqooF9FMmOhJKQXTOaSJNq05DMcdU1kxmmqjEzWgqIIQSwrDJYtRGpbIguJMRSHdfjc2K+kIsFxvfGKLENXhYCzHRuaJkN23XaSKzwlSbgAg37FuzrAFpEXTUgodV2VrbEMDEuUBVEVCZJbTiAUUGDb8OKBVHesjiNirZrcwPugX4UiS8hkJUiSBMWN0ZKYiAETcUs+kXDDxPNXYgxMYqgo9qMpKsIwFEmIq/zvaVeBRBFRgG2LLJ+wXysIGg53sxqsbUx43aMv+8Fc6G5n5lTWEmtlN9aCMSCeFPUvggG1IAi3Iw7nSKQMsYpQZRSHNKSyJlQmwa+JCSjoV0RdJNNBaZEKnyajoS2NYWVBN1iUI5E2oCgSgpLqZYhkchaUjIk213WiyOIBaTscPl2BxESsjqJIiATEqlnXFDDA65Nm2Y7bOVxYsOpbUlBkyUv/FTVphLUqmTYRTeQQDopziVUrEE+LFVgyYwKcu25IFaoioSWaQTJjwKcpbqNL5jbIFdapVIahsiQA2xbXybIdqKo86Nl+/cG2HVE93OGIJrKeadzhIsahNS4sJqVFPjAmsoUCfhV+TYYkBQs+k99N+48lDYQCCgKyKla4ISF2c6YN3U1RHz0sgvNOmgFVksR7SGJychxxL0ruJKEpshf7EQnqXsZY3v3FweHTxMo238G8o5UTAMaNKEI2Z3k97BRFgiwzMNfFoqsyLNfNJkuSO4m59Ww0GbbloNUtb6EpEnKKcLcJ99yWWjk7m1BAw4iKEOqbk7Dd6xjxaZAkE9zNGounDchsS5d3nxtMPKwsgIBP2e706vziqHPwr08VU1g+0DvgUz0rt8wYVEWIDEURVm5hHXKFnF/FxOqSrQYUd4zf6uyO3GNUcbcuyo6Lx45uQA5AUyS0mzb8PhXAlpIJhulAliTPGq+pCizbRjYnYt/8uoLRwyL4bH0rioKa6+qSoMoMPl2GX5PRljWhqcLCl7cyA3AtMUJ4a6q4ny1XrGuKuE6lRT4kMwYSaQO6IqOsSAR2i0xj8fuEe2/6dQU+TcR65X83qiwVZIwFfCrGjyxC0s1ylCQJEhPXRnYz3fy6Ak2VthojtzMgUUR45C0htuMg4Ove8uA4HPUtSQwvD3lFEMcMC3vVSONpQ2R0OGJiyWcdKbIE03HQHs9CkaSCWhlx1wybSIuMN86BorCOMcMiWLMpClUVP9xQQEXAp2JzSxKyIiGgK9BVEShaEtFh28L1ociifEB1Vb7qtujgvWpdG6LJLHyaMGcPLw/C4dxd3chwHKdbM64mibHms1Dy5AzbLU0Q8FxxJfmqrFy430J+0aIjb4rO77dsBwwocItoqoTaJlE3Jb8yNCzxYAz4FKSybhpx2jWtu27EjGP1O2B5sIglDXCIFHVNE0GnDudIZ02vJk/AJ6xyuiaE3YSRxT3GFHyxsd2Lf5AkCRNGFYExYYZPpsXDPOTXsLExAUmSkM6ZiAQ0yLKIj/CpMrKGjdIiUYNFVDdWhCWpw3sWhXSUFvlh2Q4CuuI+vIXrpzOK60ZI58QEFQlqIpZIkqCp4r6XuLAy5n8DEhNZOMVhHbWNogt6eyKHsiI/SsK6Nx6tQ+2dXYFwQMPIihA2NSWgu7E9YAC4CLh1HMcLKC8Kawjooldh3r2zvYysCHWpFTaqMoRkxkA0kYPD4VlwAWBkZRjRRBYO51Bl4WqS3Fo8siyshwC2mWG1NfqaTVkUFK5DxoTlJO8C8+sKLMuEokie9U5XJZSEdbQnRIB4PitPdp9tIuFFCHGfpqC8xO+6eYWVpiWa8Rprixgo2XtG5MW5qsieNRQQljcRJyRcfw2tKYQCKvy6jHjKRDigQpIYRlSIKu9BvyJco3612xR+SRIeBmGxFY2YZVnElOWtuAzdVwDfmZAoIjzW1cfEStDmXbKF2uNZ1LemvAanC/cfi1fd8vvDy0Ow3ADteNJAWbEfmazIaElmTW91lslagMwKVsBZw0LGMOE4HMm0iVBAg6ZKCAXED21kZaggABMADNOPRNrA6KowcqYtVjeqjFCR5p1Tdn/0eRhjKC8W4ihn2qgo8Xd5WMtS31wVHWuQdBYkoYCGsiIfqnrINupuW8CnYsywcEEKr09TvL/zAba6JlZ4lr0lELSpPV2QIt8SzcC0nW47z+dXkflMGcu1DuZdNXkXU+cgS2CLgO04/vzD1rBstMWysDmHzBhKikQT15Bf8yxbkaBorOvXFWExUUV8hNohy6s7Jo4qRtawvOyV/PWWJTHp5r9Lw7TR2JaGYVkI+lVwiLpWwuIjxj7cjQnKGl2zIRVZwrjhETiuFa83MIiK0bIkool0VQKDiGWTmIjj0LUtWWS2I763vBst5BcuhtHDImJF74qJXY1QQMO4kcVQZQlZw0I8ZSAS1FDblITMFLGY0hVEgmKiHMjeVZob8N6RvJg1LQfhoCaswYqEsmI/Qn7hEhftNYTLm7mWivEjivoUozVQlER8SLrxhhITbtSyIj9My4Eii4VNXtTpmuyKCtUT1AAwdngRLNvB2roYFIlhuFsqYXhZUFh13EWGTxfu0VTGhKZI0BTmNUnOi3NNYQi42X0ipoh5damGlQURS+YAJoL8kxkTPk3x4rry33NvLID5538+FqqixI+2+I7tKtAXSBQRAMTEZtsOMlkLtmvFeP/zJowfUYRwUMMVdxQ2COxYF2d0VRhN0TQYF6t/vy5SOvOmbFUVwY05CW4MglvtlHMk0qJOSTJtQpIZNFVC0KdinJtO3F0AZnmx30szDsgSRg+LFJise5rM8pPj5pbUoNfMURUJE7rpUr8tejMRy+4DXnGDFnVF9oJm84Izk7MgyQztcZEhw/mWVXE0LorX5cdp2VvKBxSHdC9rqnNdHcd1TeZMGxXFfqRcdyQYENRVpHImgj4RI2PZNjRFQjioCRHVcVXsmu6LQ6JIXD5mbWvfiUij3vYDuLI04MY+yBhZEfJW2MmMCdtOoKo06AUG93S+bWV3dYa7k67sBqvKkgRFFt+DLIsJRgQYi8+dt6qWRXyIJw1EgqqI6ehn2YQdSV44B3yqd/2qK0PQVJHV1Z14GSyYm0AhScIdI7tW27wYk1zrkO3ex/kkkZ0hiDridy3cDoRlstG9X3XXdVZRIpr95uN0ch3S44W4FzWeDEvUbQLEtVDd7L582QDO4V0fRZa965IPrFZkGcPKgp64rK4Ko7YxgYoS8WwdP7LYe8/OvxVZlhDo5XVUZNdt2UHoV5YG0NLHVkY7ChJFBAC4sSscDjhKwj6sq4/hnmdFw8WDZ47c6msnjy1BJmcjGBCxGgxupohfQTJjCB8+h0i/lCS0xkRLglTWAhiHrmtIuCsan2ve7stKeVv1NPLkmw5qqtyli/VXifzDXpIkNwBVgu04iKVyXuaLCGQU1ptk2kQslUNRUGSp5UwRC8C5yLhxHI6AT0HWtMEAL/iyiyjiwqKRX3LG3dgtQARHa5rkFdwzbfGQZxApuumchaKQ3qM1aKBL+sus0Cwf8qsYURFCODAIwsMVnBITEwBjgOSuioeXi0knn2mZn3AAMbGIAF5np9dm2R7y3113WWiDieRa50rCOnyaggmjQt0+C+S8FW8XcNOIOlKK10hYcfvSaar4LY9xF4Mdfw+dPxNj4jjLdZflqXat6qoi4nQybrkQTZUxsboYgFgcyDKDT1c8F3QeRZYKWt4MVHo8Y6zLuUrCPi+mb1fjqzszEAOK7YhS89wRhbjWN2ypPfTqBz13uT7j6ClIpk0E3GaI+WA+zZKhyiL2QExOW/zootCXKCZWEtKFGFLz6ZqDH3j3VViRb418iQHVXYEpMoMhMXelLnnp/JIbaBpL5qAqkufHtxwHYZ8Gw60i7DgcqiqCL1NZC6GAKpqJumm7EmOoKg14D2GHA+msCctyEPCrnkgK6Kr3YK9tSiIU0DyrSF96KW0vLF8sstMcOFgZeqGAimLD59XuCfhVxJI5L+toawhx+9UVRDsbRZbAJXH/bW1xVNSL72JHUF7sQ9AvAs8riv0ixkeSPItPX+jsgu8opMIBDeGA1qWWVMivumn+OzYFvqLE3yWTMriLPodJFBEARIl7y+Ze359srncZTVPHlaK5PQO/JnvF1ardWB/H4V5WTjiggTHAcq0PkaDm1piBm1HlgHNg9LDwLvHw2pXJCxVZFhYIw7KRMx1kDNESggEAgxcvJAI4RbCzbXPxMJYYnDRHUVhHVhMrNk0RQes+XfEy4wCxuky4AfRBv4poIgfbzYhTFQZdU5FKm16n63xs1GClk/eGfDuHHUHAp2L0MPGAzwfSb6uwITEw6Jq4x0PbsAAORi+t/sDYFjdw3o03ZngYm5qSW5I0BplxI4u8hcyOoqyHQru7IiSKCAAiGyrfmPDRl1fjzY/qezx2zpQqDC8P4oDpI2Daouq1T1dQVRrwCpn58v2MZAnDy4Ii6JW76fJuevOaTVGRaebGsXDOSRD1knBAVF7Om+E5FwHm+SDdkF/Ec1m2SPdVFIYAFAwvD6KyJADDcpDMiIKDqiLDdLuwt8QyKC8WqzrTcrC5NQWJQZQ9KA2IAm9uerlfE8dIEoMSFk0886v23gYpDwqs4F/Ebsy4EUW7XOZlX1EVucBtNdjkLfdE95AoIgDArT/i4LP1bT0KIkliGDc8glMOn+StckSsiAim7Zxtoioyxo8s9mI7hpUFUV7sRzZngTGGscMj3oJlVzWl7qqM7fAQHTeiCBs2iyagPk1BWbEPJWEfHIfjy7ooSiI6Aj5R06k47IMsMfj0QndS3uffsW2GpsqorgyjOZoRTSmL/AgFVNQ3p1Be7EdxWPdKCwDwembtbPKWsq/wPEn0ga+yICJ2PUgUDXHyqyzb5uBu/Yue+M339+2aDcaF+6CnLtqdA2vztV0AfKWDS3c1RlWGEHFTpPOCVZKY1xS0v9dakkQ8UUlY9+IQ8kGbQNe4hr6WNRgMxDqYVsMEQfQdEkVDnC83xTx/vCxt3dUc9ncNVDVtGyG/Ougp7sTWkWWp25iEgRKeXyW3JmNb/iEIgugLu14+HLHD4Fy4zBJu12TGGJ55c523f9HRUwpf4E4ymayFdNZEOmtCkkQtGoLYdWAd/p8gCKL3kKVoCMO5mw3mcBiS7RU3yzOzphLDyoJYtnIzDt5nFDa3plBR5EdrPAPGGDjnqCwNfKVr/hC7H17FazIVEQTRR8hSNIRxuGjpYdocpukUuMBGurWChpcHcdzBE0VTQUnaUjCMAZIkoTik7/QKsQTRHSSJCILoK7TEH8JwLho5Og6HLDG0tG8pu37yYXt0OVZRRFVYWWbgNiBJKGjsShC7BMwNsyZVRBBEH6El/hAm3+LBdkRK/s3//sjbFw5qMEwbiZQBQBR3VBUZbbEsAEBiIoi3s8uNIHY2IiW/b61iCIIgABJFQxrucBFXZNtIZwzY9pbUM1WR0RLNIJkxwTmHaTuiYaEsqikziUHbwaXiCaI3iO70O3sUBEF8FSH32RDFdjhqmxLgEM1gDcMq2J8XPMGA6GAPcNHoMt93S5Lg05QBaxpIEAOJIpMqIgii79CMNkSJJrIwTBFPJDFgU3OyYL+iSFAUCQFdRTonBBNjDJoqQ5YY/Lroc0aVqIldDb9PoeB/giD6BVmKhijt8RxyhgXOOUpCPjz68hpv37gREcRTBizLgSwzGJaNgK5AUyUEHMXNQKOVOLFrMqwsCNPqXUNjgiCIjtByagiyrj4GAKKTPedoS2S9fbMmV+L8k/ZGOmtBkkS7BEWSIMsSyor8UGTRCkSWJQR8pKmJXQ9ZYju3IS1BEF9Z6MkxBDEsBzJjMC0OWQKao1tS8Y+cOwbc4dAUCRwi8DrgU8CYmGxkWYLOGEZWhOCnoo0EQRDEbgTNakMMx+EA5+AMMEwbb35UjxWrmwEAMydVoKIkAMO0oSoSLIejrNiHdNYEh2j+WVUaACCawBIEQRDE7gSJoiFESzSDaCIH2+EAY7j13x8jk9uSdVZe7AcgKl1LEoPCAJ+mgHUohlcU0nfS6AmCIAhicKGYoiFEY1sattvaA5wXCCIAXiZZczQDyY3LkCURQyRJVAyPIAiC2L0hS9EQwnE4uOPAdhw4TleB43eDU0XxO4agX4UiS6LB5o4eLEEQBEHsYEgUDRE45+Ccw3YYLJtD7SYkSNNkcM7dgGqGscMjAESANUEQBEHs7pAoGiI4HOAQlaxt2wF3eJdjTNMG54Ass4Lid5LEwLseThAEQRC7FRRTNFRwVY3jOLBsp1uRM7IiBA5AkiREApq3vSTsg8RErzOCIAiC2F0hS9EQgSPvQgMcB7Adp8sxIypCsG0HjAGR4BZRVF7s9zLTCIIgCGJ3hZb+QwQuEs7gcA6Hc3zweXOXYxyHo74lBQYGSjQjCIIghhokioYIsWQOHHlLEcfjr6zpcozjcCiKBImB0u8JgiCIIQeJoiFCeyLrWYp0Te72mPw+SsEnCIIghiIkioYIDgfAAe5w6Gr3oqixLQ1VlqCpMhil4RMEQRBDDBJFQ4V89hnn+KI22uNhqiJBkSVwysEnCIIghhiUfTZE4JzDceOJHlz6WcG+4WUBzJ4yDJoqQVVlyIxBlUkvEwRBEEMLEkVDBM6BRNrA+s1xdKzb+PX9x2Le9BFoj2cRCmiQGcPE6uKdNk6CIAiC2FmQKBoivLGiHk+9vrbL9hmTKgGIgo2KIkGWKZaIIAiCGJqQj2SI0J0gGlYWQDZngTEGRWFQKLiaIAiCGMKQKBoCpLNmt9tHVYbBGCAxQJElyJKEkrBvB4+OIAiCIHYNSBQNAWJJo9vts2oqvdR7VZbg9ykoDus7cmgEQRAEsctAomgIwNE1vf70oyZj0pgSt6UHgyxLKAqRICIIgiCGLiSKdnPa41mkM1bBtj2qizFrchXAIXqcuRWsQ351p4yRIAiCIHYFSBTt5jRHM122HThjJACAQ8QTSQA1gCUIgiCGPCSKdnNEd49C95mmul8758JKRIKIIAiCIKhO0W4P5zCdwk2KIiFn2MjkLEiu/4yEEUEQBDHUIUvRboJp2T2m3mcyhdlnluWgPZFFImO4gdZkLSIIgiAIEkW7CRs2J1DfnOqynXOOnFVoKuIANFWGJG2xEJEmIgiCIIY65D7bjegYO5TJWWhsS4NzIJstzD4rCeuQZQaZiXR8AN6/CYIgCGKoQqJoN6UlmoFh2uAAapuS3vb/96P9YVo2FFkCkwBJEr4z1k0tI4IgCIIYSpD7bDeCcyCRNrCmNgqHcziOsB09+vJq75iQXwXnblsPJkFVJOE6I0sRQRAEMcQhS9FuBAeQypjg4DBNBzbn6GwAsmwH4IAiM0gSE6KIUUwRQRAEQZClaHeCCwXkcMDhHNzp6hLb3JpCKmuCMQZNlaApMhgYZIluBYIgCGJoQ5ai3QzOxf85HLAdDrmT1pEYg6IySIzBr4uvf8KoIgq0JgiCIIY8JIp2UxzOwTmHYXayFjHAryuQZYbisB/hoEaCiCAIgiBAomi3hLtB1o7D8eoHdQX7GBhCfg3DyoKepYggCIIgiF6Kon//+9/9Ovlxxx3Xr9cR/cMNKQLnIq6Ic2BzS7LgGIkB4YBGgoggCIIgOtGrmXHx4sVdtuVdLpzzbrcDJIp2PFsCrbkbV5Qz7YIjmETZ9wRBEATRHb0SRS+99FLB34lEAhdffDHC4TBOP/10jBs3DgCwdu1a3HvvvUilUvjDH/4w8KMleoXjZp2Zto21dfGCfTKTKIaIIAiCILqhV6Jo5MiRBX9fcsklKC0txR133FEwwdbU1ODII4/ED37wA9x99924+uqrB3a0xFbZ4j4TQdbr62IF+yeOKoaqSkhlum8cSxAEQRBDmX4Vp3nxxRdx+OGHd2txkCQJX/va17pYl4jBJ+/IdDiH7XC0xrMF+/eeVE7xRARBEATRA/0SRZxzrFu3rsf9X375ZZdYI2LHwMHBOZDOWIinjE77RBXrqtLAThodQRAEQey69EsUHX744XjggQdw5513IpPJeNszmQzuuOMOPPTQQzjssMMGbJBE78jLUM45LNtBKmMV7JcZgywJYUQQBEEQRCH98qP8+te/xqZNm/DHP/4Rf/3rX1FZWQkAaGpqgmVZ2GeffXDppZcO6ECJXuBaiDgXGWZGh8yzEeVB1Iwt3nljIwiCIIhdnH6JonA4jHvvvRcvvvgiXnvtNdTX1wMA5s+fj4MPPhgLFizoV4bTs88+i6eeegorV65EPB7HmDFjcMYZZ+DEE08sON8jjzyC2267DfX19Rg3bhwuuugiHHrooQXnSiQSuPrqq/Hiiy/CNE0ceOCB+M1vfuMJuN0VDu5ZjLKmsBQdM38c9qguga4qiAS1nTc4giAIgtiF6bMoymazuOaaazB37lwcfvjhOPzwwwdsMHfddRdGjhyJxYsXo6SkBG+99RYuu+wyNDQ04PzzzwcAPPPMM7jssstwzjnnYL/99sOSJUtw/vnn47777sPee+/tnevCCy/EmjVr8Lvf/Q66ruPaa6/F2WefjcceewyKsvsGGjtcpOQzMGzYnAAg+p3lXWYlYd/OHB5BEARB7LL0WR34fD489NBDmDhx4oAP5h//+AdKS0u9v+fNm4doNIo777wT5557LiRJwvXXX4+vf/3ruPDCCwEA++23H7744gvcdNNN+Oc//wkA+OCDD/DGG2/g9ttvx/z58wEA48aNw8KFC7F06VIsXLhwwMe+M2lzs8w4F2WsOedYsabZ269pMiTGwECFGwmCIAiiJ/oVaL3nnnviiy++GOixFAiiPFOmTEEymUQ6nUZtbS3Wr1+Po48+uuCYhQsX4u2334ZhiGyr1157DZFIBAcccIB3zPjx4zFlyhS89tprAz7unU1rbEuwO+cca+tieOF/G71tw8uDQgyRIiIIgiCIHumXKLr00kuxZMkSPPLII7Asa9sv2A6WL1+OqqoqhEIhrF27FgC8Ctp5JkyYANM0UVtbC0BU1h43blyXuKbx48d759id4BxeJBHnwIbGhLdv+oRyBHQFjMG1FJEwIgiCIIju6FdwzeLFi8EYw29/+1tceeWVqKqqgq7rBccwxvDUU09t1+Dee+89LFmyBBdffDEAIBYTFZojkUjBcfm/8/vj8TjC4XCX8xUVFeGTTz7ZrjHtinAIwQMAhu3grY/qvX2VZQHomgLDsslQRBAEQRBboV+iqLi4GMXFxV0sNgNJQ0MDLrroIsydOxeLFi0atPfZLcjn4AN448N6dKybGfQpkCUGmRQRQRAEQWyVfomie+65Z6DHUUA8HsfZZ5+N4uJi3HDDDZAk4eUrKioCINLtKyoqCo7vuD8SiaChoaHLeWOxmHfM7gbngO1wPPf2+oLtiixBliUoDlUYJwiCIIit0a+YosEkm83iRz/6ERKJBG677bYCN9j48eMBoEtc0Nq1a6GqKqqrq73j1q1b16XVyLp167xz7E7kP+Zn69u67JNlSViKZAZGlawJgiAIoke2q2CPaZpYu3YtEolEt73O5syZ06fzWZaFCy+8EGvXrsV9992Hqqqqgv3V1dUYO3YsnnvuuYL6SEuWLMG8efOgaaIw4UEHHYS///3vePvtt7H//vsDEIJo1apVOOuss/r6Mb8CcHAwmJbTZY8iMcgSYDMGmTQRQRAEQfRIv0SR4zj461//ivvvvx/ZbLbH4z799NM+nff3v/89/vvf/2Lx4sVIJpP48MMPvX1Tp06Fpmn4yU9+gl/84hcYPXo05s6diyVLluCjjz7Cvffe6x07c+ZMzJ8/H5deeikuvvhi6LqOa665BjU1NTjiiCP6/Hl3dTjvObNMFG1kkGWJMs8IgiAIYiv0SxTdfPPNuP3223HKKadg1qxZ+NWvfoVf/OIXiEQiuP/++8EYwy9/+cs+n/fNN98EAPzhD3/osu+ll17CqFGj8I1vfAOZTAb//Oc/ceutt2LcuHG48cYbMXPmzILjr732Wlx99dX47W9/C8uyMH/+fPzmN7/ZLatZ5210PWkeIYw4NYIlCIIgiK3QL4XwxBNP4Oijj8bvf/97tLe3AxAFHefNm4fjjjsOp556Kt555x3PddVbXn755V4dd9JJJ+Gkk07a6jHhcBhXXXUVrrrqqj6N4asIBwDOu7UEZQ2Rii9JEgI+dYePjSAIgiC+KvQr0LqhoQH77bcfAHhxPPlq0pqm4Zvf/CaefPLJARoisTVEaw/x393ZgTRFgsOB8mI/hpUGdujYCIIgCOKrRL/rFKXTaQBAMBhEKBTyqknnyafJE4OPCHJnMO2ugda6LoMBKI1QI1iCIAiC2Br9EkVTp07Fxx9/7P09d+5c3H333ZgyZQo45/jXv/6FmpqaARsk0Ts6W4qKQzrGDYtQJWuCIAiC6AX9cp+dfPLJMAzDc5lddNFFiMfjOP3003H66acjlUph8eLFAzpQons431KnqKP2OXjmSJx/0gxomgLWrWONIAiCIIiO9MtSdNhhh+Gwww7z/p44cSJefPFFLFu2DLIsY+bMmSguLh6oMRLbwOEcm5qSBXWKZFkCA4NMGWcEQRAE0SsGLD89HA4XFFQkdgwcwPufNeLxV74s2K6rsijpKDGMqAjunMERBEEQxFeIfomiU045BXPmzMGsWbMwa9asLl3riR3LO5907fOmqRIchyPkUygVnyAIgiB6Qb9EUTgcxoMPPojbbrsNkiRhwoQJmD17tieUOrfnIAaXbjqsIJOzkDVt6ndGEARBEL2kX6LotttuA+ccn376Kd577z0sX74cL7zwAh544AEwxjBy5EjMmTMHV1999UCPd0jjOBwt0QzKi/1bqlNzDo6uqmjs8CIokkRB1gRBEATRS/odU8QYw9SpUzF16lQsWrQIhmHg6aefxj//+U+sX78edXV1JIoGmETaQCyVg09XEAlq3nank6loVGUIoYAKWWGUjk8QBEEQvaTfoiiVSuGDDz7wLEUfffQRDMPA+PHjccopp2D27NkDOU7CpbOrjHMOwyws2qiromCjLPWr4gJBEARBDEn6JYpOOOEEfP7552CMoaamBnPmzMF3v/tdzJo1CyUlJQM9RqIDnR1lNzyyAtFErmDbl3UxSJIERWJdrEgEQRAEQXRPv0TRqlWrIEkSDjvsMBx88MGYPXs2xowZM9BjI7rDFTmW7WB9fRwvv1fb7WGaIkGWGRyHRBFBEARB9IZ+iaLHHnvMc5v97W9/Q1tbG8rKyjBr1izMnj0bs2fPxuTJk7vt2k5sH3nDT9awt2oFUhQJiixBou+AIAiCIHpFv0TRnnvuiT333BPf/e53AQDr1q3zRNKdd96Jq666CqFQCO++++6ADpYAOjrQ+FZEEWOAT1NQHNZ3xKAIgiAI4ivPdkfiZrNZNDQ0oKGhAfX19WhrawPnHOl0eiDGR3TC00Gcb1UUyRKDqkpUuJEgCIIgekm/LEX//e9/8e6772L58uVYuXIlLMuCruuYPn06vve972H27NmYOXPmQI+VANAxz8zeSrgQY6xrVDZBEARBED3SL1H04x//GJFIBPvssw8uuOACzJ49G9OmTYOqklVi0OFb/sV7CKKeMraUGsESBEEQRB/plyh68sknMWnSJAqk3sn0lFh2xH5jwBgjQxFBEARB9IF+xRTV1NQUCKJEIgHbtgdsUETP5OOIOO850NqnSpCpbiNBEARB9Il+T50ff/wxzjzzTMyYMQNz587F//73PwBAW1sbfvzjH2PZsmUDNkhiC3kdxLcSaK3IMhijFh8EQRAE0Rf6JYref/99fOc738GGDRvwzW9+E46zJfy3tLQUyWQSDz300IANkthCRxnUU2FGxkSg9Yjy0I4ZFEEQBEHsBvRLFF1zzTWYMGEClixZgosuuqjL/rlz52LFihXbPTiiG1zrkMN5lz5oeZgkrESqQj40giAIgugt/Zo1P/74Y5xwwgnQNK3bYOuqqiq0tLRs9+CIrnAATW1pgPccaC0zBgbynREEQRBEX+iXKFIUpcBl1pnGxkYEAoF+D4roGc45HM7RGs92G1M0e0oVxRIRBEEQRD/olyiaMWMGnn/++W73pdNpPP7445gzZ852DYzoisg4c4WRw2F1I0z332s4JKpRRBAEQRB9pl+i6Kc//Sk++eQT/PCHP8Rrr70GAPj888/xyCOP4IQTTkBbWxvOPffcAR0oIcg3gXUcB7bV1VKkKNQEliAIgiD6Q78tRbfeeis2bNiAiy++GADwhz/8AZdddhkcx8Gtt96KyZMnD+hACYCDe5Yi2wGcbsozShIjSxFBEARB9IN+VbQGgHnz5uH555/Hp59+ivXr14NzjurqakybNo0qXQ8ijiOEkW13dZ3NmlwJCQyMMYyqonR8giAIgugL/RZFeaZMmYIpU6YUbHvjjTdw66234l//+tf2np7oiGsl4nDdaJ0MRVPHlXlB1j5tu79agiAIghhS9Hnm/Pjjj1FbW4tIJII5c+ZA13Vv35IlS3Dbbbdh1apViEQiAzpQAp4Y4gBsm2P95ljhAQyUeUYQBEEQ/aTXoiiRSOCcc87B+++/720rKyvDP//5T2iahl/+8pdYtWoVhg0bhl/96lc4+eSTB2XAQ5l81lm+RtGjL68p2G/bHExioBJFBEEQBNF3ei2KrrvuOixfvhwLFy7ErFmzsGnTJjzwwANYvHgxWltboes6rr76ahxzzDFQFHLdDAa8Q8HG7moUBXSF9BBBEARB9JNeq5eXX34ZRx99NP72t7952yZOnIhf//rX2HvvvXHHHXdQwcZBxLYdGJbtZZ91lkSH7DMKpUU+SIxqWRMEQRBEf+i1KGpqasK8efMKtuX/XrRoEQmiQWZDQ0JknoHDdjg6Nz6bOq4UEgMFFREEQRBEP+l1nSLLsuD3+wu25f8uKSkZ2FERXXAc7mWc2Y4jYos6ILv1iRiFFBEEQRBEv+hT8E8mk0E0GvX+jsVE9lMqlSrYnqe4uHh7xka45GsScc7FPw5gdapTxCRAkWUyFBEEQRBEP+mTKLr88stx+eWXd9n+k5/8pNvjP/300/6NiiigOZrx2ntwLgSR2UkUyZIEWQa4AyqeSRAEQRD9oNei6Pzzzx/McRAdcByORNpAUUjUgHI4h2U7YAAkxmA5Diy7q/tMkWWY3CZrEUEQBEH0AxJFuyBt8SyiiRz8ugJNlaFIEmybi5ghCVhTG8OjL68ueI0syZBlBsveSYMmCIIgiK84VFBoFySfZebZghiQTBt45OXVmDymBE+/sa7La2QJUCQGw+19RhAEQRBE3yBRtAtT35xERYkodfDWJ5uxujaK1bXRbo+VZCGGGLX6IAiCIIh+0euUfGLHwjlgWA6a29NbNmwFRZZE4UbGQOUbCYIgCKLvkCjaReEAuOPAtjlyho2gX9vq8aoie/89oiI4yKMjCIIgiN0PEkW7MLYjMs9yhg10aexRSN42RPFEBEEQBNE/SBTtqnDRzsNx3HpEW9dEXhyRRJqIIAiCIPpFrwKt6+vr+3XyESNG9Ot1hIBzDtthUGTA2YYoyiNLrEsLEIIgCIIgtk2vRNGCBQv65Zahitbbj+2m5zvdBFqPqgyhsiSAmtElYIxBlhlsh4mGsQRBEARB9IleiaKrrrqqQBQ5joN//etfqK+vxzHHHINx48YBANauXYv//Oc/GDlyJM4444zBGfEQgXNhKQLcZrDdCJ29JpRjythSBP0qwAC/rsC2OXw6VVogCIIgiL7Sq9nzhBNOKPj7H//4B3K5HJYuXYqSkpKCfT/5yU/w7W9/Gy0tLQM3yiFGR/ljWQ64Kndr/UmkDEgSA8T/oMgSJlYX76hhEgRBEMRuRb8CrR988EGccsopXQQRAJSWluLkk0/GAw88sN2DG9pw0fzV4eC8Q8B1Bxzutv6gykQEQRAEsd30SxRFo1FkMpke92cyGUSj0f6OiYDrPgMHd0S7j+4sRT5dgeR+g5SJTxAEQRDbR79E0YwZM3D33Xfjk08+6bLv448/xj333IPp06dv9+CGPHlhhO5F0bQJZVAkyW3tQaqIIAiCILaHfkXk/va3v8UZZ5yBk046CTNmzMDYsWMBAOvXr8eKFStQVFSEyy67bCDHOeTg6NDZg6PbQGtVlgC2xXW2jU4gBEEQBEFshX6JookTJ+Lpp5/Grbfeitdeew1LliwBIOoSLVq0CGeddRYqKioGdKBDDd7p350tRSPKRSsPzz5EliKCIAiC2C76nbtdXl6OSy+9FJdeeulAjofogLAWbUnL78i3DttDNH91xRBJIoIgCILYPra7zUdTUxM+++wzpNPpgRgPkYe77jAOpDMmWmJZb9fw8iA0VRap+B3+IQiCIAii//RbFL344os46qijcPDBB+P444/HihUrAABtbW047rjj8OKLLw7YIIcq3HWeXXHHMmzYHPe2511ngGshYgADQzio7uAREgRBEMTuQ79E0csvv4yf/OQnKCkpwXnnnee5eABRp6iqqgqPPfbYgA1yyNJDgHXeZaa43V8lxlA9LAyfRpWsCYIgCKK/9EsU3XTTTZg9ezYeeOABnHbaaV3277333tT3bDvgXBRs5BDFG7vbz8AgSxKYJESRRP4zgiAIgtgu+iWKVq9ejaOPPrrH/eXl5Whtbe33oAgXzmHbXUWR7NUmcgWRxCCRJiIIgiCI7aJfosjv92+1onVtbS2Ki4v7OyaiA1Y37T0O2nuEqGTtZp8xiVHxRoIgCILYTvoliubOnYt///vfsCyry77m5mY8/PDDmD9//nYPbiiTD9MyzUJRdPicavh0BTKTwCDii2QG0RiWIAiCIIh+06/I3AsvvBCnnHIKvvWtb+Goo44CYwxvvPEG3nnnHTz00EPgnOO8884b6LEOKWzHwd1LVqG2MVmwnTEGzl0RxACJAUza7soKBEEQBDHk6ddsOn78eNx///0oLi7GddddB845br/9dtxyyy2YNGkS7r//fowaNWqgxzqkWLWurYsgyuNwDlkSwdXCUkRWIoIgCILYXvqdw73HHnvgrrvuQiwWw4YNG8A5R3V1NUpLSwdyfEOWZZ9s7n4HE641xgC4/x5VGdqhYyMIgiCI3ZF+WYpuvPFGfPHFFwCAoqIiTJ8+HTNmzPAE0erVq3HjjTcO3CiHIGvr491uFzYhXuA+k2VynxEEQRDE9tJvUfT555/3uH/16tW46aab+j0oYusYpiOyzgC3/9nOHhFBEARBfPUZFBNDNBqFqva95cSGDRvw29/+FsceeyymTp2Kb3zjG12OyWQy+Otf/4rDDjsMM2bMwJFHHombb765SyZcIpHApZdein333RczZ87ET3/6UzQ1NfX7M+0qMDC3RpGwFMENvCYIgiAIYvvodUzRu+++i2XLlnl/v/DCC9iwYUOX4xKJBJYsWYJJkyb1eTCrV6/Gq6++ihkzZsBxnIL2IXmuuOIKLF26FD/72c8wYcIEfPjhh7j++uuRyWRw0UUXecddeOGFWLNmDX73u99B13Vce+21OPvss/HYY49BUb667TAYAyRJgpQv3MgAgFQRQRAEQWwvvVYHy5Yt8+KEGGNYunQpli5d2u2xEydOxGWXXdbnwSxYsACHH344AGDx4sX45JNPCvY7joNnn30WZ555ptdeZL/99sO6devwzDPPeKLogw8+wBtvvIHbb7/dq5c0btw4LFy4EEuXLsXChQv7PLZdBsYgy1v6nzEwKBRTRBAEQRDbTa9F0VlnnYXTTjsNnHPsv//++P3vf48jjjii4BjGGPx+P3Rd79dgpG3U2+Gcw7IshMPhgu3hcLjAqvTaa68hEonggAMO8LaNHz8eU6ZMwWuvvfaVFkUMgKrIngttWHmQqlkTBEEQxADQa1Hk8/ng8/kAAC+99BJKS0vh9/sHbWDdIcsyTjjhBNx7773YZ599MGHCBKxYsQJPPvkkzj33XO+4tWvXYty4cV3Ewvjx47F27dodOub+4GwjSEhT3GrWyGejEQRBEASxvfQruGbkyJEDPY5ec/nll+Pyyy/HSSed5G370Y9+hO9///ve3/F4vIs1CRDlAzq75HZFUhkTuiYjZ9jd7ldV2Y0tYhRNRBAEQRADRL8jjj/77DPce++9WLVqFRKJBJxOjUsZY3jxxRe3e4Cd+ctf/oJXXnkFV155JcaOHYsPP/wQN910EyKRCM4666wBf78dje1wGKYDx+le7jAGKLIE7nAwCd0GoxMEQRAE0Xf6JYqWLVuGs846C0VFRZg2bRpWrVqF/fbbD7lcDh9++CEmTpyIadOmDfRY8cUXX+COO+7AP/7xDyxYsAAAMGfOHFiWheuuuw6nnnoqQqEQIpEIGhoaurw+FouhqKhowMc1UNQ1J8EYYNkO7J5EEQCZMdiMQwbrUTwRBEEQBNE3+pW2dP3116O6uhrPPfccrrrqKgDChfXAAw/gwQcfRGNjI4466qgBHSgArFmzBgAwZcqUgu1Tp06FYRhobGwEIGKH1q1b18WKsm7dOowfP37AxzVQpLMm0hkLlm33KHZCAQ2qIgGMQZLYNuOPCIIgCILoHf0SRatWrcK3vvUthEIhyLIMAJ77bMaMGTjllFNw3XXXDdwoXfKxTCtXrizY/sknn4AxhhEjRgAADjroIMRiMbz99tveMevWrcOqVatw0EEHDfi4BhIODsvqKnQOn1ONuXsOw+SxJYBbt1FiDOGAtuMHSRAEQRC7If1yn8myjGAwCACIRCJQFAWtra3e/urqanz55Zd9Pm8mk8Grr74KAKirq0MymcRzzz0HANh3330xbdo0TJs2DZdffjlaW1sxevRofPTRR7j11ltx4oknetlwM2fOxPz583HppZfi4osvhq7ruOaaa1BTU9OljMCuBOciRqg719m08WUI+FVIUr69B6BrMtUoIgiCIIgBol+iaPTo0Vi/fj0AEVA9fvx4vPjii/jmN78JAHjllVdQXl7e5/O2trbiggsuKNiW//tf//oX5s6di5tvvhnXXXcdbrnlFrS2tmLYsGE466yzcPbZZxe87tprr8XVV1+N3/72t7AsC/Pnz8dvfvObXbqaNYcQRqtro132yYrsVrAWGWcMDEF/31upEARBEATRPf1SCAcffDAee+wx/PznP4eiKPj+97+PSy65xLPCbNy4ET/72c/6fN5Ro0ZttdEsAFRUVODKK6/c5rnC4TCuuuoqL+bpKwHn4Jzj0ZdXd9mlyAxgzKu9NH5kESSJqhQRBEEQxEDRL1F07rnnYtGiRV480fHHHw9JkrB06VLIsoxzzjkHJ5xwwoAOdKjg9LBdkSRITLjOwEGCiCAIgiAGmH6JIlVVUVJSUrDt2GOPxbHHHjsggxrS9JBMJsui+Su19CAIgiCIwYGidHchOAdyhtVlu09344kkBtJEBEEQBDE49MpStGjRoj6fmDGGu+++u8+vG9pwdE48u3jRbOEqc9t6MEatPQiCIAhiMOiVKOpPKwlqP9F3REp+4TZNlSG7FiLGGHWAJQiCIIhBolei6J577hnscRBwU/I72YEYRBo+Y4AsMUggwUkQBEEQgwHFFO1qdKN38lYiRoHWBEEQBDFo9Cv7rL6+vlfH5dtuEL2nsyZiDB0KNoICrQmCIAhikOiXKFqwYEGvLBaffvppf04/ZOFAl6AiIYQYwDlZigiCIAhiEOmXKLrqqqu6TM62baOurg5PPvkkSktLcdpppw3IAIcaTof0s0hQE81fGcAhMs8kxqjfGUEQBEEMAv0SRVurVn322Wfj5JNPRiKR6Peghiyd+p7tv9dwz1LEXAvSiIogdFXeOeMjCIIgiN2YATc5BAIBnHDCCbjrrrsG+tS7PZmchVc+2OT93TENn7kBRQGfCpksRQRBEAQx4AzK7Oo4DlpaWgbj1Ls1D7/4BZrbM1s2uBlnElxr0U4bGUEQBEHs/vTLfdYTyWQS7777Lm6//XZMnTp1IE89JPh0fVvB36I+ESsItCYIgiAIYnDolyiaPHlyj1lQnHOMGDECl19++XYNjADc7h6u6wwI+tSdPSSCIAiC2G3plyg677zzuhVFRUVFGD16NA444AAoyoAaoYYmXkwRAwPHsLLgzh4RQRAEQey29Eu5/OQnPxnocRDdwRkkiUFiACfXGUEQBEEMKpTGtEvjFmwUTjSKKSIIgiCIQaTfPq66ujo88cQT2LRpE2KxWJcmpYwx/OMf/9juAQ5lOERcEUDtPQiCIAhisOmXKPrPf/6DxYsXw7IsRCIRhEKhLsdQO4qBoeN1pGtKEARBEINHv0TR3/72N4wbNw7XX389xo0bN9BjGpI88+a6brdLZCoiCIIgiB1Cv2KK2tvbceqpp5IgGkBufvyjLtsYRK8zsC1uNIIgCIIgBod+iaLp06dj8+bNAz0WojNMpOGH/CqonjVBEARBDC79EkWXXnopnnrqKTz33HMDPR6iA8zNOKssCWD0sPDOHg5BEARB7Nb0K6aopqYGF110EX72s5/h17/+NYYNGwZJKtRXjDE89dRTAzLIoY4kMWiSvLOHQRAEQRC7Nf0SRffddx+uvPJK6LqO0aNHd5t9RgwMlHFGEARBEDuGfomiW265BTNnzsQtt9yCcJjcOoMFCSKCIAiC2HH0K6YokUjgmGOOIUE0yEgSg+3wbR9IEARBEMR20y9RtO++++KLL74Y6LEQnZAYEPRRY12CIAiC2BH0SxT97ne/w7vvvot//vOfaG9vH+gxES4+TSEXGkEQBEHsIPplhli4cCE45/jb3/6Gv/3tb9B1vdvss+XLlw/IIAmCIAiCIAabfomiI488kiwYOwCHUzwRQRAEQewo+iWK/vCHPwz0OIgO+HUFmZyF6RPLd/ZQCIIgCGLIQFG8uyA/On4vWLaD4eXBnT0UgiAIghgy9EsU/fvf/+7Vcccdd1x/Tj/k8WkyFFnd2cMgCIIgiCFFv0TR4sWLe9zXMdaIRFH/kCSK1yIIgiCIHU2/RNFLL73UZZvjONi0aRMeeOAB1NfX449//ON2D26oIksSKMSaIAiCIHYs/RJFI0eO7HZ7dXU15s2bhx/+8Ie49957cfnll2/X4IYqssxg25wy/AiCIAhiB9Kv4o3b4pBDDsGSJUsG49RDAkWWANJDBEEQBLFDGRRRVFtbC8MwBuPUQwKZYor+f3v3Hh3znf9x/JkJCUJClLQVl8SuVJGItolIVivirotqD1VplapLUbY9FX6p1nF36GUtJYSKquplaUOoqm6sS6tayymnmjbEPZTKCCGXmd8fkalIQjKSfGfk9djjkO9l8v7s58zMq5/v5/v5ioiIVDq7Lp99//33xW43m83s3buXVatW0blz5zsqrCozmVzI/5+IiIhUFrtCUXR0dLHzXaxWK66urnTv3p3Y2Ng7Lq6qcjW5oOlEIiIilcuuUJSQkFBkm4uLC56enjRq1IjatWvfcWFVmavJlD9KpGAkIiJSaewKRSEhIeVdh9xAo0QiIiKVz66J1sePH2fbtm0l7t+2bRsnTpywu6iqTrfii4iIVD67Rormzp1LZmYmkZGRxe5fvXo1np6evP3223dUXFXl4gK4oKnWIiIilciukaJ9+/bRoUOHEveHhYWxd+9eu4uq6lxcFIdEREQqm12hyGw24+FR8hPca9WqxcWLF+2tqcormGStq2giIiKVx65QdN999/Hjjz+WuP+HH37g3nvvtbuoqqxWjWq46NKZiIhIpbMrFPXu3ZuNGzeSkJCAxWKxbc/Ly2PlypUkJSXRu3fvciuyKqhXxx2AAVEt8i+fKROJiIhUKrsmWo8YMYIffviBmTNnsnjxYvz8/AA4cuQIFy5cICQkhFGjRpVroXc7i8UK5D/3TIFIRESk8tkVitzc3Fi+fDnr1q3jq6++4tixYwAEBgbStWtX+vbti8lUIY9Vu2tZr//tYnLBpFQkIiJS6ewKRQAmk4n+/fvTv3//8qynysq7PlJkyp9QpLWKREREKpldwzkXL17k559/LnH/4cOHycjIsLuoqignNw+AatX0KFgREREj2BWKZs2axZQpU0rc/8YbbzBnzhy7i6pqrFYrObn5E9aru7pev/tMo0UiIiKVya5Q9O2335a4mjVAp06d2L17t91FVTV5FivW65OK3Krld4nuQBMREalcdoWiCxcuUK9evRL3161bl/Pnz9tdVFWTnZNn+3c114JQhC6iiYiIVCK7QlGDBg04dOhQifsPHjyIt7e33UVVNQWXziB/ThFcv3SmoSIREZFKY1coioqK4rPPPuPrr78usm/r1q38+9//Jioq6o6Lqyqyc/JDkavJBZOpIBRppEhERKQy2XVL/tixY9m9ezdjxozhgQce4K9//SsAKSkp/PzzzzRv3pxx48aVa6F3M9udZ64m2xpFJg0UiYiIVCq7Rorq1KnD2rVrGTVqFLm5uXz55Zd8+eWX5ObmMnr0aD7++GM8PT3Lu9a7Vvb1y2euri62O87yJ1orFYmIiFQWuxdvrFWrFuPGjStxRCgjIwMvLy+7C6tKcnP/vHxm46LVikRERCpTuT6LIzs7m02bNjF69GgiIiLK86Xvahbrn6tZu9xw+UypSEREpPLYPVJUwGq1snv3bhITE/nqq6/IzMzE29ub3r17l0d9VUJBKMp/7hl41XbnanYebtVcDa5MRESk6rA7FP30008kJiayceNGfv/9d1xcXOjZsyeDBw+mbdu2mg9TBpbrzz0r+H/Mvborze7TnCwREZHKVKZQdPz4cb744gsSExNJS0vDx8eHxx9/nMDAQCZMmEC3bt0IDg6uqFrvWhZL4ctnypMiIiKVr9ShaMCAARw4cIB69erRrVs3pk+fzsMPPwzAsWPHKqzAquDGy2f5azYqFYmIiFS2Uoei/fv34+vrS0xMDI899hjVqt3xdCS5znp9QWvNrRYRETFOqe8+e/3112nQoAFjxowhPDycKVOm8O2332IteJJpOUhLS2PKlCn06dOHBx98sMTJ2mazmenTpxMREUGbNm2Iiopi+fLlhY7Jzs5mzpw5hIeH07ZtW55//nlSU1PLrdbylFdw95lJaxOJiIgYpdTDPc888wzPPPMMx48fJzExkQ0bNvDxxx9zzz33EBoaWi6LDaakpJCcnExQUBAWi6XYwHXlyhWio6NxdXVl8uTJ1K9fn6NHj5KZmVnouOnTp5OUlERMTAw+Pj4sXryYIUOGsHHjRurUqXNHdZY320RrrWItIiJimDJfA2vcuDGjR49m9OjRtjvQkpKSsFqtTJ06le3btxMZGUmHDh1wd3cv02tHRkbanpkWExPDTz/9VOSYuLg4Ll++zBdffEGtWrUACA0NLXTMmTNn+PTTT3njjTd48sknAWjTpg2dOnXio48+Yvjw4WVtdoWy3rBOkVKRiIiIMe5o8cbWrVszadIkkpOTWb58ORERESQlJTFq1Cjat29f9mJMty/n008/pX///rZAVJwdO3ZgsVjo3r27bVvdunUJDw9n+/btZa6rot04UmRSJhIRETFEuaxobTKZ6NChA7Nnz2bXrl289dZbdoWi2zlx4gTnzp2jXr16jBw5ktatWxMSEkJsbCyXL1+2HZeamkr9+vWLPGakefPmDjmvyHb3mYsLeriHiIiIMcr9FjJ3d3d69uxJz549y/ul+f333wGYM2cOXbt2ZenSpRw9epT58+dz5coV3nrrLSB/InZx84Y8PT3JyMgo97rulOX63WcmFxfub+BhbDEiIiJVlFPdV2+5nh78/PyYM2cOAGFhYVSrVo3Y2FgmTJhA48aNjSzRLn+OFBlciIiISBVWrg+ErWgFl8NunlhdcKkuJSUFyB8RuvluNMgfQbr5kpoj+HNOkVKRiIiIUZwqFDVu3Bg3N7cS91+7dg0Af39/fv/99yKXylJTU/H396/QGu1hufHuMxERETGEU4UiNzc3wsPD2b17d6Htu3btAqBVq1YAREREYDKZ2LJli+2YjIwMduzYQceOHSuv4FKy3ZLvVL0hIiJyd3GoOUVZWVkkJycDcPLkSTIzM9m8eTMAISEheHt7M2bMGAYOHMgrr7xCv379SEtLY/78+Tz++OM0adIEgHvvvZcnn3ySuXPnYjKZ8PHxYcmSJdSpU4eBAwca1r6S3Hj5TJfQREREjOFQoej8+fO8/PLLhbYV/JyQkEBoaCitW7dm6dKlzJs3j1GjRuHl5cWAAQOYMGFCofNiY2Px8PBg/vz5XL58mXbt2rFixQqHW80aIK/g2WcKRCIiIoZxqFDk6+vL4cOHb3tcWFgYn3322S2PcXNzY+LEiUycOLG8yqswf84p0gNhRUREjKJZLA7AatXdZyIiIkZTKHIANz7mQ0NFIiIixlAocgAFocikB5+JiIgYRqHIAVzPRLr7TERExEAKRQ7ANlJkcB0iIiJVmb6HHYDt2WcmF00pEhERMYhCkQOwjRQpEYmIiBhGocgB3HhLvqYUiYiIGEOhyAEUuiVfREREDKFQ5ADybCtaa6EiERERoygUOYDrmUjrFImIiBhIocgB/Hn5THOKREREjKJQ5AB095mIiIjxFIocgEUPhBURETGcQpED+DMUaZq1iIiIURSKHMCfD4RVd4iIiBhF38IOoNCcIl1CExERMYRCkQMouCVfc4pERESMo1DkADSnSERExHgKRQ6g4PKZq9YpEhERMYxCkQPIK1i80eSiS2giIiIGUShyANZCzz4TERERIygUOQCLJf9v3ZEvIiJiHH0NOwCtaC0iImI8hSIHYNHlMxEREcMpFDmAP1e0VigSERExikKRAygIRbp8JiIiYhyFIgdgu3ym3hARETGMvoYdgO0xH1rPWkRExDAKRQ7AtqK1ekNERMQw+hp2AJpoLSIiYjyFIgegW/JFRESMp1DkADxqVgegVo3qBlciIiJSdVUzugCBF/u2wa+RF39tXNfoUkRERKosjRQ5gHvq1iTwL/doTpGIiIiBFIocieYUiYiIGEahSERERASFIhERERFAocih6OKZiIiIcRSKRERERFAociiaZy0iImIchSIRERERFIpEREREAIUih+KiqdYiIiKGUSgSERERQaFIREREBFAoEhEREQEUihyGZhOJiIgYS6FIREREBIUih6GRIhEREWMpFImIiIigUCQiIiICKBQ5DD33TERExFgKRSIiIiIoFDkQDRWJiIgYSaFIREREBIUiEREREUChyGFoorWIiIixFIpEREREUCgSERERARSKRERERACFIhERERFAochxaKa1iIiIoRSKRERERFAochgaJxIRETGWQpGIiIgICkUiIiIigIOForS0NKZMmUKfPn148MEH6d279y2P37p1KwEBAcUed+nSJSZPnkxISAjBwcGMGzeOs2fPVlTpd0zzrEVERIzlUKEoJSWF5ORkmjZtSvPmzW957NWrV5k5cyb33HNPsfvHjx/Pzp07efPNN5k3bx5Hjhxh+PDh5ObmVkTpIiIi4uSqGV3AjSIjI4mKigIgJiaGn376qcRjlyxZwv3334+vr2+R4/bt28eOHTuIj48nIiICAD8/P3r27MmWLVvo2bNnxTXCTi64aLa1iIiIgRxqpMhkKl05x44dY8WKFcTGxha7f/v27Xh6ehIeHm7b5u/vT8uWLdm+fXu51FoRlIlERESM41AjRaU1Y8YM+vTpwwMPPFDs/tTUVPz8/HC5aaKOv78/qamplVFimTWoV5Ma7k7ZHSIiIncFp/sW3rZtG/v27WPz5s0lHmM2m6lTp06R7V5eXre8JGckr9ruRpcgIiJSpTnU5bPbuXbtGjNnzmTs2LF4e3sbXY6IiIjcRZwqFK1cuRKTyUSvXr0wm82YzWZycnKwWCyYzWays7MB8PT0JDMzs8j5GRkZeHl5VXbZIiIi4gSc6vJZamoqaWlphIWFFdn3yCOP8Oabb/L000/j7+/P7t27sVqtheYVHTlyhBYtWlRmySIiIuIknCoUDR8+nH79+hXaFhcXx5EjR5g1axbNmjUDoGPHjixatIjdu3fToUMHID8QHTp0iBdeeKGyyxYREREn4FChKCsri+TkZABOnjxJZmambUJ1SEgIzZs3L7Ko47p160hPTyc0NNS2LTg4mIiICCZPnszEiRNxd3fn7bffJiAggK5du1Zeg0RERMRpOFQoOn/+PC+//HKhbQU/JyQkFAo+t/POO+8wa9YspkyZQm5uLhEREcTGxlKtmkM1WURERByEi9VqtRpdhLPo3LkzAF9//bXBlYiIiEhplfb726nuPhMRERGpKApFIiIiIigUiYiIiAAKRSIiIiKAQpGIiIgIoFAkIiIiAjjYOkWO7uzZs+Tl5dlu7RMRERHHd/r0aVxdXW97nEaKysDd3V2LP4qIiDiZatWq4e7uftvjtHijiIiICBopEhEREQEUikREREQAhSIRERERQKFIREREBFAoEhEREQEUikREREQAhSIRERERQKFIREREBFAoEhEREQEUikREREQAhSIRERERQKFIREREBAA98r2C/fbbb0yfPp19+/bh4eFBnz59GD9+PG5ubrc8z2q1snTpUj788EMuXLhAy5YtmTRpEm3btq2cwkvJ3vZFRkZy8uTJItsPHDhQqicZV5a0tDTi4+PZv38/KSkp+Pv7s2HDhtue5yz9B/a30Vn6cNOmTXzxxRccPHgQs9lM06ZNiY6Opn///ri4uJR4nrP0ob3tc5b+S05OZunSpfz6669kZmbi4+NDVFQUY8aMoU6dOrc895NPPmHZsmWcOnUKPz8/JkyYQKdOnSqp8tKzt43R0dHs2bOnyPakpCSaN29ekSXfkcuXL9OjRw/S09P59NNPadOmTYnHVvb7UKGoAmVkZPDcc8/RrFkzFixYQHp6OrNnz+bq1atMmTLllucuXbqUf/7zn7z66qsEBASwevVqhg4dyueff07jxo0rqQW3diftA+jWrRtDhw4ttO12YaqypaSkkJycTFBQEBaLBavVWqrznKH/CtjbRnCOPnz//fdp1KgRMTEx1KtXj127dvH6669z5swZxowZU+J5ztKH9rYPnKP/Ll68SGBgINHR0dStW5eUlBQWLFhASkoKy5cvL/G8jRs38vrrrzNy5Ejat29PUlISY8aMYfXq1Q4XbO1tI0C7du2YOHFioW2+vr4VWe4dW7RoEXl5eaU6ttLfh1apMIsXL7a2bdvW+scff9i2ffTRR9aWLVtaz5w5U+J5V69etbZr1846f/5827Zr165ZO3XqZH3jjTcqsOKysbd9VqvV2qlTJ+vUqVMruMI7l5eXZ/v3xIkTrb169brtOc7SfwXsaaPV6jx9eP78+SLbYmNjre3atSvU9hs5Ux/a0z6r1Xn6rzhr1661tmjR4pafM127drX+4x//KLRtwIAB1hdeeKGiyysXpWnj4MGDrS+++GIlVnXnfv31V2vbtm2ta9assbZo0cJ64MCBEo814n2oOUUVaPv27YSFhVG3bl3bth49emCxWNi5c2eJ5/34449kZmbSo0cP2zY3Nze6dOnC9u3bK7LkMrG3fc7EZCr7W8RZ+q+APW10Jt7e3kW2tWzZkszMTK5cuVLsOc7Uh/a0z9kVfObk5OQUu//48eMcPXq0UP8B9OzZk927d5OdnV3RJd6x27XRWU2fPp2BAwfi5+d322ONeB/e3Z+GBktNTcXf37/QNk9PTxo0aEBqauotzwOKnNu8eXNOnTrF1atXy79YO9jbvgKJiYm0bt2a4OBghg8fzuHDhyuq1ErlLP1XHpy1D3/44Qd8fHyoXbt2sfudvQ9v174CztR/eXl5XLt2jYMHD7Jw4UIiIyNLvExU0H83f/E2b96cnJwcjh8/XuH12qMsbSywZ88e2rZtS5s2bRg8eDDff/99JVVbdps3b+aXX37hpZdeKtXxRrwPNaeoApnNZjw9PYts9/LyIiMj45bnubm5FZns6OnpidVqJSMjgxo1apR7vWVlb/sgf5JnYGAg999/P8ePH2fx4sUMGjSI9evXO9R8DXs4S//dKWftw71795KUlFRkHsaNnLkPS9M+cL7+69SpE+np6QD87W9/Y/78+SUeW/D5c/PnU8HPt/t8MkpZ2gjwyCOP0KdPH5o1a8bZs2eJj4/n+eefZ9WqVQQHB1dGyaWWlZXF7NmzmTBhwm3DegEj3ocKRWKI2NhY278ffvhhwsPD6dGjB/Hx8bz55pvGFSal5ox9eObMGSZMmEBoaCjPPvus0eWUu7K0z9n6Ly4ujqysLH799Vfee+89Ro4cyYoVK3B1dTW6tHJT1jaOGzeu0M+PPfYYvXv3ZtGiRSxdurQySi619957j/r169O/f3+jS7klhaIK5OnpyaVLl4psz8jIwMvL65bnZWdnc+3atUIJ2Ww24+LicstzK5O97StOw4YNeeihhzh48GB5lWcYZ+m/8ubofWg2mxk+fDh169ZlwYIFt5xL5Yx9WJb2FcfR+++BBx4AIDg4mDZt2tCnTx+++uorunfvXuTYgv65dOkSDRo0sG03m82F9juasrSxOLVq1eLRRx/lyy+/rMgyy+zkyZMsX76chQsX2r4zCua7XblyhcuXL+Ph4VHkPCPehwpFFcjf37/I3JpLly5x7ty5ItdIbz4P4MiRI7Y3CeRfX73//vsdZtje3vbd7Zyl/6qSq1evMmLECC5dusTatWtvu76Ns/VhWdvn7AICAqhevTrHjh0rdn9B/9087zE1NZXq1as75OXBm92ujc7kxIkT5OTk8OKLLxbZ9+yzzxIUFMTHH39cZJ8R70NNtK5AHTt2ZNeuXbb/OoH8iWYmk4nw8PASz2vXrh21a9dm06ZNtm05OTls2bKFjh07VmjNZWFv+4qTnp7ODz/8cMtFvJyFs/RfeXPUPszNzWX8+PGkpqaybNkyfHx8bnuOM/WhPe0rjqP2X3H2799PTk5OiZOQGzduTLNmzdi8eXOh7UlJSYSFhTncWkzFuV0bi3PlyhX+85//OFwftmzZkoSEhEJ/Jk2aBMDUqVN54403ij3PiPehRooq0MCBA1m1ahUvvfQSI0aMID09nblz5zJw4MBCH1zPPfccp06d4quvvgLA3d2dESNGsGDBAry9vWnRogVr1qzh4sWLDBs2zKjmFGFv+zZs2MA333zDo48+SsOGDTl+/DhxcXG4urry/PPPG9WcYmVlZZGcnAzkDwFnZmbaPmhDQkLw9vZ22v4rYE8bnakPp06dyjfffENMTAyZmZn873//s+178MEHcXNzc+o+tKd9ztR/Y8aMoXXr1gQEBFCjRg1+/vln4uPjCQgIICoqCoDJkyezfv16Dh06ZDtv7NixvPrqqzRp0oTQ0FCSkpI4cOAAH3zwgVFNKZE9bdy7dy/Lli2jS5cuNGrUiLNnz7JixQrOnTvHu+++a2RzivD09CQ0NLTYfa1ataJVq1aAY3wXKhRVIC8vL1auXMm0adN46aWX8PDw4Mknn2TChAmFjrNYLEVW9xw+fDhWq5Xly5fbljaPj493qGFfe9vn6+vL2bNnmTlzJpcuXaJOnTq0b9+ecePGOVT7AM6fP8/LL79caFvBzwkJCYSGhjpt/xWwp43O1IcFa2bNnj27yL6vv/4aX19fp+5De9rnTP0XGBhIUlIScXFxWK1WGjVqxFNPPcWwYcNsIz7F9V/v3r3Jyspi6dKlxMXF4efnx7/+9S+HuysL7GtjgwYNyMnJ4e233+bixYvUrFmT4OBgpk6dSmBgoFFNuSOO8D50sVrLsKa/iIiIyF1Kc4pEREREUCgSERERARSKRERERACFIhERERFAoUhEREQEUCgSERERAbROkYiIiBgkLS2N+Ph49u/fT0pKCv7+/mzYsKHMrxMTE8O6deuK3ffKK68U+4iR4igUiYiIiCFSUlJITk4mKCgIi8WCvUsnjh49moEDBxbalpSUxMqVK8v0SBAt3igiDiMmJoY9e/awbds2o0sRkUpgsVgwmfJn8sTExPDTTz/ZNVJUnOjoaC5cuMDGjRtLfY5GikSkQgUEBJTquISEhAqu5M6tXr2amjVr8sQTTxhdishdoSAQ3UrBYz4+/vhjTp48iY+PD9HR0QwZMqTEc9LT09m7d2+RRxjdjkKRiFSouXPnFvr5888/Z+fOnUW2N2/enGnTptk9fF4Z1qxZQ7169RSKRCrRjBkz+OSTTxg5ciRBQUH8+OOPzJs3D3d3d55++uliz9mwYQMWi4VevXqV6XcpFIlIherTp0+hn/fv38/OnTuLbBcRudmxY8f44IMPmDp1KgMGDACgQ4cOXL16lYULFzJgwIBiR5s2bNhAcHBwmR8cq1vyRcRhxMTEEBkZafv5xIkTBAQEEB8fz+rVq+ncuTNBQUEMHTqU06dPY7VaWbhwIR07diQwMJBRo0Zx8eLFIq+bnJzMoEGDaNu2LcHBwbz44oukpKQUOubcuXNMmjSJjh070rp1ayIiIhg1ahQnTpwAIDIykpSUFPbs2UNAQAABAQFER0fbzjebzcyYMYNHH32U1q1b06VLF+Li4rBYLMW25/3336dTp04EBgYyePBgfvnllzLVI1IV7Nq1C4CuXbuSm5tr+9OhQwfOnTvH6dOni5zz22+/cejQIXr37l3m36eRIhFxeImJieTk5BAdHc3FixdZtmwZ48ePp3379nz33XcMHz6ctLQ0PvjgA+bMmcOsWbNs565fv56YmBgiIiJ49dVXycrKYs2aNQwaNIh169bh6+sLwNixY/n1118ZPHgwjRo14sKFC+zcuZPTp0/j6+vL5MmTmTZtGrVq1WLkyJEA3HPPPQBkZWUxePBg0tPTGThwIPfddx/79u3jrbfe4ty5c/zf//1fofasX7+ey5cvM2jQIK5du8aqVat47rnnSExMtL3m7eoRqQr++OMPrFYr7du3L3b/6dOnadSoUaFtiYmJVKtWjZ49e5b59ykUiYjDS09PZ8uWLdSpUwfIv2NlyZIlXL16lc8++4xq1fI/yv744w8SExOZOnUqbm5uXL58mRkzZvDUU08xbdo02+v169eP7t27s2TJEqZNm4bZbGbfvn289tprDBs2zHbciBEjbP+OiorinXfeoV69ekUu/a1YsYLjx4+zbt06mjVrBsDAgQNp2LAh8fHxDB06lPvuu892/LFjx9iyZQs+Pj4AdOzYkaeeeoqlS5cyadKkUtUjUhV4eXnh4uLChx9+SPXq1Yvs9/PzK7Jt48aNhIWF4e3tXebfp8tnIuLwunfvbgtEAIGBgQD8/e9/twWigu05OTmkp6cD+UPvZrOZXr16ceHCBdsfk8lEUFAQ3333HQA1atSgevXq7Nmzh4yMjDLXt3nzZh566CE8PT0L/Z4OHTqQl5fH999/X+j4qKgoWyAqqDsoKIjk5ORyqUfkbhEWFgbAxYsXadOmTZE/tWvXLnT8/v37OXbsmF2XzkAjRSLiBG4cZQFsAamk7RkZGTRu3JijR48C8NxzzxX7ugUfqG5ubrz66qvMmTOH8PBwgoKCeOyxx+jbty8NGjS4bX1paWkcPnzY9gF+swsXLhT6uWnTpkWOadasGZs2bSqXekScRVZWlu0/Bk6ePElmZiabN28GICQkBD8/P5555hnbqGlQUBA5OTkcPXqU7777jkWLFhV6vcTERGrUqEGXLl3sqkehSEQcnqura7HbS1rjpOC2/oK/586dW2yYuPF1hwwZQmRkJFu3bmXHjh28++67xMXFsXLlSh588MFb1mexWAgPD+eFF14odn/BJbWyuJN6RJzF+fPni6wlVPBzQkICoaGhxMbG4ufnx9q1a1m4cCEeHh74+fnRvXv3Qufl5eWxefNmOnXqhIeHh131KBSJyF2r4Hbc+vXr06FDh9se36RJE4YOHcrQoUM5evQoffv2Zfny5cybNw8AFxeXEs+7cuVKqX4H5I8s3ezo0aNFJozerh4RZ+fr68vhw4dveYyLiwuDBw9m8ODBtzzO1dWVHTt23FE9mlMkInetv/3tb9SuXZslS5aQk5NTZH/BZa2srCyuXbtWaF+TJk3w8PAgOzvbtq1mzZqYzeYir9OjRw/27dvHf//73yL7zGYzubm5hbZt3brVNu8J4MCBA+zfv9/2jKbS1iMi5UsjRSJy16pduzZvvvkmr732Gk888QQ9e/bE29ubU6dOkZycTLt27ZgyZQpHjx5lyJAhdO/enb/85S+4urqydetWfv/990Ir4rZq1Yo1a9awaNEimjZtire3N2FhYQwbNoxt27YxcuRI+vXrR6tWrcjKyuKXX37hyy+/5Ouvvy50J0yTJk14+umnefrpp8nOziYhIYG6devaLr+Vth4RKV8KRSJyV3v88cdp2LAhcXFxxMfHk52djY+PDw8//LDtcR333nsvvXr1Yvfu3XzxxRe4urri7+/PO++8Q7du3Wyv9dJLL3Hq1CmWLVvG5cuXCQkJISwsjJo1a7Jq1SqWLFnC5s2bWb9+PbVr16ZZs2aMHTu20J1zAH379sVkMrFy5UrOnz9PYGAgr7/+Og0bNixTPSJSvlysjvygIRGRu8iJEyfo3LlzkfWHRMQxaE6RiIiICApFIiIiIoBCkYiIiAigOUUiIiIigEaKRERERACFIhERERFAoUhEREQEUCgSERERARSKRERERACFIhERERFAoUhEREQEUCgSERERAeD/AR6nbC4/zhkmAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -201,8 +261,8 @@ } ], "source": [ - "media_movel_reward_acc = df4['env_runners/episode_reward_max'].rolling(window=100).mean()\n", - "lineplot(data=df4, x='timesteps_total', y=media_movel_reward_acc)\n", + "#media_movel_reward_acc = df4['env_runners/episode_reward_max'].rolling(window=100).mean()\n", + "lineplot(data=result4, x='timesteps_total', y='env_runners/episode_reward_max', errorbar='sd')\n", "plt.xlabel('Timesteps')\n", "plt.ylabel('Accumulated Reward')\n", "plt.title('Learning curve for 4 agents')\n", @@ -211,12 +271,12 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -226,8 +286,8 @@ } ], "source": [ - "media_movel_tamanho_episodio = df4['env_runners/episode_len_mean'].rolling(window=100).mean()\n", - "lineplot(data=df4, x='timesteps_total', y=media_movel_tamanho_episodio)\n", + "#media_movel_tamanho_episodio = df4['env_runners/episode_len_mean'].rolling(window=100).mean()\n", + "lineplot(data=result4, x='timesteps_total', y='env_runners/episode_len_mean', errorbar='sd')\n", "plt.xlabel('Timesteps')\n", "plt.ylabel('Episode length')\n", "plt.title('Behavior of episode length for 4 agents')\n", From 8bd4e726d13c2cfb82623e6a22c28a3116224c38 Mon Sep 17 00:00:00 2001 From: Fabricio Barth Date: Tue, 11 Mar 2025 16:18:29 -0300 Subject: [PATCH 3/4] resultados dos experimentos feitos para o artigo da FUSION 2025 --- a_star_execution.sh | 7 + analise_resultados.ipynb | 1384 ++++- min_matrix.npy | Bin 0 -> 776 bytes results/a_star_2_cenario_1.csv | 39 + results/a_star_2_cenario_10.csv | 39 + results/a_star_2_cenario_11.csv | 36 + results/a_star_2_cenario_13.csv | 39 + results/a_star_2_cenario_14.csv | 38 + results/a_star_2_cenario_15.csv | 37 + .../{a_star_2.csv => a_star_2_cenario_16.csv} | 0 results/a_star_2_cenario_17.csv | 36 + results/a_star_2_cenario_19.csv | 38 + results/a_star_2_cenario_2.csv | 34 + results/a_star_2_cenario_20.csv | 38 + results/a_star_2_cenario_21.csv | 40 + results/a_star_2_cenario_22.csv | 39 + results/a_star_2_cenario_23.csv | 34 + results/a_star_2_cenario_24.csv | 38 + results/a_star_2_cenario_3.csv | 36 + results/a_star_2_cenario_4.csv | 40 + results/a_star_2_cenario_5.csv | 37 + results/a_star_2_cenario_7.csv | 40 + results/a_star_2_cenario_8.csv | 40 + results/a_star_2_cenario_9.csv | 40 + results/a_star_4.csv | 24 - results/a_star_4_cenario_1.csv | 23 + results/a_star_4_cenario_11.csv | 23 + results/a_star_4_cenario_12.csv | 22 + results/a_star_4_cenario_14.csv | 20 + results/a_star_4_cenario_16.csv | 25 + results/a_star_4_cenario_17.csv | 19 + results/a_star_4_cenario_18.csv | 19 + results/a_star_4_cenario_19.csv | 19 + results/a_star_4_cenario_2.csv | 27 + results/a_star_4_cenario_20.csv | 23 + results/a_star_4_cenario_21.csv | 22 + results/a_star_4_cenario_22.csv | 30 + results/a_star_4_cenario_24.csv | 22 + results/a_star_4_cenario_25.csv | 20 + results/a_star_4_cenario_3.csv | 22 + results/a_star_4_cenario_4.csv | 18 + results/a_star_4_cenario_5.csv | 18 + results/a_star_4_cenario_6.csv | 18 + results/a_star_4_cenario_7.csv | 25 + results/a_star_4_cenario_8.csv | 24 + results/a_star_4_cenario_9.csv | 21 + results/cumm_metrics.csv | 191 + results/cumm_metrics_2_cenario_1.csv | 286 + results/cumm_metrics_2_cenario_2.csv | 196 + results/cumm_metrics_2_cenario_3.csv | 196 + results/cumm_metrics_2_cenario_4.csv | 196 + results/cumm_metrics_2_cenario_5.csv | 191 + results/cumm_metrics_2_cenario_6.csv | 191 + results/cumm_metrics_4_cenario_1.csv | 186 + results/cumm_metrics_4_cenario_2.csv | 151 + results/cumm_metrics_4_cenario_3.csv | 136 + results/cumm_metrics_4_cenario_4.csv | 136 + results/cumm_metrics_4_cenario_5.csv | 151 + results/cumm_metrics_4_cenario_6.csv | 136 + results/expanding_search_2_agent.csv | 2375 ++++++++ results/expanding_search_4_agent.csv | 816 +++ results/traditional_search_2_agent.csv | 4800 +++++++++++++++++ results/traditional_search_4_agent.csv | 1511 ++++++ src/a_star_coverage.py | 19 +- src/expanding_search_2_agent.py | 99 +- src/expanding_search_4_agent.py | 104 +- src/traditional_search_2_agent.py | 50 +- src/traditional_search_4_agent.py | 66 +- 68 files changed, 14469 insertions(+), 347 deletions(-) create mode 100755 a_star_execution.sh create mode 100644 min_matrix.npy create mode 100644 results/a_star_2_cenario_1.csv create mode 100644 results/a_star_2_cenario_10.csv create mode 100644 results/a_star_2_cenario_11.csv create mode 100644 results/a_star_2_cenario_13.csv create mode 100644 results/a_star_2_cenario_14.csv create mode 100644 results/a_star_2_cenario_15.csv rename results/{a_star_2.csv => a_star_2_cenario_16.csv} (100%) create mode 100644 results/a_star_2_cenario_17.csv create mode 100644 results/a_star_2_cenario_19.csv create mode 100644 results/a_star_2_cenario_2.csv create mode 100644 results/a_star_2_cenario_20.csv create mode 100644 results/a_star_2_cenario_21.csv create mode 100644 results/a_star_2_cenario_22.csv create mode 100644 results/a_star_2_cenario_23.csv create mode 100644 results/a_star_2_cenario_24.csv create mode 100644 results/a_star_2_cenario_3.csv create mode 100644 results/a_star_2_cenario_4.csv create mode 100644 results/a_star_2_cenario_5.csv create mode 100644 results/a_star_2_cenario_7.csv create mode 100644 results/a_star_2_cenario_8.csv create mode 100644 results/a_star_2_cenario_9.csv delete mode 100644 results/a_star_4.csv create mode 100644 results/a_star_4_cenario_1.csv create mode 100644 results/a_star_4_cenario_11.csv create mode 100644 results/a_star_4_cenario_12.csv create mode 100644 results/a_star_4_cenario_14.csv create mode 100644 results/a_star_4_cenario_16.csv create mode 100644 results/a_star_4_cenario_17.csv create mode 100644 results/a_star_4_cenario_18.csv create mode 100644 results/a_star_4_cenario_19.csv create mode 100644 results/a_star_4_cenario_2.csv create mode 100644 results/a_star_4_cenario_20.csv create mode 100644 results/a_star_4_cenario_21.csv create mode 100644 results/a_star_4_cenario_22.csv create mode 100644 results/a_star_4_cenario_24.csv create mode 100644 results/a_star_4_cenario_25.csv create mode 100644 results/a_star_4_cenario_3.csv create mode 100644 results/a_star_4_cenario_4.csv create mode 100644 results/a_star_4_cenario_5.csv create mode 100644 results/a_star_4_cenario_6.csv create mode 100644 results/a_star_4_cenario_7.csv create mode 100644 results/a_star_4_cenario_8.csv create mode 100644 results/a_star_4_cenario_9.csv create mode 100644 results/cumm_metrics.csv create mode 100644 results/cumm_metrics_2_cenario_1.csv create mode 100644 results/cumm_metrics_2_cenario_2.csv create mode 100644 results/cumm_metrics_2_cenario_3.csv create mode 100644 results/cumm_metrics_2_cenario_4.csv create mode 100644 results/cumm_metrics_2_cenario_5.csv create mode 100644 results/cumm_metrics_2_cenario_6.csv create mode 100644 results/cumm_metrics_4_cenario_1.csv create mode 100644 results/cumm_metrics_4_cenario_2.csv create mode 100644 results/cumm_metrics_4_cenario_3.csv create mode 100644 results/cumm_metrics_4_cenario_4.csv create mode 100644 results/cumm_metrics_4_cenario_5.csv create mode 100644 results/cumm_metrics_4_cenario_6.csv diff --git a/a_star_execution.sh b/a_star_execution.sh new file mode 100755 index 0000000..976ae6c --- /dev/null +++ b/a_star_execution.sh @@ -0,0 +1,7 @@ +#!/bin/bash + +for i in {1..25} +do + python src/a_star_coverage.py --num_drones 2 --seed $i + python src/a_star_coverage.py --num_drones 4 --seed $i +done \ No newline at end of file diff --git a/analise_resultados.ipynb b/analise_resultados.ipynb index 02a8f6a..42cb774 100644 --- a/analise_resultados.ipynb +++ b/analise_resultados.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -42,9 +42,21 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'pd' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df2_1 \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_20516_00000_0_2025-02-21_00-23-51/progress.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 2\u001b[0m df2_2 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_769cb_00000_0_2025-02-28_16-52-58/progress.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 3\u001b[0m df2_3 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_18ada_00000_0_2025-02-28_17-11-49/progress.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined" + ] + } + ], "source": [ "df2_1 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_20516_00000_0_2025-02-21_00-23-51/progress.csv')\n", "df2_2 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_769cb_00000_0_2025-02-28_16-52-58/progress.csv')\n", @@ -68,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -77,7 +89,7 @@ "(8140, 82)" ] }, - "execution_count": 18, + "execution_count": 146, "metadata": {}, "output_type": "execute_result" } @@ -89,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -113,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -137,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -146,7 +158,7 @@ "(8140, 82)" ] }, - "execution_count": 24, + "execution_count": 149, "metadata": {}, "output_type": "execute_result" } @@ -170,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -246,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -271,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -305,7 +317,63 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(771, 5)" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a_star_2_list = []\n", + "for i in range(1,26):\n", + " try:\n", + " a_star_2_list.append(pd.read_csv(f'results/a_star_2_cenario_{i}.csv'))\n", + " except FileNotFoundError:\n", + " pass\n", + "\n", + "a_star_2 = pd.concat(a_star_2_list)\n", + "a_star_2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1250, 5)" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ppo_2_list = []\n", + "for i in range(1,7):\n", + " try:\n", + " ppo_2_list.append(pd.read_csv(f'results/cumm_metrics_2_cenario_{i}.csv'))\n", + " except FileNotFoundError:\n", + " pass\n", + "\n", + "ppo_2 = pd.concat(ppo_2_list)\n", + "ppo_2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [ { @@ -335,6 +403,7 @@ " accumulated_pos\n", " step\n", " Algol\n", + " algorithm\n", " \n", " \n", " \n", @@ -343,45 +412,50 @@ " False\n", " 0.034483\n", " 0.000000\n", - " 0.093343\n", + " 0.068616\n", " 1\n", " A*\n", + " NaN\n", " \n", " \n", " 1\n", " False\n", " 0.068966\n", " 0.000000\n", - " 0.182964\n", + " 0.158236\n", " 2\n", " A*\n", + " NaN\n", " \n", " \n", " 2\n", " False\n", " 0.103448\n", " 0.000000\n", - " 0.267563\n", + " 0.248138\n", " 3\n", " A*\n", + " NaN\n", " \n", " \n", " 3\n", " False\n", " 0.137931\n", " 0.000000\n", - " 0.351373\n", + " 0.335953\n", " 4\n", " A*\n", + " NaN\n", " \n", " \n", " 4\n", " False\n", " 0.172414\n", " 0.000000\n", - " 0.418954\n", + " 0.395788\n", " 5\n", " A*\n", + " NaN\n", " \n", " \n", " ...\n", @@ -391,113 +465,121 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 281\n", - " False\n", - " 0.965517\n", - " 0.275862\n", - " 0.897744\n", - " 196\n", - " Parallel Line Scanning\n", + " 9444\n", + " NaN\n", + " 0.931034\n", + " 0.241379\n", + " 0.884900\n", + " 33\n", + " PPO\n", + " PPO\n", " \n", " \n", - " 282\n", - " False\n", - " 0.965517\n", - " 0.275862\n", - " 0.897744\n", - " 197\n", - " Parallel Line Scanning\n", + " 9445\n", + " NaN\n", + " 0.948276\n", + " 0.258621\n", + " 0.886423\n", + " 34\n", + " PPO\n", + " PPO\n", " \n", " \n", - " 283\n", - " False\n", + " 9446\n", + " NaN\n", " 0.965517\n", - " 0.275862\n", - " 0.897744\n", - " 198\n", - " Parallel Line Scanning\n", + " 0.258621\n", + " 0.896785\n", + " 35\n", + " PPO\n", + " PPO\n", " \n", " \n", - " 284\n", - " False\n", - " 0.965517\n", + " 9447\n", + " NaN\n", + " 0.982759\n", " 0.275862\n", - " 0.897744\n", - " 199\n", - " Parallel Line Scanning\n", + " 0.898496\n", + " 36\n", + " PPO\n", + " PPO\n", " \n", " \n", - " 285\n", - " False\n", - " 0.965517\n", - " 0.275862\n", - " 0.897744\n", - " 200\n", - " Parallel Line Scanning\n", + " 9448\n", + " NaN\n", + " 1.000000\n", + " 0.293103\n", + " 0.900000\n", + " 37\n", + " PPO\n", + " PPO\n", " \n", " \n", "\n", - "

286 rows × 6 columns

\n", + "

9449 rows × 7 columns

\n", "" ], "text/plain": [ " is_completed coverage_rate repeated_coverage accumulated_pos step \\\n", - "0 False 0.034483 0.000000 0.093343 1 \n", - "1 False 0.068966 0.000000 0.182964 2 \n", - "2 False 0.103448 0.000000 0.267563 3 \n", - "3 False 0.137931 0.000000 0.351373 4 \n", - "4 False 0.172414 0.000000 0.418954 5 \n", - ".. ... ... ... ... ... \n", - "281 False 0.965517 0.275862 0.897744 196 \n", - "282 False 0.965517 0.275862 0.897744 197 \n", - "283 False 0.965517 0.275862 0.897744 198 \n", - "284 False 0.965517 0.275862 0.897744 199 \n", - "285 False 0.965517 0.275862 0.897744 200 \n", + "0 False 0.034483 0.000000 0.068616 1 \n", + "1 False 0.068966 0.000000 0.158236 2 \n", + "2 False 0.103448 0.000000 0.248138 3 \n", + "3 False 0.137931 0.000000 0.335953 4 \n", + "4 False 0.172414 0.000000 0.395788 5 \n", + "... ... ... ... ... ... \n", + "9444 NaN 0.931034 0.241379 0.884900 33 \n", + "9445 NaN 0.948276 0.258621 0.886423 34 \n", + "9446 NaN 0.965517 0.258621 0.896785 35 \n", + "9447 NaN 0.982759 0.275862 0.898496 36 \n", + "9448 NaN 1.000000 0.293103 0.900000 37 \n", "\n", - " Algol \n", - "0 A* \n", - "1 A* \n", - "2 A* \n", - "3 A* \n", - "4 A* \n", - ".. ... \n", - "281 Parallel Line Scanning \n", - "282 Parallel Line Scanning \n", - "283 Parallel Line Scanning \n", - "284 Parallel Line Scanning \n", - "285 Parallel Line Scanning \n", + " Algol algorithm \n", + "0 A* NaN \n", + "1 A* NaN \n", + "2 A* NaN \n", + "3 A* NaN \n", + "4 A* NaN \n", + "... ... ... \n", + "9444 PPO PPO \n", + "9445 PPO PPO \n", + "9446 PPO PPO \n", + "9447 PPO PPO \n", + "9448 PPO PPO \n", "\n", - "[286 rows x 6 columns]" + "[9449 rows x 7 columns]" ] }, - "execution_count": 117, + "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "a_start_2 = pd.read_csv('results/a_star_2.csv')\n", + "#a_star_2 = pd.read_csv('results/a_star_2_cenario_1.csv')\n", "expanding_2 = pd.read_csv('results/expanding_search_2_agent.csv')\n", "traditional_2 = pd.read_csv('results/traditional_search_2_agent.csv')\n", "\n", - "a_start_2['Algol'] = 'A*'\n", + "a_star_2['Algol'] = 'A*'\n", "expanding_2['Algol'] = 'Expanding Square Search'\n", "traditional_2['Algol'] = 'Parallel Line Scanning'\n", + "ppo_2['Algol'] = 'PPO'\n", "\n", - "combined_df = pd.concat([a_start_2, expanding_2, traditional_2], ignore_index=True)\n", + "combined_df = pd.concat([a_star_2, expanding_2, traditional_2, ppo_2], ignore_index=True)\n", + "#combined_df = pd.concat([expanding_2, traditional_2], ignore_index=True)\n", "combined_df" ] }, { "cell_type": "code", - "execution_count": 129, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAG5CAYAAACJLeBEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACfKklEQVR4nOzdd5hU5dn48e8pc6bP7M5Wlg4qogJ2xBrRgJpYgy0W1CSagCbR5JfoG2OLUWPaG0uiUfNq0NgSNaIGC8aGijHYK9Lr9p3eTvn9cYaFdRdYloVd2PvjxXW5Z845c5+lzL3Pcz/PrTiO4yCEEEIIMcCofR2AEEIIIURfkCRICCGEEAOSJEFCCCGEGJAkCRJCCCHEgCRJkBBCCCEGJEmChBBCCDEgSRIkhBBCiAFJkiAhhBBCDEh6XwfQX+2///4UCgWqqqr6OhQhhBBCdFNjYyOGYfD2229v9lxJgjYin89jWVZfhyGEEEKILWCaJt1thiFJ0EZUV1cDMHfu3D6ORAghhBDdddRRR3X7XKkJEkIIIcSAJEmQEEIIIQYkSYKEEEIIMSBJEiSEEEKIAUmSICGEEEIMSJIECSGEEGJAkiRICCGEEAOSJEFCCCGEGJAkCRJCCCHEgCRJkBBCCCEGJEmChBBCCDEgSRIkhBBCiAFJkiAhhBBCDEiSBAkhhBBiQNL7OgAhuss2TYqtbTi2jeb3oXo8OLYNjgOKgqKqqD4fiqL0dahCCCF2AJIEiX7NLhax8wWsbJZcQwPFRBIFQFVQdB1sG8dxQAHNYxAcNRJPJNLXYQshhNgBSBIk+i0zkyG9aDFmLgumjWp48FbEUFQVx7ZxLKt9BAjHodDagl0s9nXYQgghdhCSBIl+K9/YRDGVxhsrR9G0Dq8pquomP4DjOCRyNssai7QkVlHwtDBl4nBCAaMvwu7EcRwyy5YRf/9DInvuQWj0qL4OSQghBJIEiX7KzGQoNDejh4IdEiDTsskULBauzfDZmgyfrc2wsjVPpmC7J2hrUXwZGourOWKfIRu9v+VYtOXitGbjtGTjtGbbyJn5LY5TMS0CzWmCDSlCjUmCDSn0bMfRKD1v4k25926ri/DhNw/Y4vdxrCJ2No1dyGIXciiqhuoLonr9QNc1UI5l4hTzOGYe2yyAbaNHKtGC0S1+fyGE6G0Bj58zx59IZSDWZzFIEiT6Hdt2aFmxlpaGNnLeCB69SMGBtxYneX9lmpVtBWxn/fmKkcUzfAl6eQMYOQDmtr7J3Be3/L0PfjfFfp9kUJ3Nn7slTA2W1Rr8Z0+N+tUfbP0NbSAVh9QWXhdfDvGtf3shhOgNI8O1fH3PY/vs/SUJEv1KwbR5au4nfPDBMtakbbJmGgeIZ60OiU/EpzGozCZX/SGN3pU4yvoXQ0YATd30H20VhaDhJ+wNU+aNUOaPEHA06h59eIsTIMvroVAVKf2KYkX8ADg4OJaFYxXJV4Ug4uPATdzHXeSmoOQyqGuXoCZbOr5u+HF8QRzDh2IVUbIpKBY2fkNNx/EYoBs4Hi9KMY8ab9yyhxNCiG3EZznsO3hLf5LrXZIEiX5jTWOKm+59k8Vr012+PrjMYEKNh2GJRfiWfUR+eQOBdJFUQGP5XtWU77kXo4J11O29L35vYLPvp6kaft2LoRuoikrzm/P5tGjhKS9j98t/gub1bj5oVcWIlaMHgyiqiplsodC8CiwTbAvHMlE8PlTDB6oKSuetudYt6TcTTST++yzZJe+tewVv3Wi8Q8Zi1Axvn8pSDR+K5mm/f7eU3qPYvJrkBy/jmJtInoQQYjtQDR+R0fv2aQySBIk+UTRtcgWTQtEilSny4tvLeWbeYnJFB0ODCUO9DC7TifpVbMdGV0xCX3yIf+4C1JxbX+Mr3as8aVH+xhq0D5KM+M4FVAarupfAfEnzG/MBiI7bi8juY7boWse2KLSsodi8EkXVUQ0/qCqKqm32unzDCjJf/JfM5/8BxwYU/KP3JrTXV1B1HS0cw1NWg+oLomhb91fWU1ZDYPQ+W3UPIYTYWUgSJLabXN4knSvSliyQzOTJ5kzmf7SW1z9YQzbvjmhUhSwO3c0k6HNreyzAU8gTffO/+JatBCDlV/lolI/skBgT6yYQW5Om8Op/sFIp0osXU7H//rCFSZBdLNLyn7cBiI4bt0XXWrk0xZbVmIlmNH/ITYBKzGQLueUfY6ZasNJxd4QIcMwidiGDmWjBKebaz/cO3Z3ovseghWPYuRR6bBBGbJA78iOEEKJXSRIktrlC0WJVY4qWRI5C0UJTVFqSWZ54eTGrGt354IjPZlxVnj1GhogEQoR8HqyPPsb64BOcVWvBcbBVeG1CiHfH+BkfHckRkT0p84YYNLaGxmSB5nmvk19bj1UsoJpbljS0vfseVjqNHgpRts94dzVVVxyn9MvGLuSxckmsRDOOWUQPlaNoOlYuTW75x2QXv0t+9RfApouMFG8AX92uBMcejLd2JHYxj5VNYlQOxRMbJDtgCyHENiJJkNimUpkCy+uTtCXzRIIGIb+Hlxas5JnXl2LbDj6vygGjTHbVUqSrYI1nFR8VE1R+WM8eLy1pv099TGfugWFaKrwcU7E3e/gH4/P4qQ1X49UM/HWDAMitraewZjFWy5a1xWt44VkAgqOGYCdWkUus2vQFjo1tFlEUFdXrRwtEcMwiLf9+gOzS991EqcQYNBqjYjBasAzF4+5dpKg6qjeAGojgKa9t3/PILhawMgmMyiF4YrWSAAkhxDYkSZDYZjK5IotWxcnmTSqjfloSOR59cSGfL28FYI9RZewzOoNS38AroaWsSjcBUB43Oeg195x3d/OzYGwAJRpi/8iuHBDdBcUtm2FQqAqf7k57+QfXAZCrryff2kBw6DC+vH/Oyifm0PDi6x0SlC+LjBmN4tn0VJqiqKAoqKrWnqQ4lknzi7PIr/wUAE9FHb5hexLYZT/0cPf2wLDzWex8Gk/F4NIIkPQ3FkKIbUmSILFNFE2b5fVJMnmTkM/D7NcW8+q7q7BsB4+ucsLhI6mpjLPmixW84f+MuJnBUHR2V6s46M1FGKZDZkgFNccdxncCVZTpQRRFIWcWKDgF6sK1BDylpeiOjSfsA0XBzuWx8wqqx9chHiuXo/Hl+ZtMgIyKcsr3mYC6mSToyxzbouWlv5Ff+SmK5qFiyvl4B+2yRdfb2aT7HFXD8ZRXSwIkhBDbgSRBotc5jsPqphQt8RwF0+bPj39AU1sWgDHDyjn5K7ugGxkWffAu8/RPSDo5yrQAZzfVob+0ACebQwkGGHL6NxgWCrbfM5V39wyq8scI2VBsa8CxTZxCHiufxoiVUWhuJbd6LdGxu3aIKf7BpzimiVFexugLz0YxOtcM6eEQRiS8xc8af/NJcss+BFUjdvT0LhMgx7bcXmf2+iXt6/YQwnFQA2GMslr0cPkWvb8QQoiekyRI9LrG1ixrmlKsrE/y8NzPKRRtysNeTj1qN8aOiGHZFh9/9iErzOUktRwRPcAFn0aw3nodB9CqKwieMAWCAUzbJm/mKdhF/B4/lZoPXzpJLhXHSmdx3JbyeMrK8dVWU2huJbN6baeYWha8D0B47C4ERw7rtWdNf/wa6U/fABRiX/kmvsG7tb/m2BZ2LoNTzLvL5TUd1m3iqIBi+NB8MTRfGC0Y2exyeiGEEL1LkiDRq9qSeVbUJ/lsWRv/+PdCHAd2HVrGuceObW9ouqZ+LfnWlXygrwYHjk8PxnprHgD6kROx992DjEeDQgoVBa/uJRYoI4yG01KPWchhm+AfMgwt6McumuTrGzHK3Z5Y+YYmbMtCLfUcs3J54h+6tTqR3bs/TbU52SXvE5//lHvfA47DP8JdWu/YNnY2gWNZqP4QnopBqN4giu7psM+PJD1CCNG3JAkSvSadLbK8PsG7nzfyz1cX4Tgwcc9aTj1qNzTVLSBuTWbJNq/gE3U5BdtipFpO9QvvYwPK3rsTOWwSISOIoXtQSv95dQPMAoWmVVjFHI6p4K+txldb3b6qSjMMMqvcEaB8QzOOaUEpCYp/+ClO0cRTFiWy5+698qzZJe/T8tLfAIfg7gcR2utwwN3/x0y3oQWiGOW1MsIjhBD9mCRBole0JfMsXRNnzhvLmPf+agAm7TWIaUftiqoo2I5DSyKHnW7Byq3hE7segOPes7DjSYiGqf7asVRHalC/VBTs7sa8FiudxLY0fDWVHRIgAKM8SnSP3Vj9zzkU4wnMTAbN6448tZamwiK774InuPl2GpviOA6Zz+bT9sYT4Nj4d9mP6EEnoSgKjm1jpdvwxAZhVAze6t2dhRBCbFvyr7TYKrbt0BTP8v7CRma/toTFq9wW5UfsM5gTDh+NqiiYpk1LKkfUUHDy9byluE08D673o3/wBQCxbxxPdXnnBAjATLVRaGsBxYN/UDW+mqoOCdA6/iGD0IIBrHSGxDtvERhWQ9ObH9L27kfu67UBsss/3oqHtUh99CqF+qUABHbdn7JDprXHYqVaUYNlGLE6SYCEEGIHIP9Six4rmhafLm3hH//+gnc/b8SyHQxd5bSjd2O/3WsAyBVMkpkCVVEfkUwjK1LNfGo1Esha7DtvDQDGpH2p22N85xEgx6HY1kx25RI0r4F/8CC8lbEuEyAAVdMwoh6yaVj+jxfAKbXiArzlYK56lZbVr271cyu6QXifowntdXj7UnYrm0LxePFWDUXRpcWFEELsCCQJElvEcRzS2SKJdJ5n31zOM68vIVewAHf5+4lHjGZQRdBdOp4uYNkOQ6vDxMixZvEKVniytCSSnPRmCi1XgOoKao+ZgvalBMguFCjE27BzCXyVUXx1Q9ED/q5Caldsa8DjSZAFHDckNL9GdJcQgbpge6H01vCU1xDeZwp6qGz998S2sAtZfINGo/qCW/0eQgghtg9JgkS3mZbNmqY0X6xo47GXvmDpmgQAg6tCnHT4aHYZWoZtO6RzRdK5ImG/h8HVYSIGxD/5goST5fNiA/t/nGH4mjzoGoGTpxAJRNvfw7EsiokkODZG2I8SsvCUV3Vreinx9r8IVDuEdxtJYLcjQQH/4FqM8rJt9S0BwErH0cMxtG7uDC2EEKJ/kCRIdEsub7K8Psn8D9fw9LwlpHMmHl3l2EkjOHDPWoqmTWNbBkUBv9fDkKow1TE/Xo9GZvly4vFm0h5IfPgFx7yfBkA5ehIVQ0ehlVZPmak0ZjaLURbFiEWxUvUoSrhbCVB+7RJyyz9CURUqJ5+Cp7xmm34/1rGLBVDAU1Yjq8CEEGIHI0mQ2CzLcltgvPruKv758iIc3NGfM47eDa9XwzRtwkGDsN+D36cT8ht4dHd6q9DWRmr1ahIei/qGlXzl1SZUB7S9x+Lddxxhw12tZeUL2IUcoVEjMWJlFJtW4Jh59EjlZuNzbIv4/CcBCOx24HZLgACsTAJPrBY1ENlu7ymEEKJ3SBIkNmttS5q3PlrL7FcX4wAH7lHD1w4eRdGyqIkFqCoPEPR3LgY2M1nSq1bRkk+QzaeIPPYqgbxDuipE9OiJBI0gHs2DY9sUE3H8dYMwKmOYbfUUE43owe61kEi+/xLF5lUohp/IPl/t5affOCuXRjV8eMqqpdu7EELsgCQJEpvUlszz9icNPPbSF1i2w967VnHS4buQzhcYXhthUGWoy+vMTIb0kqW0Na2lzUzjPPIvAok88aCKb9oxoOkESw1QzWQSTyiMt6qKYvMqii1r0ALdmwYrNK8m+c7zAJRNOhFtO43IOLaNnc9i1AxHNTZdsC2EEKJ/klbVYqPyRYvPlrfw6NzPKZo2uw0r57SjdyOZLTC4KkxtRdcroax8nsQXX1DfsILGYhLn4Tk4Ta2k/CovTR1KZawGXdXxebxY+TxWPoseNig2LaPYsgY9WNapC3xXCo3LaX3pAXBsfMP3wj9qn97+FmyUnU2gBSJ4IhXb7T2FEEL0LhkJEl1yHIdVDUn+9uxnxFMFKqM+ph83llS2QG1FkLqqUPsU0JpkA/Fcsv1auy1ObtUScoqN8uizOE2t5Pw6j0+OsO/g3ShaRQJGAEPRyTWtRDVsnGwTjuFDD8c2W2BsF7K0vfEE2UXvAKD6Q5QdfMp2m5KyC1kc28aI1aJosieQEELsqCQJEl1qTeb5+4sLWbwqjkdTOe/re1IwbUIBg7qqYHsvsFQhzdpkI+C0b3ZoJUvNQ594AaupFcJBHjnCS2tEZ3x4BEXTImQEyTfW41gZjGgMT1l1t+KyC1manr2HYuNyQMG/y75E95uK5u96Wq632WYBK5fGqBqGFizbLu8phBBi25AkSHRiWjbPvbmMV991e4BNO2pXKqI+MjmTIVUhfIb7x8Z2bOpTTRTtIpUBt4jZsW3yWZP0vHewGptRQgE+O3lvWs2FjPBXE1b9ZNUcWjqLmWzCX12Gp6yqW3FtmAAp3gAVXz0fb/XwTudZ2RR2MddL340vcRw8FXV4ymukGFoIIXZwkgSJTj5e0swjcz8H4LC9B7PvmGpaEjmG1oQpC3vbz4vnkrRk24h6w+3HnFye/H8/oPDx56AoGCdP4SX7bQD2iYwibxUwskU0JYtRFsRbO7jbyUTra39vT4Aqj/kORsXgTuc4jo1dzLkNTLdF+wpFQQ/F2ttlCCGE2HFJEiQ6sG2HWx95l6Jps+vQMo4/bBQtyRzVsQB1lcH2hMUdBWpEV1Q8G6zishqaybz0BgCByYcwN9RINl6gxihjfHA4ycZ6ouEKfJEAnkio28lEdukH5JZ+AIpK5ZQLukyAAJxCDtXjQy+rRtWNrfxuCCGE2JnJj7Oig/9+Ws/a5gxej8a5x46lLZWnLORlaE0YTVv/xyVXzJMpZgl4Ah2uz77zIVgWWk0l8f1H85+42yX+2Oh47JY4SjhIuK4W3auiejteuzF2PkPbG08AEBr3FYyqYZs4N4sWLpcESAghxGbJSJDo4JnXlwCw/9gaskWLsN/DiEERvJ6OK7ayZg7TtjqMAjlFk8InbtJj7zqMx+rfwMFhD2MQI/QYhXIfvlgUv2WieAPdngaL/+dp7GwSPVpFZO+jNnqeY1uggL5BLzIhhBBiYyQJEu2a41kWfNoAwNhRMcJ+DyProgR8nWtr0oUMqqKQNwt80bIUyzKxkymqli5DBR4LrWRtAfyKh+N2m4w3VkPKSlOt6KjZFGo32mEAFBpXkPn8PwCUHTJtk3U+dj6L4g2ibqeVYkIIIXZs/S4JWrRoEddffz3vvPMOwWCQE088kR/+8IcYxqanN1pbW/n973/PK6+8QltbG0OGDOGss87izDPP3E6R7/iembcE24GhNWGGVocYWRftsh2Gbdsk8im8msE/Pn6G9+s/BWDI2gLfKFpkfArLyx3qtDLOHHMclYOGYjsOZMCXz6PoRrdGgRzHoe3NfwLg32U/vLUjN3m+XchhVA+TRqZCCCG6pV8lQfF4nOnTpzNixAhuvfVW6uvruemmm8jlclx11VWbvPYHP/gBixcv5rLLLmPQoEG88sorXHPNNWiaxmmnnbadnmDHZVk2z721HIB9dquiqqzrfmDgToUVzAJt+Tjv13+KAgzTY+xV3whA09Aohwd344jqCQRqhwCQN/MYjoPfslD93WttkV38jrsaTDeI7n/MJs+1zQKqrm+3thlCCCF2fP0qCXrooYdIp9PcdtttlJWVAWBZFtdeey0XXXQRNTVddwdvbGxk/vz53HjjjZxyyikATJo0iQ8++ICnn35akqBumPf+atqSefxenXGjK6mIbrxtRdbMYTomLyx6DYDxxhC+MfQw2p7+Kxawx16T0IN1GDW1KJrWfk3UVtBsu1tL1+1Clvh/ngEgPOEotM3U+di5NFqorNvF1kIIIUS/Wh32yiuvMGnSpPYECODYY4/Ftm3mzZu30etM0wQgHA53OB4KhXAcZ5vEujNxHKe9IHr8LhXUVgS6rANaJ1XIsDy+mi9alqGh8pXQbthtCazmVlBV9EHVaOEgatjtLWbZFrZtETKL3eoJBhB/6ynsTAItUkFoz0M3Hb9tg22hhypkA0MhhBDd1q+SoMWLFzNq1KgOxyKRCFVVVSxevHij1w0aNIhDDz2UO+64gy+++IJUKsUzzzzDvHnzOOuss7Z12Du8pWsSfLykBYAD9qilsmzjXdEt2yKVT/P68v8CsL9/BBXhSrLz3A0RPcMGgwJqNNKekKQKacKKh5Blo3o333E9t+KTUjG0Qvmhp2125MjOp1F8IbRAeJPnCSGEEBvqV9NhiUSCSKRzTUc0GiUej2/y2ltvvZVLL72Ur33tawBomsaVV17J1KlTt0msO5N/vb4Ux4ERgyKM2Egx9Do5M08il2BlYg0Ah3hHUFy+ityCDwDwH7I/iseDGnCTHcu2MG2bmOpFcUDRNv1HzsqmaJ33DwCCex662WJocDdI9NTUbvbeQgghxIZ2ik8Nx3G44oorWLp0Kb/97W+pqqri9ddf54YbbiAajbYnRqKzQsHktffcHmETdqukPOzd5JRS0SqyPO4mQDEtSFjzk3hyNgC+ifug11SCz4fid6e9UoU0YSNAMJ1FNTY9FWamWml+9m7sTAI9Ukl0v00XQwNYmSSK4UcPyt5AQgghtky/SoIikQjJZLLT8Xg8TjS68Q+5l156iTlz5vDkk08yZswYACZOnEhzczM33XSTJEGb8Nr7a0hmCgR9HsaNqiS0iVEggIJVZFVpFGiYVkburXewk2m0inKCRx2KlUjiqa1GURRyxRymY1Oh+VCKragb6bru2Ba5lZ/R9vrj2Jk4WrCM2FfP2+w0mJVNgWNjVI9ANTY/zSaEEEJsqF8lQaNGjepU+5NMJmlsbOxUK7ShL774Ak3T2G233TocHzt2LI8++ijZbBa/Xz4ku/LyghUAjN+1kmjIi9+76T8SWTPP6jY3CRoeqqXw8SsABI4+DAcHVBXF7yNdyJK38gyJDCKczWE5Tpf796Q+fp3key9gZ1MA6GXVVE79NtpGEqZ17HwGrCJGzUj0cGxLH1sIIYToX4XRhx9+OK+//jqJRKL92Jw5c1BVlUMOOWSj1w0ePBjLsvjss886HP/oo4+oqKiQBGgjUpkC73/RDMDYETHKI75NToU5jkMi3sSatLsf0LCUBzuZBsNDZmgF8WQLKc2kVSlgOhbDy4ZQ4y/HzsRRuhipSX7wEvE3n8DOplB9QUJ7HkbV12ZsNgFybAsrl0avHIIeqejx8wshhBjY+tVI0BlnnMGsWbOYOXMmF110EfX19dx8882cccYZHfYImj59OqtXr+b5558H3OSprq6O73//+8ycOZPq6mpee+01Hn/8cS655JK+epx+79V3V2FaNpVlfgZXhTY5FeY4DpnGBpZ99j4mNn7VILConhygjhzK8NhQzJZW/MOG4q2uQVM0AoYfKx3HyWfRQuUd7pf66DUS6/YB2uerhCdM7vZOz1aqDT0cwxOt6vGzCyGEEP0qCYpGo9x333384he/YObMmQSDQaZNm8all17a4TzbtrEsq/3rUCjEvffey+9//3t+85vfkEwmGTJkCJdffjlnn3329n6MHcYr764CYK9RFYQDno1OhVn5PLk1a2lbtZzl+SYAhvmrKH7uTl2G99idAAZWIEKkahD6BhsWmhl3VZ+irh90LDSvJj7fLaYO7300kX2+2u2Y7XwGRffgidVJewwhhBBbpV8lQQCjR4/m3nvv3eQ5s2bN6nRs+PDh/O///u+2CWonFE/l2vcG2m1YObGoH1VdPxVm5XLYhQJ2vkCuvh4zlYSAn1XNbuH6qGIIq74RFIXKceOx0ik8sRh6YH0CZBfzWMnWTnsDJd95HnDwjxhPeAsSIMexsXNpPNXD0aRJqhBCiK3U75IgsX28tGAVtu0wqDJIXVWQSNBtUOvYNvmmJrKr1mDn84CD6vFgxCpI5RKsyruJ0/CVWQA8QwcTDJdRaGnBG+tYoGymWnEK2Q4d4wtNK8kt/wgUhfC+U7Zoh2c7l0HxBaUOSAghRK+QJGiAeq00FbbHiBhlIR9+r45tmmRXriJXvxbN68eoiHVIUupzLWTsPBoqgS/WYgHRvfbAymTQgwH0yPodmx2ziBlvRDH8He6ReOc5APyj9sFTVt3teB3Hxi7k8NaORNWNrXx6IYQQop+tDhPbR2syx2fLWwEYO6KcWMQLQDEeJ7tmDZ5IFD0U7DRKsyrr1gPts1rBWroSgPLx4zGzOTwVFaj6+pzaSrdh59KovvXTY4XGFeRXfAqKSmTvo7YoZvdeQfQvFVgLIYQQPSUjQQPQvPdW4zgwqCJIXVWIcNDAcRzyTc2ougfVs36VmFXIQrGAaVvUpxoIZSwOfN1dVu89aAKGz6DQ1obiFDATze3XFdsaUD1eFGV9np35wu035h85Hn0LVnY5to1dzOOrHdytDvRCCCFEd0gSNAC9WpoK231EORVRP7qmYqZSmIkEeqhjwbGZaMJKtZJ3LJrSjUx5I4GnYOFURgiNG01uzWIcy8Js9WGn1v9xchw6bGLo2DbZpe8DEBi9zxbFa2eTaP5wp2X2QgghxNaQJGiAiafyfLLULW7ea3QlkZA7FVZobcO2rA6jQI5j4xTzqIYfC4fhb61iaH0RW1dRv3oggWgFSs5CL/NjVNRu8n0L9UuwsykUw4+3btdux+vYFo5VxCgbLg1ShRBC9CqpCRpgXn/fnQqriQUYVhsm6NOxi0UKLS3oX9pZ2zFNsCwUTSf+5gJGLUzgANnJE9BjUQxNxzEtPMHgZt83u8QdBfIP33OLkhkrk0ALlaOFyrbkMYUQQojNkiRogHn1Xbdj/O7Dy6mIuCu3iokkZiaD9uUkyDJxLJO2Dz8nNW8BAC/tF8K3yzB0RUNHA8dB8226O7xj22SXfQCAf8T4bsfqmEVwHDxlNbIxohBCiF4nSdAAkskV+XiJW7w8YbdKwkF36svKZFBUtcOuzu4LRdJLV7L2Xy8C8PYeAb7YPYoHFZ9ugGmiGB5U36aXrHecCtulW7E6joOZjqNHq1ADkS18UiGEEGLzJAkaQN7/ognLdigLedllSDk+w52WMtPpDrVA4I7exD/6iNX/ehkch+Qu1cybECSmBbBtB79mYBeKaF5vp2u/LLu0NAo0fK9uT4XZ2SSqL4AnNmiLNlQUQgghuksqTQeQ/37aAMDoIVHKwm5BtG2a2Pl8h0SmdcE7rH32eQpN7r5A/uGDefuQGiiupEILgKJgqDp2MYdRGdts5/ncik8A8A3fs1tx2mYBxyrirRqG6vH26FmFEEKIzZEkaAB55zM3CRozvJyQ353CsvN57EIBPRzGsW3WznmWhrn/BkD1GkT3GkPgkH1piv8HgDLVj65q6IoGDuibqQcy441YqVZQNbyDNj8VZpsFrHQcT2wQWji22fOFEEKInpIkaIBY05SmviWDqsD4Xarw6O5MqF0oYJsWiqqy4qFHaP2vWwBdNfkIysYORwsEidt5Wi23V1iZ6sOjaJDIoIeDaAH/Rt8TIL/qMwC8taNQPZuuHbILWaxcGk9FHUbFYJkGE0IIsU1JEjRALCiNAg2uDlET26DTez4PCiQ++thNgFSVoadNIzpuDwr1S0DTKBSKtNk5AKKqFy1XRA2E8dfVono2/Ucot7KUBA3ebaPnWNkUTiGH4jEwKga7dUCyGkwIIcQ2JknQAPHfT+oB2G1oOQHf+t92M5NBUTUaXnSnwKonf4XYAftjpeOAg6KoNFspClgAhIsqhqLgr6tB38wokG0WyK9dDIBvyO6dXnccByvdhqJ5MGpHoPkjqN5N31MIIYToLZIEDQBF0+aDRW6R89gRMfxe97fdsW2sdIbcqtVklq9A0XUqDz0UcBMYULAdm4ZiCijVA2WL+IdX4Yluftl6Yc0isEy0YBn6lzrGO46DlWpDMbx4q0egBcIbuYsQQgixbUgSNAAsWtlGrmDh9+rsObqivdbGLhSwCkWa5r0OQOzAA/CE3d5hdjGPoqoUbYsmKw1ABV4I+PBVVXSrXqd9KmzImE7n27k0iu7BWzMSzR/q6nIhhBBim5J9ggaAz1e0AjC4Kkg4sL442S4UyK5cRWrhQlAUqr5yOLC+ZxiajmlbNJsZAMrxolaV4/VuekWYew+H3MpPAfANGfOl12zsQtZdASYJkBBCiD4iSdAA8PlyNwkaWhMm4Fu/H5Cdz5P4+GMAouP2wltRAYBjFsAsomgeTMei1XZXhsUCZejhEHo3ipbNtnqsZAtoeqeGqXYujeoLoUtXeCGEEH1IkqABYOHyNgBGDIq0L40HsLI5MsuWARDZc4/2404hj22ZKJpOwTJpK40ElZXFMDTdXSK/GdllHwHgrdulw4aHjm1jF/MY5TUo+qZ3mhZCCCG2JUmCdnKZXJHVTW5Nzx6j1m8+6Ng2uYYGcmvWAhDedf1GhlY+jaKqOI5DMp8iTh6AaCCCoXm6Vw+03E2C/MM67hJt59JovhCajAIJIYToY5IE7eS+WNkGQCRoUFW2fn8gK5cn8WmpcLm6Gk80CoBjW9j5DKrHoGgWaIw3YwMeRSOgefFrm97wEMBMtVFsWgko+Ibt0eE1u5hHj1Z2u4eYEEIIsa1IErST+2yZWw9UVxXE61k/jWVls6QXuXv4hDYYBbKLeZxiAct0yLS20hSwAajwRUBR8KibT15yy906I6N6GJp//dJ3xzJRNBXVG9z6BxNCCCG2kvw4vpP7rFQUPaQ6hLFhEpROk1nq1gNtOBXmFHIU02k0bxBqYsSTayADFZ4gSiGPXixgK5lNvmdu2YdA54apdiGL6g2i+gJdXSaEEEJsV5IE7eS+WNEGdCyKdmybzIoVFFpaQFEI7TK6/fx8axOKA4HBdbQueY3c6nch6qdm6WfULlhAGkh387071QMV8hjRahRFBiCFEEL0Pfk02onFU3ma427PrzHDytsLmt16oM8BCAwdguZ3W1UUU0nsdIrAsKFQFkJZ+QVNpdGjyqK1Re/tGzoWPVrV/rVju01aN5weE0IIIfqSjATtxNbtD1Qe9hKLru/JZWWzpBYtAtbXAzmOQ6GpHk8kgLe6mpSZQ0210Rh2r/MedALxYCW7R4d0a3XYlxug2vksiuGXqTAhhBD9hiRBO7GNFUUX43HSpSQovLvb2LTY1gZWFt+QISiKSjaXpljIktTdHZ0j3iA+jw+1h6u6nGIOT8Vg6Q4vhBCi35DpsJ3Y0jUJAGor1idBjm3T9t572Lk8ejhEcMRwbMui0LIWTziAHikDIN26hibDvSao+/CoOr5uLI/viuM4OIDqkxYZQggh+g9JgnZiKxqSAAyqCLavDLMLBeLvu6u3onvtiaKqFJobUSniGzQIRVHIWQUKbfXt9UAV3jCOA0Y3lsd3xTGLqLqBamy+55gQQgixvUgStJMqFEzqm92l7MMHhVHVUlF0NkuytElidNw4HNummGzDUxZGK9XrtOSSOMkWGg036an0RUABTw+nshwzj+LxoWzQPkMIIYToa5IE7aSWrklg2Q4eXWVw9fppqMTHn2BlMmh+P6FdRlNMJVFVG0+521IjaxZoyifxZlI0lkaCYkYYVVG61Ti1K06xgBaMdKugWgghhNheJAnaSS1aHQegIurD61k/jdU8/z9AqWGqqmImE3giPvSAu4tzcz5BwS6ip+MsL3Wcr/aVoStatxqndsVxbFRDVoUJIYToXyQJ2kktWeUWRVeV+fFo63+b4++9D0B03F5Y2SyqpqAHfJgK1GdaaczFCek+kpk4bR4NBajxl6Epao9GgqQeSAghRH8lS+R3QpbtsKoxBUBVeaB9p+js6jXuUnhVJbTrrpiJBJpfI6VDQ3w1KTOHXzfwmiafa27PsGpfFF1VMTQdtQc7PdvFPIrHi2JIPZAQQoj+RZKgnVC+YLK2VBRdEwugl0aC4h+4q8L8g+vAsUGFtFpgVSGHonuIed3aHyW+muU+94/G0GAVpm3j03qWxDjFPFo4Jq0yhBBC9DvyybQTyuSKNMezAAyqCKCXRoISn3wKQHDkCMxUmpzHYUWxFUXzEPEEUEuFy0qyjWWleqChwSpsHLw9XR6Pg+aVeiAhhBD9jyRBO6EV9an2lWGV5f72kaDUwoUABIYOBUWhSU3h4BD5UtGylWxhlXddElQJgKcHSZBjmaiaLvVAQggh+iVJgnZCi1e1AW5RdKCUzJjpNNlVqwEwKitxgj6yTo6At/MuzmvTTZiqgh+NciOMQs+Wx9vFPOgGiiRBQggh+iFJgnYylu2wvN4tiq6M+vGVWl8kPvkUHAdPeRl6wI8ZNihaRTyezgnKiqK70/RQI4yNja6qPdoo0TELaP6w9AsTQgjRL0kStJPJF0zqW9yi6MpyHx69lAR99DHgToVpfj8ZpYhiFVE1T8cb2BbLKQAwJFSNadvoiorekz2CLAvNF+z5wwghhBDbkCRBO5l8wWovio5FfO3L4xOfukXRvro6tEiYZDGJoXr48ibOdryJpetWhpUPwXIsdEXf4ukwx7ZAVWUqTAghRL8lSdBOJlcwaU3kAaiI+tF1Fds0SS9aAoB/8CBMv4dMNoGvi6mw9+s/JaFrBG0YFqrGdGx8+pZ3j3eKBRTZJFEIIUQ/JknQTqa+JUO+aAFuTZCuqWSWL8fO51G9XvyDB5PXoJjPons6JjeWY/Nyxi2ePkwrw6Pq2LaNT+tBEmTmUX0BlC9PtwkhhBD9hCRBOxHLslnZ4BZFR4MGPq+GR1dJL3ZHgbxVVXgiEeJmEo/jdEpQPmxdRrNiEbBs9q8YDYDTw+7xtmmi+cNb+URCCCHEtiNJ0E6kaNo0trr1QOURH7qmomsqqUXrkqBK1HCITCaBx1E6rNpKFjO8vNbtK3ZYWwYjNhjLsVEVBa+6ZaM5jmOjKAqq4e+lJxNCCCF6n7TN2IkUTJumtlISFPa2L4/PLFsGgG9wHfgNim1ZvKUEqGibvLT2A95s+JSiY+G3bA7KOhAIU7SLaPkcSjpOUU1tUSyq4ZeiaCGEEP2aJEE7kaJp0ZLIARANe/Ea7m9vZsUKAAJDBmMaOsV8moDupWCb/G3RSyxOrQVgqOrnhBWr8JYPxVQUiraJF5VQzQgUz5aN6iiqiuqRpqlCCCH6r15JghYtWsScOXNobGxk1KhRnHLKKYRCnXciFttW0bRpTbpJUCzsxevRKLTFMRPu5oeBEcMxiznsYgHTZ/BQKQEyVJ1vDD+EPT//ED1vYsVqAChYJuW6D9UflvoeIYQQO51uJ0H3338/s2bN4sEHHyQWi7Uff/HFF/nBD35AsVhsPzZr1iwefvjhDueJbS+bN2lLusvjy8I+dF1tXxrvKYtilJWTzWfAMnmh/sP2BOic0ZMZHqpGa5kLgF1eC4Bj2/gNn6zwEkIIsVPqdmH0iy++yNChQzskNqZpcuWVV6JpGjfeeCOzZ8/mRz/6EatXr+aOO+7YJgGLjWtNZEnnTMCtCdJUZYOi6CpUw0Mun8JxbD5uWw7AN4YfwvBQNRQLkGwBwInVYNoWqmNjeHwomsyaCiGE2Pl0Own64osv2HvvvTscmz9/Pi0tLUyfPp2TTz6ZXXfdle985zscc8wxvPzyy70dq9gE07Kpb3GLooM+nYDf4+4RtLSUBNXWoBoG2VQbLVaOlJnDUHV2jdQBoK5ZjAI4wSj4ghRtCw8KPo9fkiAhhBA7pW4nQW1tbdTW1nY49sYbb6AoCl/96lc7HN93331Zs2ZN70QouqVo2jSWVobFon50VUHXVTLL3aJof20tiqaQyydZlmsFYHR4UHs7DHXpRwDYw8e697NNvIqG4ZfeX0IIIXZO3U6CKisraWpq6nDs7bffxufzsfvuu3c4bhgGHo/UkWxPhaLVvjw+FvGiaSqaY5Nd7e4A7R9ch2kVKJoFlqYbAdpHgUgnUOrdZfTWiD0BMB2LkKKjdNFaQwghhNgZdDsJ2muvvXj88cdJpdz9YhYuXMgHH3zAYYcdhq53nC5ZvHhxp1EjsW2Zlk1rqSi6POxDUxUKDQ04RRNF1/HVDaJYyJAqZFiVdWt/2qfCln2EAtjVQyEYBcDBwavqqLoks0IIIXZO3S72mDlzJtOmTWPq1KnssssufPTRRyiKwoUXXtjp3Oeff56DDjqoVwMVm1Yo2rSW9ggqK22UmFq0CACjsgI9FCabaWVJzk2AanxlRI0gOA7aktJU2Ii9AMhZBQzVg0/xyMowIYQQO61ujwSNGTOG++67jz333JOGhgYmTJjAn//8Z/baa68O582fPx+/388xxxzT68GKjdtweXw0aGB4dNJLlgLgq6pG9WjksymWfmkUSGlcgZJJ4Hi82EN2ASBj5inzBPDLyjAhhBA7sS36hNt3333585//vMlzJk6cyOzZs7cqKLHlkpk8iXQBgGjIi+FRaSkVRXurKwEHq5hlRaYZ2GAqbPViAOzBu4DmoWCbaIpKue5zu6fKdJgQQoid1FY1UM1kMjQ0NJBOp3srHtEDxVLPMAcwdJWgX0fXVLKr3KJob00NjpkjkU+TsdzRokEBd78npXElAE7NcAAyxRxRI4gfDTRdRoKEEELstLb4E27lypXcfffdvPzyy6xdu7b9eE1NDUceeSQXXHABQ4cO7dUgxaYVTYvGVrceqDziQ1FUVMci19AAgK+mBjuXoMFyz/FrBj7NgEIWpc09x64eSt4q4gAxbxjFNFE9ARRlq/JkIYQQot/aok+4F154gRNOOIGHHnoIVVU58sgj+frXv86RRx6Jpmk8+OCDnHDCCbzwwgvbKl7RhaJp05JYtzzeh6oqWGtWg22jGgaeSBDMHM2lJKjMcPf+URpXuavCwuW0Kg5Zq0CVP0rYE8CxLOkCL4QQYqfW7ZGgL774gksvvZShQ4dy3XXXsf/++3c65+233+bqq6/msssu47HHHmOXXXbZ4oAWLVrE9ddfzzvvvEMwGOTEE0/khz/8IYZhbPba+vp6fve73/Hyyy+TyWQYPHgw3/ve9zjhhBO2OI4dids4tbQ8PuJFVxVyy922GEZlBYpqYtnQWnCnLcsMt7mt2uDWDGVjtZR7Q1T6ooR0H4qiYNm2dIEXQgixU+t2EnTHHXdQXl7O3/72N8rKyro8Z//99+eBBx7ghBNO4M477+TXv/71FgUTj8eZPn06I0aM4NZbb6W+vp6bbrqJXC7HVVddtclrGxoaOP300xk5ciS/+MUvCIVCLFy4kEKhsEUx7IjyRZO2lPuc5SEvqqpQWOEmOEZFBRSz2JEoLQV3j6fyUhKkNLiJkq9uVwaHqtE2nPpSkOXxQgghdmrdToLmz5/PqaeeutEEaJ2ysjK+8Y1v8Pe//32Lg3nooYdIp9Pcdttt7e9jWRbXXnstF110ETU1NRu99te//jW1tbXcfffdaJrbCmLSpElbHMOOKJe3SKRKy+ND7m7RuZVuwbNRHsHBxtY8xEtJUJk3CPksasJdKTZoxPgOCZDj2CgoUhQthBBip7ZFvcMGDx7crXOHDBlCW1vbFgfzyiuvMGnSpA6J1rHHHott28ybN2+j16VSKf71r3/xzW9+sz0BGigcx+mwR1AkZGDo61eGGeURNK+BjUOimAHc6TC7wW2ToZZV4/FHOt7TMlF0D4osjxdCCLET63YSVF5ezsrS6MLmrFy5kvLy8i0OZvHixYwaNarDsUgkQlVVFYsXL97odR999BHFYhFd1zn77LPZc889OeSQQ/j1r39NsVjc4jh2JKZlk8wUyORNAKIBAw8W+VKfN6M8gurzYzl2exJUbgShvjQVNqhz3ZZjFt3l8Z7N12EJIYQQO6puJ0EHHnggf//73zc7wtPW1sbf//53DjzwwC0OJpFIEIlEOh2PRqPE4/GNXreuseuVV17JXnvtxT333MP06dO57777uOWWW7Y4jh2Ju0eQu+or6NPRPBpKwxp3ZZjXix70ovn8pM0cOctNCMuMEFqzO1Lkqx3V+aaWiWr4ZHm8EEKInVq3P+W++93v0tbWxtlnn82CBQu6PGfBggWcc845tLW1cdFFF/VakJtj2zYABx98MJdffjkHHXQQF154Id/61re49957yeVy2y2W7a1QtGmJl5bHR/3gOFirSvVAFTE0Q0fRPTTnEgAENC+6ZaInWt1zSpskbsixTFRvcDs9gRBCCNE3ul35ussuu/Db3/6Wn/70p5x11lkMHjyY3XffnWAwSDqd5rPPPmPlypV4vV5+/etfs+uuu25xMJFIhGQy2el4PB4nGo1u8jqgU9PWSZMmcccdd7Bs2TLGjBmzxfHsCIqm3b4yLBbxAQrF1aUkKFaGanhQFJXGnDuSVmYEsZpWoeCghsrRAl19Xx1ZHi+EEGKnt0XLf6ZMmcLYsWO56667eOmllzpsilhVVcWpp57Kt771LYYP7zy60B2jRo3qVPuTTCZpbGzsVCu0oc3tR5TP53sUz46gUDRpK60Mi0W8KEBh9SoAPNEwaml/pfYkyBuCJvd1b3UXo0CODSgoutQDCSGE2Llt8RrodZslgrsqK51OEwwGCYVCWx3M4Ycfzh133NGhNmjOnDmoqsohhxyy0esGDx7Mbrvtxuuvv87ZZ5/dfvz111/H5/P1aNPGHUU2bxJPrdso0YeqKRRK7Uw80RCqzw9Ac8EdYSvzBNFbFgFgVI/odD9ZGSaEEGKg2OLK1/fee4+nn36a119/HY/HQ01NTa8kQABnnHEGwWCQmTNn8tprr/GPf/yDm2++mTPOOKPDHkHTp0/nq1/9aodrL730Ul588UV++ctfMm/ePO644w7+8pe/cN555xEIBHolvv7GcRxyBat9JKgs6EU1CxSb3f1/vLEIms+P4zi05t09giKeAEar2y+sy3ogWRkmhBBigOj2SFAqleI73/kO7777bvuxyspK/vznPzN27NheCSYajXLffffxi1/8gpkzZxIMBpk2bRqXXnpph/Ns28ayrA7HJk+ezO9+9zv++Mc/8uCDD1JdXc0ll1zChRde2Cux9UdF03Z3i95gjyC1YQ04DqrXixbwovrd5fHxUsuMaNFENQsouoGnvLbzTa0iajAqK8OEEELs9LqdBN1999288847TJkyhYkTJ7J8+XIefPBBfvrTn/Lkk0/2WkCjR4/m3nvv3eQ5s2bN6vL4cccdx3HHHddrsfR3RdMmni5SNG0UIBwwUD4vbZIYK0f3eVFVDdMqEi+W+oal3GkxT9UwFLXzxpKOZaEaO+fImRBCCLGhbidBzz//PFOmTOmw786oUaO45pprWLFiBUOHDt0mAYqNK5o2zW3u8vho2C2KpqFUD1QWQfW5XeCTxfV7BMXaSlNlXUyFuWRlmBBCiIGh23Meq1at6lScfOihh+I4DvX19b0emNi8gmnRWEqCasoDmI6D3bAGAE8khOZ3i6Ibc20A+DUvwRb396rLomhZGSaEEGIA6XYSlMvlOhUYr/t6Z29N0V8VixZNrW4SVFsRAAfMBjfJ8ZSF0Qx3RKetVA8U0bzo6QQoCkbVsE73c8zSyjApihZCCDEAbNES+Ww226FtxrpWFul0ust2GpvrOC+2TjZv0hx3d8OurQhi57LYLS2AuzJs3XTYup5hwdLO2mqsDtXr73Q/p1QwLcvjhRBCDARblARdffXVXH311Z2OX3LJJV2e/8knn/QsKrFZbvf4jtNhatMabNtGNQz0YADV644ErUuCQnl3Z2nPoK43nnSKefRIhawME0IIMSB0Owm6+OKLt2UcYguZlk0ikyeZKbXMKPNhfr4GGzAqylG9GmppRCdZcBOlUMbdK8hb17mlieM4ODioPukZJoQQYmCQJGgHVSjarG12R3jKQl4MXcNsdFeGGeVlqMb6FV7rRoLChQKOquHrqijazKPqXlSvLI8XQggxMMi8xw6qaNrUN7sFz7UVASzLhqZSUXQ0jOb3tZ/bXhNk2ViVdXgMX6f7OYUcqi8oy+OFEEIMGJIE7aCKpk1T2/qiaNN2sBtLSVAkhOZdn+ikTPe8kGmj1Izo8n62WUQLdtVRXgghhNg5SRK0gyqYJo3x9cvjzUIRu7kJAE9ZqH06zHEc0sVSTZBl4xk0utO9HMtE0TSZChNCCDGgSBK0g8rlLZpKK8NqY0HspgawbRSPB0842D4SZNoW6aI7EhRQdfRYXad72cU8isfX5bJ5IYQQYmclSdAOyHEcWuI5Uhl3k8qaWADWrATAWxFD0RQUr7vhYdbKY+LuD6TVjsLoYg8gp5hHC0a77CUmhBBC7KwkCdoBmZbDqiZ3uXtZ2IvX0HDWrgLc5fGa10DV3IV/zS3ucY/tYI8ah95VouNYaF5ZGi+EEGJg6dYS+dWrV/fo5nV1nadexNYrmlb78vjaWADbdlAa1+LgLo9fNwoE0LTobQCCqBCOoSsdkyDHtkDVUGRVmBBCiAGmW0nQ5MmTURRli28uO0ZvG0XTpqFl3fJ4d2XYht3jtdJO0XYxT9uahVAdJGAE0BQVz5dGgpxiAUX3onaxbF4IIYTYmXUrCbrhhhs6JEG2bfPXv/6V1atXc/zxxzNy5EgAFi9ezFNPPcXgwYM555xztk3EgqJp07jB8vhiLofT2gyAHg22t8vILnmfFBYAfl8YTVFRv9QSwzHzqMEoirZFHVSEEEKIHV63PvlOOeWUDl//6U9/Ip/P89xzz1FeXt7htUsuuYQzzzyTpqam3otSdFAoru8ZVhsLUFi9BhwH1edDD/jaV4bl1ywirblJj1/3Yqidf7tt08TjC22/4IUQQoh+okeF0Q899BCnn356pwQIIBaLcdppp/Hggw9udXCia83xHOlsaWVYRQBzTakoOlaObuhofne/n0LDMlLtSZDRqSjacRwUBVRDlsYLIYQYeHqUBLW1tZHNZjf6ejabpa2tracxic1YvjYBQHnYi8/QcerdwnUjVo4W9KNoOlY2iZVsXp8EaZ1HghyziKIbUhQthBBiQOpREjRhwgTuu+8+Pvzww06vffDBB8yaNYvx48dvdXCiM8uyWd28QVG0ZaM0rAHAW1WJ5jNQVJVC/TIAUqX6IL9uoH15JMjMo3i8kgQJIYQYkHpUDXvVVVdxzjnncOqppzJhwgRGjBgBwNKlS3nvvfeIRqP8/Oc/7804RUnRslnbVFoeXxGgWLShNBLkq61C9bnL4wsNSwFIenTAwq950b5cFF0soIUrerTyTwghhNjR9SgJ2mWXXZg9ezZ//vOfeeWVV3jmmWcAd1+gc889l29/+9tUVVX1aqDCZZo2Da1uElQTC5JPp3HaWgHwDapBK+0IXWhwR4LSqgIOBPQukiDHQZN+YUIIIQaoHq+Lrqys5H/+53/4n//5n96MR2xG0bJpbF3fOLVQKorWgkF8FREUTcMxixSaVmIDGccEIKj5OiRBjmWiaprsDySEEGLA2uq2GQ0NDXz66adkMpneiEdsRlsiTzrnrgyrjQWhxd2KwIiVo2iAplNoXgW2RTYQxCldF/R0HAmyi3nweFEkCRJCCDFA9TgJeuGFFzjmmGM44ogjOPnkk3nvvfcAaGlp4aSTTuKFF17otSDFesvq168M0zUFpc3dJNEoL0f16Ciq1l4PlKty25b4NQOPqnccCTILaP6wNE0VQggxYPUoCXrxxRe55JJLKC8vZ+bMmTiO0/5aLBajpqaGf/zjH70WpFhv+dok4K4MKxRtlNZ1I0FlKNgomk6hYTkA6WglAAHdh6YoHXeLtiw0nzRNFUIIMXD1KAm6/fbb2X///XnwwQc566yzOr2+9957S9+wbWRVg9s9vrYiQMG0UNZNh1XEcCy3GarZ1gBAKuAmOQHdQFHU9pEgt2mqiiKbJAohhBjAepQELVy4kGOPPXajr1dWVtLc3NzjoETXLNthbcv6lWEFy8ZpbQHAWxkDHHBszISbGLnL4yGgefGoWvtSeKfo7g8kRdFCCCEGsh4lQX6/f5M7Rq9YsYKysrKexiQ2omhaNJV6hlWX+3FME6u0PN5bFcMBzGQzODaKbpDEBty+YR5l/UJAu1hA9QWlaaoQQogBrUdJ0MSJE3niiScwTbPTa42NjTzyyCMceuihWx2c6CiTM0mkCwCUR7yoqTjYNoqmoYeCKIraPhWmR6tIFN2Eya8ZHVpmOJaJ5g9v/wcQQggh+pEeJUE//OEPWbt2LdOmTePhhx9GURRee+01fv/733P88cfjOA4zZ87s7VgHvHX1QD5Dw9A09JZ1CU8ExSmiaDpmW6N7rKyaZNGdOvNp65unOraNoigyFSaEEGLA61ESNGrUKP72t79RVlbGH/7wBxzH4Z577uHOO+9kt912429/+xtDhgzp7VgHvFWNbhJUVR6gYNnoraXl8dEyHMdyk6D4usSommRpJGjD3aKdYg7F8KF6pShaCCHEwNbjopBdd92Ve++9l3g8zrJly3Ach6FDhxKLxXozPrGBNaXGqVVlfgqFIp6mtQB4yqIoOKBqFOPuSJAnWkW6fiHg1gStS4LsQg49WoWiefrgCYQQQoj+o0cjQbfddhuff/45ANFolPHjxzNhwoT2BGjhwoXcdtttvRelAGBNk5sEVZb5cdpasEotM/SQDxTbXR5fGglSopWkzRwAQc2Lpqo4joPj2GiBSN88gBBCCNGP9DgJ+uyzzzb6+sKFC7n99tt7HJToWn1pJKjc46A3N2Cn3N2jNa+Gonpw8lmcQg4UhWIgTMEu9Q3zeFEVFccsoOoGqjRNFUIIIba+d1hX2tra8HhkuqU3WbZDY5s7shO20miagplwd4/21dTiicbaR4G0UIy45a4iUxUVv+ZOhzmFLKovJEXRQgghBFtQE/Sf//yH+fPnt3/9/PPPs2zZsk7nJZNJnnnmGXbbbbfeiVAAkM4WSGbcxCaqFPB5deJpd/WXUVUOQHHd8viyKloKbhF1UPOiKZqbBJkmWijaB9ELIYQQ/U+3k6D58+e31/koisJzzz3Hc8891+W5u+yyCz//+c97J0IBwMrS8viAV8fjWBgFt5O8anjwhN09f9aNBHmi1bQV3AQpoHtRFQXVtkHTUL3SL0wIIYSALUiCvv3tb3PWWWfhOA4HH3ww1157LVOmTOlwjqIo+P1+vF5vrwc60K1bHl8ZMcCyIRUHQA+HUEtTj2Z8/R5BiaJbPxTQveiKBvksii8oS+OFEEKIkm4nQT6fD5/PrSWZO3cusVgMv18+ULeXNY1uUlMR8qCpeZxmt2eYHg6jaO5GiOt3i64mnnE7yfs1LzoKtlXAFx2OomyTMjAhhBBih9OjT8TBgwdLArSdrdsjqNynoukq2S8WAeCrqUTRVByziJUujQ5FKkmUpsP8uoFaLKD5I2ihsj6JXQghhOiPerxZ4qeffsr999/Pxx9/TDKZxLbtDq8risILL7yw1QEK19pmN6mJemw8OKSXLAUgOHIYiqZhploBx+0O7wuS2LBlhm3hKatBKbXOEEIIIUQPR4Lmz5/PqaeeyksvvUR1dTUrVqxg6NChVFdXs3r1agKBAAcccEBvxzqg1be4I0FRzUKtXw22jRGL4i0vQ9E0rKTbQkMPx1AUpb1lht9R8AYiaEFZFSaEEEJsqEdJ0C233MLQoUOZM2cON9xwAwAXXXQRDz74IA899BD19fUcc8wxvRroQJYvWiQz7mqwMo9NcckXAARHDgVNdUeCkm6NkBauwHEcUqUkyKdoGOEKFK3Hg35CCCHETqlHSdDHH3/MtGnTCIVCaKWi3HXTYRMmTOD000/nD3/4Q+9FOcA1t7kJjUdX8VlZ8ovdeqDgqGEoqoqiqZiJ9SNBlmOvb5mhG3h8ob4JXAghhOjHepQEaZpGMOjuNxOJRNB1nebm5vbXhw4dyqJFi3onQkFjKQmK+DTU+rU4hQJ6KIivqspNglR1/XRYpIKibZIx8wAEPUE80iZDCCGE6KRHSdCwYcNYunQp4BZAjxo1qkMR9EsvvURlZWWvBCigsdUtcg77NFjlLn0PjR4GioKi6yiq2mE6LFHMYOO45wUiaB7Zt0kIIYT4sh4lQUcccQRPP/00puk26Dz//PN57rnnmDJlClOmTOHFF1/k9NNP79VAB7KG0khQWAfa3BEf/5AaHEdBNTw4joPZXhhdQWveLaL2qjq+QNTdLFEIIYQQHfSoWnbGjBmce+657fVAJ598Mqqq8txzz6FpGt/97nc55ZRTejXQgayp1U2CQpqFk3D3AjLKImBbqF4DO5sAywRFRQuVEW92d44OaAa6x48qS+OFEEKITnqUBHk8HsrLyzscO/HEEznxxBN7JSjRUVNpJCim5HHybq2PHgmBDZphYCZKU2HBMhRVozXvttjwa150w4cmu0QLIYQQncin4w6gOeGu9IoVE0CpX1ipFkg1PFjJdS00YgC0rusgb/gxPD4URemDqIUQQoj+rVsjQeeee+4W31hRFO67774tvk501hJ3k6BowU2CPGURHMtG8RiohtFeD6RF3D2C1rXMCBhBPLI/kBBCCNGlbn1COo6zxTfuyTWis3zRIpV1N0oMFNyCZ6OUBGkBA9Wjt68M08Mxio5FyiztFu3x49E8fRO4EEII0c91KwmaNWvWto5DbMS6jRJ1FYxsChPwlIVxLBs96DaxtTZYGWbZFqlCKQky/BiqJEFCCCFEV6QmqJ9ripeWxxsKpErTYZEwDgqaz93/p306LByjaFvtzVPD/iiqKr/FQgghRFd6VDCyevXqbp1XV1fXk9uLDTS1ufVAYQ/Y8TYAPJEgKApWppVcthE76xZC65EKTMckUeobVu6LyB5BQgghxEb0KAmaPHlyt1YcffLJJz25vdhAY5s7qlOuFbHTbk2QHvBhp1bS8uzf2s9TvAFUw08y2UDOdmuIor6I7BEkhBBCbESPkqAbbrihUxJkWRarVq3in//8J7FYjLPOOqtXAhzo1u0RVGO7CZAWCICiYGeaAFB9QVRvkMBuBwCwJusWSQd0H37dK3sECSGEEBvRoyRoU7tBf+c73+G0004jmUz2OCixXmNpt+hYKQkyKsqxi0WcnFsfFD3g6wR23a/9/IZsK+BOhamqhiYjQUIIIUSXen2YIBAIcMopp3Dvvff29q0HpHUjQVGzlASVl4MDVsZNdvSy6vZzbcemKdsGQJk/iqYoMhIkhBBCbMQ2+YS0bZumpqZtcesBp6W0OixULCVBsSiOmccpNUnVo1Xt5+asIs15dwSuzF+GqshIkBBCCLExvbqdcCqV4j//+Q/33HMPe+yxR2/eekDKFy2SWRMAbyaODXiiUSiNCqmBKKrhaz8/Y+ZoK22oGPWG0VUNVUaChBBCiC71KAnafffdN7o6zHEc6urquPrqq3sU0KJFi7j++ut55513CAaDnHjiifzwhz/EMIxu3+Pee+/lxhtv5Ctf+Qp33nlnj+LoD5pLo0AeFZREGwB6KIiTdbvEezaYCgOIF9IkS8vjo74wHlVaZgghhBAb06NPyZkzZ3aZBEWjUYYNG8YhhxyCrm/5rePxONOnT2fEiBHceuut1NfXc9NNN5HL5bjqqqu6dY/GxkZuv/12Kioqtvj9+5vm0h5BUc3ESpSapwb9mHF3ymvDqbC8VSRVzJMotcyIeIPSMkMIIYTYhB4lQZdccklvxwHAQw89RDqd5rbbbqOsrAxwl95fe+21XHTRRdTU1Gz2Hr/+9a+ZPHlytzd07M9aSt3j65wUOA5aIIDiUbFLXeI3LIrOmnlasm1YOKiKStAIYujdHz0TQgghBpp+VTDyyiuvMGnSpPYECODYY4/Ftm3mzZu32evffvttXnjhBX70ox9twyi3n3VJULXljvx4qyqhWMTOresmvz4JSppZ4qXi6TJfBE1RZWWYEEIIsQk9LhpZtWoVjz/+OCtXriQej3fqGq8oCn/605+26J6LFy/mG9/4RodjkUiEqqoqFi9evMlrLcviF7/4Bd/97neprq7e5Lk7ipa4u1t0zCwlQdVVWMUCTs792g6Vk7eK2I5DopAhU3STppi/DAdkZZgQQgixCT1Kgp566ikuv/xyTNMkEokQCoU6ndOdthpflkgkiEQinY5Ho1Hi8fgmr/3b3/5GNpvlvPPO2+L37a9aSnsEleXdZ/dWVuJk44CDrRssLMSh6I4K5awCqVLj1HJ/FEVRpDBaCCGE2IQefUr+7ne/Y+TIkdxyyy2MHDmyt2PaYs3Nzdxyyy386le/2qJVZP3duumwQNZNgozKGFZqEQB2uBzvBjU/fs0gXlg/HaYruiRBQgghxCb0qGiktbWVM844o9cToEgk0mW7jXg8TjQa3eh1f/jDHxgzZgz7778/iUSCRCKBaZqYptn+/zui1mQeHAcj6e4ObVTEsEqjQkRiGKre/ktXNVpLI0Fl3jCapqHL6jAhhBBio3o0VDB+/HjWrFnT27EwatSoTrU/yWSSxsZGRo0atdHrlixZwn/+8x8OOOCATq8dcMAB3HXXXRx++OG9Hu+21pYqELKyqGYRVBVPKISdT7qZa6Syw7mO49BSSoLCvhAeVUOXmiAhhBBio3qUBP3P//wP3/nOd9hrr7045phjei2Yww8/nDvuuKNDbdCcOXNQVZVDDjlkk/EkSvvorHPDDTfg8/m47LLLGDNmTK/FuL0UihbpvMXwQqkeqCIGWDilfYCcUMeRsYZcG2krj65olPmi+DTv9g5ZCCGE2KH0KAkaM2YMl156KZdddhk/+9nPqK2tRVU7zqwpisKTTz65Rfc944wzmDVrFjNnzuSiiy6ivr6em2++mTPOOKPDHkHTp09n9erVPP/88wCMHTu2070ikQiBQICJEyf24An7XmsyD0BlsZQEVVVhF4pgunVCeAMdzv+0dQUAo8uHoSoqPl2SICGEEGJTepQEPfDAA1x//fV4vV6GDRvW5eqwnohGo9x333384he/YObMmQSDQaZNm8all17a4TzbtrEsq1fes79qaXOntmrW7RFUXU2hkEOxCgA4vmCH8z9LrARgbPWuAHh0qQcSQgghNqVHSdCdd97JPvvsw5133kk4HO7VgEaPHs299967yXNmzZq12ft055z+bF0SVFlaAu+triKfTqDapeTPt34kKFXMsTLbAsDYql0o2pasDBNCCCE2o0erw5LJJMcff3yvJ0BivXVJUFlh/XRYsbRTtKNqsMHy+M8TqwCoC1QQNILoioZHlZEgIYQQYlN6lAQdeOCBfP75570di9hASzyLbpsE8m6fMF91NYVSEoQvCBtsRvlZ3J0K2z02Asu2SsvjZSRICCGE2JQefVJec801fOc73+Guu+5i2rRplJeX93ZcA15rIkesNBWmBQIoAR9mIcVyr87rFT7MJa+2n7sw4TaL3b1yNKZtoSuyPF4IIYTYnB4lQccddxyO4/C73/2O3/3ud3i93i5Xh/33v//tlSAHouZEnvJ19UBVlRQLeTCzPF0ZYpkXaFvW4fwyT4C6cC0Z28TnDaJK81QhhBBik3qUBE2dOrVHvcFE97Wm8tQV1iVBVViFHJadZ6XPrfU5atDeeDXdbVxr24zyV6DqHsxiAb/u68vQhRBCiB1Cj5Kgm266qbfjEF/Sli6yV7G0PL6qEqtQYK2Sx1IUQmgcXrMnTi6N49iggGL4UTQNu+Bg6DtP/zQhhBBiW5Hq2X7ItGwSOWuD6bAqivkcKzW3B9owPYiiKFiWiRGrRfGFUBQVpTQFJsvjhRBCiM3r0aflE0880a3zTjrppJ7cfsCLJzI4DsQK62uCkoUkKzw2oDLcW4bjOCiKguLxoRnu9Jft2KiKIkmQEEII0Q09+rS8/PLLN/rahrVCkgT1TEtbFp+VJ2C7rTOMikqKK1pY4XG/t8OClTiWhaLpKJ717THyZgFDM2Q6TAghhOiGHiVBc+fO7XTMtm1WrlzJgw8+yOrVq/nVr3611cENVC1tmfapMD0SQfMaNBTjZDUFj+1QG64BqwiaB0Vbvyli1sxR6Y9haLJRohBCCLE5PUqCBg8e3OXxoUOHMmnSJC688ELuv/9+rr766q0KbqBqiWfbp8KMqkoc22ZJoRGAIfkimj+EVcyj+UPteyY6joPl2ER8sou3EEII0R3bZDOZr3zlKzzzzDPb4tYDQmsi375RorfSnfpabrm9wUbkTLdlhmOjGuuXwhesIl7NIGD4+yRmIYQQYkezTZKgFStWUCgUtsWtB4REOk95aXm8r7oKu1hkhe1+PdzWcQBQUDao/cmZOYKeAD7d2/mGQgghhOikR9Nh//nPf7o8nkgkePvtt5k1axZHHXXUVgU2kCUyBUZvMBKUL+ZpVYoA1KleHMt0i6I3SIKKtkWZP9In8QohhBA7oh4lQeecc06XO0Y7joOmaRxzzDFceeWVWx3cQJVI5TdYHl9FQ7YVAM1xCHpDpApZiqqC1yqg2AUcx0FXNYKeQF+GLYQQQuxQepQE/fWvf+10TFEUIpEIgwcPJhQKbXVgA1kxnsBwTBxFwaiI0bbKbZAaNm3wBkgUUpSVDcLQ168C8+k+fB6ZChNCCCG6q0dJ0IEHHtjbcYgNqPFmAJxwFFXXaSumAQhbNpY/gKGojK4YQahiSF+GKYQQQuzQelQYvWLFCl588cWNvv7iiy+ycuXKHgc1kDmWhS/VBoBWHgOgzUwBEDEtioYXr+rBawT7KkQhhBBip9CjkaCbb76ZVCrF5MmTu3z9gQceIBKJ8Pvf/36rghuI8rkCgbyb9HgrK3Asi7idA9zpsILHIOrxo+qyIaIQQgixNXo0EvTOO+9w8MEHb/T1SZMm8fbbb/c4qIEskcoRNLMA+Moi2KZFwnGToIhlYxleAh63Y7wQQggheq5HSVAikSAY3Ph0TCAQoK2tracxDWiJRI6g5SZBRiSCY5kkrFISZNqoXj9+3YeiSZNUIYQQYmv0KAkaNGgQCxYs2Ojr//3vf6mtre1xUANZPJUjVEqCPJEwjmmSsN2vw5aN7g9heLwgneKFEEKIrdKjJOjrX/86Tz/9NH/961+xbbv9uGVZ3HfffTzzzDN8/etf77UgB5JkKt8+HeaJRLCLJslSN/mQrRI2wmi60eU+TUIIIYTovh4NJ1x00UX897//5YYbbuCOO+5g5MiRACxZsoSWlhYOPPBAvve97/VqoANFIpmlvDT9ZUQiFM0cGcfdLTrkMfCrGorsBySEEEJstR4lQYZh8Je//IXHH3+c559/nuXLlwMwfvx4pkyZwkknnYSqbpO2ZDu9VHMbFTg4gCccpKXRbZyqOQ4+I4CBhipJkBBCCLHVelxYoqoq3/jGN/jGN77Rm/EMeNmWNgBMw48KtFGqBzJt8EXRFUWKooUQQohe0KNP07a2NtauXcvuu+/e5eufffYZtbW1RKPRrQpuICrG4wCYvgCOaRLfoCgaXxBNUaUoWohNsCyLYrHY12EIIbYBj8eD1otbxPTo0/TGG29kyZIlPPLII12+fvXVVzNq1ChuuOGGrQpuoHEcBzuZdP/fH8QuFmmz1y2Pt1DKQqiKKiNBQnTBcRzWrl0r23MIsZMrKyujtra2VxYI9ejT9M033+TMM8/c6OtHHnkkDz30UI+DGrBsGzJunzAlGMIumiRwV4aFTRvNH0bRNNkoUYgurEuAqqurCQQCsoJSiJ2M4zhkMhkaGhoAd7uerdWjJKilpYXy8vKNvl5WVkZzc3OPgxqoHMtCzblJkB6JgGMTL+0ZFLFsdH8YFBVkJEiIDizLak+AKioq+jocIcQ24vf7AWhoaKC6unqrp8Z6tISrqqqKjz/+eKOvf/TRR8RisR4HNVA5loU3nwHAGwkDkDBLHeRNG90XBE1HUWUkSIgNrasBCgQCfRyJEGJbW/f3vDdq/3qUBB199NH84x//YO7cuZ1ee+GFF3jsscc4+uijtzq4gaaQN/EV3ZGfYDSEounEC24SFLFsVF8QRfNIEiTERsgUmBA7v978e96jeZVLLrmEN954g4svvpjdd9+dXXfdFYCFCxfy6aefMnr0aL7//e/3WpADRSK9vm+YLxJANTzEi6WRIBs0zUDVjb4MUQghhNhp9GgkKBwO8/DDD/O9730P0zR59tlnefbZZzFNkxkzZvDII48QiUR6O9adXjyVJ7SuZYbfj+3RSFullhm6Dx0FxZCNEoUQ/cOYMWO49dZb++z9J0+ezOWXX97tcy+66KJtHJHY0fS4wjYQCPD9739/oyM+8Xhc9gnaQomWJN5Siww9ECCluv+vOQ5ew4+mgKJ5+jJEIcQA8sADD3Ddddcxfvx4Hn300b4OZ7O++OIL/vWvf3HyySczZMiQvg5H7AB6dZlRoVBg7ty5zJ49m1dffZUPPvigN2+/00s2tmAApqqhGR5aSnsEhUwbxR9FVzTZI0gIsd3Mnj2bwYMH8/7777Ns2TKGDx/e1yF1MGfOnA71IV988QW33XYbBx54oCRBolu2usGX4zi8/vrrXHHFFRx88MFceumlvPvuu9JFvgcyTW6fsLwngKoopEx3pVjAtlF8QXejRCmKFkJsBytWrOCdd97hiiuuIBaLMXv27L4OCXA/c3K5UpNpw8DjkdFx0XM9ToI+/PBDbrzxRg477DAuuOACnnjiCY444ggefPBB5s2bx4033tibcQ4I+dY2AIreAKqqkCnVB/ktB9UfAlX6hgkhto/Zs2cTjUY54ogjmDp1areToPnz53PKKacwbtw4jj76aB566CFuvfVWxowZ0+E80zS5/fbbOfroo9lrr72YPHkyv/vd7ygUCh3OW1fL8+qrr3LKKacwfvz49s14N6wJeuyxx/jBD34AwLnnnsuYMWMYM2YM8+fP73C/t99+m2nTpjFu3DiOOuoonnjiiQ6vP/bYY4wZM4a3336b66+/noMOOoj999+fq666ikKhQCKR4Cc/+QkHHHAABxxwADfffDOO43S4x9NPP80pp5zCPvvsw7777svxxx/Pfffd163vn9i+tugTdcWKFTz55JPMnj2bZcuWUVNTw/HHH8/48eO59NJLmTp1Kvvss8+2inWnt75vWBBNUUgV3ZEgv13aLVrVZaNEIcR2MXv2bL761a9iGAZf//rXefDBB3n//fcZP378Rq/5+OOP+fa3v01VVRWXXHIJtm1z++23d7lv3JVXXsnjjz/O1KlTOf/883n//fe58847WbRoEbfffnuHc5csWcKPfvQjTj/9dE477TRGjhzZ6X4HHHAA55xzDrNmzeK73/0uo0aNAmD06NHt5yxbtowf/OAHTJs2jZNPPpl//OMfXH755ey5557tq5zXuf7666msrOSSSy7hvffe4+GHHyYcDvPOO+8waNAgLr30Ul555RXuuecedtttN0466SQA5s2bx2WXXcakSZP48Y9/DMDixYtZsGAB06dP7943X2w33f5EPf3003n//fcpLy9n6tSpXH/99ey///4ALF++fJsFOJCs7xsWAF0lnXeXx/stB80XBFVqgoQQ296HH37I4sWL+fnPfw7AfvvtR21tLbNnz95kEnTLLbegaRoPPvggNTU1ABx77LEcd9xxHc779NNPefzxxzn11FO5/vrrATjrrLOIxWL85S9/4c033+Sggw5qP3/ZsmXcfffdHHbYYRt976FDh7L//vsza9YsDj74YCZOnNjpnCVLlvDAAw+0f3Yde+yxHHHEETz22GP89Kc/7XBuRUUFd911F4qicNZZZ7F8+XLuueceTj/9dK699lrA/VycPHky//jHP9qToJdeeolQKMQ999zTq40+xbbR7emw9957j8GDB3Pdddfxs5/9rP0PkehFmRQASiCIouqkCqXpMNtB87qbJ0pNkBBiW5s9ezaVlZXtiYSiKBx33HE888wzWJbV5TWWZfHGG29w1FFHtSdAAMOHD++UvLz88ssAnH/++R2OX3DBBR1eX2fIkCGbTIC6a5dddunw2RWLxRg5ciQrVqzodO60adM6FF2PHz8ex3GYNm1a+zFN09hrr706XB+JRMhms8ybN2+r4xXbXreToJ///OdUVVVx8cUXc8ghh3DVVVfx5ptvdpoLFT3jWBZattQ3LBREUSFtrp8O0/1BFF0KAIUQ25ZlWTz99NNMnDiRlStXsmzZMpYtW8b48eNpamrijTfe6PK65uZmcrlclyvIvnxs1apVqKrKsGHDOhyvqqoiEomwatWqDsd7a6VXVw03o9Eo8VIpwobq6uo6fB0Oh7u8Rzgc7nD9N7/5TUaMGMF3vvMdDj/8cK644gpeeeWV3ghfbAPdnls566yzOOuss1ixYgWzZ8/mqaee4pFHHmn/aUFRFNmyfis4to2n1DLDGwwADulSywyfA5ruRfH4+jBCIcRA8Oabb9LY2MjTTz/N008/3en12bNnc+ihh/bKe3X3M8Pn651/+7ZkekpVux4j2NjxdSoqKnjiiSd47bXXeOWVV3jllVd47LHHOOmkk/jVr361RfGKbW+LC0yGDh3KjBkzmDFjBh9++CGzZ8/mmWeewXEcrr32Wl555RUmT57MwQcfjNcruxt3l2PbGEV32WcgEkBRIFNKinyqgaYoqDISJITYxmbPnk1FRQVXXXVVp9eef/55nn/+ea699tpOiUlFRQVer5dly5Z1uu7LxwYPHoxt2yxbtqxD4XJTUxOJRILBgwf3KPb+8oO4YRhMnjyZyZMnY9s211xzDQ8//DAzZszod3stDXRbtU/QXnvtxRVXXMHLL7/MX/7yFw499FCeeeYZvve973UoahObVywU8ZVaZPiDfhRNJWO6X3sNPx5U2S1aCLFN5XI5nnvuOb7yla9wzDHHdPp11llnkU6nefHFFztdq2kaBx98MHPnzqW+vr79+LJly3j11Vc7nHvEEUcAdFo2/n//938dXt9Sfr8fgGRpkUlfaG1t7fC1qqrt2wN8efm/6Hu9stRIVVUOPvhgDj74YK699tr2XaNF9yXiaXy22yYjHPajaAqZ0tc+XwhFVUGKooUQ29CLL75IOp1m8uTJXb6+9957E4vFePLJJzut+AK4+OKLee211zjzzDM588wzsW2b+++/n1133ZVPPvmk/bzdd9+dk08+mYcffphEIsEBBxzABx98wOOPP87RRx/d4x+ix44di6Zp3HXXXSSTSQzD4KCDDqKioqJH9+uJK6+8kng8zkEHHURNTQ2rV6/m/vvvZ+zYsR1GvUT/0Ovrrb1eL8cdd1yXf0HExsUb3J8eHED3eVEUyDoWKOD3R1EUVZbHCyG2qSeffBKv18shhxzS5euqqvKVr3yF2bNndxrxAHd24K677uLmm2/mD3/4A4MGDeL73/8+ixcvZvHixR3Ovf766xkyZAiPP/44L7zwApWVlVx00UVcfPHFPY6/qqqKa6+9ljvvvJOf/exnWJbFX//61+2aBJ1wwgk88sgj/O1vfyORSFBVVcWxxx7LJZdcstl6IrH9KY4s7+rSUUcdBcDcuXO3y/steP5Nsrf9mpzmZbfvzyRc6eWiD+/BUeDy8gnsPupAfMPGohr+7RKPEDuSXC7HkiVLGDlyZK8V0YreM2PGDL744guee+65vg5F7AQ29/d9Sz6/JS3tJ9LNbQAUdC+qqpC1sjilGr9AKCYbJQohdgjr+nqts3TpUl555RUOPPDAPopIiI2TT9V+IhdPEACKHh+KAqmcW9jnsR28oRhoGqjy2yWE6N+OPvpoTj75ZIYOHcqqVat46KGH8Hg8fPvb3+7r0IToRD5V+4l8KQkyDR+aAqlME1DaLVo3UDVPv1n+KYQQG3PYYYfx9NNP09jYiGEY7L333lx22WWMGDGir0MTohNJgvqJQsJtmWEbPhRNIR13iw59qCiOg+KRPZeEEP3fjTfe2NchCNFtUhPUT1hpNwnCWxoJyiXcLxUNzXFQJQkSQgghepUkQf2Ek3H7hCk+HyiQzrtJkU/zoMryeCGEEKLXSRLUDziOg5p3W2SoPh+KrpAq9Q3zerwoIEXRQgghRC+TJKgfcCwLreAuKzWCfhRVJWO6X3s9fjRFlscLIYQQvU2SoP5gg+ap/qAfnEJ7ywyvN4iu6yhb0P1YCCGEEJsnSVA/YFsW3tLITyDkw860kS1tr+7z+FEVHWQkSAghhOhVkgT1A7lMHp/tdhcOhINY6WaymrsnkF/zoOoeFGmeKoQQQvQqSYL6gbbGVtZtgxjwe7Az8fUjQaqOphuSBAkxAJ1wwgmMGTOGt99+u8vX58+fz+WXX76doxJi5yFJUD+QaGwBIK968Hh07EycnOqmRUHVg+oL9GV4Qog+sHDhQj777DMAZs+e3X68WCxyxx13kE6nO5z//PPPs2DBgu0aoxA7un6XBC1atIjzzz+fvffem0MOOYSbb76ZQqGwyWsaGhq4+eabOfHEE9lnn304/PDD+dGPfsSqVau2U9RbJ1VqnprX3T2C7GyCrOb+1gQVj2yUKMQANHv2bFRVZeLEicyZM4di0V0soSgKoVCIc845h5deeon6+nq++93vMnfuXOrq6vo4aiF2LP0qCYrH40yfPp1iscitt97KpZdeyiOPPMJNN920yes++ugjnn/+eY499lj++Mc/cvnll/P5559z6qmn0tLSsp2i77lMq7s7dEH3oqtgZhNkSyNBYY8PRfP0ZXhCiO3McRyeeuopDjroIM4//3za2tp49dVXAdB1nbPPPps77riDZ599ljfeeIOvfe1r3HTTTdTW1vZx5ELsWPrVkqOHHnqIdDrNbbfdRllZGQCWZXHttddy0UUXUVNT0+V1++23H//617/Q9fWPs++++/KVr3yFJ554ggsuuGB7hN9j+XgCD27zVBSHXDaJrUQBCOt+SYKE6CHHccgXrD57f6+h9ajx8YIFC1i1ahUzZ87k0EMPpaysjKeeeorJkydjWRaPPPIIjz76KFOmTOGzzz7j6aef5o033uAHP/jBRv+dFEJ01q+SoFdeeYVJkya1J0AAxx57LFdffTXz5s3jlFNO6fK6SCTS6VhtbS2xWIyGhoZtFW6vWdc81fL4UOwCGccd9lZR8OleFL1f/TYJsUNwHIef3vYanyztu9HgsSNi/OriQ7c4EXrqqafwer1MmTIFj8fD1KlTefLJJ0mn03g8HuLxOLNmzeLDDz+kra2Nm266ieeee45Vq1ZJEiTEFuhX02GLFy9m1KhRHY5FIhGqqqpYvHjxFt1ryZIlNDc3M3r06N4McZswU24S5Hh9kGtrnwrzah50jyEjQUIMIKZpMmfOHI444gjC4TAAxx9/PNlslueffx7DMPjud79LMBjscN2UKVPYd999+yJkIXZY/WqIIZFIdDmqE41Gicfj3b6P4zhcf/31VFdX87Wvfa03Q9wm7FIHecXnwykk25fHe1UdTfNKywwhekBRFH518aE73HTYvHnzaGlp4cgjjySRcOsFd9ttN6qqqnjqqac46aST2s+dOHEiEydO7M2QhRhQdspP11tvvZU333yTu+++m0BgB1henis1T/V6IZ9o3yjRp3rQvb6+jEyIHZqiKPi8O9Y/c+uWw19xxRVcccUVHV5rbW2lubmZioqKvghNiJ1Ov/rXIRKJkEwmOx2Px+NEo9Fu3eORRx7h9ttv55e//CWTJk3q7RC3Ca3UQV7zeXHyTR1GgnRvcFOXCiF2Itlslrlz53L00Udz7rnndnitqamJyy67jGeeeYZzzjmnjyIUYufSr5KgUaNGdar9SSaTNDY2dqoV6srzzz/PNddcw/e//32mTZu2rcLsdZ5S81RvwIuTT7XXBPlUHV03+jI0IcR2NHfuXDKZDOecc06X01x33303Tz31lCRBQvSSflUYffjhh/P666+3z4MDzJkzB1VVOeSQQzZ57fz587nssss49dRTmTlz5rYOtdc4G3SQDwS92Ln1GyX6NA+aJEFCDBhPPfUUdXV1G63zOemkk3j33XdZvnz5do5MiJ1TvxoJOuOMM5g1axYzZ87koosuor6+nptvvpkzzjijw7LP6dOns3r1ap5//nnA3WV65syZjBgxghNPPJF33323/dxYLMawYcO296N0m1k08Vl5AAIBA7s+RbZUw+DXvGiyW7QQA8Ydd9yxydenT5/O9OnTt1M0Quz8+lUSFI1Gue+++/jFL37BzJkzCQaDTJs2jUsvvbTDebZtY1nrV3y89957JJNJkskkZ555ZodzTz755M3uON2X0q0JVBwAgl5wijmymrtCzq970XVJgoQQQohtoV8lQQCjR4/m3nvv3eQ5s2bN6vD1KaecstGNFPu7ZFMrAKai4lPcAulcaXNEv+5F0WWPICGEEGJb6Fc1QQNRe/NU1QtFd2VctpQEBYxAj7bcF0IIIcTmSRLUx9Y1T83rXtS8mwTlNA2AkK/zxpFCCCGE6B2SBPWxXNxNfEzdADMNQKb0u1LmlyRICCGE2FYkCepj+cQGSVDRTYKy2ACEfd3bIFIIIYQQW06SoD5WSK7rIO+FQoqiAmZptVhERoKEEEKIbUaSoD5mZtzRH1s3cPLrm6cqQMAX6sPIhBBCiJ2bJEF9zM5kANAMBWxzg75hHnSPNE8VQgghthVJgvqYk3WTIJ/ubv6YD7lTYF7NQFe1PotLCCGE2NlJEtTHlJzbN8ynFwAoBCOlrw1URX57hBhobr31VsaMGdPlrz//+c99HV6PzJgxo0PT11tvvZV99tlnu8bQ2trKDTfcwJQpUxg3bhyTJk3izDPP3OzmvDuiNWvWcMUVVzB58mTGjRvHoYceynnnncc///nPvg6tkzFjxnDPPff02fv3ux2jBxqt4CZBfq2UBAVCYGfw6V40SYKEGJB8Ph/33Xdfp+ODBg3qg2h636mnnsoRRxyx3d7PNE2mT59OMpnkwgsvZNSoUTQ1NbFgwQL+/e9/c9555223WLa1RCLBaaedRjQa5ZJLLqGuro61a9fy5ptv8uqrr3LiiSf2dYj9iiRBfUwrrkuC3CaqWZ8PMuD3+GQkSIgBSlVV9t57774OY5upra2ltrZ2u73fW2+9xWeffcb999/PAQcc0H78a1/7GrZtb7c4uiuXy+Hz9awm9Nlnn6WhoYGHH36Yurq69uMnnnjidn3WrXmG7Uk+ZfuYx3STH5/m9g3Lewz3a48PVWqChBBdeOGFFxgzZgz//ve/24+1tbVx2GGHcdlll7UfWzeFdvPNN3PQQQexzz77cPnll5NKpdrPyWQyXHfddUydOpUJEyYwefJkrrrqKpLJZIf3nDx5Mtdddx0PPPAARx55JPvttx8zZsygpaWlw3mLFi3i7LPPZty4cRx99NE8/vjjneL/8nTY/PnzGTNmDPPmzeNHP/oR++yzD0ceeSR33XVXp2sfeughjjzySCZMmMD555/Pxx9/zJgxY3jsscc2+v2Kx+MAVFVVdXpNVTt+DHYV/5en8y6//HK+/vWvd7gukUh0iuOJJ57gzDPP5MADD+SAAw7gnHPO4f333+/ye/H+++9z+umnM27cOB544IH2WL73ve+x3377sffee3PhhReyfPnyjT7numdVVZWKiorNPuvatWv58Y9/zMSJExk/fjxnnXUWH374YYdzeuMZLr74Yg488EAmTJjACSecwFNPPdXhetu2ufXWWzn44IOZOHEiV1xxBZnSoqFtTUaC+pBdLOK13GkwQ3WToGypZYbfE5DpMCG2kuM4OMV8n72/4vH2uP+faZqdjumlvoJHH300J510EldeeSWzZ88mFotx7bXXAnD11Vd3uGbWrFnsueee/OpXv2LlypX85je/IZ/P8/vf/x5wf2K3LItLL72UWCzGmjVruOOOO5gxY0anZtUvvvgiy5Yt46qrrqK1tZUbb7yRX/ziF+33yufzXHDBBfj9fm6++WYAbrnlFlKpFCNGjNjsM1999dWceOKJ3H777bzwwgv85je/YcyYMRx++OEAzJ07l6uvvppTTz2VqVOn8sknn/DDH/5ws/cdO3Ysqqpy5ZVXMnPmTPbbbz8Mw+h03tbG/2UrV67kpJNOYtiwYRQKBZ5++mnOOussnnzySUaOHNl+XrFY5Ec/+hHnnXcel156KWVlZaxYsYIzzjiDXXfdlZtuuglFUbjjjjs477zzmDNnTpfxA+y5557Yts2Pf/xjLrjgAsaNG9f+52ZD8Xicb37zmwQCAX7+858TDoeZNWsW06dP57nnnmtPorbmGZYuXcrpp5/OoEGD+NnPfkZVVRWff/45q1ev7hDLAw88wH777cdNN93E0qVLufnmm6moqODHP/7xFn/Pt5QkQX2okEiy7p9HXbNBUciUdosOePzSPFWIreA4Dqv/+jPyKz/rsxi8Q3an7tzrt/jvciaTYc899+x0/IEHHmD//fcH4Morr+T444/nqquu4phjjuGZZ57h7rvvJhrtuNO8YRjcfvvtaKUfsLxeL1deeSUXX3wxo0eP7pBAgZt8DRkyhG9+85ssWbKkwwed4zj86U9/av8AXrVqFXfeeSe2baOqKo899hgNDQ3861//ak8a9thjD4455phuJRFTpkzhkksuAWDSpEm89NJLPPvss+1J0J/+9CcOOuggrr/+egAOO+wwTNPkD3/4wybvO2LECC6//HJ+/etfc9555+HxeBg/fjzHHnssZ555ZnuSsLXxf9nFF1/c/v+2bXPIIYfw/vvv8/jjj3cYsSsWi1x66aUcd9xx7cd++tOfEo1G+b//+z+8Xi8A++67L0cddRSPPvooZ511VpfvOWnSJL71rW/xf//3fzz33HP4fD72228/TjjhBE488cT2P4v33XcfiUSCRx99tD3hmTRpElOnTuWee+7hJz/5yVY/w49+9CM8Hg8PPvggoZC7793BBx/cKeaqqip++9vfAnD44Yfz8ccf8+yzz0oStLNLtbhDtKaioqg2WrCctOX+1Bo0An0ZmhA7iR3zBwmfz8f999/f6fioUaPa/z8cDnPjjTdy/vnn8/LLL3PmmWdy2GGHdbrmyCOPbE+AAI455hh+9rOf8cEHHzB69GjAnfK49957WbZsWYdpiKVLl3ZIgg444IAOIxCjR4+mWCzS3NxMVVUV77//PrvuumuHhGH48OHsvvvu3XruQw89tP3/FUVh9OjRrF27FgDLsvjkk0/aP5zXOeqoozabBAFMnz6d4447jhdffJG33nqLN954g+uvv57nnnuO++67D1VVtzr+L1u0aBG/+93veOedd2hubm4/vnTp0k7nfrlQfN68eRx33HFomtY+KhiJRNhjjz06TVl92U9+8hPOPPNM5s6dy3//+1/eeOMN5s2bx7x58/j1r3/dfv+JEycSjUbb76+qKgcccAAffPBBrzzDm2++ydSpU9sToI35cmI0evRonn766U1e01skCepD6eY2ACxNBwrokUoyZqlQWjZKFGKrKIpC3bnX75DTYaqqMm7cuM2et99++1FXV8eqVas4++yzuzzny7UhoVAIr9dLQ0MDAM8//zw//elPOf3009unMRobG5k5cyb5fMfvXSTSsZXPuoRo3XkNDQ1d1qJUVFR0uldXwuFwh689Hk97bVJLSwumaRKLxTb5fJtSVVXF6aefzumnn06xWOSqq67iscce49///jdHHXXUVse/oVQqxQUXXEAsFuPyyy+nrq6ufRTuy/fy+/0Eg8EOx1pbW7nvvvu6XCXo8Xg2+/5Dhw7lvPPO47zzziOdTvODH/yAJ598km9961vsvvvutLa28u6773Y54jhs2LBeeYa2tjaqq6s3G+uX/1x5PB4KhcJmr+sNkgT1oVQpCUJ3/5HUo5VkrCZARoKE6A2KoqAYO+8PFLfccgutra2MGDGCa6+9lr/+9a+dkq4Nf3oH94Mtn8+3fzjNmTOHsWPHct1117Wf89Zbb/Uonurqaj766KNOx5ubmzc7GrA5sVgMXdc7FWJ/+fm6y+PxcN555/HYY4+xaNEijjrqqG7HbxgGxWKxwznriq/Xeffdd1m7di133nlnh5GkZDLZaWVcV4lyNBrliCOO4Jvf/Gan176cbGxOMBjkm9/8Jq+++iqLFy9m9913JxqNcthhh/GDH/yg0/nrktutfYaysrL2ZLu/ksrbPpSNJwDQSqmoFqkgXSqUjnilb5gQYuMWLFjAPffcw+WXX85vfvMbFixY0OWowb///W8sy2r/es6cOSiK0j7SlMvlOo0szJ49u0cxjRs3joULF7Js2bL2Y8uWLePTTz/t0f02pGkaY8eOZe7cuR2Ov/DCC5u9tq2trctC83VTOutWjXU3/traWtauXUs6nW4/Nm/evA7n5Eob4W74vV2wYAGrVq3abLzg1ucsXLiQPfbYg3HjxnX4teG06Je1tLTgOM5Gn7WyshJwp6AWLVrE6NGjO91/zJgxvfYMzz77bIfViP2NjAT1oXzc/YPhKbXM0ILlZFrdJCgsSZAQA5Zt27z77rudjldUVDB06FAymQw//elPOfTQQzn99NMB+O53v8vvfvc7DjvssPZaH4BCocDMmTM588wz21eHTZ06tf2cgw8+mOuuu47bb7+dffbZh5dffpk33nijR3Gfcsop/OlPf+Kiiy5qH2G45ZZb2j94t9b3vvc9ZsyYwZVXXskxxxzDxx9/zBNPPAF0Xv69oTfffJPf/OY3nHzyyYwfPx5d1/nkk0+48847qaur46tf/eoWxT9lyhRuueUW/ud//ofTTjuNhQsX8ve//73DOXvvvTeBQIBrr72WCy+8kPr6em699VZqamq69azf//73mTZtGt/61rc47bTTqKyspKmpibfeeov999+/0xL9dR5//HH++c9/cuKJJ7LHHntg2zbvvPMOd911F3vuuSf77bcfAOeddx6zZ8/m7LPP5txzz6Wuro6Wlhbee+89ampqOO+887b6GS6++GJeeuklvvnNb/Ltb3+bqqoqFi1aRDab5Tvf+U637rGtSRLUh/LJJF7A0N2fUJxAmLxdKoAzJAkSYqDK5XLtyc2Gpk2bxi9/+UtuuukmEokEv/zlL9tf+973vsdLL73ET37yEx5++OH2FU/nnHMOLS0t/OQnP6FQKPDVr36Vq666qv26M844g5UrV3L//fdzzz33cOihh/Lb3/6W0047bYvj9vl8/OUvf+Gaa67h//2//0dNTQ0zZsxg7ty5nfYd6omjjjqKa665hjvvvJMnn3ySCRMmcM0113DBBRdscrptwoQJTJ06lblz53LfffeRz+epra3l+OOP58ILL2y/trvx77LLLtx000388Y9/ZMaMGey333785je/6bAbc2VlJX/4wx+4+eabmTFjRvuU5d13392tZx0+fDiPPvoo//u//8u1115LJpOhqqqKAw44oH2kpitHHHEEq1ev5oknnuCPf/wjtm1TV1fHBRdcwPnnn99eJF9eXs7DDz/M//7v//Kb3/yGtrY2KioqmDBhQntSuLXPMGLECB566CF++9vfcu2112JZFiNGjODCCy/s1vXbg+J0NW4mOOqoowA6Db32pueu+i3B914nWAOR4eA78Qf88KMHAfjT8TdQESjfZu8txM4kl8u1L+feEXap3V7GjBnDT37yE771rW/1dSjbzKOPPsqVV17J3LlzGTJkyDZ5jxkzZpBMJjvtmyT6xub+vm/J57eMBPUhK+POJys6KB4/Wduttjc0Dx5t89X/QggxkLS1tXHbbbdx0EEHEQwG+eCDD7jjjjs46qijtlkCJHZukgT1ISfr7hKt6qD4gqTNdR3lfbJbtBBCfImu66xYsYKnnnqKZDJJeXk5J5544nbZVE/snCQJ6ktZd1MyVQPNFyLjuPVAPt2QJEgIsdU++6zvdsveFkKhEHfeeed2f98//vGP2/09xfYhn7R9SMm7Iz+KDqovRKbU4denSwd5IYQQYluTT9o+pBfdJEjVQfUFyeIulffrXukgL4QQQmxjkgT1Ecdx0E23EFrVSiNBuAv1/B4fqjRPFUIIIbYpSYL6iF0oYFjutuuKDpovQNZxv5bpMCGEEGLbk0/aPlJMJNr/X9VA9UdIm+5u0QGPv6/CEkIIIQYMSYL6SCHu7j6qqO4vPRwjY7nTYwHpIC+EEEJsc5IE9ZFMi9txWNXBQUENRkkV3X2DZCRIiIHr1ltvZcyYMe2/DjroIM4991zefvvt7RrH5MmTO3SWv/zyyzfar2pL7tOVzd17/vz5jBkzhg8++GCL37+nWltbueGGG5gyZQrjxo1j0qRJnHnmmdx7773bLYaeWLlyJWPGjGHOnDl9HcoOQfYJ6iOp5hagtFu07kPzemnLuaNDZf5IX4YmhOhjPp+vvSP82rVr+eMf/8h5553HY489xm677dbH0W1/e+65Jw8//HCHxrDbkmmaTJ8+nWQyyYUXXsioUaNoampiwYIF/Pvf/+a8887bLnH0RHV1NQ8//DAjRozo61B2CJIE9ZF0o5sEaR7A40PxeGnLu3VCMb/0DBNiIFNVlb333rv96/HjxzN58mQeeuihDs1Pt4TjOBSLRQzD6KUot59QKNTh+7GtvfXWW3z22Wfcf//9HHDAAe3Hv/a1r2GX9nPrrwzD2K7fqx2dTIf1ETtRmg7zgGIEsHQP6YK7g3QsUNaHkQkh+pu6ujpisRgrV64E4C9/+Qvf+MY32G+//Zg0aRIXXXQRS5Ys6XDNuimml19+mRNOOIFx48bx4osvkslkuO6665g6dSoTJkxg8uTJXHXVVT3q8r527Vp+/OMfM3HiRMaPH89ZZ53Fhx9+2CvPvKGupsPGjBnDXXfdxa233srBBx/MxIkTueKKK8hkMlsdYzzu/vtcVVXV6TVV7fixmUgk+MUvfsHhhx/OXnvtxeTJk/ntb3/b/vpLL73E+eefz6RJk9h333059dRTeeWVVzrc47HHHmPMmDF8/PHHfPvb32bvvfdmypQpPPHEEx3OO+ecc7jooouYM2cOU6dOZZ999uHcc89l+fLl7ed0NR22bkrygQce4Mgjj2S//fZjxowZtLS0dLj/woULOeussxg3bhxTpkzhySefZMaMGZxzzjmb/H7tyGQkqI8EzAwZ3CRI9QZJloqiVUUl6g33bXBCiH4llUrR1tZGdXU14H6wn3322dTV1ZFKpXjooYc444wzePbZZykrK2u/rqGhgeuvv57vfe97DBr0/9u787Coqv+B4++ZYd9FQMQNwSBSQTNFBClRc2vR/OZS7qaUO33tl6ZRLs+jaaWmpuZK6jc1LUtD07Sg3MslUzMTJTfAQDYRgeH+/kBujaCCwswgn9fz+DzMuefe+dw5c+d+vPecc2vj5eVFbm4uer2eqKgoXF1duXLlCosXL2bEiBHlekp6RkYGL730EnZ2drz99ts4OjqyevVqBg4cyI4dO6hZs2ZFfwwlrF27lhYtWjBz5kzOnz/PrFmzqFmzpvossfuNMSAgAK1Wy+TJkxk5ciQtWrQo9QpaXl4eAwcO5NKlS4wcORI/Pz+SkpL45Zdf1DoXL16kXbt2DBkyBK1WS3x8PMOHDycmJobg4GCD7Y0fP55evXoxePBgNmzYwIQJE2jatKnBbcBTp06RlpbG+PHj0ev1zJw5kzfeeIP169ff9bPavXs3iYmJREdHc+3aNWbMmMG0adOYM2cOUPRk9iFDhuDk5MTs2bMBWLhwIZmZmdSvX78MrVE1SRJkIgUZRbe+dJagtXUk/VanaAcrOyx10ixCVARFUbipzzPZ+1vrrNDc58SnBQVFzxJMSkrivffeQ6/X06lTJwDeeusttZ5eryc0NJSQkBC+/fZbevfurS7LyMhg6dKlBAUFGWx7ypQpBu9Tt25dXnrpJc6dO0fDhg3LFF9MTAyZmZl8/vnnajIREhJCp06dWL58Of/3f/93X/tdHu7u7upVl/DwcE6ePMm3336rJkH3G6O3tzcTJkxg9uzZDBo0CEtLSwIDA+nSpQt9+/bFwqLoN3rz5s2cPHmSdevW0bx5c3X9Hj16qH/369dP/buwsJDg4GD+/PNPNmzYUCIJevnll3n55ZcBaN68OXFxcXz77beMGDFCrZOVlcXmzZtxdXUFICcnh4kTJ5KUlISnp+cdPytFUVi0aJGazF26dIklS5ZQWFiIVqtl06ZNpKam8tlnn1G3bl0AmjRpwtNPPy1JkKh4+em3bodZgc7WkYz8oku4Dlb2WGjkkRlCPChFUYje9T6nUxNMFoO/my9TI/5b7kQoJyeHxo0bq6+dnZ2Jjo6mbdu2ABw9epR58+Zx8uRJ0tPT1Xrnz5832I6Li0uJBAiKTt6rVq0iMTHR4PbR+fPny5wE7dmzh+DgYJydndWETavV0rJlS6ON4mrTpo3Ba19fX7755psKiXHgwIF07dqV3bt3c/DgQfbt28f06dPZsWMHMTExaLVa9u3bh6+vr0ECdLukpCTmzJnD3r17uXr1KopS9GSAf7dvsbCwMPVvOzs7vLy8SEpKMqjz6KOPqgkQQKNGjdT3uVsS1LJlS4OrWb6+vuTn55Oamoq7uzu//fYbfn5+agIEULduXR599NE7bvNhIEmQiRRPlqizBJ2dM+n514GiK0E6eW6YEBWjij5+xsbGhjVr1qDRaKhRowa1a9dW+6JcvnyZIUOG0KRJE6ZMmYKHhweWlpZERkZy8+ZNg+24ubmV2PbOnTt588036d27N1FRUbi4uHD16lVGjhxZYv27uXbtGkePHi31ZG6sKwdOToYjaS0tLcnL++fK34PG6O7uTu/evenduzf5+flER0fzxRdf8P3339O+fXuDW5SlKSws5LXXXiMrK4sxY8bQoEEDbG1t+eijj7hy5UqJ+o6Ohl0hbt+fO+0zcM+2u3294oSoeL2UlBSD5KqYq6trub4XVY0kQSZScCsJ0lqChYMLGXlFSZCjlYMkQUJUAI1Gw9SI/1bJ22FarZamTZuWuuzHH38kJyeHBQsWqCe2goICtTPvv5X23tu3bycgIMBg7p6DBw+WO0ZnZ2fatm3L2LFjSywzlxFoFRmjpaWlOk3B2bNnad++PS4uLpw+ffqO6yQmJnLy5EkWLlxIhw4d1PLc3NxyvbcxeHh4cOrUqRLlaWlp2NvbmyAi45AkyAT0N25QeCu711qChZMr6bmJADhaO8hzw4SoIBqNBhsLa1OHUaFyc3PRaDRqvxSAbdu2qbd7yrJ+8dWDYlu2bCl3HG3atOHrr7/G19cXOzu7cq9vDPcbY3p6Og4ODgafMfxzu7F41FibNm2IjY3l2LFjpd52LL6C8u/P+9KlSxw5csTs5vFp0qQJmzdv5sKFC9SrVw8o6tT9+++/06JFCxNHV3kkCTKBvFvDEjVa0Oi06OxdSM8suj/tZO1gytCEEGaudevWAEycOJE+ffpw5swZVq5cWeJ2x520adOGqVOnsnDhQrXz7b59+8odx6BBg9iyZQv9+vVjwIABeHl5kZaWxrFjx6hVq1a5JxTMzs4udZbj2zsPGyPG/fv38/7779OjRw8CAwOxsLDg1KlTLFmyBC8vLzp27AjA888/z//+9z+GDx/OqFGjeOSRR0hOTubnn39m2rRp+Pj44OnpyQcffEBhYSE5OTl89NFHd72FZio9e/Zk8eLFvPrqq4wePRqABQsW4Obmdt+d+6sCSYJM4GbaNeCf4fE6Gzuu3Si6lC3D44UQd+Pv78+MGTNYsGABkZGRBAQEMG/ePMaNG1em9fv06cPFixdZs2YNy5cvJywsjA8++IBevXqVK44aNWqwfv165s6dy/vvv096ejo1a9YkKChITRLK48qVK6Xetlq7dm25t/WgMQYFBdGpUyd27dpFTEwMN2/exNPTk2effZbhw4fj4FD0n1UrKytWrVrFnDlzWLJkCenp6Xh6etKtWzd1+fz585k6dSpjx46ldu3avPbaa+zfv79S5lN6EDY2NqxYsYJ33nmH8ePHU6tWLUaMGMHmzZtL9FV6mGiU4q7qwkD79u0B2LVrV4VvOyXuR858OBdrN0dqd3wC9w4vMHbvAlJvXGNM8GDCvFtV+HsK8TDLzc1Vh3fb2MgDiIWoCOnp6XTo0IFBgwYxatQoU4ejutfxXp7zt1wJMoG8a0W3wyxreqJz9kLRWZKeW9RRuqa9PDJDCCGE8X3yySe4ublRp04drl69yooVK9Dr9fTs2dPUoVUaSYJMIP/W7TALezs0FpbkaPToFT0AbrYlhygKIYQQlU2r1bJo0SKSk5PR6XQEBQURExND7dq1TR1apZEkyATybk2UqLO1QWtlSWZB0XBJWwsb7K3Mc5SFEEKIh9srr7zCK6+8YuowjErGYptA/q0ZXnU21mitbf81UaK9zBEkhBBCGIkkQSaQf2tSM0tnV6xrepBxMxuQ2aKFEEIIY5IkyASKkyCdoyOWLu6k5xa9drS2x0KSICGEEMIoJAkyMkVRKMjMAsDSwR6NpSXXbhSNDHOUiRKFEEIIo5EkyMgKsrNR9EUjwSwcHdFaWqhXgpxkokQhhBDCaCQJMrL8a+kAaG1s0NlYo7GwUOcIcpYrQUIIIYTRSBJkZHm3RoZZ2NuhtbBAa2mpPjLDyaZsz/4RQgghxIOTeYKMrPhKkM7ODo2lFRqt9p/Zou1cTBeYEMIszJ8/nwULFqiva9SogZ+fH2PGjOGJJ57gwIEDDBgwQF1uZ2dHgwYN6NevHz179jR42GVycjILFy4kLi6O1NRUXF1dCQ8PZ9SoUXh6ehp1v4QwR5IEGVleevFs0fbobG1Ju5FOTv4NNGio7WB+TxYWQhifjY0NMTExACQlJfHxxx8zaNAgvvjiC7XOjBkz8PHxITMzk40bNzJp0iQKCgro06cPAGfPnqV///7Y2NgwcuRIvL29SUxMZPHixezevZvVq1fj6+trkv0TwlxIEmRkNp6eoNFgW7cOOhtr/vg7AQAP+5o4y+0wIQRFjy9o1qyZ+jowMJCIiAjWrVtHp06dAHjkkUdo2rQpAKGhoXTt2pU1a9aoSdAbb7wBwIYNG3BzcwOgVatWtGvXjueee4433njDIKkSojqSPkFGVjO4Fc3mfUCNFo+jsbDgj9RzANR1ro21zsrE0QkhzJGXlxeurq5cvHix1OU6nY6AgAB1+aFDhzhx4gQDBgxQE6Bibm5u9O/fnxMnTvDzzz9XeuxCmDO5EmQCOhsbNLc6RZ+5dSWooUs9tFrJSYWoSIqiUHjzpsneX2ttbdBH535lZ2eTnp6Oh8edb5lfvHhRXX7w4EEA2rVrV2rdiIgI5s6dy6FDh3jiiSceOD4hqipJgkxEo7NAr4WEa38B8EjNhiaOSIiHi6IoHJ8wiazfT5ssBseAR2k6Y/p9JUIFBQVAUZ+g9957D71er94KAygsLKSgoICsrCzWr1/P8ePHiYyMBIo6REPRFaTSFJcnJSWVOy4hHiaSBJmI1kJH4vVk8gsLsLO0xce1galDEuLhUwFXYUwhJyeHxo0bq6+dnZ2Jjo6mbdu2HDhwAIBevXqpyy0sLOjTpw8jR440eqxCVGWSBJmIRmfBmfSiq0B1nWrjYGVn4oiEeLhoNBqazpheJW+H2djYsGbNGjQaDTVq1KB27dolbpe/9957+Pr64uDgQJ06dbCy+qdPYa1atQC4fPky/v7+JbZ/+fJlABkmL6o9SYJMRGtjzZmUok7R9V3qyNPjhagEGo0GnY2NqcMoN61Wq478uhNfX9871mnVqhUAcXFxpSZBP/zwAwAtW7Z8sECFqOLMrifu2bNnGTx4MM2aNSM0NJRZs2aRl5d3z/UUReGTTz7hqaeeIjAwkN69e3P06NHKD/g+aLRadHa2/JFa3Cm6rokjEkI8TFq2bEnjxo2JiYkhLS3NYFlaWhqffvopjRs3lk7RotozqyQoIyODgQMHkp+fz/z584mKimLDhg3MnDnznusuXbqUjz76iEGDBrFkyRLc3d0ZMmQIFy5cMELk5WNVsyY3nKxJzbmGBg0B7o+YOiQhxENm9uzZKIpCr169+Pzzzzl06BAbN26kd+/eKIrC7NmzTR2iECZnVrfD1q1bx/Xr11mwYAEuLi4A6PV6pkyZQmRkpHqf+3Y3b95kyZIlDBkyhEGDBgHQokULOnfuzPLly3n33XeNswNlpNFqKdSAVqPF26UuHg5u915JCCHKwdfXly+//JKFCxeyYMECUlNTqVGjBk8++aQ8NkOIW8wqCYqPjyckJERNgAC6dOnCO++8w549e3jhhRdKXe/w4cNkZ2fTpUsXtczKyoqOHTuyc+fOyg77vrjb1+SDTpPRarRY6SxNHY4QwkyMHj2a0aNH33F5cHAwp0+Xbdh/rVq1mDp1akWFJsRDx6xuhyUkJODj42NQ5uTkhLu7OwkJCXddDyixrq+vL5cvXyY3N7fig60AdZxrU9up9KtbQgghhKhcZpUEZWZm4uRU8vlZzs7OZGRk3HU9KysrrK2tDcqdnJxQFOWu6wohhBCiejKrJEgIIYQQwljMKglycnIiKyurRHlGRgbOzs53XS8vL4+bt02KlpmZiUajueu6QgghhKiezCoJ8vHxKdH3Jysri6tXr5bo73P7egDnzp0zKE9ISMDLywubKjhZmhBCCCEql1klQeHh4ezdu5fMzEy1bPv27Wi1WkJDQ++43uOPP46DgwPbtm1Ty/Lz89mxYwfh4eGVGrMQwnwoimLqEIQQlawij3OzGiLfp08fVq9ezciRI4mMjCQ5OZlZs2bRp08fgzmCBg4cyOXLl9Xh79bW1kRGRjJ//nxcXV3x8/Pjs88+Iz09naFDh5pqd4QQRmJpWTTNRE5ODra2tiaORghRmXJycoB/jvsHYVZJkLOzMzExMUybNo2RI0dib2/Pf/7zH6KiogzqFRYWotfrDcqGDRuGoiisWLGCtLQ0AgICWL58OfXq1TPmLgghTECn0+Hi4kJKSgoAdnZ29/XgUiGE+VIUhZycHFJSUnBxcUGne/BnbmoUuX5cqvbt2wOwa9cuE0cihCgLRVFISkoiPT3d1KEIISqRi4sLnp6ed/yPTnnO32Z1JUgIIe6XRqOhdu3aeHh4kJ+fb+pwhBCVwNLSskKuABWTJEgI8VDR6XQV+iMphHh4mdXoMCGEEEIIY5EkSAghhBDVkiRBQgghhKiWpE/QHaSkpKDX69Ve5kIIIYQwf1euXClzv0C5EnQH1tbWWFhIjiiEEEJUJRYWFlhbW5eprswTJIQQQohqSa4ECSGEEKJakiRICCGEENWSJEFCCCGEqJYkCRJCCCFEtSRJkBBCCCGqJUmChBBCCFEtSRIkhBBCiGpJkiAhhBBCVEuSBAkhhBCiWpIkSAghhBDVkiRBQgghhKiWJAkSQgghRLUkj0k3orNnzzJ9+nSOHDmCvb09zz//POPGjcPKysrUoZXLtm3b+Prrrzlx4gSZmZk0aNCA/v3707NnTzQaDQD9+/fn4MGDJdaNjY3F19fX2CGX2xdffMHEiRNLlA8bNozx48errz///HOWLVvG5cuXadiwIVFRUbRr186Yod6XO7UPwIcffki3bt2qVBsmJiayfPlyjh07xpkzZ/Dx8WHr1q0l6pWlvbKyspgxYwbfffcd+fn5tG3blsmTJ+Ph4WGs3SnVvfYxOzublStXEhcXx/nz57GysiIwMJCoqCj8/f3VehcvXqR9+/Ylth8UFMSGDRuMsi+lKUsblvU7aY5teK/9u1O7AFhZWXH8+PG71jN1+5XlvADmdwxKEmQkGRkZDBw4EG9vb+bPn09ycjIzZ84kNzeX6OhoU4dXLqtWraJOnTpMmDCBGjVqsHfvXt5++22SkpIYNWqUWu/xxx/nzTffNFi3bt26xg73gSxbtgxHR0f1da1atdS/v/nmG95++21effVVWrduTWxsLKNGjWLt2rU0a9bMBNGW3TvvvEN2drZBWUxMDDt27CAkJEQtqypteObMGeLi4ggKCqKwsBBFUUrUKWt7jRs3jj///JN3330Xa2tr5s6dy7Bhw9i0aRMWFqb7ybzXPl6+fJn169fTs2dPxo0bx82bN1mxYgW9e/dm06ZNJRLX119/neDgYPW1vb29UfbjTsrShlC276Q5tuG99s/Dw4P169cblCmKwiuvvELr1q1LbM/c2q8s5wWzPAYVYRSLFy9WmjVrply7dk0tW7dunRIQEKAkJSWZLrD7kJqaWqJs8uTJyuOPP67o9XpFURSlX79+yvDhw40dWoXZtGmT4ufnV+q+Fnv66aeV119/3aCsd+/eyiuvvFLZ4VWKiIgIZdiwYerrqtSGxd87RVGUN998U+nWrVuJOmVpr8OHDyt+fn7Kjz/+qJadPXtW8ff3V7755ptKiLzs7rWP169fV3JycgzKsrOzlVatWilTp05Vyy5cuKD4+fkp27Ztq9yAy6ksbViW76S5tmFZ9u92+/fvV/z8/JTY2Fi1zFzbryznBXM8BqVPkJHEx8cTEhKCi4uLWtalSxcKCwvZs2eP6QK7D66uriXKAgICyM7OJicnxwQRGd+FCxc4f/48Xbp0MSjv2rUr+/btIy8vz0SR3Z/Dhw9z8eJFnn32WVOHcl+02rv/lJW1veLj43FyciI0NFSt4+PjQ0BAAPHx8RUfeDncax/t7OywtbU1KLO3t6d+/fqkpKRUZmgV4l77V1bm2ob3s39bt27FwcGBiIiISoioYt3rvGCux6AkQUaSkJCAj4+PQZmTkxPu7u4kJCSYKKqK88svv1CrVi0cHBzUsoMHD9KsWTOaNm1Kv379OHTokAkjvD/PPPMMAQEBtG/fniVLlqDX6wHUNmvYsKFBfV9fX/Lz87lw4YLRY30QW7duxc7OrkRfg4ehDaHs7ZWQkEDDhg0N+jBA0Y9wVTxOMzMz1f4nt3v33XcJCAggJCSEyZMnk56ebvwA78O9vpMPSxvm5+ezY8cOOnbsiLW1dYnlVaH9/n1eMNdjUPoEGUlmZiZOTk4lyp2dncnIyDBBRBXn559/JjY21uA+fcuWLXn++efx9vYmJSWF5cuXM3jwYFavXk3z5s1NGG3ZuLu7M3r0aIKCgtBoNOzevZu5c+eSnJxMdHS02ma3t2nx66rUpgUFBWzbto2IiAjs7OzU8qrehv9W1vbKzMw06ANWzNnZmd9++62So6x4s2fPRqPR0LdvX7XMysqKvn37EhYWhpOTE8eOHWPx4sX89ttvfP7551haWpow4rsry3fyYWnD+Ph40tPTeeaZZwzKq0r73X5eMNdjUJIg8UCSkpKIiooiODiYAQMGqOVjxowxqPfUU0/xzDPP8PHHH7N06VJjh1lubdu2pW3bturrsLAwrK2tiYmJ4dVXXzVhZBVvz549pKWllfixreptWN1t2rSJDRs2MHPmTDw9PdVyDw8P3n33XfV1q1ateOSRR4iMjGTnzp107drVBNGWTXX6Tm7ZsgU3NzeDgQpQNdrvTucFcyS3w4zEycmJrKysEuUZGRk4OzubIKIHl5mZybBhw3BxcWH+/Pl3vedtZ2fHk08+yYkTJ4wYYcXq0qULer2eU6dOqW12e5tmZmYCVKk23bp1Ky4uLoSFhd21XlVuw7K2l5OTU4lRc1D1jtO4uDiio6MZMWIEPXr0uGf9J598Ejs7uyrXtqV9Jx+GNrx+/Trff/89Xbp0QafT3bO+ObXfnc4L5noMShJkJKXdz8zKyuLq1aul3q83d7m5uURGRpKVlVViGHl1UNxmt7dpQkIClpaW1KtXzxRhlVtubi7fffcdnTt3NpvL6JWhrO3l4+PDuXPnSgxfPnfuXJU5To8ePcrYsWPp3r07Y8eONXU4RvcwtOHOnTvJzc2tcgMV7nZeMNdjUJIgIwkPD2fv3r1q1guwfft2tFqtQS/4qqCgoIBx48aRkJDAsmXLDObOuZOcnBx++OEHmjZtaoQIK0dsbCw6nY7HHnuMevXq4e3tzfbt20vUCQkJqTITYO7evZucnJwy/dhW5TYsa3uFh4eTkZHBvn371Drnzp3j5MmThIeHGzXm+/Hnn38SGRlJ69atmTJlSpnX+/7778nJyalybVvad7KqtyEUXZ2tX78+QUFBZapvDu13r/OCuR6D0ifISPr06cPq1asZOXIkkZGRJCcnM2vWLPr06VOmJMKcTJkyhe+//54JEyaQnZ3N0aNH1WWPPfYYv/76K8uWLaNjx47UqVOHlJQUVq5cydWrV5k3b57pAi+HoUOHEhwcrM60u2vXLjZs2MCAAQNwd3cHYPTo0YwfP5769esTHBxMbGwsv/76K2vWrDFl6OWyZcsWvLy8aNGihUH5zz//XKXa8MaNG8TFxQFw6dIlsrOz1R/bVq1a4erqWqb2at68OWFhYbz11lu8+eabWFtbM2fOHPz9/Xn66adNsm/F7rWPiqIwdOhQrK2tGThwoEEnUgcHBxo1agTAzJkz0Wg0NGvWDCcnJ3799VeWLFlCkyZN6NChg/F37JZ77V/xyfVe30lzbcOyfEcB0tLS2LdvH8OGDSt1O+bafvc6L1hZWZnlMahRbr/mJCrN2bNnmTZtmsFjM6KioqrMVYNiERERXLp0qdRlu3btQq/XM3XqVE6fPk16ejq2trY0b96cUaNGERgYaORo78/06dP58ccfSUpKorCwEG9vb1588UX69+9fYgr4pUuXqlPAv/7661XisRlQdI89NDSUgQMH8sYbbxgsS0xMrFJteLdHDnz66afqzLplaa/iKft37txJQUEBYWFhTJ482eT/WbnXPgJ37ITaqlUrVq9eDRR9Bp999hmJiYnk5uZSq1YtOnTowJgxYwymuDC2e+2fp6dnmb+T5tiGZf2Orl27lqlTp97x8TTm2n73Oi8Uz+ptbsegJEFCCCGEqJakT5AQQgghqiVJgoQQQghRLUkSJIQQQohqSZIgIYQQQlRLkgQJIYQQolqSJEgIIYQQ1ZIkQUIIIYSoliQJEkIIIUS1JI/NEEKYvdOnT7Nw4UKOHz/O33//jYuLC40aNSIiIoL+/fsDsHjxYho1amTSRwcIIaoWmTFaCGHWDh8+zIABA/Dy8qJ79+64u7tz5coVjh07xl9//cXOnTuBomcOderUiZkzZ5o4YiFEVSFXgoQQZm3x4sU4OjqyceNGnJycDJalpqaaKCohxMNA+gQJIczaX3/9RaNGjUokQAA1a9YEwN/fn5ycHL788kv8/f3x9/dnwoQJar3k5GQmTpxImzZtaNKkCd26dWPjxo0G2zpw4AD+/v7Exsby4YcfEhoaSrNmzXj11Ve5cuWKQd3z588zevRoQkNDadq0KeHh4URFRZGVlVUJn4AQorLIlSAhhFmrU6cOR44c4Y8//sDPz6/UOrNmzWLy5MkEBgbSq1cvAOrXrw/A33//Ta9evdBoNLz88su4uroSHx/PpEmTyM7OZtCgQQbbWrRoERqNhmHDhpGamkpMTAyDBg3iq6++wsbGhry8PIYOHUpeXh79+vXDzc2N5ORkfvjhBzIzM3F0dKzUz0MIUXGkT5AQwqzt2bOHYcOGARAYGEiLFi0ICQkhODgYS0tLtd6d+gRNmjSJuLg4tmzZQo0aNdTy119/nfj4eH766SdsbGw4cOAAAwYMoFatWsTGxuLg4ADAtm3bGDduHJMmTWLAgAGcOnWK7t27M2/ePDp37myET0AIUVnkdpgQwqyFhoaybt06IiIi+P3331m2bBlDhw4lPDycXbt23XVdRVHYsWMHERERKIpCWlqa+i8sLIysrCxOnDhhsE737t3VBAigc+fOuLu7ExcXB6Au++mnn7hx40YF760QwpjkdpgQwuwFBgayYMEC8vLy+P333/nuu+9YtWoVY8eOZfPmzTRq1KjU9dLS0sjMzGT9+vWsX7/+jnX+rUGDBgavNRoNDRo04NKlSwDUq1ePwYMHs3LlSrZs2cITTzxBREQEzz33nNwKE6KKkSRICFFlWFlZERgYSGBgIN7e3kycOJHt27czatSoUusXFhYC8Nxzz9GjR49S6/j7+5c7jgkTJtCjRw927drFnj17mD59OkuWLGHDhg14enqWe3tCCNOQJEgIUSU1adIEgJSUlDvWcXV1xd7ensLCQtq0aVOm7SYmJhq8VhSFxMTEEslS8Si0ESNGcPjwYfr27ctnn31GVFRUOfdECGEq0idICGHW9u/fT2njN4r76Pj4+ABgZ2dHZmamQR2dTkenTp349ttv+eOPP0ps4/ZbYQCbN28mOztbfb19+3auXr1KeHg4ANnZ2RQUFBis4+fnh1arJS8vr5x7J4QwJbkSJIQwa9OnT+fGjRt07NgRHx8f8vPzOXz4MNu2baNOnTq88MILADRu3Jh9+/axcuVKPDw8qFu3LkFBQfz3v//lwIED9OrVixdffJFGjRqRkZHBiRMn2LdvHwcPHjR4P2dnZ1566SVeeOEFdYh8gwYN1KH3+/fvZ+rUqXTu3Blvb2/0ej1fffWVmnAJIaoOGSIvhDBr8fHxbN++nSNHjpCUlER+fj5eXl6Eh4fz2muvqRMmJiQkEB0dzfHjx8nNzaVHjx7qcPnU1FQWLlzI7t27DZ491rVrVzW5KR4i/+GHH3L69Gk2btzI9evXad26Ne+88w5eXl4AXLhwgUWLFnHo0CGSk5OxtbXF39+f1157jZCQENN8SEKI+yJJkBBC8E8SJPP/CFF9SJ8gIYQQQlRLkgQJIYQQolqSJEgIIYQQ1ZL0CRJCCCFEtSRXgoQQQghRLUkSJIQQQohqSZIgIYQQQlRLkgQJIYQQolqSJEgIIYQQ1ZIkQUIIIYSoliQJEkIIIUS1JEmQEEIIIaolSYKEEEIIUS39PxDUo85LaV5lAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -508,22 +590,22 @@ ], "source": [ "\n", - "lineplot(data=combined_df, x='step', y='accumulated_pos', hue='Algol')\n", - "plt.title('The Accumulated POS for an environment with 2 agents')\n", - "plt.xlabel('Timesteps')\n", - "plt.ylabel('Cumulative POS')\n", + "lineplot(data=combined_df, x='step', y='accumulated_pos', hue='Algol', errorbar='sd')\n", + "#plt.title('The Accumulated POS for an environment with 2 agents')\n", + "plt.xlabel('Steps')\n", + "plt.ylabel('Accumulated POS')\n", "plt.legend(title='Algorithms')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 123, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -533,9 +615,9 @@ } ], "source": [ - "lineplot(data=combined_df, x='step', y='coverage_rate', hue='Algol')\n", - "plt.title('The Coverage Rate for an environment with 2 agents')\n", - "plt.xlabel('Timesteps')\n", + "lineplot(data=combined_df, x='step', y='coverage_rate', hue='Algol', errorbar='sd')\n", + "#plt.title('The Coverage Rate for an environment with 2 agents')\n", + "plt.xlabel('Steps')\n", "plt.ylabel('Cumulative Coverage Rate')\n", "plt.legend(title='Algorithm')\n", "plt.show()" @@ -543,12 +625,12 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -558,7 +640,7 @@ } ], "source": [ - "lineplot(data=combined_df, x='step', y='repeated_coverage', hue='Algol')\n", + "lineplot(data=combined_df, x='step', y='repeated_coverage', hue='Algol', errorbar='sd')\n", "plt.title('The Repeated Coverage for an environment with 2 agents')\n", "plt.xlabel('Timesteps')\n", "plt.ylabel('Repeated Coverage')\n", @@ -566,18 +648,265 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
is_completedcoverage_raterepeated_coverageaccumulated_posstepAlgolalgorithm
37True1.00.3103450.938A*NaN
70True1.00.1379310.933A*NaN
105True1.00.2068970.935A*NaN
144True1.00.3448280.939A*NaN
180True1.00.2413790.936A*NaN
........................
9296NaN1.00.2931030.937PPOPPO
9334NaN1.00.2931030.937PPOPPO
9372NaN1.00.2931030.937PPOPPO
9410NaN1.00.2931030.937PPOPPO
9448NaN1.00.2931030.937PPOPPO
\n", + "

70 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " is_completed coverage_rate repeated_coverage accumulated_pos step \\\n", + "37 True 1.0 0.310345 0.9 38 \n", + "70 True 1.0 0.137931 0.9 33 \n", + "105 True 1.0 0.206897 0.9 35 \n", + "144 True 1.0 0.344828 0.9 39 \n", + "180 True 1.0 0.241379 0.9 36 \n", + "... ... ... ... ... ... \n", + "9296 NaN 1.0 0.293103 0.9 37 \n", + "9334 NaN 1.0 0.293103 0.9 37 \n", + "9372 NaN 1.0 0.293103 0.9 37 \n", + "9410 NaN 1.0 0.293103 0.9 37 \n", + "9448 NaN 1.0 0.293103 0.9 37 \n", + "\n", + " Algol algorithm \n", + "37 A* NaN \n", + "70 A* NaN \n", + "105 A* NaN \n", + "144 A* NaN \n", + "180 A* NaN \n", + "... ... ... \n", + "9296 PPO PPO \n", + "9334 PPO PPO \n", + "9372 PPO PPO \n", + "9410 PPO PPO \n", + "9448 PPO PPO \n", + "\n", + "[70 rows x 7 columns]" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp2 = combined_df[combined_df['coverage_rate'] == 1]\n", + "temp2" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Model's behavior in a scenario with two agents\n", + "## Model's behavior in a scenario with four agents\n", "\n", "In the next pictures we will present the behavior of the model and other algortihms in a scenario with two agents." ] }, { "cell_type": "code", - "execution_count": 118, + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(439, 5)" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a_star_4_list = []\n", + "for i in range(1,26):\n", + " try:\n", + " a_star_4_list.append(pd.read_csv(f'results/a_star_4_cenario_{i}.csv'))\n", + " except FileNotFoundError:\n", + " pass\n", + "\n", + "a_star_4 = pd.concat(a_star_4_list)\n", + "a_star_4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(890, 5)" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ppo_4_list = []\n", + "for i in range(1,7):\n", + " try:\n", + " ppo_4_list.append(pd.read_csv(f'results/cumm_metrics_4_cenario_{i}.csv'))\n", + " except FileNotFoundError:\n", + " pass\n", + "\n", + "ppo_4 = pd.concat(ppo_4_list)\n", + "ppo_4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [ { @@ -607,6 +936,7 @@ " accumulated_pos\n", " step\n", " Algol\n", + " algorithm\n", " \n", " \n", " \n", @@ -615,45 +945,50 @@ " False\n", " 0.068966\n", " 0.000000\n", - " 0.152858\n", + " 0.123035\n", " 1\n", " A*\n", + " NaN\n", " \n", " \n", " 1\n", " False\n", " 0.137931\n", " 0.000000\n", - " 0.311376\n", + " 0.277811\n", " 2\n", " A*\n", + " NaN\n", " \n", " \n", " 2\n", " False\n", " 0.206897\n", " 0.000000\n", - " 0.467262\n", + " 0.412035\n", " 3\n", " A*\n", + " NaN\n", " \n", " \n", " 3\n", " False\n", " 0.275862\n", " 0.000000\n", - " 0.567638\n", + " 0.524821\n", " 4\n", " A*\n", + " NaN\n", " \n", " \n", " 4\n", " False\n", " 0.344828\n", " 0.000000\n", - " 0.651504\n", + " 0.628789\n", " 5\n", " A*\n", + " NaN\n", " \n", " \n", " ...\n", @@ -663,113 +998,120 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 96\n", - " False\n", - " 0.965517\n", - " 1.241379\n", - " 0.896879\n", - " 53\n", - " Parallel Line Scanning\n", + " 3729\n", + " NaN\n", + " 0.931034\n", + " 0.655172\n", + " 0.866040\n", + " 22\n", + " PPO\n", + " PPO\n", " \n", " \n", - " 97\n", - " False\n", + " 3730\n", + " NaN\n", " 0.965517\n", - " 1.275862\n", - " 0.896879\n", - " 54\n", - " Parallel Line Scanning\n", + " 0.689655\n", + " 0.896785\n", + " 23\n", + " PPO\n", + " PPO\n", " \n", " \n", - " 98\n", - " False\n", + " 3731\n", + " NaN\n", " 0.965517\n", - " 1.310345\n", - " 0.896879\n", - " 55\n", - " Parallel Line Scanning\n", + " 0.758621\n", + " 0.896785\n", + " 24\n", + " PPO\n", + " PPO\n", " \n", " \n", - " 99\n", - " False\n", + " 3732\n", + " NaN\n", " 0.982759\n", - " 1.327586\n", - " 0.898514\n", - " 56\n", - " Parallel Line Scanning\n", + " 0.810345\n", + " 0.898289\n", + " 25\n", + " PPO\n", + " PPO\n", " \n", " \n", - " 100\n", - " True\n", + " 3733\n", + " NaN\n", " 1.000000\n", - " 1.344828\n", + " 0.862069\n", " 0.900000\n", - " 57\n", - " Parallel Line Scanning\n", + " 26\n", + " PPO\n", + " PPO\n", " \n", " \n", "\n", - "

101 rows × 6 columns

\n", + "

3734 rows × 7 columns

\n", "" ], "text/plain": [ " is_completed coverage_rate repeated_coverage accumulated_pos step \\\n", - "0 False 0.068966 0.000000 0.152858 1 \n", - "1 False 0.137931 0.000000 0.311376 2 \n", - "2 False 0.206897 0.000000 0.467262 3 \n", - "3 False 0.275862 0.000000 0.567638 4 \n", - "4 False 0.344828 0.000000 0.651504 5 \n", - ".. ... ... ... ... ... \n", - "96 False 0.965517 1.241379 0.896879 53 \n", - "97 False 0.965517 1.275862 0.896879 54 \n", - "98 False 0.965517 1.310345 0.896879 55 \n", - "99 False 0.982759 1.327586 0.898514 56 \n", - "100 True 1.000000 1.344828 0.900000 57 \n", + "0 False 0.068966 0.000000 0.123035 1 \n", + "1 False 0.137931 0.000000 0.277811 2 \n", + "2 False 0.206897 0.000000 0.412035 3 \n", + "3 False 0.275862 0.000000 0.524821 4 \n", + "4 False 0.344828 0.000000 0.628789 5 \n", + "... ... ... ... ... ... \n", + "3729 NaN 0.931034 0.655172 0.866040 22 \n", + "3730 NaN 0.965517 0.689655 0.896785 23 \n", + "3731 NaN 0.965517 0.758621 0.896785 24 \n", + "3732 NaN 0.982759 0.810345 0.898289 25 \n", + "3733 NaN 1.000000 0.862069 0.900000 26 \n", "\n", - " Algol \n", - "0 A* \n", - "1 A* \n", - "2 A* \n", - "3 A* \n", - "4 A* \n", - ".. ... \n", - "96 Parallel Line Scanning \n", - "97 Parallel Line Scanning \n", - "98 Parallel Line Scanning \n", - "99 Parallel Line Scanning \n", - "100 Parallel Line Scanning \n", + " Algol algorithm \n", + "0 A* NaN \n", + "1 A* NaN \n", + "2 A* NaN \n", + "3 A* NaN \n", + "4 A* NaN \n", + "... ... ... \n", + "3729 PPO PPO \n", + "3730 PPO PPO \n", + "3731 PPO PPO \n", + "3732 PPO PPO \n", + "3733 PPO PPO \n", "\n", - "[101 rows x 6 columns]" + "[3734 rows x 7 columns]" ] }, - "execution_count": 118, + "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "a_start_4 = pd.read_csv('results/a_star_4.csv')\n", + "#a_stat_4 = pd.read_csv('results/a_star_4.csv')\n", "expanding_4 = pd.read_csv('results/expanding_search_4_agent.csv')\n", "traditional_4 = pd.read_csv('results/traditional_search_4_agent.csv')\n", "\n", - "a_start_4['Algol'] = 'A*'\n", + "a_star_4['Algol'] = 'A*'\n", "expanding_4['Algol'] = 'Expanding Square Search'\n", "traditional_4['Algol'] = 'Parallel Line Scanning'\n", + "ppo_4['Algol'] = 'PPO'\n", "\n", - "combined_df4 = pd.concat([a_start_4, expanding_4, traditional_4], ignore_index=True)\n", + "combined_df4 = pd.concat([a_star_4, expanding_4, traditional_4, ppo_4], ignore_index=True)\n", "combined_df4" ] }, { "cell_type": "code", - "execution_count": 130, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -780,21 +1122,21 @@ ], "source": [ "lineplot(data=combined_df4, x='step', y='accumulated_pos', hue='Algol')\n", - "plt.title('The Accumulated POS for an environment with 4 agents')\n", - "plt.xlabel('Timesteps')\n", - "plt.ylabel('Cumulative POS')\n", + "#plt.title('The Accumulated POS for an environment with 4 agents')\n", + "plt.xlabel('Steps')\n", + "plt.ylabel('Accumulative POS')\n", "plt.legend(title='Algorithms')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 127, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -805,8 +1147,8 @@ ], "source": [ "lineplot(data=combined_df4, x='step', y='coverage_rate', hue='Algol')\n", - "plt.title('The Coverage Rate for an environment with 4 agents')\n", - "plt.xlabel('Timesteps')\n", + "#plt.title('The Coverage Rate for an environment with 4 agents')\n", + "plt.xlabel('Steps')\n", "plt.ylabel('Coverage Rate')\n", "plt.legend(title='Algorithm')\n", "plt.show()" @@ -814,12 +1156,12 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -837,6 +1179,704 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
is_completedcoverage_raterepeated_coverageaccumulated_posstepAlgolalgorithm
21True1.00.5172410.922A*NaN
47True1.00.7931030.926A*NaN
68True1.00.4482760.921A*NaN
85True1.00.1724140.917A*NaN
102True1.00.1724140.917A*NaN
........................
3625NaN1.00.8620690.926PPOPPO
3652NaN1.00.8620690.926PPOPPO
3679NaN1.00.8620690.926PPOPPO
3706NaN1.00.8620690.926PPOPPO
3733NaN1.00.8620690.926PPOPPO
\n", + "

101 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " is_completed coverage_rate repeated_coverage accumulated_pos step \\\n", + "21 True 1.0 0.517241 0.9 22 \n", + "47 True 1.0 0.793103 0.9 26 \n", + "68 True 1.0 0.448276 0.9 21 \n", + "85 True 1.0 0.172414 0.9 17 \n", + "102 True 1.0 0.172414 0.9 17 \n", + "... ... ... ... ... ... \n", + "3625 NaN 1.0 0.862069 0.9 26 \n", + "3652 NaN 1.0 0.862069 0.9 26 \n", + "3679 NaN 1.0 0.862069 0.9 26 \n", + "3706 NaN 1.0 0.862069 0.9 26 \n", + "3733 NaN 1.0 0.862069 0.9 26 \n", + "\n", + " Algol algorithm \n", + "21 A* NaN \n", + "47 A* NaN \n", + "68 A* NaN \n", + "85 A* NaN \n", + "102 A* NaN \n", + "... ... ... \n", + "3625 PPO PPO \n", + "3652 PPO PPO \n", + "3679 PPO PPO \n", + "3706 PPO PPO \n", + "3733 PPO PPO \n", + "\n", + "[101 rows x 7 columns]" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp4 = combined_df4[combined_df4['coverage_rate'] == 1]\n", + "temp4" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
meanstd
Algol
A*20.9047623.144913
Expanding Square Search33.4800007.632824
PPO28.6666673.603957
Parallel Line Scanning62.7200006.586096
\n", + "
" + ], + "text/plain": [ + " mean std\n", + "Algol \n", + "A* 20.904762 3.144913\n", + "Expanding Square Search 33.480000 7.632824\n", + "PPO 28.666667 3.603957\n", + "Parallel Line Scanning 62.720000 6.586096" + ] + }, + "execution_count": 171, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_std = temp4.groupby('Algol')['step'].agg(['mean', 'std'])\n", + "mean_std" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
meanstd
Algol
A*0.4417080.216891
Expanding Square Search1.2351720.491275
PPO1.0459770.248549
Parallel Line Scanning1.3448280.000000
\n", + "
" + ], + "text/plain": [ + " mean std\n", + "Algol \n", + "A* 0.441708 0.216891\n", + "Expanding Square Search 1.235172 0.491275\n", + "PPO 1.045977 0.248549\n", + "Parallel Line Scanning 1.344828 0.000000" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rep_mean_std = temp4.groupby('Algol')['repeated_coverage'].agg(['mean', 'std'])\n", + "rep_mean_std" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
is_completedcoverage_raterepeated_coverageaccumulated_posstepAlgolalgorithm
37True1.00.3103450.938A*NaN
70True1.00.1379310.933A*NaN
105True1.00.2068970.935A*NaN
144True1.00.3448280.939A*NaN
180True1.00.2413790.936A*NaN
........................
9296NaN1.00.2931030.937PPOPPO
9334NaN1.00.2931030.937PPOPPO
9372NaN1.00.2931030.937PPOPPO
9410NaN1.00.2931030.937PPOPPO
9448NaN1.00.2931030.937PPOPPO
\n", + "

101 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " is_completed coverage_rate repeated_coverage accumulated_pos step \\\n", + "37 True 1.0 0.310345 0.9 38 \n", + "70 True 1.0 0.137931 0.9 33 \n", + "105 True 1.0 0.206897 0.9 35 \n", + "144 True 1.0 0.344828 0.9 39 \n", + "180 True 1.0 0.241379 0.9 36 \n", + "... ... ... ... ... ... \n", + "9296 NaN 1.0 0.293103 0.9 37 \n", + "9334 NaN 1.0 0.293103 0.9 37 \n", + "9372 NaN 1.0 0.293103 0.9 37 \n", + "9410 NaN 1.0 0.293103 0.9 37 \n", + "9448 NaN 1.0 0.293103 0.9 37 \n", + "\n", + " Algol algorithm \n", + "37 A* NaN \n", + "70 A* NaN \n", + "105 A* NaN \n", + "144 A* NaN \n", + "180 A* NaN \n", + "... ... ... \n", + "9296 PPO PPO \n", + "9334 PPO PPO \n", + "9372 PPO PPO \n", + "9410 PPO PPO \n", + "9448 PPO PPO \n", + "\n", + "[101 rows x 7 columns]" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp2 = combined_df[(combined_df['coverage_rate'] == 1) | (combined_df['is_completed'] == True) | (combined_df['step'] == 200)]\n", + "temp2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
meanstd
Algol
A*36.7142862.052873
Expanding Square Search97.12000059.235631
PPO40.6666676.989319
Parallel Line Scanning200.0000000.000000
\n", + "
" + ], + "text/plain": [ + " mean std\n", + "Algol \n", + "A* 36.714286 2.052873\n", + "Expanding Square Search 97.120000 59.235631\n", + "PPO 40.666667 6.989319\n", + "Parallel Line Scanning 200.000000 0.000000" + ] + }, + "execution_count": 176, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_std = temp2.groupby('Algol')['step'].agg(['mean', 'std'])\n", + "mean_std" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
meanstd
Algol
A*0.2660100.070789
Expanding Square Search1.9944831.485077
PPO0.4224140.247533
Parallel Line Scanning0.2758620.000000
\n", + "
" + ], + "text/plain": [ + " mean std\n", + "Algol \n", + "A* 0.266010 0.070789\n", + "Expanding Square Search 1.994483 1.485077\n", + "PPO 0.422414 0.247533\n", + "Parallel Line Scanning 0.275862 0.000000" + ] + }, + "execution_count": 177, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rep_mean_std = temp2.groupby('Algol')['repeated_coverage'].agg(['mean', 'std'])\n", + "rep_mean_std" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/min_matrix.npy b/min_matrix.npy new file mode 100644 index 0000000000000000000000000000000000000000..ee0fe688ef977d3aa1b5413a6525e0f49596a4d2 GIT binary patch literal 776 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I%2ItrGWItsN4WCJb+0>D7*5_haoi2czi-#r#S46!Gm94_s5{C4lkq-gt{ z9@_#^H)q+Oc+T!_kXvjYo2J`RB2!}D^k4Jd0=0Z79gkryL_XgBk9^p4b;EKf-EP16 z#@k8Oyc6yBtzjuV$Uf1YnZq-mox9tfVXH-9MSYF^#F&*oR>~&A&C_L_^0GfO$KJqv z_s_kP+wD0-!;<-WXW3UuXPC54UTp6!{qN9{MN8~=X3n=eCNj^yNREw1WL3Yta>qXN zc*kO>`O)?-Un?Hx)~tl;n`|Gw#-Q(y>SFsRi~b+g>|JAj?Z&ky0Zr@dtpcw;JUxAx z{oCuVXE%CIwU_kWo%rE)gM9?k{bY#~vG)7lUGr%^Rc?Rdgtp|~my_(dn0O|8AM VaHai>w!AgoyQ1Odz$2ba1^^jn>w^FQ literal 0 HcmV?d00001 diff --git a/results/a_star_2_cenario_1.csv b/results/a_star_2_cenario_1.csv new file mode 100644 index 0000000..4180907 --- /dev/null +++ b/results/a_star_2_cenario_1.csv @@ -0,0 +1,39 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.06861602106054908,1 +False,0.06896551724137931,0.0,0.15823617901466716,2 +False,0.10344827586206896,0.0,0.2481383978939451,3 +False,0.13793103448275862,0.0,0.3359533659270402,4 +False,0.1724137931034483,0.0,0.3957878901842798,5 +False,0.20689655172413793,0.0,0.44804437758555843,6 +False,0.2413793103448276,0.0,0.499830763444904,7 +False,0.27586206896551724,0.0,0.5599285445656261,8 +False,0.3103448275862069,0.0,0.6093080105302745,9 +False,0.3448275862068966,0.0,0.6445280180518992,10 +False,0.3793103448275862,0.0,0.6756487401278676,11 +False,0.41379310344827586,0.0,0.6996803309514855,12 +False,0.4482758620689655,0.0,0.7284881534411434,13 +False,0.4827586206896552,0.0,0.7551147047762318,14 +False,0.5172413793103449,0.0,0.7810455058292592,15 +False,0.5344827586206896,0.017241379310344827,0.7865550959007147,16 +False,0.5689655172413793,0.017241379310344827,0.8006769462203838,17 +False,0.603448275862069,0.017241379310344827,0.8125235050770969,18 +False,0.6206896551724138,0.034482758620689655,0.8177510342233926,19 +False,0.6379310344827587,0.05172413793103448,0.8232794283565253,20 +False,0.6551724137931034,0.06896551724137931,0.83364046634073,21 +False,0.6896551724137931,0.06896551724137931,0.8480631816472362,22 +False,0.7241379310344828,0.06896551724137931,0.8594208349003388,23 +False,0.7586206896551724,0.06896551724137931,0.865964648364047,24 +False,0.7931034482758621,0.06896551724137931,0.872094772470854,25 +False,0.8275862068965517,0.06896551724137931,0.8778676194057918,26 +False,0.8620689655172413,0.06896551724137931,0.8819481007897708,27 +False,0.8793103448275862,0.08620689655172414,0.8830575404287329,28 +False,0.8793103448275862,0.1206896551724138,0.8830575404287329,29 +False,0.8793103448275862,0.15517241379310345,0.8830575404287329,30 +False,0.896551724137931,0.1724137931034483,0.8847687100413691,31 +False,0.9137931034482759,0.1896551724137931,0.8866491162091014,32 +False,0.9137931034482759,0.22413793103448276,0.8866491162091014,33 +False,0.9310344827586207,0.2413793103448276,0.8881346370816098,34 +False,0.9482758620689655,0.25862068965517243,0.8897705904475368,35 +False,0.9655172413793104,0.27586206896551724,0.8935502068446786,36 +False,0.9827586206896551,0.29310344827586204,0.8983640466340731,37 +True,1.0,0.3103448275862069,0.9000000000000001,38 diff --git a/results/a_star_2_cenario_10.csv b/results/a_star_2_cenario_10.csv new file mode 100644 index 0000000..4180907 --- /dev/null +++ b/results/a_star_2_cenario_10.csv @@ -0,0 +1,39 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.06861602106054908,1 +False,0.06896551724137931,0.0,0.15823617901466716,2 +False,0.10344827586206896,0.0,0.2481383978939451,3 +False,0.13793103448275862,0.0,0.3359533659270402,4 +False,0.1724137931034483,0.0,0.3957878901842798,5 +False,0.20689655172413793,0.0,0.44804437758555843,6 +False,0.2413793103448276,0.0,0.499830763444904,7 +False,0.27586206896551724,0.0,0.5599285445656261,8 +False,0.3103448275862069,0.0,0.6093080105302745,9 +False,0.3448275862068966,0.0,0.6445280180518992,10 +False,0.3793103448275862,0.0,0.6756487401278676,11 +False,0.41379310344827586,0.0,0.6996803309514855,12 +False,0.4482758620689655,0.0,0.7284881534411434,13 +False,0.4827586206896552,0.0,0.7551147047762318,14 +False,0.5172413793103449,0.0,0.7810455058292592,15 +False,0.5344827586206896,0.017241379310344827,0.7865550959007147,16 +False,0.5689655172413793,0.017241379310344827,0.8006769462203838,17 +False,0.603448275862069,0.017241379310344827,0.8125235050770969,18 +False,0.6206896551724138,0.034482758620689655,0.8177510342233926,19 +False,0.6379310344827587,0.05172413793103448,0.8232794283565253,20 +False,0.6551724137931034,0.06896551724137931,0.83364046634073,21 +False,0.6896551724137931,0.06896551724137931,0.8480631816472362,22 +False,0.7241379310344828,0.06896551724137931,0.8594208349003388,23 +False,0.7586206896551724,0.06896551724137931,0.865964648364047,24 +False,0.7931034482758621,0.06896551724137931,0.872094772470854,25 +False,0.8275862068965517,0.06896551724137931,0.8778676194057918,26 +False,0.8620689655172413,0.06896551724137931,0.8819481007897708,27 +False,0.8793103448275862,0.08620689655172414,0.8830575404287329,28 +False,0.8793103448275862,0.1206896551724138,0.8830575404287329,29 +False,0.8793103448275862,0.15517241379310345,0.8830575404287329,30 +False,0.896551724137931,0.1724137931034483,0.8847687100413691,31 +False,0.9137931034482759,0.1896551724137931,0.8866491162091014,32 +False,0.9137931034482759,0.22413793103448276,0.8866491162091014,33 +False,0.9310344827586207,0.2413793103448276,0.8881346370816098,34 +False,0.9482758620689655,0.25862068965517243,0.8897705904475368,35 +False,0.9655172413793104,0.27586206896551724,0.8935502068446786,36 +False,0.9827586206896551,0.29310344827586204,0.8983640466340731,37 +True,1.0,0.3103448275862069,0.9000000000000001,38 diff --git a/results/a_star_2_cenario_11.csv b/results/a_star_2_cenario_11.csv new file mode 100644 index 0000000..7bf3acd --- /dev/null +++ b/results/a_star_2_cenario_11.csv @@ -0,0 +1,36 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.08804061677322303,1 +False,0.06896551724137931,0.0,0.19157578036855963,2 +False,0.10344827586206896,0.0,0.27799924783753294,3 +False,0.13793103448275862,0.0,0.35221887927792406,4 +False,0.1724137931034483,0.0,0.4163219255359158,5 +False,0.20689655172413793,0.0,0.4603610379842046,6 +False,0.2413793103448276,0.0,0.4930989093644227,7 +False,0.27586206896551724,0.0,0.5174689732982324,8 +False,0.3103448275862069,0.0,0.5433057540428733,9 +False,0.3448275862068966,0.0,0.5733546446032344,10 +False,0.3793103448275862,0.0,0.6301241068070704,11 +False,0.41379310344827586,0.0,0.6968597216998873,12 +False,0.4482758620689655,0.0,0.735990974050395,13 +False,0.4827586206896552,0.0,0.7629748025573526,14 +False,0.5172413793103449,0.0,0.7834900338473113,15 +False,0.5517241379310345,0.0,0.7983076344490413,16 +False,0.5862068965517241,0.0,0.8155697630688231,17 +False,0.603448275862069,0.017241379310344827,0.8210981572019559,18 +False,0.6379310344827587,0.017241379310344827,0.8311395261376461,19 +False,0.6724137931034483,0.017241379310344827,0.8365550959007149,20 +False,0.7068965517241379,0.017241379310344827,0.8396765701391503,21 +False,0.7068965517241379,0.05172413793103448,0.8396765701391503,22 +False,0.7241379310344828,0.06896551724137931,0.8413877397517866,23 +False,0.7413793103448276,0.08620689655172414,0.8428920646859723,24 +False,0.7586206896551724,0.10344827586206896,0.8458254983076346,25 +False,0.7758620689655172,0.1206896551724138,0.8500940203083868,26 +False,0.7931034482758621,0.13793103448275862,0.8545129748025575,27 +False,0.8103448275862069,0.15517241379310345,0.8579353140278302,28 +False,0.8448275862068966,0.15517241379310345,0.8716058668672435,29 +False,0.8793103448275862,0.15517241379310345,0.882719067318541,30 +False,0.9137931034482759,0.15517241379310345,0.8889996239187666,31 +False,0.9482758620689655,0.15517241379310345,0.8962203836028584,32 +False,0.9655172413793104,0.1724137931034483,0.8977435125987215,33 +False,0.9827586206896551,0.1896551724137931,0.8988905603610382,34 +True,1.0,0.20689655172413793,0.9000000000000002,35 diff --git a/results/a_star_2_cenario_13.csv b/results/a_star_2_cenario_13.csv new file mode 100644 index 0000000..4180907 --- /dev/null +++ b/results/a_star_2_cenario_13.csv @@ -0,0 +1,39 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.06861602106054908,1 +False,0.06896551724137931,0.0,0.15823617901466716,2 +False,0.10344827586206896,0.0,0.2481383978939451,3 +False,0.13793103448275862,0.0,0.3359533659270402,4 +False,0.1724137931034483,0.0,0.3957878901842798,5 +False,0.20689655172413793,0.0,0.44804437758555843,6 +False,0.2413793103448276,0.0,0.499830763444904,7 +False,0.27586206896551724,0.0,0.5599285445656261,8 +False,0.3103448275862069,0.0,0.6093080105302745,9 +False,0.3448275862068966,0.0,0.6445280180518992,10 +False,0.3793103448275862,0.0,0.6756487401278676,11 +False,0.41379310344827586,0.0,0.6996803309514855,12 +False,0.4482758620689655,0.0,0.7284881534411434,13 +False,0.4827586206896552,0.0,0.7551147047762318,14 +False,0.5172413793103449,0.0,0.7810455058292592,15 +False,0.5344827586206896,0.017241379310344827,0.7865550959007147,16 +False,0.5689655172413793,0.017241379310344827,0.8006769462203838,17 +False,0.603448275862069,0.017241379310344827,0.8125235050770969,18 +False,0.6206896551724138,0.034482758620689655,0.8177510342233926,19 +False,0.6379310344827587,0.05172413793103448,0.8232794283565253,20 +False,0.6551724137931034,0.06896551724137931,0.83364046634073,21 +False,0.6896551724137931,0.06896551724137931,0.8480631816472362,22 +False,0.7241379310344828,0.06896551724137931,0.8594208349003388,23 +False,0.7586206896551724,0.06896551724137931,0.865964648364047,24 +False,0.7931034482758621,0.06896551724137931,0.872094772470854,25 +False,0.8275862068965517,0.06896551724137931,0.8778676194057918,26 +False,0.8620689655172413,0.06896551724137931,0.8819481007897708,27 +False,0.8793103448275862,0.08620689655172414,0.8830575404287329,28 +False,0.8793103448275862,0.1206896551724138,0.8830575404287329,29 +False,0.8793103448275862,0.15517241379310345,0.8830575404287329,30 +False,0.896551724137931,0.1724137931034483,0.8847687100413691,31 +False,0.9137931034482759,0.1896551724137931,0.8866491162091014,32 +False,0.9137931034482759,0.22413793103448276,0.8866491162091014,33 +False,0.9310344827586207,0.2413793103448276,0.8881346370816098,34 +False,0.9482758620689655,0.25862068965517243,0.8897705904475368,35 +False,0.9655172413793104,0.27586206896551724,0.8935502068446786,36 +False,0.9827586206896551,0.29310344827586204,0.8983640466340731,37 +True,1.0,0.3103448275862069,0.9000000000000001,38 diff --git a/results/a_star_2_cenario_14.csv b/results/a_star_2_cenario_14.csv new file mode 100644 index 0000000..dbf5b85 --- /dev/null +++ b/results/a_star_2_cenario_14.csv @@ -0,0 +1,38 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.08990221887927792,1 +False,0.06896551724137931,0.0,0.1934373824746145,2 +False,0.10344827586206896,0.0,0.2779992478375329,3 +False,0.13793103448275862,0.0,0.34616397141782623,4 +False,0.1724137931034483,0.0,0.4169048514479127,5 +False,0.20689655172413793,0.0,0.4900526513726965,6 +False,0.2413793103448276,0.0,0.5384166980067695,7 +False,0.27586206896551724,0.0,0.5737495298984582,8 +False,0.3103448275862069,0.0,0.6097781120722077,9 +False,0.3448275862068966,0.0,0.6584430236931178,10 +False,0.3793103448275862,0.0,0.6884919142534789,11 +False,0.41379310344827586,0.0,0.7176006017299739,12 +False,0.4482758620689655,0.0,0.7392064685972172,13 +False,0.4827586206896552,0.0,0.7634449040992857,14 +False,0.5172413793103449,0.0,0.7760812335464463,15 +False,0.5517241379310345,0.0,0.7884919142534791,16 +False,0.5862068965517241,0.0,0.8113388491914257,17 +False,0.6206896551724138,0.0,0.8323993982700267,18 +False,0.6551724137931034,0.0,0.8430048890560365,19 +False,0.6896551724137931,0.0,0.8505265137269654,20 +False,0.7241379310344828,0.0,0.8537608123354649,21 +False,0.7413793103448276,0.017241379310344827,0.8552651372696506,22 +False,0.7586206896551724,0.034482758620689655,0.8581985708913129,23 +False,0.7758620689655172,0.05172413793103448,0.862467092892065,24 +False,0.8103448275862069,0.05172413793103448,0.8711169612636332,25 +False,0.8448275862068966,0.05172413793103448,0.8808010530274543,26 +False,0.8793103448275862,0.05172413793103448,0.8843926288078228,27 +False,0.8793103448275862,0.08620689655172414,0.8843926288078228,28 +False,0.896551724137931,0.10344827586206896,0.8855396765701394,29 +False,0.9137931034482759,0.1206896551724138,0.8866491162091015,30 +False,0.9137931034482759,0.15517241379310345,0.8866491162091015,31 +False,0.9137931034482759,0.1896551724137931,0.8866491162091015,32 +False,0.9137931034482759,0.22413793103448276,0.8866491162091015,33 +False,0.9310344827586207,0.2413793103448276,0.8881346370816099,34 +False,0.9655172413793104,0.2413793103448276,0.8935502068446787,35 +False,0.9827586206896551,0.25862068965517243,0.8983640466340732,36 +True,1.0,0.27586206896551724,0.9000000000000002,37 diff --git a/results/a_star_2_cenario_15.csv b/results/a_star_2_cenario_15.csv new file mode 100644 index 0000000..2d100a7 --- /dev/null +++ b/results/a_star_2_cenario_15.csv @@ -0,0 +1,37 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.0933433621662279,1 +False,0.06896551724137931,0.0,0.18435502068446785,2 +False,0.10344827586206896,0.0,0.26904851447912753,3 +False,0.13793103448275862,0.0,0.35263256863482517,4 +False,0.1724137931034483,0.0,0.419368183527642,5 +False,0.20689655172413793,0.0,0.4757051523128996,6 +False,0.2413793103448276,0.0,0.5286009778112073,7 +False,0.27586206896551724,0.0,0.5722452049642723,8 +False,0.3103448275862069,0.0,0.6142910868747651,9 +False,0.3448275862068966,0.0,0.6481007897705906,10 +False,0.3793103448275862,0.0,0.6883978939450923,11 +False,0.41379310344827586,0.0,0.7153441143286952,12 +False,0.4482758620689655,0.0,0.74339977435126,13 +False,0.4827586206896552,0.0,0.7605302745393007,14 +False,0.5172413793103449,0.0,0.7777359909740507,15 +False,0.5517241379310345,0.0,0.7954494170740883,16 +False,0.5862068965517241,0.0,0.8118465588567134,17 +False,0.6206896551724138,0.0,0.8277171869123735,18 +False,0.6551724137931034,0.0,0.8423091387739756,19 +False,0.6896551724137931,0.0,0.8489281684843931,20 +False,0.7068965517241379,0.017241379310344827,0.8520496427228286,21 +False,0.7241379310344828,0.034482758620689655,0.8537608123354649,22 +False,0.7413793103448276,0.05172413793103448,0.8552651372696506,23 +False,0.7758620689655172,0.05172413793103448,0.8624294847687104,24 +False,0.8103448275862069,0.05172413793103448,0.8729597593080108,25 +False,0.8448275862068966,0.05172413793103448,0.8808010530274543,26 +False,0.8793103448275862,0.05172413793103448,0.8836592704024072,27 +False,0.9137931034482759,0.05172413793103448,0.8866491162091015,28 +False,0.9137931034482759,0.08620689655172414,0.8866491162091015,29 +False,0.9137931034482759,0.1206896551724138,0.8866491162091015,30 +False,0.9137931034482759,0.15517241379310345,0.8866491162091015,31 +False,0.9310344827586207,0.1724137931034483,0.8881346370816099,32 +False,0.9482758620689655,0.1896551724137931,0.8897705904475369,33 +False,0.9655172413793104,0.20689655172413793,0.8935502068446787,34 +False,0.9827586206896551,0.22413793103448276,0.8983640466340732,35 +True,1.0,0.2413793103448276,0.9000000000000002,36 diff --git a/results/a_star_2.csv b/results/a_star_2_cenario_16.csv similarity index 100% rename from results/a_star_2.csv rename to results/a_star_2_cenario_16.csv diff --git a/results/a_star_2_cenario_17.csv b/results/a_star_2_cenario_17.csv new file mode 100644 index 0000000..7bf3acd --- /dev/null +++ b/results/a_star_2_cenario_17.csv @@ -0,0 +1,36 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.08804061677322303,1 +False,0.06896551724137931,0.0,0.19157578036855963,2 +False,0.10344827586206896,0.0,0.27799924783753294,3 +False,0.13793103448275862,0.0,0.35221887927792406,4 +False,0.1724137931034483,0.0,0.4163219255359158,5 +False,0.20689655172413793,0.0,0.4603610379842046,6 +False,0.2413793103448276,0.0,0.4930989093644227,7 +False,0.27586206896551724,0.0,0.5174689732982324,8 +False,0.3103448275862069,0.0,0.5433057540428733,9 +False,0.3448275862068966,0.0,0.5733546446032344,10 +False,0.3793103448275862,0.0,0.6301241068070704,11 +False,0.41379310344827586,0.0,0.6968597216998873,12 +False,0.4482758620689655,0.0,0.735990974050395,13 +False,0.4827586206896552,0.0,0.7629748025573526,14 +False,0.5172413793103449,0.0,0.7834900338473113,15 +False,0.5517241379310345,0.0,0.7983076344490413,16 +False,0.5862068965517241,0.0,0.8155697630688231,17 +False,0.603448275862069,0.017241379310344827,0.8210981572019559,18 +False,0.6379310344827587,0.017241379310344827,0.8311395261376461,19 +False,0.6724137931034483,0.017241379310344827,0.8365550959007149,20 +False,0.7068965517241379,0.017241379310344827,0.8396765701391503,21 +False,0.7068965517241379,0.05172413793103448,0.8396765701391503,22 +False,0.7241379310344828,0.06896551724137931,0.8413877397517866,23 +False,0.7413793103448276,0.08620689655172414,0.8428920646859723,24 +False,0.7586206896551724,0.10344827586206896,0.8458254983076346,25 +False,0.7758620689655172,0.1206896551724138,0.8500940203083868,26 +False,0.7931034482758621,0.13793103448275862,0.8545129748025575,27 +False,0.8103448275862069,0.15517241379310345,0.8579353140278302,28 +False,0.8448275862068966,0.15517241379310345,0.8716058668672435,29 +False,0.8793103448275862,0.15517241379310345,0.882719067318541,30 +False,0.9137931034482759,0.15517241379310345,0.8889996239187666,31 +False,0.9482758620689655,0.15517241379310345,0.8962203836028584,32 +False,0.9655172413793104,0.1724137931034483,0.8977435125987215,33 +False,0.9827586206896551,0.1896551724137931,0.8988905603610382,34 +True,1.0,0.20689655172413793,0.9000000000000002,35 diff --git a/results/a_star_2_cenario_19.csv b/results/a_star_2_cenario_19.csv new file mode 100644 index 0000000..dbf5b85 --- /dev/null +++ b/results/a_star_2_cenario_19.csv @@ -0,0 +1,38 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.08990221887927792,1 +False,0.06896551724137931,0.0,0.1934373824746145,2 +False,0.10344827586206896,0.0,0.2779992478375329,3 +False,0.13793103448275862,0.0,0.34616397141782623,4 +False,0.1724137931034483,0.0,0.4169048514479127,5 +False,0.20689655172413793,0.0,0.4900526513726965,6 +False,0.2413793103448276,0.0,0.5384166980067695,7 +False,0.27586206896551724,0.0,0.5737495298984582,8 +False,0.3103448275862069,0.0,0.6097781120722077,9 +False,0.3448275862068966,0.0,0.6584430236931178,10 +False,0.3793103448275862,0.0,0.6884919142534789,11 +False,0.41379310344827586,0.0,0.7176006017299739,12 +False,0.4482758620689655,0.0,0.7392064685972172,13 +False,0.4827586206896552,0.0,0.7634449040992857,14 +False,0.5172413793103449,0.0,0.7760812335464463,15 +False,0.5517241379310345,0.0,0.7884919142534791,16 +False,0.5862068965517241,0.0,0.8113388491914257,17 +False,0.6206896551724138,0.0,0.8323993982700267,18 +False,0.6551724137931034,0.0,0.8430048890560365,19 +False,0.6896551724137931,0.0,0.8505265137269654,20 +False,0.7241379310344828,0.0,0.8537608123354649,21 +False,0.7413793103448276,0.017241379310344827,0.8552651372696506,22 +False,0.7586206896551724,0.034482758620689655,0.8581985708913129,23 +False,0.7758620689655172,0.05172413793103448,0.862467092892065,24 +False,0.8103448275862069,0.05172413793103448,0.8711169612636332,25 +False,0.8448275862068966,0.05172413793103448,0.8808010530274543,26 +False,0.8793103448275862,0.05172413793103448,0.8843926288078228,27 +False,0.8793103448275862,0.08620689655172414,0.8843926288078228,28 +False,0.896551724137931,0.10344827586206896,0.8855396765701394,29 +False,0.9137931034482759,0.1206896551724138,0.8866491162091015,30 +False,0.9137931034482759,0.15517241379310345,0.8866491162091015,31 +False,0.9137931034482759,0.1896551724137931,0.8866491162091015,32 +False,0.9137931034482759,0.22413793103448276,0.8866491162091015,33 +False,0.9310344827586207,0.2413793103448276,0.8881346370816099,34 +False,0.9655172413793104,0.2413793103448276,0.8935502068446787,35 +False,0.9827586206896551,0.25862068965517243,0.8983640466340732,36 +True,1.0,0.27586206896551724,0.9000000000000002,37 diff --git a/results/a_star_2_cenario_2.csv b/results/a_star_2_cenario_2.csv new file mode 100644 index 0000000..6cc49aa --- /dev/null +++ b/results/a_star_2_cenario_2.csv @@ -0,0 +1,34 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.0933433621662279,1 +False,0.06896551724137931,0.0,0.182963520120346,2 +False,0.10344827586206896,0.0,0.26756299360661906,3 +False,0.13793103448275862,0.0,0.3513726965024445,4 +False,0.1724137931034483,0.0,0.4189544941707409,5 +False,0.20689655172413793,0.0,0.4900526513726965,6 +False,0.2413793103448276,0.0,0.5373072583678075,7 +False,0.27586206896551724,0.0,0.57275291462956,8 +False,0.3103448275862069,0.0,0.6086686724332456,9 +False,0.3448275862068966,0.0,0.6584430236931178,10 +False,0.3793103448275862,0.0,0.6883978939450923,11 +False,0.41379310344827586,0.0,0.7104738623542687,12 +False,0.4482758620689655,0.0,0.7347499059796918,13 +False,0.4827586206896552,0.0,0.7476871004136896,14 +False,0.5172413793103449,0.0,0.7597969161338852,15 +False,0.5517241379310345,0.0,0.7826062429484772,16 +False,0.5862068965517241,0.0,0.8031966904851452,17 +False,0.6206896551724138,0.0,0.8323993982700267,18 +False,0.6206896551724138,0.034482758620689655,0.8323993982700267,19 +False,0.6551724137931034,0.034482758620689655,0.8427228281308767,20 +False,0.6896551724137931,0.034482758620689655,0.8509025949605119,21 +False,0.7241379310344828,0.034482758620689655,0.8540616773223021,22 +False,0.7241379310344828,0.06896551724137931,0.8540616773223021,23 +False,0.7413793103448276,0.08620689655172414,0.8556976306882291,24 +False,0.7586206896551724,0.10344827586206896,0.8571831515607375,25 +False,0.7931034482758621,0.10344827586206896,0.8645355396765705,26 +False,0.8275862068965517,0.10344827586206896,0.8758931929296732,27 +False,0.8620689655172413,0.10344827586206896,0.8822489657766082,28 +False,0.896551724137931,0.10344827586206896,0.890936442271531,29 +False,0.9310344827586207,0.10344827586206896,0.8931929296728097,30 +False,0.9310344827586207,0.13793103448275862,0.8931929296728097,31 +False,0.9655172413793104,0.13793103448275862,0.8964084242196317,32 +True,1.0,0.13793103448275862,0.9000000000000002,33 diff --git a/results/a_star_2_cenario_20.csv b/results/a_star_2_cenario_20.csv new file mode 100644 index 0000000..dbf5b85 --- /dev/null +++ b/results/a_star_2_cenario_20.csv @@ -0,0 +1,38 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.08990221887927792,1 +False,0.06896551724137931,0.0,0.1934373824746145,2 +False,0.10344827586206896,0.0,0.2779992478375329,3 +False,0.13793103448275862,0.0,0.34616397141782623,4 +False,0.1724137931034483,0.0,0.4169048514479127,5 +False,0.20689655172413793,0.0,0.4900526513726965,6 +False,0.2413793103448276,0.0,0.5384166980067695,7 +False,0.27586206896551724,0.0,0.5737495298984582,8 +False,0.3103448275862069,0.0,0.6097781120722077,9 +False,0.3448275862068966,0.0,0.6584430236931178,10 +False,0.3793103448275862,0.0,0.6884919142534789,11 +False,0.41379310344827586,0.0,0.7176006017299739,12 +False,0.4482758620689655,0.0,0.7392064685972172,13 +False,0.4827586206896552,0.0,0.7634449040992857,14 +False,0.5172413793103449,0.0,0.7760812335464463,15 +False,0.5517241379310345,0.0,0.7884919142534791,16 +False,0.5862068965517241,0.0,0.8113388491914257,17 +False,0.6206896551724138,0.0,0.8323993982700267,18 +False,0.6551724137931034,0.0,0.8430048890560365,19 +False,0.6896551724137931,0.0,0.8505265137269654,20 +False,0.7241379310344828,0.0,0.8537608123354649,21 +False,0.7413793103448276,0.017241379310344827,0.8552651372696506,22 +False,0.7586206896551724,0.034482758620689655,0.8581985708913129,23 +False,0.7758620689655172,0.05172413793103448,0.862467092892065,24 +False,0.8103448275862069,0.05172413793103448,0.8711169612636332,25 +False,0.8448275862068966,0.05172413793103448,0.8808010530274543,26 +False,0.8793103448275862,0.05172413793103448,0.8843926288078228,27 +False,0.8793103448275862,0.08620689655172414,0.8843926288078228,28 +False,0.896551724137931,0.10344827586206896,0.8855396765701394,29 +False,0.9137931034482759,0.1206896551724138,0.8866491162091015,30 +False,0.9137931034482759,0.15517241379310345,0.8866491162091015,31 +False,0.9137931034482759,0.1896551724137931,0.8866491162091015,32 +False,0.9137931034482759,0.22413793103448276,0.8866491162091015,33 +False,0.9310344827586207,0.2413793103448276,0.8881346370816099,34 +False,0.9655172413793104,0.2413793103448276,0.8935502068446787,35 +False,0.9827586206896551,0.25862068965517243,0.8983640466340732,36 +True,1.0,0.27586206896551724,0.9000000000000002,37 diff --git a/results/a_star_2_cenario_21.csv b/results/a_star_2_cenario_21.csv new file mode 100644 index 0000000..83d9b41 --- /dev/null +++ b/results/a_star_2_cenario_21.csv @@ -0,0 +1,40 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.10697630688228657,1 +False,0.06896551724137931,0.0,0.20731477999247838,2 +False,0.10344827586206896,0.0,0.27809326814591956,3 +False,0.13793103448275862,0.0,0.35547198194810087,4 +False,0.1724137931034483,0.0,0.40723956374576914,5 +False,0.20689655172413793,0.0,0.4447724708537044,6 +False,0.2413793103448276,0.0,0.47117337344866494,7 +False,0.27586206896551724,0.0,0.4939262880782249,8 +False,0.3103448275862069,0.0,0.5239563745769087,9 +False,0.3448275862068966,0.0,0.5918014291086875,10 +False,0.3793103448275862,0.0,0.6585370440015044,11 +False,0.41379310344827586,0.0,0.7037984204588192,12 +False,0.4482758620689655,0.0,0.7376269274163221,13 +False,0.4827586206896552,0.0,0.7583113952613767,14 +False,0.5172413793103449,0.0,0.778224896577661,15 +False,0.5517241379310345,0.0,0.8073523881158333,16 +False,0.5689655172413793,0.017241379310344827,0.811771342610004,17 +False,0.603448275862069,0.017241379310344827,0.8208537044001507,18 +False,0.6379310344827587,0.017241379310344827,0.8275667544189548,19 +False,0.6724137931034483,0.017241379310344827,0.8378901842798048,20 +False,0.7068965517241379,0.017241379310344827,0.846540052651373,21 +False,0.7413793103448276,0.017241379310344827,0.8498871756299363,22 +False,0.7758620689655172,0.017241379310344827,0.8528770214366305,23 +False,0.7758620689655172,0.05172413793103448,0.8528770214366305,24 +False,0.7931034482758621,0.06896551724137931,0.8539864610755925,25 +False,0.8275862068965517,0.06896551724137931,0.8567694622038362,26 +False,0.8448275862068966,0.08620689655172414,0.8601918014291089,27 +False,0.8620689655172413,0.10344827586206896,0.8664535539676572,28 +False,0.8793103448275862,0.1206896551724138,0.8706844678450547,29 +False,0.896551724137931,0.13793103448275862,0.8780932681459197,30 +False,0.9137931034482759,0.15517241379310345,0.8849755547198197,31 +False,0.9482758620689655,0.15517241379310345,0.8948852952237686,32 +False,0.9655172413793104,0.1724137931034483,0.8964084242196317,33 +False,0.9655172413793104,0.20689655172413793,0.8964084242196317,34 +False,0.9655172413793104,0.2413793103448276,0.8964084242196317,35 +False,0.9655172413793104,0.27586206896551724,0.8964084242196317,36 +False,0.9655172413793104,0.3103448275862069,0.8964084242196317,37 +False,0.9827586206896551,0.3275862068965517,0.898288830387364,38 +True,1.0,0.3448275862068966,0.9000000000000002,39 diff --git a/results/a_star_2_cenario_22.csv b/results/a_star_2_cenario_22.csv new file mode 100644 index 0000000..4180907 --- /dev/null +++ b/results/a_star_2_cenario_22.csv @@ -0,0 +1,39 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.06861602106054908,1 +False,0.06896551724137931,0.0,0.15823617901466716,2 +False,0.10344827586206896,0.0,0.2481383978939451,3 +False,0.13793103448275862,0.0,0.3359533659270402,4 +False,0.1724137931034483,0.0,0.3957878901842798,5 +False,0.20689655172413793,0.0,0.44804437758555843,6 +False,0.2413793103448276,0.0,0.499830763444904,7 +False,0.27586206896551724,0.0,0.5599285445656261,8 +False,0.3103448275862069,0.0,0.6093080105302745,9 +False,0.3448275862068966,0.0,0.6445280180518992,10 +False,0.3793103448275862,0.0,0.6756487401278676,11 +False,0.41379310344827586,0.0,0.6996803309514855,12 +False,0.4482758620689655,0.0,0.7284881534411434,13 +False,0.4827586206896552,0.0,0.7551147047762318,14 +False,0.5172413793103449,0.0,0.7810455058292592,15 +False,0.5344827586206896,0.017241379310344827,0.7865550959007147,16 +False,0.5689655172413793,0.017241379310344827,0.8006769462203838,17 +False,0.603448275862069,0.017241379310344827,0.8125235050770969,18 +False,0.6206896551724138,0.034482758620689655,0.8177510342233926,19 +False,0.6379310344827587,0.05172413793103448,0.8232794283565253,20 +False,0.6551724137931034,0.06896551724137931,0.83364046634073,21 +False,0.6896551724137931,0.06896551724137931,0.8480631816472362,22 +False,0.7241379310344828,0.06896551724137931,0.8594208349003388,23 +False,0.7586206896551724,0.06896551724137931,0.865964648364047,24 +False,0.7931034482758621,0.06896551724137931,0.872094772470854,25 +False,0.8275862068965517,0.06896551724137931,0.8778676194057918,26 +False,0.8620689655172413,0.06896551724137931,0.8819481007897708,27 +False,0.8793103448275862,0.08620689655172414,0.8830575404287329,28 +False,0.8793103448275862,0.1206896551724138,0.8830575404287329,29 +False,0.8793103448275862,0.15517241379310345,0.8830575404287329,30 +False,0.896551724137931,0.1724137931034483,0.8847687100413691,31 +False,0.9137931034482759,0.1896551724137931,0.8866491162091014,32 +False,0.9137931034482759,0.22413793103448276,0.8866491162091014,33 +False,0.9310344827586207,0.2413793103448276,0.8881346370816098,34 +False,0.9482758620689655,0.25862068965517243,0.8897705904475368,35 +False,0.9655172413793104,0.27586206896551724,0.8935502068446786,36 +False,0.9827586206896551,0.29310344827586204,0.8983640466340731,37 +True,1.0,0.3103448275862069,0.9000000000000001,38 diff --git a/results/a_star_2_cenario_23.csv b/results/a_star_2_cenario_23.csv new file mode 100644 index 0000000..6cc49aa --- /dev/null +++ b/results/a_star_2_cenario_23.csv @@ -0,0 +1,34 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.0933433621662279,1 +False,0.06896551724137931,0.0,0.182963520120346,2 +False,0.10344827586206896,0.0,0.26756299360661906,3 +False,0.13793103448275862,0.0,0.3513726965024445,4 +False,0.1724137931034483,0.0,0.4189544941707409,5 +False,0.20689655172413793,0.0,0.4900526513726965,6 +False,0.2413793103448276,0.0,0.5373072583678075,7 +False,0.27586206896551724,0.0,0.57275291462956,8 +False,0.3103448275862069,0.0,0.6086686724332456,9 +False,0.3448275862068966,0.0,0.6584430236931178,10 +False,0.3793103448275862,0.0,0.6883978939450923,11 +False,0.41379310344827586,0.0,0.7104738623542687,12 +False,0.4482758620689655,0.0,0.7347499059796918,13 +False,0.4827586206896552,0.0,0.7476871004136896,14 +False,0.5172413793103449,0.0,0.7597969161338852,15 +False,0.5517241379310345,0.0,0.7826062429484772,16 +False,0.5862068965517241,0.0,0.8031966904851452,17 +False,0.6206896551724138,0.0,0.8323993982700267,18 +False,0.6206896551724138,0.034482758620689655,0.8323993982700267,19 +False,0.6551724137931034,0.034482758620689655,0.8427228281308767,20 +False,0.6896551724137931,0.034482758620689655,0.8509025949605119,21 +False,0.7241379310344828,0.034482758620689655,0.8540616773223021,22 +False,0.7241379310344828,0.06896551724137931,0.8540616773223021,23 +False,0.7413793103448276,0.08620689655172414,0.8556976306882291,24 +False,0.7586206896551724,0.10344827586206896,0.8571831515607375,25 +False,0.7931034482758621,0.10344827586206896,0.8645355396765705,26 +False,0.8275862068965517,0.10344827586206896,0.8758931929296732,27 +False,0.8620689655172413,0.10344827586206896,0.8822489657766082,28 +False,0.896551724137931,0.10344827586206896,0.890936442271531,29 +False,0.9310344827586207,0.10344827586206896,0.8931929296728097,30 +False,0.9310344827586207,0.13793103448275862,0.8931929296728097,31 +False,0.9655172413793104,0.13793103448275862,0.8964084242196317,32 +True,1.0,0.13793103448275862,0.9000000000000002,33 diff --git a/results/a_star_2_cenario_24.csv b/results/a_star_2_cenario_24.csv new file mode 100644 index 0000000..dbf5b85 --- /dev/null +++ b/results/a_star_2_cenario_24.csv @@ -0,0 +1,38 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.08990221887927792,1 +False,0.06896551724137931,0.0,0.1934373824746145,2 +False,0.10344827586206896,0.0,0.2779992478375329,3 +False,0.13793103448275862,0.0,0.34616397141782623,4 +False,0.1724137931034483,0.0,0.4169048514479127,5 +False,0.20689655172413793,0.0,0.4900526513726965,6 +False,0.2413793103448276,0.0,0.5384166980067695,7 +False,0.27586206896551724,0.0,0.5737495298984582,8 +False,0.3103448275862069,0.0,0.6097781120722077,9 +False,0.3448275862068966,0.0,0.6584430236931178,10 +False,0.3793103448275862,0.0,0.6884919142534789,11 +False,0.41379310344827586,0.0,0.7176006017299739,12 +False,0.4482758620689655,0.0,0.7392064685972172,13 +False,0.4827586206896552,0.0,0.7634449040992857,14 +False,0.5172413793103449,0.0,0.7760812335464463,15 +False,0.5517241379310345,0.0,0.7884919142534791,16 +False,0.5862068965517241,0.0,0.8113388491914257,17 +False,0.6206896551724138,0.0,0.8323993982700267,18 +False,0.6551724137931034,0.0,0.8430048890560365,19 +False,0.6896551724137931,0.0,0.8505265137269654,20 +False,0.7241379310344828,0.0,0.8537608123354649,21 +False,0.7413793103448276,0.017241379310344827,0.8552651372696506,22 +False,0.7586206896551724,0.034482758620689655,0.8581985708913129,23 +False,0.7758620689655172,0.05172413793103448,0.862467092892065,24 +False,0.8103448275862069,0.05172413793103448,0.8711169612636332,25 +False,0.8448275862068966,0.05172413793103448,0.8808010530274543,26 +False,0.8793103448275862,0.05172413793103448,0.8843926288078228,27 +False,0.8793103448275862,0.08620689655172414,0.8843926288078228,28 +False,0.896551724137931,0.10344827586206896,0.8855396765701394,29 +False,0.9137931034482759,0.1206896551724138,0.8866491162091015,30 +False,0.9137931034482759,0.15517241379310345,0.8866491162091015,31 +False,0.9137931034482759,0.1896551724137931,0.8866491162091015,32 +False,0.9137931034482759,0.22413793103448276,0.8866491162091015,33 +False,0.9310344827586207,0.2413793103448276,0.8881346370816099,34 +False,0.9655172413793104,0.2413793103448276,0.8935502068446787,35 +False,0.9827586206896551,0.25862068965517243,0.8983640466340732,36 +True,1.0,0.27586206896551724,0.9000000000000002,37 diff --git a/results/a_star_2_cenario_3.csv b/results/a_star_2_cenario_3.csv new file mode 100644 index 0000000..7bf3acd --- /dev/null +++ b/results/a_star_2_cenario_3.csv @@ -0,0 +1,36 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.08804061677322303,1 +False,0.06896551724137931,0.0,0.19157578036855963,2 +False,0.10344827586206896,0.0,0.27799924783753294,3 +False,0.13793103448275862,0.0,0.35221887927792406,4 +False,0.1724137931034483,0.0,0.4163219255359158,5 +False,0.20689655172413793,0.0,0.4603610379842046,6 +False,0.2413793103448276,0.0,0.4930989093644227,7 +False,0.27586206896551724,0.0,0.5174689732982324,8 +False,0.3103448275862069,0.0,0.5433057540428733,9 +False,0.3448275862068966,0.0,0.5733546446032344,10 +False,0.3793103448275862,0.0,0.6301241068070704,11 +False,0.41379310344827586,0.0,0.6968597216998873,12 +False,0.4482758620689655,0.0,0.735990974050395,13 +False,0.4827586206896552,0.0,0.7629748025573526,14 +False,0.5172413793103449,0.0,0.7834900338473113,15 +False,0.5517241379310345,0.0,0.7983076344490413,16 +False,0.5862068965517241,0.0,0.8155697630688231,17 +False,0.603448275862069,0.017241379310344827,0.8210981572019559,18 +False,0.6379310344827587,0.017241379310344827,0.8311395261376461,19 +False,0.6724137931034483,0.017241379310344827,0.8365550959007149,20 +False,0.7068965517241379,0.017241379310344827,0.8396765701391503,21 +False,0.7068965517241379,0.05172413793103448,0.8396765701391503,22 +False,0.7241379310344828,0.06896551724137931,0.8413877397517866,23 +False,0.7413793103448276,0.08620689655172414,0.8428920646859723,24 +False,0.7586206896551724,0.10344827586206896,0.8458254983076346,25 +False,0.7758620689655172,0.1206896551724138,0.8500940203083868,26 +False,0.7931034482758621,0.13793103448275862,0.8545129748025575,27 +False,0.8103448275862069,0.15517241379310345,0.8579353140278302,28 +False,0.8448275862068966,0.15517241379310345,0.8716058668672435,29 +False,0.8793103448275862,0.15517241379310345,0.882719067318541,30 +False,0.9137931034482759,0.15517241379310345,0.8889996239187666,31 +False,0.9482758620689655,0.15517241379310345,0.8962203836028584,32 +False,0.9655172413793104,0.1724137931034483,0.8977435125987215,33 +False,0.9827586206896551,0.1896551724137931,0.8988905603610382,34 +True,1.0,0.20689655172413793,0.9000000000000002,35 diff --git a/results/a_star_2_cenario_4.csv b/results/a_star_2_cenario_4.csv new file mode 100644 index 0000000..83d9b41 --- /dev/null +++ b/results/a_star_2_cenario_4.csv @@ -0,0 +1,40 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.10697630688228657,1 +False,0.06896551724137931,0.0,0.20731477999247838,2 +False,0.10344827586206896,0.0,0.27809326814591956,3 +False,0.13793103448275862,0.0,0.35547198194810087,4 +False,0.1724137931034483,0.0,0.40723956374576914,5 +False,0.20689655172413793,0.0,0.4447724708537044,6 +False,0.2413793103448276,0.0,0.47117337344866494,7 +False,0.27586206896551724,0.0,0.4939262880782249,8 +False,0.3103448275862069,0.0,0.5239563745769087,9 +False,0.3448275862068966,0.0,0.5918014291086875,10 +False,0.3793103448275862,0.0,0.6585370440015044,11 +False,0.41379310344827586,0.0,0.7037984204588192,12 +False,0.4482758620689655,0.0,0.7376269274163221,13 +False,0.4827586206896552,0.0,0.7583113952613767,14 +False,0.5172413793103449,0.0,0.778224896577661,15 +False,0.5517241379310345,0.0,0.8073523881158333,16 +False,0.5689655172413793,0.017241379310344827,0.811771342610004,17 +False,0.603448275862069,0.017241379310344827,0.8208537044001507,18 +False,0.6379310344827587,0.017241379310344827,0.8275667544189548,19 +False,0.6724137931034483,0.017241379310344827,0.8378901842798048,20 +False,0.7068965517241379,0.017241379310344827,0.846540052651373,21 +False,0.7413793103448276,0.017241379310344827,0.8498871756299363,22 +False,0.7758620689655172,0.017241379310344827,0.8528770214366305,23 +False,0.7758620689655172,0.05172413793103448,0.8528770214366305,24 +False,0.7931034482758621,0.06896551724137931,0.8539864610755925,25 +False,0.8275862068965517,0.06896551724137931,0.8567694622038362,26 +False,0.8448275862068966,0.08620689655172414,0.8601918014291089,27 +False,0.8620689655172413,0.10344827586206896,0.8664535539676572,28 +False,0.8793103448275862,0.1206896551724138,0.8706844678450547,29 +False,0.896551724137931,0.13793103448275862,0.8780932681459197,30 +False,0.9137931034482759,0.15517241379310345,0.8849755547198197,31 +False,0.9482758620689655,0.15517241379310345,0.8948852952237686,32 +False,0.9655172413793104,0.1724137931034483,0.8964084242196317,33 +False,0.9655172413793104,0.20689655172413793,0.8964084242196317,34 +False,0.9655172413793104,0.2413793103448276,0.8964084242196317,35 +False,0.9655172413793104,0.27586206896551724,0.8964084242196317,36 +False,0.9655172413793104,0.3103448275862069,0.8964084242196317,37 +False,0.9827586206896551,0.3275862068965517,0.898288830387364,38 +True,1.0,0.3448275862068966,0.9000000000000002,39 diff --git a/results/a_star_2_cenario_5.csv b/results/a_star_2_cenario_5.csv new file mode 100644 index 0000000..2d100a7 --- /dev/null +++ b/results/a_star_2_cenario_5.csv @@ -0,0 +1,37 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.0933433621662279,1 +False,0.06896551724137931,0.0,0.18435502068446785,2 +False,0.10344827586206896,0.0,0.26904851447912753,3 +False,0.13793103448275862,0.0,0.35263256863482517,4 +False,0.1724137931034483,0.0,0.419368183527642,5 +False,0.20689655172413793,0.0,0.4757051523128996,6 +False,0.2413793103448276,0.0,0.5286009778112073,7 +False,0.27586206896551724,0.0,0.5722452049642723,8 +False,0.3103448275862069,0.0,0.6142910868747651,9 +False,0.3448275862068966,0.0,0.6481007897705906,10 +False,0.3793103448275862,0.0,0.6883978939450923,11 +False,0.41379310344827586,0.0,0.7153441143286952,12 +False,0.4482758620689655,0.0,0.74339977435126,13 +False,0.4827586206896552,0.0,0.7605302745393007,14 +False,0.5172413793103449,0.0,0.7777359909740507,15 +False,0.5517241379310345,0.0,0.7954494170740883,16 +False,0.5862068965517241,0.0,0.8118465588567134,17 +False,0.6206896551724138,0.0,0.8277171869123735,18 +False,0.6551724137931034,0.0,0.8423091387739756,19 +False,0.6896551724137931,0.0,0.8489281684843931,20 +False,0.7068965517241379,0.017241379310344827,0.8520496427228286,21 +False,0.7241379310344828,0.034482758620689655,0.8537608123354649,22 +False,0.7413793103448276,0.05172413793103448,0.8552651372696506,23 +False,0.7758620689655172,0.05172413793103448,0.8624294847687104,24 +False,0.8103448275862069,0.05172413793103448,0.8729597593080108,25 +False,0.8448275862068966,0.05172413793103448,0.8808010530274543,26 +False,0.8793103448275862,0.05172413793103448,0.8836592704024072,27 +False,0.9137931034482759,0.05172413793103448,0.8866491162091015,28 +False,0.9137931034482759,0.08620689655172414,0.8866491162091015,29 +False,0.9137931034482759,0.1206896551724138,0.8866491162091015,30 +False,0.9137931034482759,0.15517241379310345,0.8866491162091015,31 +False,0.9310344827586207,0.1724137931034483,0.8881346370816099,32 +False,0.9482758620689655,0.1896551724137931,0.8897705904475369,33 +False,0.9655172413793104,0.20689655172413793,0.8935502068446787,34 +False,0.9827586206896551,0.22413793103448276,0.8983640466340732,35 +True,1.0,0.2413793103448276,0.9000000000000002,36 diff --git a/results/a_star_2_cenario_7.csv b/results/a_star_2_cenario_7.csv new file mode 100644 index 0000000..83d9b41 --- /dev/null +++ b/results/a_star_2_cenario_7.csv @@ -0,0 +1,40 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.10697630688228657,1 +False,0.06896551724137931,0.0,0.20731477999247838,2 +False,0.10344827586206896,0.0,0.27809326814591956,3 +False,0.13793103448275862,0.0,0.35547198194810087,4 +False,0.1724137931034483,0.0,0.40723956374576914,5 +False,0.20689655172413793,0.0,0.4447724708537044,6 +False,0.2413793103448276,0.0,0.47117337344866494,7 +False,0.27586206896551724,0.0,0.4939262880782249,8 +False,0.3103448275862069,0.0,0.5239563745769087,9 +False,0.3448275862068966,0.0,0.5918014291086875,10 +False,0.3793103448275862,0.0,0.6585370440015044,11 +False,0.41379310344827586,0.0,0.7037984204588192,12 +False,0.4482758620689655,0.0,0.7376269274163221,13 +False,0.4827586206896552,0.0,0.7583113952613767,14 +False,0.5172413793103449,0.0,0.778224896577661,15 +False,0.5517241379310345,0.0,0.8073523881158333,16 +False,0.5689655172413793,0.017241379310344827,0.811771342610004,17 +False,0.603448275862069,0.017241379310344827,0.8208537044001507,18 +False,0.6379310344827587,0.017241379310344827,0.8275667544189548,19 +False,0.6724137931034483,0.017241379310344827,0.8378901842798048,20 +False,0.7068965517241379,0.017241379310344827,0.846540052651373,21 +False,0.7413793103448276,0.017241379310344827,0.8498871756299363,22 +False,0.7758620689655172,0.017241379310344827,0.8528770214366305,23 +False,0.7758620689655172,0.05172413793103448,0.8528770214366305,24 +False,0.7931034482758621,0.06896551724137931,0.8539864610755925,25 +False,0.8275862068965517,0.06896551724137931,0.8567694622038362,26 +False,0.8448275862068966,0.08620689655172414,0.8601918014291089,27 +False,0.8620689655172413,0.10344827586206896,0.8664535539676572,28 +False,0.8793103448275862,0.1206896551724138,0.8706844678450547,29 +False,0.896551724137931,0.13793103448275862,0.8780932681459197,30 +False,0.9137931034482759,0.15517241379310345,0.8849755547198197,31 +False,0.9482758620689655,0.15517241379310345,0.8948852952237686,32 +False,0.9655172413793104,0.1724137931034483,0.8964084242196317,33 +False,0.9655172413793104,0.20689655172413793,0.8964084242196317,34 +False,0.9655172413793104,0.2413793103448276,0.8964084242196317,35 +False,0.9655172413793104,0.27586206896551724,0.8964084242196317,36 +False,0.9655172413793104,0.3103448275862069,0.8964084242196317,37 +False,0.9827586206896551,0.3275862068965517,0.898288830387364,38 +True,1.0,0.3448275862068966,0.9000000000000002,39 diff --git a/results/a_star_2_cenario_8.csv b/results/a_star_2_cenario_8.csv new file mode 100644 index 0000000..83d9b41 --- /dev/null +++ b/results/a_star_2_cenario_8.csv @@ -0,0 +1,40 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.10697630688228657,1 +False,0.06896551724137931,0.0,0.20731477999247838,2 +False,0.10344827586206896,0.0,0.27809326814591956,3 +False,0.13793103448275862,0.0,0.35547198194810087,4 +False,0.1724137931034483,0.0,0.40723956374576914,5 +False,0.20689655172413793,0.0,0.4447724708537044,6 +False,0.2413793103448276,0.0,0.47117337344866494,7 +False,0.27586206896551724,0.0,0.4939262880782249,8 +False,0.3103448275862069,0.0,0.5239563745769087,9 +False,0.3448275862068966,0.0,0.5918014291086875,10 +False,0.3793103448275862,0.0,0.6585370440015044,11 +False,0.41379310344827586,0.0,0.7037984204588192,12 +False,0.4482758620689655,0.0,0.7376269274163221,13 +False,0.4827586206896552,0.0,0.7583113952613767,14 +False,0.5172413793103449,0.0,0.778224896577661,15 +False,0.5517241379310345,0.0,0.8073523881158333,16 +False,0.5689655172413793,0.017241379310344827,0.811771342610004,17 +False,0.603448275862069,0.017241379310344827,0.8208537044001507,18 +False,0.6379310344827587,0.017241379310344827,0.8275667544189548,19 +False,0.6724137931034483,0.017241379310344827,0.8378901842798048,20 +False,0.7068965517241379,0.017241379310344827,0.846540052651373,21 +False,0.7413793103448276,0.017241379310344827,0.8498871756299363,22 +False,0.7758620689655172,0.017241379310344827,0.8528770214366305,23 +False,0.7758620689655172,0.05172413793103448,0.8528770214366305,24 +False,0.7931034482758621,0.06896551724137931,0.8539864610755925,25 +False,0.8275862068965517,0.06896551724137931,0.8567694622038362,26 +False,0.8448275862068966,0.08620689655172414,0.8601918014291089,27 +False,0.8620689655172413,0.10344827586206896,0.8664535539676572,28 +False,0.8793103448275862,0.1206896551724138,0.8706844678450547,29 +False,0.896551724137931,0.13793103448275862,0.8780932681459197,30 +False,0.9137931034482759,0.15517241379310345,0.8849755547198197,31 +False,0.9482758620689655,0.15517241379310345,0.8948852952237686,32 +False,0.9655172413793104,0.1724137931034483,0.8964084242196317,33 +False,0.9655172413793104,0.20689655172413793,0.8964084242196317,34 +False,0.9655172413793104,0.2413793103448276,0.8964084242196317,35 +False,0.9655172413793104,0.27586206896551724,0.8964084242196317,36 +False,0.9655172413793104,0.3103448275862069,0.8964084242196317,37 +False,0.9827586206896551,0.3275862068965517,0.898288830387364,38 +True,1.0,0.3448275862068966,0.9000000000000002,39 diff --git a/results/a_star_2_cenario_9.csv b/results/a_star_2_cenario_9.csv new file mode 100644 index 0000000..83d9b41 --- /dev/null +++ b/results/a_star_2_cenario_9.csv @@ -0,0 +1,40 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.10697630688228657,1 +False,0.06896551724137931,0.0,0.20731477999247838,2 +False,0.10344827586206896,0.0,0.27809326814591956,3 +False,0.13793103448275862,0.0,0.35547198194810087,4 +False,0.1724137931034483,0.0,0.40723956374576914,5 +False,0.20689655172413793,0.0,0.4447724708537044,6 +False,0.2413793103448276,0.0,0.47117337344866494,7 +False,0.27586206896551724,0.0,0.4939262880782249,8 +False,0.3103448275862069,0.0,0.5239563745769087,9 +False,0.3448275862068966,0.0,0.5918014291086875,10 +False,0.3793103448275862,0.0,0.6585370440015044,11 +False,0.41379310344827586,0.0,0.7037984204588192,12 +False,0.4482758620689655,0.0,0.7376269274163221,13 +False,0.4827586206896552,0.0,0.7583113952613767,14 +False,0.5172413793103449,0.0,0.778224896577661,15 +False,0.5517241379310345,0.0,0.8073523881158333,16 +False,0.5689655172413793,0.017241379310344827,0.811771342610004,17 +False,0.603448275862069,0.017241379310344827,0.8208537044001507,18 +False,0.6379310344827587,0.017241379310344827,0.8275667544189548,19 +False,0.6724137931034483,0.017241379310344827,0.8378901842798048,20 +False,0.7068965517241379,0.017241379310344827,0.846540052651373,21 +False,0.7413793103448276,0.017241379310344827,0.8498871756299363,22 +False,0.7758620689655172,0.017241379310344827,0.8528770214366305,23 +False,0.7758620689655172,0.05172413793103448,0.8528770214366305,24 +False,0.7931034482758621,0.06896551724137931,0.8539864610755925,25 +False,0.8275862068965517,0.06896551724137931,0.8567694622038362,26 +False,0.8448275862068966,0.08620689655172414,0.8601918014291089,27 +False,0.8620689655172413,0.10344827586206896,0.8664535539676572,28 +False,0.8793103448275862,0.1206896551724138,0.8706844678450547,29 +False,0.896551724137931,0.13793103448275862,0.8780932681459197,30 +False,0.9137931034482759,0.15517241379310345,0.8849755547198197,31 +False,0.9482758620689655,0.15517241379310345,0.8948852952237686,32 +False,0.9655172413793104,0.1724137931034483,0.8964084242196317,33 +False,0.9655172413793104,0.20689655172413793,0.8964084242196317,34 +False,0.9655172413793104,0.2413793103448276,0.8964084242196317,35 +False,0.9655172413793104,0.27586206896551724,0.8964084242196317,36 +False,0.9655172413793104,0.3103448275862069,0.8964084242196317,37 +False,0.9827586206896551,0.3275862068965517,0.898288830387364,38 +True,1.0,0.3448275862068966,0.9000000000000002,39 diff --git a/results/a_star_4.csv b/results/a_star_4.csv deleted file mode 100644 index 2dc8d2d..0000000 --- a/results/a_star_4.csv +++ /dev/null @@ -1,24 +0,0 @@ -is_completed,coverage_rate,repeated_coverage,accumulated_pos,step -False,0.06896551724137931,0.0,0.15285821737495298,1 -False,0.13793103448275862,0.0,0.31137645731478,2 -False,0.20689655172413793,0.0,0.4672621286197819,3 -False,0.27586206896551724,0.0,0.5676382098533284,4 -False,0.3448275862068966,0.0,0.6515043249341859,5 -False,0.41379310344827586,0.0,0.7112072207596843,6 -False,0.4827586206896552,0.0,0.7578224896577663,7 -False,0.5517241379310345,0.0,0.79712297856337,8 -False,0.603448275862069,0.017241379310344827,0.8127115456938702,9 -False,0.6551724137931034,0.034482758620689655,0.826344490409929,10 -False,0.6724137931034483,0.08620689655172414,0.8318728845430617,11 -False,0.7068965517241379,0.1206896551724138,0.8464648364046639,12 -False,0.7413793103448276,0.15517241379310345,0.8629183903723209,13 -False,0.7758620689655172,0.1896551724137931,0.8714366303121479,14 -False,0.8103448275862069,0.22413793103448276,0.8789770590447541,15 -False,0.8620689655172413,0.2413793103448276,0.8866679202707788,16 -False,0.9137931034482759,0.25862068965517243,0.892986084994359,17 -False,0.9310344827586207,0.3103448275862069,0.8940955246333211,18 -False,0.9482758620689655,0.3620689655172414,0.8952425723956378,19 -False,0.9655172413793104,0.41379310344827586,0.8967280932681462,20 -False,0.9827586206896551,0.46551724137931033,0.8983640466340732,21 -False,0.9827586206896551,0.5344827586206896,0.8983640466340732,22 -True,1.0,0.5862068965517241,0.9000000000000002,23 diff --git a/results/a_star_4_cenario_1.csv b/results/a_star_4_cenario_1.csv new file mode 100644 index 0000000..1f21367 --- /dev/null +++ b/results/a_star_4_cenario_1.csv @@ -0,0 +1,23 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.12303497555471982,1 +False,0.13793103448275862,0.0,0.2778112072207597,2 +False,0.20689655172413793,0.0,0.41203459947348625,3 +False,0.27586206896551724,0.0,0.5248213614140654,4 +False,0.3448275862068966,0.0,0.6287890184279804,5 +False,0.41379310344827586,0.0,0.7051523128995864,6 +False,0.4827586206896552,0.0,0.7555471981948102,7 +False,0.5172413793103449,0.034482758620689655,0.7707784881534413,8 +False,0.5517241379310345,0.06896551724137931,0.7799924783753293,9 +False,0.603448275862069,0.08620689655172414,0.792290334712298,10 +False,0.6551724137931034,0.10344827586206896,0.8188416698006772,11 +False,0.7068965517241379,0.1206896551724138,0.8404851447912751,12 +False,0.7586206896551724,0.13793103448275862,0.8589883414817603,13 +False,0.8103448275862069,0.15517241379310345,0.874313651748778,14 +False,0.8448275862068966,0.1896551724137931,0.883828506957503,15 +False,0.8793103448275862,0.22413793103448276,0.8880970289582552,16 +False,0.9137931034482759,0.25862068965517243,0.8909176382098535,17 +False,0.9482758620689655,0.29310344827586204,0.8953553967657015,18 +False,0.9482758620689655,0.3620689655172414,0.8953553967657015,19 +False,0.9482758620689655,0.43103448275862066,0.8953553967657015,20 +False,0.9655172413793104,0.4827586206896552,0.89684091763821,21 +True,1.0,0.5172413793103449,0.9000000000000001,22 diff --git a/results/a_star_4_cenario_11.csv b/results/a_star_4_cenario_11.csv new file mode 100644 index 0000000..b8fa6fb --- /dev/null +++ b/results/a_star_4_cenario_11.csv @@ -0,0 +1,23 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.15047010154193305,1 +False,0.13793103448275862,0.0,0.30509590071455434,2 +False,0.20689655172413793,0.0,0.43486273034975553,3 +False,0.27586206896551724,0.0,0.554606995110944,4 +False,0.3448275862068966,0.0,0.6357841293719445,5 +False,0.41379310344827586,0.0,0.7017111696126366,6 +False,0.4827586206896552,0.0,0.7558480631816475,7 +False,0.5517241379310345,0.0,0.7911056788266269,8 +False,0.6206896551724138,0.0,0.8198570891312527,9 +False,0.6896551724137931,0.0,0.8395261376457318,10 +False,0.7413793103448276,0.017241379310344827,0.8481572019556228,11 +False,0.7758620689655172,0.05172413793103448,0.8601918014291091,12 +False,0.8103448275862069,0.08620689655172414,0.8733358405415574,13 +False,0.8448275862068966,0.1206896551724138,0.8825686348251227,14 +False,0.8793103448275862,0.15517241379310345,0.8884731101918019,15 +False,0.896551724137931,0.20689655172413793,0.8914065438134642,16 +False,0.9310344827586207,0.2413793103448276,0.894546822113577,17 +False,0.9655172413793104,0.27586206896551724,0.8977435125987216,18 +False,0.9655172413793104,0.3448275862068966,0.8977435125987216,19 +False,0.9655172413793104,0.41379310344827586,0.8977435125987216,20 +False,0.9827586206896551,0.46551724137931033,0.8988529522376837,21 +True,1.0,0.5172413793103449,0.9000000000000004,22 diff --git a/results/a_star_4_cenario_12.csv b/results/a_star_4_cenario_12.csv new file mode 100644 index 0000000..471c879 --- /dev/null +++ b/results/a_star_4_cenario_12.csv @@ -0,0 +1,22 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.12540428732606243,1 +False,0.13793103448275862,0.0,0.2775855584806318,2 +False,0.20689655172413793,0.0,0.411320045129748,3 +False,0.27586206896551724,0.0,0.5007521624670929,4 +False,0.3448275862068966,0.0,0.5760436254230914,5 +False,0.41379310344827586,0.0,0.6473110191801429,6 +False,0.4827586206896552,0.0,0.7162467092892064,7 +False,0.5517241379310345,0.0,0.7656449793155322,8 +False,0.6206896551724138,0.0,0.8141218503196692,9 +False,0.6896551724137931,0.0,0.8488153441143289,10 +False,0.7413793103448276,0.017241379310344827,0.8607747273411059,11 +False,0.7586206896551724,0.06896551724137931,0.8651748777735994,12 +False,0.7931034482758621,0.10344827586206896,0.8683339601353895,13 +False,0.8103448275862069,0.15517241379310345,0.869819481007898,14 +False,0.8103448275862069,0.22413793103448276,0.869819481007898,15 +False,0.8275862068965517,0.27586206896551724,0.8715306506205343,16 +False,0.8620689655172413,0.3103448275862069,0.8772658894321175,17 +False,0.896551724137931,0.3448275862068966,0.8864610755923281,18 +False,0.9310344827586207,0.3793103448275862,0.8941519368183529,19 +False,0.9655172413793104,0.41379310344827586,0.8970101541933059,20 +True,1.0,0.4482758620689655,0.9000000000000001,21 diff --git a/results/a_star_4_cenario_14.csv b/results/a_star_4_cenario_14.csv new file mode 100644 index 0000000..ec780e3 --- /dev/null +++ b/results/a_star_4_cenario_14.csv @@ -0,0 +1,20 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.12908988341481759,1 +False,0.13793103448275862,0.0,0.2999811959383227,2 +False,0.20689655172413793,0.0,0.4416886047386236,3 +False,0.27586206896551724,0.0,0.5614516735614893,4 +False,0.3448275862068966,0.0,0.6322489657766078,5 +False,0.41379310344827586,0.0,0.6966904851447915,6 +False,0.4827586206896552,0.0,0.7550582925911999,7 +False,0.5517241379310345,0.0,0.785276419706657,8 +False,0.6206896551724138,0.0,0.8023317036479882,9 +False,0.6724137931034483,0.017241379310344827,0.8127303497555475,10 +False,0.7241379310344828,0.034482758620689655,0.8284129371944342,11 +False,0.7758620689655172,0.05172413793103448,0.8458254983076346,12 +False,0.8275862068965517,0.06896551724137931,0.8661150808574655,13 +False,0.8793103448275862,0.08620689655172414,0.8849755547198197,14 +False,0.9310344827586207,0.10344827586206896,0.8945280180518995,15 +False,0.9655172413793104,0.13793103448275862,0.8977435125987215,16 +False,0.9655172413793104,0.20689655172413793,0.8977435125987215,17 +False,0.9827586206896551,0.25862068965517243,0.8988529522376836,18 +True,1.0,0.3103448275862069,0.9000000000000002,19 diff --git a/results/a_star_4_cenario_16.csv b/results/a_star_4_cenario_16.csv new file mode 100644 index 0000000..6bbfc2d --- /dev/null +++ b/results/a_star_4_cenario_16.csv @@ -0,0 +1,25 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.1166227905227529,1 +False,0.13793103448275862,0.0,0.2491538172245205,2 +False,0.20689655172413793,0.0,0.3880030086498684,3 +False,0.27586206896551724,0.0,0.5217939074840167,4 +False,0.3448275862068966,0.0,0.6173561489281686,5 +False,0.41379310344827586,0.0,0.6870063933809705,6 +False,0.4827586206896552,0.0,0.7351259872132383,7 +False,0.5517241379310345,0.0,0.7713238059420837,8 +False,0.6206896551724138,0.0,0.8166039864610759,9 +False,0.6896551724137931,0.0,0.841462955998496,10 +False,0.7413793103448276,0.017241379310344827,0.8496615268898084,11 +False,0.7758620689655172,0.05172413793103448,0.8528018051899212,12 +False,0.8103448275862069,0.08620689655172414,0.860022564874013,13 +False,0.8275862068965517,0.13793103448275862,0.8644227153065064,14 +False,0.8448275862068966,0.1896551724137931,0.8713050018804064,15 +False,0.8793103448275862,0.22413793103448276,0.8798232418202334,16 +False,0.9137931034482759,0.25862068965517243,0.8852012034599476,17 +False,0.9482758620689655,0.29310344827586204,0.8948852952237686,18 +False,0.9827586206896551,0.3275862068965517,0.8984768710041371,19 +False,0.9827586206896551,0.39655172413793105,0.8984768710041371,20 +False,0.9827586206896551,0.46551724137931033,0.8984768710041371,21 +False,0.9827586206896551,0.5344827586206896,0.8984768710041371,22 +False,0.9827586206896551,0.603448275862069,0.8984768710041371,23 +True,1.0,0.6551724137931034,0.9000000000000002,24 diff --git a/results/a_star_4_cenario_17.csv b/results/a_star_4_cenario_17.csv new file mode 100644 index 0000000..cfe3949 --- /dev/null +++ b/results/a_star_4_cenario_17.csv @@ -0,0 +1,19 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.10864986837156825,1 +False,0.13793103448275862,0.0,0.2632192553591576,2 +False,0.20689655172413793,0.0,0.4034411432869499,3 +False,0.27586206896551724,0.0,0.5035727717186912,4 +False,0.3448275862068966,0.0,0.5837156825874389,5 +False,0.41379310344827586,0.0,0.6473674313651748,6 +False,0.4827586206896552,0.0,0.6985144791274915,7 +False,0.5517241379310345,0.0,0.764761188416698,8 +False,0.6206896551724138,0.0,0.8197066566378338,9 +False,0.6896551724137931,0.0,0.849059796916134,10 +False,0.7586206896551724,0.0,0.867318540804814,11 +False,0.8103448275862069,0.017241379310344827,0.8751222264009028,12 +False,0.8275862068965517,0.06896551724137931,0.876833396013539,13 +False,0.8620689655172413,0.10344827586206896,0.8818916886047388,14 +False,0.896551724137931,0.13793103448275862,0.8845242572395638,15 +False,0.9310344827586207,0.1724137931034483,0.8887551711169613,16 +False,0.9655172413793104,0.20689655172413793,0.896784505453178,17 +True,1.0,0.2413793103448276,0.9,18 diff --git a/results/a_star_4_cenario_18.csv b/results/a_star_4_cenario_18.csv new file mode 100644 index 0000000..8824fe8 --- /dev/null +++ b/results/a_star_4_cenario_18.csv @@ -0,0 +1,19 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.08965776607747272,1 +False,0.13793103448275862,0.0,0.22790522752914627,2 +False,0.20689655172413793,0.0,0.40236931177134255,3 +False,0.27586206896551724,0.0,0.5309514855208725,4 +False,0.3448275862068966,0.0,0.6219819481007897,5 +False,0.41379310344827586,0.0,0.6872320421210981,6 +False,0.4827586206896552,0.0,0.7361790146671682,7 +False,0.5517241379310345,0.0,0.7777547950357279,8 +False,0.6206896551724138,0.0,0.8040992854456563,9 +False,0.6896551724137931,0.0,0.8209665287702144,10 +False,0.7413793103448276,0.017241379310344827,0.8302181271154568,11 +False,0.7758620689655172,0.05172413793103448,0.8373824746145166,12 +False,0.8103448275862069,0.08620689655172414,0.8490597969161338,13 +False,0.8448275862068966,0.1206896551724138,0.8570515231289958,14 +False,0.8793103448275862,0.15517241379310345,0.8706844678450545,15 +False,0.9137931034482759,0.1896551724137931,0.8849755547198195,16 +False,0.9482758620689655,0.22413793103448276,0.8921963144039112,17 +True,1.0,0.2413793103448276,0.9,18 diff --git a/results/a_star_4_cenario_19.csv b/results/a_star_4_cenario_19.csv new file mode 100644 index 0000000..c1a65f9 --- /dev/null +++ b/results/a_star_4_cenario_19.csv @@ -0,0 +1,19 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.11039864610755923,1 +False,0.13793103448275862,0.0,0.26555095900714554,2 +False,0.20689655172413793,0.0,0.40577284693493787,3 +False,0.27586206896551724,0.0,0.5053215494546821,4 +False,0.3448275862068966,0.0,0.5901654757427603,5 +False,0.41379310344827586,0.0,0.6797104174501691,6 +False,0.4827586206896552,0.0,0.7397893945092139,7 +False,0.5517241379310345,0.0,0.7844302369311771,8 +False,0.6206896551724138,0.0,0.8161526889808198,9 +False,0.6896551724137931,0.0,0.8388303873636704,10 +False,0.7586206896551724,0.0,0.857239563745769,11 +False,0.8275862068965517,0.0,0.8742572395637457,12 +False,0.8620689655172413,0.034482758620689655,0.8860849943587814,13 +False,0.896551724137931,0.06896551724137931,0.8911432869499811,14 +False,0.9482758620689655,0.08620689655172414,0.896220383602858,15 +False,0.9655172413793104,0.13793103448275862,0.8977435125987212,16 +False,0.9827586206896551,0.1896551724137931,0.8988905603610379,17 +True,1.0,0.2413793103448276,0.8999999999999999,18 diff --git a/results/a_star_4_cenario_2.csv b/results/a_star_4_cenario_2.csv new file mode 100644 index 0000000..4d22c9c --- /dev/null +++ b/results/a_star_4_cenario_2.csv @@ -0,0 +1,27 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.15848063181647237,1 +False,0.13793103448275862,0.0,0.3359533659270403,2 +False,0.20689655172413793,0.0,0.4632756675441896,3 +False,0.27586206896551724,0.0,0.571116961263633,4 +False,0.3448275862068966,0.0,0.6448476871004138,5 +False,0.41379310344827586,0.0,0.7129559984956753,6 +False,0.4827586206896552,0.0,0.7521812711545697,7 +False,0.5517241379310345,0.0,0.7845994734862733,8 +False,0.6206896551724138,0.0,0.8115644979315535,9 +False,0.6896551724137931,0.0,0.8222640090259499,10 +False,0.7413793103448276,0.017241379310344827,0.8314591951861604,11 +False,0.7931034482758621,0.034482758620689655,0.8405039488529524,12 +False,0.8448275862068966,0.05172413793103448,0.8473298232418204,13 +False,0.8620689655172413,0.10344827586206896,0.8547386235426854,14 +False,0.8793103448275862,0.15517241379310345,0.8616209101165854,15 +False,0.896551724137931,0.20689655172413793,0.8741068070703274,16 +False,0.9137931034482759,0.25862068965517243,0.8849755547198197,17 +False,0.9310344827586207,0.3103448275862069,0.8904851447912752,18 +False,0.9482758620689655,0.3620689655172414,0.8948852952237686,19 +False,0.9655172413793104,0.41379310344827586,0.8964084242196317,20 +False,0.9655172413793104,0.4827586206896552,0.8964084242196317,21 +False,0.9655172413793104,0.5517241379310345,0.8964084242196317,22 +False,0.9655172413793104,0.6206896551724138,0.8964084242196317,23 +False,0.9655172413793104,0.6896551724137931,0.8964084242196317,24 +False,0.9827586206896551,0.7413793103448276,0.898288830387364,25 +True,1.0,0.7931034482758621,0.9000000000000002,26 diff --git a/results/a_star_4_cenario_20.csv b/results/a_star_4_cenario_20.csv new file mode 100644 index 0000000..6efa02b --- /dev/null +++ b/results/a_star_4_cenario_20.csv @@ -0,0 +1,23 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.15182399398270024,1 +False,0.13793103448275862,0.0,0.3252914629559985,2 +False,0.20689655172413793,0.0,0.44919142534787515,3 +False,0.27586206896551724,0.0,0.5377585558480632,4 +False,0.3448275862068966,0.0,0.6179014667168109,5 +False,0.41379310344827586,0.0,0.7089507333584055,6 +False,0.4827586206896552,0.0,0.7561677322301619,7 +False,0.5517241379310345,0.0,0.7888679954870255,8 +False,0.6206896551724138,0.0,0.8169236555095905,9 +False,0.6896551724137931,0.0,0.8406543813463712,10 +False,0.7413793103448276,0.017241379310344827,0.855697630688229,11 +False,0.7758620689655172,0.05172413793103448,0.8634449040992858,12 +False,0.8103448275862069,0.08620689655172414,0.8699887175629939,13 +False,0.8448275862068966,0.1206896551724138,0.879503572771719,14 +False,0.8793103448275862,0.15517241379310345,0.8867055283941334,15 +False,0.9137931034482759,0.1896551724137931,0.8893569010906358,16 +False,0.9482758620689655,0.22413793103448276,0.8921775103422341,17 +False,0.9482758620689655,0.29310344827586204,0.8921775103422341,18 +False,0.9482758620689655,0.3620689655172414,0.8921775103422341,19 +False,0.9655172413793104,0.41379310344827586,0.8938886799548704,20 +False,0.9827586206896551,0.46551724137931033,0.8957690861226026,21 +True,1.0,0.5172413793103449,0.9000000000000001,22 diff --git a/results/a_star_4_cenario_21.csv b/results/a_star_4_cenario_21.csv new file mode 100644 index 0000000..447dc43 --- /dev/null +++ b/results/a_star_4_cenario_21.csv @@ -0,0 +1,22 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.09810078977059043,1 +False,0.13793103448275862,0.0,0.23324558104550586,2 +False,0.20689655172413793,0.0,0.3748025573523881,3 +False,0.27586206896551724,0.0,0.4745581045505829,4 +False,0.3448275862068966,0.0,0.5824558104550582,5 +False,0.41379310344827586,0.0,0.6729973674313652,6 +False,0.4827586206896552,0.0,0.724971793907484,7 +False,0.5517241379310345,0.0,0.7803685596088754,8 +False,0.6206896551724138,0.0,0.8155133508837908,9 +False,0.6896551724137931,0.0,0.8373636705528394,10 +False,0.7586206896551724,0.0,0.8613764573147801,11 +False,0.8103448275862069,0.017241379310344827,0.8743324558104552,12 +False,0.8448275862068966,0.05172413793103448,0.8825686348251224,13 +False,0.8793103448275862,0.08620689655172414,0.8853516359533661,14 +False,0.896551724137931,0.13793103448275862,0.8896201579541182,15 +False,0.9137931034482759,0.1896551724137931,0.8925535915757805,16 +False,0.9482758620689655,0.22413793103448276,0.8956938698758933,17 +False,0.9827586206896551,0.25862068965517243,0.898890560361038,18 +False,0.9827586206896551,0.3275862068965517,0.898890560361038,19 +False,0.9827586206896551,0.39655172413793105,0.898890560361038,20 +True,1.0,0.4482758620689655,0.9,21 diff --git a/results/a_star_4_cenario_22.csv b/results/a_star_4_cenario_22.csv new file mode 100644 index 0000000..fdad861 --- /dev/null +++ b/results/a_star_4_cenario_22.csv @@ -0,0 +1,30 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.11385859345618654,1 +False,0.13793103448275862,0.0,0.2583490033847311,2 +False,0.20689655172413793,0.0,0.4111132004512975,3 +False,0.27586206896551724,0.0,0.551109439638962,4 +False,0.3448275862068966,0.0,0.6150808574652126,5 +False,0.41379310344827586,0.0,0.6750658142158708,6 +False,0.4827586206896552,0.0,0.711771342610004,7 +False,0.5517241379310345,0.0,0.741876645355397,8 +False,0.6206896551724138,0.0,0.7768522000752164,9 +False,0.6724137931034483,0.017241379310344827,0.7941143286949982,10 +False,0.7068965517241379,0.05172413793103448,0.8075028206092516,11 +False,0.7241379310344828,0.10344827586206896,0.8224708537044002,12 +False,0.7586206896551724,0.13793103448275862,0.8311583301993231,13 +False,0.7931034482758621,0.1724137931034483,0.8357277171869124,14 +False,0.8275862068965517,0.20689655172413793,0.8430989093644228,15 +False,0.8448275862068966,0.25862068965517243,0.8473298232418203,16 +False,0.8620689655172413,0.3103448275862069,0.8547386235426853,17 +False,0.8793103448275862,0.3620689655172414,0.8616209101165853,18 +False,0.896551724137931,0.41379310344827586,0.8741068070703273,19 +False,0.9137931034482759,0.46551724137931033,0.8849755547198196,20 +False,0.9310344827586207,0.5172413793103449,0.890485144791275,21 +False,0.9482758620689655,0.5689655172413793,0.8948852952237685,22 +False,0.9655172413793104,0.6206896551724138,0.8964084242196316,23 +False,0.9655172413793104,0.6896551724137931,0.8964084242196316,24 +False,0.9655172413793104,0.7586206896551724,0.8964084242196316,25 +False,0.9655172413793104,0.8275862068965517,0.8964084242196316,26 +False,0.9655172413793104,0.896551724137931,0.8964084242196316,27 +False,0.9827586206896551,0.9482758620689655,0.8982888303873638,28 +True,1.0,1.0,0.9000000000000001,29 diff --git a/results/a_star_4_cenario_24.csv b/results/a_star_4_cenario_24.csv new file mode 100644 index 0000000..93f372c --- /dev/null +++ b/results/a_star_4_cenario_24.csv @@ -0,0 +1,22 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.15797292215118466,1 +False,0.13793103448275862,0.0,0.3513726965024445,2 +False,0.20689655172413793,0.0,0.4830575404287326,3 +False,0.27586206896551724,0.0,0.5755923279428357,4 +False,0.3448275862068966,0.0,0.644396389620158,5 +False,0.41379310344827586,0.0,0.6951109439638963,6 +False,0.4827586206896552,0.0,0.7484768710041371,7 +False,0.5517241379310345,0.0,0.7975366679202711,8 +False,0.6206896551724138,0.0,0.8220759684091767,9 +False,0.6896551724137931,0.0,0.8467092892064689,10 +False,0.7586206896551724,0.0,0.8638585934561869,11 +False,0.8103448275862069,0.017241379310344827,0.8707032719067321,12 +False,0.8448275862068966,0.05172413793103448,0.8781120722075971,13 +False,0.8620689655172413,0.10344827586206896,0.8815344114328698,14 +False,0.896551724137931,0.13793103448275862,0.8847311019180145,15 +False,0.9310344827586207,0.1724137931034483,0.8882474614516738,16 +False,0.9482758620689655,0.22413793103448276,0.8920270778488155,17 +False,0.9827586206896551,0.25862068965517243,0.8984768710041371,18 +False,0.9827586206896551,0.3275862068965517,0.8984768710041371,19 +False,0.9827586206896551,0.39655172413793105,0.8984768710041371,20 +True,1.0,0.4482758620689655,0.9000000000000002,21 diff --git a/results/a_star_4_cenario_25.csv b/results/a_star_4_cenario_25.csv new file mode 100644 index 0000000..723310e --- /dev/null +++ b/results/a_star_4_cenario_25.csv @@ -0,0 +1,20 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.12878901842798043,1 +False,0.13793103448275862,0.0,0.2996803309514855,2 +False,0.20689655172413793,0.0,0.44138773975178636,3 +False,0.27586206896551724,0.0,0.561150808574652,4 +False,0.3448275862068966,0.0,0.6319481007897706,5 +False,0.41379310344827586,0.0,0.6963896201579542,6 +False,0.4827586206896552,0.0,0.7547574276043627,7 +False,0.5344827586206896,0.017241379310344827,0.7797480255735241,8 +False,0.603448275862069,0.017241379310344827,0.7968033095148553,9 +False,0.6551724137931034,0.034482758620689655,0.8072019556224146,10 +False,0.7068965517241379,0.05172413793103448,0.8269274163219257,11 +False,0.7586206896551724,0.06896551724137931,0.8515795411808953,12 +False,0.8103448275862069,0.08620689655172414,0.8716998871756302,13 +False,0.8620689655172413,0.10344827586206896,0.8854644603234301,14 +False,0.9137931034482759,0.1206896551724138,0.893042497179391,15 +False,0.9482758620689655,0.15517241379310345,0.896257991726213,16 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,17 +False,0.9827586206896551,0.25862068965517243,0.8988529522376835,18 +True,1.0,0.3103448275862069,0.9000000000000001,19 diff --git a/results/a_star_4_cenario_3.csv b/results/a_star_4_cenario_3.csv new file mode 100644 index 0000000..e9b45ee --- /dev/null +++ b/results/a_star_4_cenario_3.csv @@ -0,0 +1,22 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.08965776607747272,1 +False,0.13793103448275862,0.0,0.22790522752914627,2 +False,0.20689655172413793,0.0,0.40236931177134255,3 +False,0.27586206896551724,0.0,0.5309514855208725,4 +False,0.3448275862068966,0.0,0.6219819481007897,5 +False,0.41379310344827586,0.0,0.6872320421210981,6 +False,0.4827586206896552,0.0,0.7361790146671682,7 +False,0.5517241379310345,0.0,0.7777547950357279,8 +False,0.6206896551724138,0.0,0.8040992854456563,9 +False,0.6896551724137931,0.0,0.8209665287702144,10 +False,0.7413793103448276,0.017241379310344827,0.8302181271154568,11 +False,0.7758620689655172,0.05172413793103448,0.8373824746145166,12 +False,0.8103448275862069,0.08620689655172414,0.8490597969161338,13 +False,0.8448275862068966,0.1206896551724138,0.8570891312523504,14 +False,0.8793103448275862,0.15517241379310345,0.8729973674313651,15 +False,0.9137931034482759,0.1896551724137931,0.8855772846934937,16 +False,0.9482758620689655,0.22413793103448276,0.8929672809326814,17 +False,0.9827586206896551,0.25862068965517243,0.898890560361038,18 +False,0.9827586206896551,0.3275862068965517,0.898890560361038,19 +False,0.9827586206896551,0.39655172413793105,0.898890560361038,20 +True,1.0,0.4482758620689655,0.9,21 diff --git a/results/a_star_4_cenario_4.csv b/results/a_star_4_cenario_4.csv new file mode 100644 index 0000000..274cb5e --- /dev/null +++ b/results/a_star_4_cenario_4.csv @@ -0,0 +1,18 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.14151936818352767,1 +False,0.13793103448275862,0.0,0.31842798044377585,2 +False,0.20689655172413793,0.0,0.46265513350883786,3 +False,0.27586206896551724,0.0,0.5709101165851824,4 +False,0.3448275862068966,0.0,0.6416886047386237,5 +False,0.41379310344827586,0.0,0.7176006017299739,6 +False,0.4827586206896552,0.0,0.758969537420083,7 +False,0.5517241379310345,0.0,0.7877773599097408,8 +False,0.6206896551724138,0.0,0.8158330199323057,9 +False,0.6896551724137931,0.0,0.8429296728093272,10 +False,0.7413793103448276,0.017241379310344827,0.8605114704776236,11 +False,0.8103448275862069,0.017241379310344827,0.8733546446032346,12 +False,0.8793103448275862,0.017241379310344827,0.8829071079353144,13 +False,0.9137931034482759,0.05172413793103448,0.8890372320421214,14 +False,0.9482758620689655,0.08620689655172414,0.8948100789770592,15 +False,0.9827586206896551,0.1206896551724138,0.8988905603610382,16 +True,1.0,0.1724137931034483,0.9000000000000002,17 diff --git a/results/a_star_4_cenario_5.csv b/results/a_star_4_cenario_5.csv new file mode 100644 index 0000000..9ce80c3 --- /dev/null +++ b/results/a_star_4_cenario_5.csv @@ -0,0 +1,18 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.13852952237683339,1 +False,0.13793103448275862,0.0,0.31619029710417446,2 +False,0.20689655172413793,0.0,0.46041745016923646,3 +False,0.27586206896551724,0.0,0.570891312523505,4 +False,0.3448275862068966,0.0,0.6433245581045506,5 +False,0.41379310344827586,0.0,0.6962203836028583,6 +False,0.46551724137931033,0.017241379310344827,0.7327002632568637,7 +False,0.5344827586206896,0.017241379310344827,0.766792027077849,8 +False,0.603448275862069,0.017241379310344827,0.8031590823617903,9 +False,0.6551724137931034,0.034482758620689655,0.8264949229033474,10 +False,0.7241379310344828,0.034482758620689655,0.8547574276043628,11 +False,0.7758620689655172,0.05172413793103448,0.8625423091387742,12 +False,0.8448275862068966,0.05172413793103448,0.875197442647612,13 +False,0.896551724137931,0.06896551724137931,0.8869499811959385,14 +False,0.9482758620689655,0.08620689655172414,0.8956750658142161,15 +False,0.9827586206896551,0.1206896551724138,0.8982888303873638,16 +True,1.0,0.1724137931034483,0.9000000000000001,17 diff --git a/results/a_star_4_cenario_6.csv b/results/a_star_4_cenario_6.csv new file mode 100644 index 0000000..274cb5e --- /dev/null +++ b/results/a_star_4_cenario_6.csv @@ -0,0 +1,18 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.14151936818352767,1 +False,0.13793103448275862,0.0,0.31842798044377585,2 +False,0.20689655172413793,0.0,0.46265513350883786,3 +False,0.27586206896551724,0.0,0.5709101165851824,4 +False,0.3448275862068966,0.0,0.6416886047386237,5 +False,0.41379310344827586,0.0,0.7176006017299739,6 +False,0.4827586206896552,0.0,0.758969537420083,7 +False,0.5517241379310345,0.0,0.7877773599097408,8 +False,0.6206896551724138,0.0,0.8158330199323057,9 +False,0.6896551724137931,0.0,0.8429296728093272,10 +False,0.7413793103448276,0.017241379310344827,0.8605114704776236,11 +False,0.8103448275862069,0.017241379310344827,0.8733546446032346,12 +False,0.8793103448275862,0.017241379310344827,0.8829071079353144,13 +False,0.9137931034482759,0.05172413793103448,0.8890372320421214,14 +False,0.9482758620689655,0.08620689655172414,0.8948100789770592,15 +False,0.9827586206896551,0.1206896551724138,0.8988905603610382,16 +True,1.0,0.1724137931034483,0.9000000000000002,17 diff --git a/results/a_star_4_cenario_7.csv b/results/a_star_4_cenario_7.csv new file mode 100644 index 0000000..9d27b01 --- /dev/null +++ b/results/a_star_4_cenario_7.csv @@ -0,0 +1,25 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.11521248589695374,1 +False,0.13793103448275862,0.0,0.2862354268522001,2 +False,0.20689655172413793,0.0,0.4268145919518616,3 +False,0.27586206896551724,0.0,0.5108123354644604,4 +False,0.3448275862068966,0.0,0.5894321173373449,5 +False,0.41379310344827586,0.0,0.6548326438510719,6 +False,0.4827586206896552,0.0,0.7149492290334712,7 +False,0.5517241379310345,0.0,0.7579729221511846,8 +False,0.6206896551724138,0.0,0.7906919894697254,9 +False,0.6896551724137931,0.0,0.8261000376081233,10 +False,0.7413793103448276,0.017241379310344827,0.8508461827754795,11 +False,0.8103448275862069,0.017241379310344827,0.8624482888303874,12 +False,0.8620689655172413,0.034482758620689655,0.8738623542685221,13 +False,0.9137931034482759,0.05172413793103448,0.8891688604738625,14 +False,0.9482758620689655,0.08620689655172414,0.8948852952237684,15 +False,0.9655172413793104,0.13793103448275862,0.8967657013915006,16 +False,0.9827586206896551,0.1896551724137931,0.8984768710041369,17 +False,0.9827586206896551,0.25862068965517243,0.8984768710041369,18 +False,0.9827586206896551,0.3275862068965517,0.8984768710041369,19 +False,0.9827586206896551,0.39655172413793105,0.8984768710041369,20 +False,0.9827586206896551,0.46551724137931033,0.8984768710041369,21 +False,0.9827586206896551,0.5344827586206896,0.8984768710041369,22 +False,0.9827586206896551,0.603448275862069,0.8984768710041369,23 +True,1.0,0.6551724137931034,0.9,24 diff --git a/results/a_star_4_cenario_8.csv b/results/a_star_4_cenario_8.csv new file mode 100644 index 0000000..e402408 --- /dev/null +++ b/results/a_star_4_cenario_8.csv @@ -0,0 +1,24 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.11353892440767205,1 +False,0.13793103448275862,0.0,0.25477623166603985,2 +False,0.20689655172413793,0.0,0.3883978939450921,3 +False,0.27586206896551724,0.0,0.5053215494546822,4 +False,0.3448275862068966,0.0,0.6211169612636329,5 +False,0.41379310344827586,0.0,0.6975554719819481,6 +False,0.4827586206896552,0.0,0.747254606995111,7 +False,0.5517241379310345,0.0,0.7857089131252352,8 +False,0.6206896551724138,0.0,0.8108499435878151,9 +False,0.6724137931034483,0.017241379310344827,0.8219631440391126,10 +False,0.7241379310344828,0.034482758620689655,0.8347499059796918,11 +False,0.7586206896551724,0.06896551724137931,0.8465776607747275,12 +False,0.8103448275862069,0.08620689655172414,0.8740127867619407,13 +False,0.8620689655172413,0.10344827586206896,0.8851823993982701,14 +False,0.896551724137931,0.13793103448275862,0.8911244828883039,15 +False,0.9137931034482759,0.1896551724137931,0.8930048890560361,16 +False,0.9137931034482759,0.25862068965517243,0.8930048890560361,17 +False,0.9137931034482759,0.3275862068965517,0.8930048890560361,18 +False,0.9310344827586207,0.3793103448275862,0.8941519368183528,19 +False,0.9482758620689655,0.43103448275862066,0.8952613764573149,20 +False,0.9655172413793104,0.4827586206896552,0.896784505453178,21 +False,0.9827586206896551,0.5344827586206896,0.8982888303873637,22 +True,1.0,0.5862068965517241,0.9,23 diff --git a/results/a_star_4_cenario_9.csv b/results/a_star_4_cenario_9.csv new file mode 100644 index 0000000..7b8433e --- /dev/null +++ b/results/a_star_4_cenario_9.csv @@ -0,0 +1,21 @@ +is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.15738999623918767,1 +False,0.13793103448275862,0.0,0.3447348627303497,2 +False,0.20689655172413793,0.0,0.45949605114704767,3 +False,0.27586206896551724,0.0,0.5622038360285821,4 +False,0.3448275862068966,0.0,0.6347499059796917,5 +False,0.41379310344827586,0.0,0.7038736367055285,6 +False,0.4827586206896552,0.0,0.7563745769086124,7 +False,0.5517241379310345,0.0,0.7903159082361791,8 +False,0.6206896551724138,0.0,0.8211733734486651,9 +False,0.6896551724137931,0.0,0.8408424219631443,10 +False,0.7413793103448276,0.017241379310344827,0.8546069951109443,11 +False,0.7758620689655172,0.05172413793103448,0.8665099661526893,12 +False,0.8103448275862069,0.08620689655172414,0.8750282060925163,13 +False,0.8448275862068966,0.1206896551724138,0.8825686348251225,14 +False,0.8793103448275862,0.15517241379310345,0.8885483264385109,15 +False,0.9137931034482759,0.1896551724137931,0.8929860849943589,16 +False,0.9310344827586207,0.2413793103448276,0.894095524633321,17 +False,0.9655172413793104,0.27586206896551724,0.8968785257615647,18 +False,0.9827586206896551,0.3275862068965517,0.8983640466340731,19 +True,1.0,0.3793103448275862,0.9000000000000001,20 diff --git a/results/cumm_metrics.csv b/results/cumm_metrics.csv new file mode 100644 index 0000000..c0cfa7f --- /dev/null +++ b/results/cumm_metrics.csv @@ -0,0 +1,191 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO diff --git a/results/cumm_metrics_2_cenario_1.csv b/results/cumm_metrics_2_cenario_1.csv new file mode 100644 index 0000000..a9da14b --- /dev/null +++ b/results/cumm_metrics_2_cenario_1.csv @@ -0,0 +1,286 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.07337344866491162,0,0.034482758620689655,0.0,PPO +0.17719067318540804,1,0.06896551724137931,0.0,PPO +0.28068822865738996,2,0.10344827586206896,0.0,PPO +0.34862730349755544,3,0.13793103448275862,0.0,PPO +0.37055283941331324,4,0.15517241379310345,0.017241379310344827,PPO +0.40362918390372315,5,0.1724137931034483,0.034482758620689655,PPO +0.431158330199323,6,0.20689655172413793,0.034482758620689655,PPO +0.45449417074087994,7,0.22413793103448276,0.05172413793103448,PPO +0.48890560361037977,8,0.2413793103448276,0.06896551724137931,PPO +0.5251786385859345,9,0.25862068965517243,0.08620689655172414,PPO +0.5892816848439262,10,0.29310344827586204,0.08620689655172414,PPO +0.6204776231666039,11,0.3275862068965517,0.08620689655172414,PPO +0.652688980819857,12,0.3620689655172414,0.08620689655172414,PPO +0.6570891312523505,13,0.3793103448275862,0.10344827586206896,PPO +0.6570891312523505,14,0.3793103448275862,0.13793103448275862,PPO +0.6721511846558856,15,0.39655172413793105,0.15517241379310345,PPO +0.686291839037232,16,0.41379310344827586,0.1724137931034483,PPO +0.6960135389244076,17,0.43103448275862066,0.1896551724137931,PPO +0.7008273787138022,18,0.4482758620689655,0.20689655172413793,PPO +0.7024633320797292,19,0.46551724137931033,0.22413793103448276,PPO +0.7125047010154193,20,0.5,0.22413793103448276,PPO +0.7316472358029334,21,0.5344827586206896,0.22413793103448276,PPO +0.7490597969161339,22,0.5689655172413793,0.22413793103448276,PPO +0.7638397893945092,23,0.603448275862069,0.22413793103448276,PPO +0.7788266265513352,24,0.6206896551724138,0.2413793103448276,PPO +0.7988905603610381,25,0.6551724137931034,0.2413793103448276,PPO +0.8090823617901468,26,0.6724137931034483,0.25862068965517243,PPO +0.8090823617901468,27,0.6724137931034483,0.29310344827586204,PPO +0.8090823617901468,28,0.6724137931034483,0.3275862068965517,PPO +0.8107183151560738,29,0.6896551724137931,0.3448275862068966,PPO +0.8164347499059798,30,0.7241379310344828,0.3448275862068966,PPO +0.8238435502068447,31,0.7413793103448276,0.3620689655172414,PPO +0.8269650244452802,32,0.7586206896551724,0.3793103448275862,PPO +0.8269650244452802,33,0.7586206896551724,0.41379310344827586,PPO +0.8301993230537796,34,0.7931034482758621,0.41379310344827586,PPO +0.8357089131252351,35,0.8103448275862069,0.43103448275862066,PPO +0.8465776607747274,36,0.8275862068965517,0.4482758620689655,PPO +0.8480819857089131,37,0.8448275862068966,0.46551724137931033,PPO +0.8510154193305755,38,0.8620689655172413,0.4827586206896552,PPO +0.8552839413313276,39,0.8793103448275862,0.5,PPO +0.8552839413313276,40,0.8793103448275862,0.5344827586206896,PPO +0.8587062805566003,41,0.896551724137931,0.5517241379310345,PPO +0.8770402406919895,42,0.9310344827586207,0.5517241379310345,PPO +0.8770402406919895,43,0.9310344827586207,0.5862068965517241,PPO +0.8770402406919895,44,0.9310344827586207,0.6206896551724138,PPO +0.8770402406919895,45,0.9310344827586207,0.6551724137931034,PPO +0.8958631064309891,46,0.9482758620689655,0.6724137931034483,PPO +0.8958631064309891,47,0.9482758620689655,0.7068965517241379,PPO +0.8958631064309891,48,0.9482758620689655,0.7413793103448276,PPO +0.8958631064309891,49,0.9482758620689655,0.7758620689655172,PPO +0.8958631064309891,50,0.9482758620689655,0.8103448275862069,PPO +0.8958631064309891,51,0.9482758620689655,0.8448275862068966,PPO +0.8969725460699511,52,0.9655172413793104,0.8620689655172413,PPO +0.8981195938322678,53,0.9827586206896551,0.8793103448275862,PPO +0.8981195938322678,54,0.9827586206896551,0.9137931034482759,PPO +0.8981195938322678,55,0.9827586206896551,0.9482758620689655,PPO +0.9,56,1.0,0.9655172413793104,PPO +0.07337344866491162,0,0.034482758620689655,0.0,PPO +0.17719067318540804,1,0.06896551724137931,0.0,PPO +0.28068822865738996,2,0.10344827586206896,0.0,PPO +0.34862730349755544,3,0.13793103448275862,0.0,PPO +0.37055283941331324,4,0.15517241379310345,0.017241379310344827,PPO +0.40362918390372315,5,0.1724137931034483,0.034482758620689655,PPO +0.431158330199323,6,0.20689655172413793,0.034482758620689655,PPO +0.45449417074087994,7,0.22413793103448276,0.05172413793103448,PPO +0.48890560361037977,8,0.2413793103448276,0.06896551724137931,PPO +0.5251786385859345,9,0.25862068965517243,0.08620689655172414,PPO +0.5892816848439262,10,0.29310344827586204,0.08620689655172414,PPO +0.6204776231666039,11,0.3275862068965517,0.08620689655172414,PPO +0.652688980819857,12,0.3620689655172414,0.08620689655172414,PPO +0.6570891312523505,13,0.3793103448275862,0.10344827586206896,PPO +0.6570891312523505,14,0.3793103448275862,0.13793103448275862,PPO +0.6721511846558856,15,0.39655172413793105,0.15517241379310345,PPO +0.686291839037232,16,0.41379310344827586,0.1724137931034483,PPO +0.6960135389244076,17,0.43103448275862066,0.1896551724137931,PPO +0.7008273787138022,18,0.4482758620689655,0.20689655172413793,PPO +0.7024633320797292,19,0.46551724137931033,0.22413793103448276,PPO +0.7125047010154193,20,0.5,0.22413793103448276,PPO +0.7316472358029334,21,0.5344827586206896,0.22413793103448276,PPO +0.7490597969161339,22,0.5689655172413793,0.22413793103448276,PPO +0.7638397893945092,23,0.603448275862069,0.22413793103448276,PPO +0.7788266265513352,24,0.6206896551724138,0.2413793103448276,PPO +0.7988905603610381,25,0.6551724137931034,0.2413793103448276,PPO +0.8090823617901468,26,0.6724137931034483,0.25862068965517243,PPO +0.8090823617901468,27,0.6724137931034483,0.29310344827586204,PPO +0.8090823617901468,28,0.6724137931034483,0.3275862068965517,PPO +0.8107183151560738,29,0.6896551724137931,0.3448275862068966,PPO +0.8164347499059798,30,0.7241379310344828,0.3448275862068966,PPO +0.8238435502068447,31,0.7413793103448276,0.3620689655172414,PPO +0.8269650244452802,32,0.7586206896551724,0.3793103448275862,PPO +0.8269650244452802,33,0.7586206896551724,0.41379310344827586,PPO +0.8301993230537796,34,0.7931034482758621,0.41379310344827586,PPO +0.8357089131252351,35,0.8103448275862069,0.43103448275862066,PPO +0.8465776607747274,36,0.8275862068965517,0.4482758620689655,PPO +0.8480819857089131,37,0.8448275862068966,0.46551724137931033,PPO +0.8510154193305755,38,0.8620689655172413,0.4827586206896552,PPO +0.8552839413313276,39,0.8793103448275862,0.5,PPO +0.8552839413313276,40,0.8793103448275862,0.5344827586206896,PPO +0.8587062805566003,41,0.896551724137931,0.5517241379310345,PPO +0.8770402406919895,42,0.9310344827586207,0.5517241379310345,PPO +0.8770402406919895,43,0.9310344827586207,0.5862068965517241,PPO +0.8770402406919895,44,0.9310344827586207,0.6206896551724138,PPO +0.8770402406919895,45,0.9310344827586207,0.6551724137931034,PPO +0.8958631064309891,46,0.9482758620689655,0.6724137931034483,PPO +0.8958631064309891,47,0.9482758620689655,0.7068965517241379,PPO +0.8958631064309891,48,0.9482758620689655,0.7413793103448276,PPO +0.8958631064309891,49,0.9482758620689655,0.7758620689655172,PPO +0.8958631064309891,50,0.9482758620689655,0.8103448275862069,PPO +0.8958631064309891,51,0.9482758620689655,0.8448275862068966,PPO +0.8969725460699511,52,0.9655172413793104,0.8620689655172413,PPO +0.8981195938322678,53,0.9827586206896551,0.8793103448275862,PPO +0.8981195938322678,54,0.9827586206896551,0.9137931034482759,PPO +0.8981195938322678,55,0.9827586206896551,0.9482758620689655,PPO +0.9,56,1.0,0.9655172413793104,PPO +0.07337344866491162,0,0.034482758620689655,0.0,PPO +0.17719067318540804,1,0.06896551724137931,0.0,PPO +0.28068822865738996,2,0.10344827586206896,0.0,PPO +0.34862730349755544,3,0.13793103448275862,0.0,PPO +0.37055283941331324,4,0.15517241379310345,0.017241379310344827,PPO +0.40362918390372315,5,0.1724137931034483,0.034482758620689655,PPO +0.431158330199323,6,0.20689655172413793,0.034482758620689655,PPO +0.45449417074087994,7,0.22413793103448276,0.05172413793103448,PPO +0.48890560361037977,8,0.2413793103448276,0.06896551724137931,PPO +0.5251786385859345,9,0.25862068965517243,0.08620689655172414,PPO +0.5892816848439262,10,0.29310344827586204,0.08620689655172414,PPO +0.6204776231666039,11,0.3275862068965517,0.08620689655172414,PPO +0.652688980819857,12,0.3620689655172414,0.08620689655172414,PPO +0.6570891312523505,13,0.3793103448275862,0.10344827586206896,PPO +0.6570891312523505,14,0.3793103448275862,0.13793103448275862,PPO +0.6721511846558856,15,0.39655172413793105,0.15517241379310345,PPO +0.686291839037232,16,0.41379310344827586,0.1724137931034483,PPO +0.6960135389244076,17,0.43103448275862066,0.1896551724137931,PPO +0.7008273787138022,18,0.4482758620689655,0.20689655172413793,PPO +0.7024633320797292,19,0.46551724137931033,0.22413793103448276,PPO +0.7125047010154193,20,0.5,0.22413793103448276,PPO +0.7316472358029334,21,0.5344827586206896,0.22413793103448276,PPO +0.7490597969161339,22,0.5689655172413793,0.22413793103448276,PPO +0.7638397893945092,23,0.603448275862069,0.22413793103448276,PPO +0.7788266265513352,24,0.6206896551724138,0.2413793103448276,PPO +0.7988905603610381,25,0.6551724137931034,0.2413793103448276,PPO +0.8090823617901468,26,0.6724137931034483,0.25862068965517243,PPO +0.8090823617901468,27,0.6724137931034483,0.29310344827586204,PPO +0.8090823617901468,28,0.6724137931034483,0.3275862068965517,PPO +0.8107183151560738,29,0.6896551724137931,0.3448275862068966,PPO +0.8164347499059798,30,0.7241379310344828,0.3448275862068966,PPO +0.8238435502068447,31,0.7413793103448276,0.3620689655172414,PPO +0.8269650244452802,32,0.7586206896551724,0.3793103448275862,PPO +0.8269650244452802,33,0.7586206896551724,0.41379310344827586,PPO +0.8301993230537796,34,0.7931034482758621,0.41379310344827586,PPO +0.8357089131252351,35,0.8103448275862069,0.43103448275862066,PPO +0.8465776607747274,36,0.8275862068965517,0.4482758620689655,PPO +0.8480819857089131,37,0.8448275862068966,0.46551724137931033,PPO +0.8510154193305755,38,0.8620689655172413,0.4827586206896552,PPO +0.8552839413313276,39,0.8793103448275862,0.5,PPO +0.8552839413313276,40,0.8793103448275862,0.5344827586206896,PPO +0.8587062805566003,41,0.896551724137931,0.5517241379310345,PPO +0.8770402406919895,42,0.9310344827586207,0.5517241379310345,PPO +0.8770402406919895,43,0.9310344827586207,0.5862068965517241,PPO +0.8770402406919895,44,0.9310344827586207,0.6206896551724138,PPO +0.8770402406919895,45,0.9310344827586207,0.6551724137931034,PPO +0.8958631064309891,46,0.9482758620689655,0.6724137931034483,PPO +0.8958631064309891,47,0.9482758620689655,0.7068965517241379,PPO +0.8958631064309891,48,0.9482758620689655,0.7413793103448276,PPO +0.8958631064309891,49,0.9482758620689655,0.7758620689655172,PPO +0.8958631064309891,50,0.9482758620689655,0.8103448275862069,PPO +0.8958631064309891,51,0.9482758620689655,0.8448275862068966,PPO +0.8969725460699511,52,0.9655172413793104,0.8620689655172413,PPO +0.8981195938322678,53,0.9827586206896551,0.8793103448275862,PPO +0.8981195938322678,54,0.9827586206896551,0.9137931034482759,PPO +0.8981195938322678,55,0.9827586206896551,0.9482758620689655,PPO +0.9,56,1.0,0.9655172413793104,PPO +0.07337344866491162,0,0.034482758620689655,0.0,PPO +0.17719067318540804,1,0.06896551724137931,0.0,PPO +0.28068822865738996,2,0.10344827586206896,0.0,PPO +0.34862730349755544,3,0.13793103448275862,0.0,PPO +0.37055283941331324,4,0.15517241379310345,0.017241379310344827,PPO +0.40362918390372315,5,0.1724137931034483,0.034482758620689655,PPO +0.431158330199323,6,0.20689655172413793,0.034482758620689655,PPO +0.45449417074087994,7,0.22413793103448276,0.05172413793103448,PPO +0.48890560361037977,8,0.2413793103448276,0.06896551724137931,PPO +0.5251786385859345,9,0.25862068965517243,0.08620689655172414,PPO +0.5892816848439262,10,0.29310344827586204,0.08620689655172414,PPO +0.6204776231666039,11,0.3275862068965517,0.08620689655172414,PPO +0.652688980819857,12,0.3620689655172414,0.08620689655172414,PPO +0.6570891312523505,13,0.3793103448275862,0.10344827586206896,PPO +0.6570891312523505,14,0.3793103448275862,0.13793103448275862,PPO +0.6721511846558856,15,0.39655172413793105,0.15517241379310345,PPO +0.686291839037232,16,0.41379310344827586,0.1724137931034483,PPO +0.6960135389244076,17,0.43103448275862066,0.1896551724137931,PPO +0.7008273787138022,18,0.4482758620689655,0.20689655172413793,PPO +0.7024633320797292,19,0.46551724137931033,0.22413793103448276,PPO +0.7125047010154193,20,0.5,0.22413793103448276,PPO +0.7316472358029334,21,0.5344827586206896,0.22413793103448276,PPO +0.7490597969161339,22,0.5689655172413793,0.22413793103448276,PPO +0.7638397893945092,23,0.603448275862069,0.22413793103448276,PPO +0.7788266265513352,24,0.6206896551724138,0.2413793103448276,PPO +0.7988905603610381,25,0.6551724137931034,0.2413793103448276,PPO +0.8090823617901468,26,0.6724137931034483,0.25862068965517243,PPO +0.8090823617901468,27,0.6724137931034483,0.29310344827586204,PPO +0.8090823617901468,28,0.6724137931034483,0.3275862068965517,PPO +0.8107183151560738,29,0.6896551724137931,0.3448275862068966,PPO +0.8164347499059798,30,0.7241379310344828,0.3448275862068966,PPO +0.8238435502068447,31,0.7413793103448276,0.3620689655172414,PPO +0.8269650244452802,32,0.7586206896551724,0.3793103448275862,PPO +0.8269650244452802,33,0.7586206896551724,0.41379310344827586,PPO +0.8301993230537796,34,0.7931034482758621,0.41379310344827586,PPO +0.8357089131252351,35,0.8103448275862069,0.43103448275862066,PPO +0.8465776607747274,36,0.8275862068965517,0.4482758620689655,PPO +0.8480819857089131,37,0.8448275862068966,0.46551724137931033,PPO +0.8510154193305755,38,0.8620689655172413,0.4827586206896552,PPO +0.8552839413313276,39,0.8793103448275862,0.5,PPO +0.8552839413313276,40,0.8793103448275862,0.5344827586206896,PPO +0.8587062805566003,41,0.896551724137931,0.5517241379310345,PPO +0.8770402406919895,42,0.9310344827586207,0.5517241379310345,PPO +0.8770402406919895,43,0.9310344827586207,0.5862068965517241,PPO +0.8770402406919895,44,0.9310344827586207,0.6206896551724138,PPO +0.8770402406919895,45,0.9310344827586207,0.6551724137931034,PPO +0.8958631064309891,46,0.9482758620689655,0.6724137931034483,PPO +0.8958631064309891,47,0.9482758620689655,0.7068965517241379,PPO +0.8958631064309891,48,0.9482758620689655,0.7413793103448276,PPO +0.8958631064309891,49,0.9482758620689655,0.7758620689655172,PPO +0.8958631064309891,50,0.9482758620689655,0.8103448275862069,PPO +0.8958631064309891,51,0.9482758620689655,0.8448275862068966,PPO +0.8969725460699511,52,0.9655172413793104,0.8620689655172413,PPO +0.8981195938322678,53,0.9827586206896551,0.8793103448275862,PPO +0.8981195938322678,54,0.9827586206896551,0.9137931034482759,PPO +0.8981195938322678,55,0.9827586206896551,0.9482758620689655,PPO +0.9,56,1.0,0.9655172413793104,PPO +0.07337344866491162,0,0.034482758620689655,0.0,PPO +0.17719067318540804,1,0.06896551724137931,0.0,PPO +0.28068822865738996,2,0.10344827586206896,0.0,PPO +0.34862730349755544,3,0.13793103448275862,0.0,PPO +0.37055283941331324,4,0.15517241379310345,0.017241379310344827,PPO +0.40362918390372315,5,0.1724137931034483,0.034482758620689655,PPO +0.431158330199323,6,0.20689655172413793,0.034482758620689655,PPO +0.45449417074087994,7,0.22413793103448276,0.05172413793103448,PPO +0.48890560361037977,8,0.2413793103448276,0.06896551724137931,PPO +0.5251786385859345,9,0.25862068965517243,0.08620689655172414,PPO +0.5892816848439262,10,0.29310344827586204,0.08620689655172414,PPO +0.6204776231666039,11,0.3275862068965517,0.08620689655172414,PPO +0.652688980819857,12,0.3620689655172414,0.08620689655172414,PPO +0.6570891312523505,13,0.3793103448275862,0.10344827586206896,PPO +0.6570891312523505,14,0.3793103448275862,0.13793103448275862,PPO +0.6721511846558856,15,0.39655172413793105,0.15517241379310345,PPO +0.686291839037232,16,0.41379310344827586,0.1724137931034483,PPO +0.6960135389244076,17,0.43103448275862066,0.1896551724137931,PPO +0.7008273787138022,18,0.4482758620689655,0.20689655172413793,PPO +0.7024633320797292,19,0.46551724137931033,0.22413793103448276,PPO +0.7125047010154193,20,0.5,0.22413793103448276,PPO +0.7316472358029334,21,0.5344827586206896,0.22413793103448276,PPO +0.7490597969161339,22,0.5689655172413793,0.22413793103448276,PPO +0.7638397893945092,23,0.603448275862069,0.22413793103448276,PPO +0.7788266265513352,24,0.6206896551724138,0.2413793103448276,PPO +0.7988905603610381,25,0.6551724137931034,0.2413793103448276,PPO +0.8090823617901468,26,0.6724137931034483,0.25862068965517243,PPO +0.8090823617901468,27,0.6724137931034483,0.29310344827586204,PPO +0.8090823617901468,28,0.6724137931034483,0.3275862068965517,PPO +0.8107183151560738,29,0.6896551724137931,0.3448275862068966,PPO +0.8164347499059798,30,0.7241379310344828,0.3448275862068966,PPO +0.8238435502068447,31,0.7413793103448276,0.3620689655172414,PPO +0.8269650244452802,32,0.7586206896551724,0.3793103448275862,PPO +0.8269650244452802,33,0.7586206896551724,0.41379310344827586,PPO +0.8301993230537796,34,0.7931034482758621,0.41379310344827586,PPO +0.8357089131252351,35,0.8103448275862069,0.43103448275862066,PPO +0.8465776607747274,36,0.8275862068965517,0.4482758620689655,PPO +0.8480819857089131,37,0.8448275862068966,0.46551724137931033,PPO +0.8510154193305755,38,0.8620689655172413,0.4827586206896552,PPO +0.8552839413313276,39,0.8793103448275862,0.5,PPO +0.8552839413313276,40,0.8793103448275862,0.5344827586206896,PPO +0.8587062805566003,41,0.896551724137931,0.5517241379310345,PPO +0.8770402406919895,42,0.9310344827586207,0.5517241379310345,PPO +0.8770402406919895,43,0.9310344827586207,0.5862068965517241,PPO +0.8770402406919895,44,0.9310344827586207,0.6206896551724138,PPO +0.8770402406919895,45,0.9310344827586207,0.6551724137931034,PPO +0.8958631064309891,46,0.9482758620689655,0.6724137931034483,PPO +0.8958631064309891,47,0.9482758620689655,0.7068965517241379,PPO +0.8958631064309891,48,0.9482758620689655,0.7413793103448276,PPO +0.8958631064309891,49,0.9482758620689655,0.7758620689655172,PPO +0.8958631064309891,50,0.9482758620689655,0.8103448275862069,PPO +0.8958631064309891,51,0.9482758620689655,0.8448275862068966,PPO +0.8969725460699511,52,0.9655172413793104,0.8620689655172413,PPO +0.8981195938322678,53,0.9827586206896551,0.8793103448275862,PPO +0.8981195938322678,54,0.9827586206896551,0.9137931034482759,PPO +0.8981195938322678,55,0.9827586206896551,0.9482758620689655,PPO +0.9,56,1.0,0.9655172413793104,PPO diff --git a/results/cumm_metrics_2_cenario_2.csv b/results/cumm_metrics_2_cenario_2.csv new file mode 100644 index 0000000..009ed82 --- /dev/null +++ b/results/cumm_metrics_2_cenario_2.csv @@ -0,0 +1,196 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO diff --git a/results/cumm_metrics_2_cenario_3.csv b/results/cumm_metrics_2_cenario_3.csv new file mode 100644 index 0000000..009ed82 --- /dev/null +++ b/results/cumm_metrics_2_cenario_3.csv @@ -0,0 +1,196 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO diff --git a/results/cumm_metrics_2_cenario_4.csv b/results/cumm_metrics_2_cenario_4.csv new file mode 100644 index 0000000..009ed82 --- /dev/null +++ b/results/cumm_metrics_2_cenario_4.csv @@ -0,0 +1,196 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.2719819481007898,3,0.13793103448275862,0.0,PPO +0.3566378337720948,4,0.1724137931034483,0.0,PPO +0.405133508837909,5,0.20689655172413793,0.0,PPO +0.44119969913501317,6,0.2413793103448276,0.0,PPO +0.4839977435125987,7,0.27586206896551724,0.0,PPO +0.48881158330199326,8,0.29310344827586204,0.017241379310344827,PPO +0.5224708537044003,9,0.3275862068965517,0.017241379310344827,PPO +0.5568822865739,10,0.3448275862068966,0.034482758620689655,PPO +0.5931553215494547,11,0.3620689655172414,0.05172413793103448,PPO +0.6195938322677699,12,0.3793103448275862,0.06896551724137931,PPO +0.6711733734486649,13,0.41379310344827586,0.06896551724137931,PPO +0.6955434373824746,14,0.4482758620689655,0.06896551724137931,PPO +0.7252914629559984,15,0.4827586206896552,0.06896551724137931,PPO +0.759101165851824,16,0.5172413793103449,0.06896551724137931,PPO +0.7740691989469726,17,0.5344827586206896,0.08620689655172414,PPO +0.7783377209477247,18,0.5517241379310345,0.10344827586206896,PPO +0.7783377209477247,19,0.5517241379310345,0.13793103448275862,PPO +0.782380594208349,20,0.5862068965517241,0.13793103448275862,PPO +0.7886235426852201,21,0.6206896551724138,0.13793103448275862,PPO +0.7988153441143288,22,0.6379310344827587,0.15517241379310345,PPO +0.8125987213238061,23,0.6724137931034483,0.15517241379310345,PPO +0.8143098909364423,24,0.6896551724137931,0.1724137931034483,PPO +0.8371944339977436,25,0.7241379310344828,0.1724137931034483,PPO +0.8428544565626176,26,0.7586206896551724,0.1724137931034483,PPO +0.8523128995863107,27,0.7931034482758621,0.1724137931034483,PPO +0.8597216998871757,28,0.8103448275862069,0.1896551724137931,PPO +0.8682399398270028,29,0.8448275862068966,0.1896551724137931,PPO +0.8741256111320046,30,0.8793103448275862,0.1896551724137931,PPO +0.8787702143663032,31,0.9137931034482759,0.1896551724137931,PPO +0.8842798044377587,32,0.9310344827586207,0.20689655172413793,PPO +0.8968597216998873,33,0.9655172413793104,0.20689655172413793,PPO +0.898364046634073,34,0.9827586206896551,0.22413793103448276,PPO +0.898364046634073,35,0.9827586206896551,0.25862068965517243,PPO +0.898364046634073,36,0.9827586206896551,0.29310344827586204,PPO +0.898364046634073,37,0.9827586206896551,0.3275862068965517,PPO +0.9,38,1.0,0.3275862068965517,PPO diff --git a/results/cumm_metrics_2_cenario_5.csv b/results/cumm_metrics_2_cenario_5.csv new file mode 100644 index 0000000..c0cfa7f --- /dev/null +++ b/results/cumm_metrics_2_cenario_5.csv @@ -0,0 +1,191 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO diff --git a/results/cumm_metrics_2_cenario_6.csv b/results/cumm_metrics_2_cenario_6.csv new file mode 100644 index 0000000..c0cfa7f --- /dev/null +++ b/results/cumm_metrics_2_cenario_6.csv @@ -0,0 +1,191 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO +0.024238435502068445,0,0.034482758620689655,0.0,PPO +0.08115833019932306,1,0.06896551724137931,0.0,PPO +0.1684467845054532,2,0.10344827586206896,0.0,PPO +0.21863482512222643,3,0.1206896551724138,0.017241379310344827,PPO +0.2719819481007898,4,0.13793103448275862,0.034482758620689655,PPO +0.3063933809702896,5,0.15517241379310345,0.05172413793103448,PPO +0.3565438134637082,6,0.1724137931034483,0.06896551724137931,PPO +0.41154569386987594,7,0.20689655172413793,0.06896551724137931,PPO +0.444979315532155,8,0.22413793103448276,0.08620689655172414,PPO +0.5157578036855961,9,0.25862068965517243,0.08620689655172414,PPO +0.5385107183151561,10,0.29310344827586204,0.08620689655172414,PPO +0.5788078224896578,11,0.3275862068965517,0.08620689655172414,PPO +0.6314591951861602,12,0.3620689655172414,0.08620689655172414,PPO +0.654136893569011,13,0.39655172413793105,0.08620689655172414,PPO +0.6962955998495676,14,0.43103448275862066,0.08620689655172414,PPO +0.700695750282061,15,0.4482758620689655,0.10344827586206896,PPO +0.7119969913501317,16,0.4827586206896552,0.10344827586206896,PPO +0.7236743136517488,17,0.5172413793103449,0.10344827586206896,PPO +0.7308386611508086,18,0.5517241379310345,0.10344827586206896,PPO +0.7378149680330952,19,0.5862068965517241,0.10344827586206896,PPO +0.747198194810079,20,0.6206896551724138,0.10344827586206896,PPO +0.7486837156825874,21,0.6379310344827587,0.1206896551724138,PPO +0.7503196690485144,22,0.6551724137931034,0.13793103448275862,PPO +0.7819857089131252,23,0.6896551724137931,0.13793103448275862,PPO +0.7986084994358782,24,0.7068965517241379,0.15517241379310345,PPO +0.8163031214742384,25,0.7413793103448276,0.15517241379310345,PPO +0.8266265513350884,26,0.7586206896551724,0.1724137931034483,PPO +0.8299736743136518,27,0.7931034482758621,0.1724137931034483,PPO +0.838209853328319,28,0.8275862068965517,0.1724137931034483,PPO +0.8479315532154946,29,0.8448275862068966,0.1896551724137931,PPO +0.862072207596841,30,0.8620689655172413,0.20689655172413793,PPO +0.8782813087626928,31,0.896551724137931,0.20689655172413793,PPO +0.8793907484016549,32,0.9137931034482759,0.22413793103448276,PPO +0.8849003384731103,33,0.9310344827586207,0.2413793103448276,PPO +0.8864234674689735,34,0.9482758620689655,0.25862068965517243,PPO +0.8967845054531781,35,0.9655172413793104,0.25862068965517243,PPO +0.8984956750658144,36,0.9827586206896551,0.27586206896551724,PPO +0.9000000000000001,37,1.0,0.29310344827586204,PPO diff --git a/results/cumm_metrics_4_cenario_1.csv b/results/cumm_metrics_4_cenario_1.csv new file mode 100644 index 0000000..268527c --- /dev/null +++ b/results/cumm_metrics_4_cenario_1.csv @@ -0,0 +1,186 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.1281684843926288,0,0.06896551724137931,0.0,PPO +0.28004889056036103,1,0.13793103448275862,0.0,PPO +0.3697630688228657,2,0.1896551724137931,0.017241379310344827,PPO +0.39595712673937566,3,0.22413793103448276,0.05172413793103448,PPO +0.4062805566002256,4,0.2413793103448276,0.10344827586206896,PPO +0.4573147799924783,5,0.27586206896551724,0.13793103448275862,PPO +0.4949793155321549,6,0.29310344827586204,0.1896551724137931,PPO +0.5812523505077096,7,0.3448275862068966,0.20689655172413793,PPO +0.6063369687852576,8,0.3793103448275862,0.2413793103448276,PPO +0.6514479127491538,9,0.43103448275862066,0.25862068965517243,PPO +0.6690861226024821,10,0.4827586206896552,0.27586206896551724,PPO +0.6790146671681083,11,0.5172413793103449,0.3103448275862069,PPO +0.7046446032342987,12,0.5862068965517241,0.3103448275862069,PPO +0.7150056412185033,13,0.603448275862069,0.3620689655172414,PPO +0.7503760812335465,14,0.6379310344827587,0.39655172413793105,PPO +0.7503760812335465,15,0.6379310344827587,0.46551724137931033,PPO +0.7541556976306882,16,0.6551724137931034,0.5172413793103449,PPO +0.7774351259872133,17,0.7241379310344828,0.5172413793103449,PPO +0.7971041745016925,18,0.7586206896551724,0.5517241379310345,PPO +0.8061489281684845,19,0.7931034482758621,0.5862068965517241,PPO +0.8145167356148929,20,0.8275862068965517,0.6206896551724138,PPO +0.8220383602858218,21,0.8620689655172413,0.6551724137931034,PPO +0.8220383602858218,22,0.8620689655172413,0.7241379310344828,PPO +0.8271342610003761,23,0.8793103448275862,0.7758620689655172,PPO +0.8271342610003761,24,0.8793103448275862,0.8448275862068966,PPO +0.8271342610003761,25,0.8793103448275862,0.9137931034482759,PPO +0.8271342610003761,26,0.8793103448275862,0.9827586206896551,PPO +0.8271342610003761,27,0.8793103448275862,1.0517241379310345,PPO +0.8634072959759308,28,0.896551724137931,1.103448275862069,PPO +0.8634072959759308,29,0.896551724137931,1.1724137931034482,PPO +0.8634072959759308,30,0.896551724137931,1.2413793103448276,PPO +0.8806130124106807,31,0.9137931034482759,1.293103448275862,PPO +0.8806130124106807,32,0.9137931034482759,1.3620689655172413,PPO +0.8806130124106807,33,0.9137931034482759,1.4310344827586208,PPO +0.8920458819104926,34,0.9482758620689655,1.4655172413793103,PPO +0.8983640466340729,35,0.9827586206896551,1.5,PPO +0.8999999999999999,36,1.0,1.5517241379310345,PPO +0.1281684843926288,0,0.06896551724137931,0.0,PPO +0.28004889056036103,1,0.13793103448275862,0.0,PPO +0.3697630688228657,2,0.1896551724137931,0.017241379310344827,PPO +0.39595712673937566,3,0.22413793103448276,0.05172413793103448,PPO +0.4062805566002256,4,0.2413793103448276,0.10344827586206896,PPO +0.4573147799924783,5,0.27586206896551724,0.13793103448275862,PPO +0.4949793155321549,6,0.29310344827586204,0.1896551724137931,PPO +0.5812523505077096,7,0.3448275862068966,0.20689655172413793,PPO +0.6063369687852576,8,0.3793103448275862,0.2413793103448276,PPO +0.6514479127491538,9,0.43103448275862066,0.25862068965517243,PPO +0.6690861226024821,10,0.4827586206896552,0.27586206896551724,PPO +0.6790146671681083,11,0.5172413793103449,0.3103448275862069,PPO +0.7046446032342987,12,0.5862068965517241,0.3103448275862069,PPO +0.7150056412185033,13,0.603448275862069,0.3620689655172414,PPO +0.7503760812335465,14,0.6379310344827587,0.39655172413793105,PPO +0.7503760812335465,15,0.6379310344827587,0.46551724137931033,PPO +0.7541556976306882,16,0.6551724137931034,0.5172413793103449,PPO +0.7774351259872133,17,0.7241379310344828,0.5172413793103449,PPO +0.7971041745016925,18,0.7586206896551724,0.5517241379310345,PPO +0.8061489281684845,19,0.7931034482758621,0.5862068965517241,PPO +0.8145167356148929,20,0.8275862068965517,0.6206896551724138,PPO +0.8220383602858218,21,0.8620689655172413,0.6551724137931034,PPO +0.8220383602858218,22,0.8620689655172413,0.7241379310344828,PPO +0.8271342610003761,23,0.8793103448275862,0.7758620689655172,PPO +0.8271342610003761,24,0.8793103448275862,0.8448275862068966,PPO +0.8271342610003761,25,0.8793103448275862,0.9137931034482759,PPO +0.8271342610003761,26,0.8793103448275862,0.9827586206896551,PPO +0.8271342610003761,27,0.8793103448275862,1.0517241379310345,PPO +0.8634072959759308,28,0.896551724137931,1.103448275862069,PPO +0.8634072959759308,29,0.896551724137931,1.1724137931034482,PPO +0.8634072959759308,30,0.896551724137931,1.2413793103448276,PPO +0.8806130124106807,31,0.9137931034482759,1.293103448275862,PPO +0.8806130124106807,32,0.9137931034482759,1.3620689655172413,PPO +0.8806130124106807,33,0.9137931034482759,1.4310344827586208,PPO +0.8920458819104926,34,0.9482758620689655,1.4655172413793103,PPO +0.8983640466340729,35,0.9827586206896551,1.5,PPO +0.8999999999999999,36,1.0,1.5517241379310345,PPO +0.1281684843926288,0,0.06896551724137931,0.0,PPO +0.28004889056036103,1,0.13793103448275862,0.0,PPO +0.3697630688228657,2,0.1896551724137931,0.017241379310344827,PPO +0.39595712673937566,3,0.22413793103448276,0.05172413793103448,PPO +0.4062805566002256,4,0.2413793103448276,0.10344827586206896,PPO +0.4573147799924783,5,0.27586206896551724,0.13793103448275862,PPO +0.4949793155321549,6,0.29310344827586204,0.1896551724137931,PPO +0.5812523505077096,7,0.3448275862068966,0.20689655172413793,PPO +0.6063369687852576,8,0.3793103448275862,0.2413793103448276,PPO +0.6514479127491538,9,0.43103448275862066,0.25862068965517243,PPO +0.6690861226024821,10,0.4827586206896552,0.27586206896551724,PPO +0.6790146671681083,11,0.5172413793103449,0.3103448275862069,PPO +0.7046446032342987,12,0.5862068965517241,0.3103448275862069,PPO +0.7150056412185033,13,0.603448275862069,0.3620689655172414,PPO +0.7503760812335465,14,0.6379310344827587,0.39655172413793105,PPO +0.7503760812335465,15,0.6379310344827587,0.46551724137931033,PPO +0.7541556976306882,16,0.6551724137931034,0.5172413793103449,PPO +0.7774351259872133,17,0.7241379310344828,0.5172413793103449,PPO +0.7971041745016925,18,0.7586206896551724,0.5517241379310345,PPO +0.8061489281684845,19,0.7931034482758621,0.5862068965517241,PPO +0.8145167356148929,20,0.8275862068965517,0.6206896551724138,PPO +0.8220383602858218,21,0.8620689655172413,0.6551724137931034,PPO +0.8220383602858218,22,0.8620689655172413,0.7241379310344828,PPO +0.8271342610003761,23,0.8793103448275862,0.7758620689655172,PPO +0.8271342610003761,24,0.8793103448275862,0.8448275862068966,PPO +0.8271342610003761,25,0.8793103448275862,0.9137931034482759,PPO +0.8271342610003761,26,0.8793103448275862,0.9827586206896551,PPO +0.8271342610003761,27,0.8793103448275862,1.0517241379310345,PPO +0.8634072959759308,28,0.896551724137931,1.103448275862069,PPO +0.8634072959759308,29,0.896551724137931,1.1724137931034482,PPO +0.8634072959759308,30,0.896551724137931,1.2413793103448276,PPO +0.8806130124106807,31,0.9137931034482759,1.293103448275862,PPO +0.8806130124106807,32,0.9137931034482759,1.3620689655172413,PPO +0.8806130124106807,33,0.9137931034482759,1.4310344827586208,PPO +0.8920458819104926,34,0.9482758620689655,1.4655172413793103,PPO +0.8983640466340729,35,0.9827586206896551,1.5,PPO +0.8999999999999999,36,1.0,1.5517241379310345,PPO +0.1281684843926288,0,0.06896551724137931,0.0,PPO +0.28004889056036103,1,0.13793103448275862,0.0,PPO +0.3697630688228657,2,0.1896551724137931,0.017241379310344827,PPO +0.39595712673937566,3,0.22413793103448276,0.05172413793103448,PPO +0.4062805566002256,4,0.2413793103448276,0.10344827586206896,PPO +0.4573147799924783,5,0.27586206896551724,0.13793103448275862,PPO +0.4949793155321549,6,0.29310344827586204,0.1896551724137931,PPO +0.5812523505077096,7,0.3448275862068966,0.20689655172413793,PPO +0.6063369687852576,8,0.3793103448275862,0.2413793103448276,PPO +0.6514479127491538,9,0.43103448275862066,0.25862068965517243,PPO +0.6690861226024821,10,0.4827586206896552,0.27586206896551724,PPO +0.6790146671681083,11,0.5172413793103449,0.3103448275862069,PPO +0.7046446032342987,12,0.5862068965517241,0.3103448275862069,PPO +0.7150056412185033,13,0.603448275862069,0.3620689655172414,PPO +0.7503760812335465,14,0.6379310344827587,0.39655172413793105,PPO +0.7503760812335465,15,0.6379310344827587,0.46551724137931033,PPO +0.7541556976306882,16,0.6551724137931034,0.5172413793103449,PPO +0.7774351259872133,17,0.7241379310344828,0.5172413793103449,PPO +0.7971041745016925,18,0.7586206896551724,0.5517241379310345,PPO +0.8061489281684845,19,0.7931034482758621,0.5862068965517241,PPO +0.8145167356148929,20,0.8275862068965517,0.6206896551724138,PPO +0.8220383602858218,21,0.8620689655172413,0.6551724137931034,PPO +0.8220383602858218,22,0.8620689655172413,0.7241379310344828,PPO +0.8271342610003761,23,0.8793103448275862,0.7758620689655172,PPO +0.8271342610003761,24,0.8793103448275862,0.8448275862068966,PPO +0.8271342610003761,25,0.8793103448275862,0.9137931034482759,PPO +0.8271342610003761,26,0.8793103448275862,0.9827586206896551,PPO +0.8271342610003761,27,0.8793103448275862,1.0517241379310345,PPO +0.8634072959759308,28,0.896551724137931,1.103448275862069,PPO +0.8634072959759308,29,0.896551724137931,1.1724137931034482,PPO +0.8634072959759308,30,0.896551724137931,1.2413793103448276,PPO +0.8806130124106807,31,0.9137931034482759,1.293103448275862,PPO +0.8806130124106807,32,0.9137931034482759,1.3620689655172413,PPO +0.8806130124106807,33,0.9137931034482759,1.4310344827586208,PPO +0.8920458819104926,34,0.9482758620689655,1.4655172413793103,PPO +0.8983640466340729,35,0.9827586206896551,1.5,PPO +0.8999999999999999,36,1.0,1.5517241379310345,PPO +0.1281684843926288,0,0.06896551724137931,0.0,PPO +0.28004889056036103,1,0.13793103448275862,0.0,PPO +0.3697630688228657,2,0.1896551724137931,0.017241379310344827,PPO +0.39595712673937566,3,0.22413793103448276,0.05172413793103448,PPO +0.4062805566002256,4,0.2413793103448276,0.10344827586206896,PPO +0.4573147799924783,5,0.27586206896551724,0.13793103448275862,PPO +0.4949793155321549,6,0.29310344827586204,0.1896551724137931,PPO +0.5812523505077096,7,0.3448275862068966,0.20689655172413793,PPO +0.6063369687852576,8,0.3793103448275862,0.2413793103448276,PPO +0.6514479127491538,9,0.43103448275862066,0.25862068965517243,PPO +0.6690861226024821,10,0.4827586206896552,0.27586206896551724,PPO +0.6790146671681083,11,0.5172413793103449,0.3103448275862069,PPO +0.7046446032342987,12,0.5862068965517241,0.3103448275862069,PPO +0.7150056412185033,13,0.603448275862069,0.3620689655172414,PPO +0.7503760812335465,14,0.6379310344827587,0.39655172413793105,PPO +0.7503760812335465,15,0.6379310344827587,0.46551724137931033,PPO +0.7541556976306882,16,0.6551724137931034,0.5172413793103449,PPO +0.7774351259872133,17,0.7241379310344828,0.5172413793103449,PPO +0.7971041745016925,18,0.7586206896551724,0.5517241379310345,PPO +0.8061489281684845,19,0.7931034482758621,0.5862068965517241,PPO +0.8145167356148929,20,0.8275862068965517,0.6206896551724138,PPO +0.8220383602858218,21,0.8620689655172413,0.6551724137931034,PPO +0.8220383602858218,22,0.8620689655172413,0.7241379310344828,PPO +0.8271342610003761,23,0.8793103448275862,0.7758620689655172,PPO +0.8271342610003761,24,0.8793103448275862,0.8448275862068966,PPO +0.8271342610003761,25,0.8793103448275862,0.9137931034482759,PPO +0.8271342610003761,26,0.8793103448275862,0.9827586206896551,PPO +0.8271342610003761,27,0.8793103448275862,1.0517241379310345,PPO +0.8634072959759308,28,0.896551724137931,1.103448275862069,PPO +0.8634072959759308,29,0.896551724137931,1.1724137931034482,PPO +0.8634072959759308,30,0.896551724137931,1.2413793103448276,PPO +0.8806130124106807,31,0.9137931034482759,1.293103448275862,PPO +0.8806130124106807,32,0.9137931034482759,1.3620689655172413,PPO +0.8806130124106807,33,0.9137931034482759,1.4310344827586208,PPO +0.8920458819104926,34,0.9482758620689655,1.4655172413793103,PPO +0.8983640466340729,35,0.9827586206896551,1.5,PPO +0.8999999999999999,36,1.0,1.5517241379310345,PPO diff --git a/results/cumm_metrics_4_cenario_2.csv b/results/cumm_metrics_4_cenario_2.csv new file mode 100644 index 0000000..6a893c4 --- /dev/null +++ b/results/cumm_metrics_4_cenario_2.csv @@ -0,0 +1,151 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO diff --git a/results/cumm_metrics_4_cenario_3.csv b/results/cumm_metrics_4_cenario_3.csv new file mode 100644 index 0000000..b627ac4 --- /dev/null +++ b/results/cumm_metrics_4_cenario_3.csv @@ -0,0 +1,136 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO diff --git a/results/cumm_metrics_4_cenario_4.csv b/results/cumm_metrics_4_cenario_4.csv new file mode 100644 index 0000000..b627ac4 --- /dev/null +++ b/results/cumm_metrics_4_cenario_4.csv @@ -0,0 +1,136 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO diff --git a/results/cumm_metrics_4_cenario_5.csv b/results/cumm_metrics_4_cenario_5.csv new file mode 100644 index 0000000..6a893c4 --- /dev/null +++ b/results/cumm_metrics_4_cenario_5.csv @@ -0,0 +1,151 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO +0.041312523505077095,0,0.06896551724137931,0.0,PPO +0.14462203836028584,1,0.13793103448275862,0.0,PPO +0.27803685596088756,2,0.20689655172413793,0.0,PPO +0.44270402406919895,3,0.27586206896551724,0.0,PPO +0.5588755171116961,4,0.3448275862068966,0.0,PPO +0.611320045129748,5,0.41379310344827586,0.0,PPO +0.6518616021060549,6,0.4482758620689655,0.034482758620689655,PPO +0.7213050018804062,7,0.5172413793103449,0.034482758620689655,PPO +0.7891688604738625,8,0.5862068965517241,0.034482758620689655,PPO +0.8206280556600227,9,0.6551724137931034,0.034482758620689655,PPO +0.8319857089131254,10,0.6896551724137931,0.06896551724137931,PPO +0.835351635953366,11,0.7241379310344828,0.10344827586206896,PPO +0.8551335088379092,12,0.7758620689655172,0.1206896551724138,PPO +0.8669236555095903,13,0.8103448275862069,0.15517241379310345,PPO +0.870345994734863,14,0.8275862068965517,0.20689655172413793,PPO +0.8737683339601355,15,0.8620689655172413,0.2413793103448276,PPO +0.8752726588943213,16,0.8793103448275862,0.29310344827586204,PPO +0.8782060925159836,17,0.896551724137931,0.3448275862068966,PPO +0.8793155321549456,18,0.9137931034482759,0.39655172413793105,PPO +0.8804625799172623,19,0.9310344827586207,0.4482758620689655,PPO +0.8804625799172623,20,0.9310344827586207,0.5172413793103449,PPO +0.8819857089131254,21,0.9482758620689655,0.5689655172413793,PPO +0.8874952989845809,22,0.9655172413793104,0.6206896551724138,PPO +0.8983640466340732,23,0.9827586206896551,0.6724137931034483,PPO +0.8983640466340732,24,0.9827586206896551,0.7413793103448276,PPO +0.8983640466340732,25,0.9827586206896551,0.8103448275862069,PPO +0.8983640466340732,26,0.9827586206896551,0.8793103448275862,PPO +0.8983640466340732,27,0.9827586206896551,0.9482758620689655,PPO +0.8983640466340732,28,0.9827586206896551,1.0172413793103448,PPO +0.9000000000000002,29,1.0,1.0689655172413792,PPO diff --git a/results/cumm_metrics_4_cenario_6.csv b/results/cumm_metrics_4_cenario_6.csv new file mode 100644 index 0000000..b627ac4 --- /dev/null +++ b/results/cumm_metrics_4_cenario_6.csv @@ -0,0 +1,136 @@ +accumulated_pos,step,coverage_rate,repeated_coverage,algorithm +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO +0.08694998119593833,0,0.06896551724137931,0.0,PPO +0.2239375705152313,1,0.13793103448275862,0.0,PPO +0.3434749905979692,2,0.1896551724137931,0.017241379310344827,PPO +0.44524257239563747,3,0.2413793103448276,0.034482758620689655,PPO +0.4924971793907484,4,0.27586206896551724,0.06896551724137931,PPO +0.5717374952989845,5,0.3275862068965517,0.08620689655172414,PPO +0.6550394885295223,6,0.39655172413793105,0.08620689655172414,PPO +0.677886423467469,7,0.43103448275862066,0.1206896551724138,PPO +0.6898646107559233,8,0.46551724137931033,0.15517241379310345,PPO +0.7279240315908236,9,0.5,0.1896551724137931,PPO +0.7309326814591952,10,0.5344827586206896,0.22413793103448276,PPO +0.7419706656637834,11,0.5689655172413793,0.25862068965517243,PPO +0.7561865362918391,12,0.6206896551724138,0.27586206896551724,PPO +0.7712485896953742,13,0.6379310344827587,0.3275862068965517,PPO +0.7883226776983829,14,0.6724137931034483,0.3620689655172414,PPO +0.7991538172245206,15,0.7068965517241379,0.39655172413793105,PPO +0.8051147047762318,16,0.7413793103448276,0.43103448275862066,PPO +0.8144415193681837,17,0.7931034482758621,0.4482758620689655,PPO +0.8345242572395638,18,0.8448275862068966,0.46551724137931033,PPO +0.8460135389244078,19,0.8793103448275862,0.5,PPO +0.8599285445656263,20,0.896551724137931,0.5517241379310345,PPO +0.8618089507333585,21,0.9137931034482759,0.603448275862069,PPO +0.866039864610756,22,0.9310344827586207,0.6551724137931034,PPO +0.896784505453178,23,0.9655172413793104,0.6896551724137931,PPO +0.896784505453178,24,0.9655172413793104,0.7586206896551724,PPO +0.8982888303873637,25,0.9827586206896551,0.8103448275862069,PPO +0.9,26,1.0,0.8620689655172413,PPO diff --git a/results/expanding_search_2_agent.csv b/results/expanding_search_2_agent.csv index b5c2496..8bff3b1 100644 --- a/results/expanding_search_2_agent.csv +++ b/results/expanding_search_2_agent.csv @@ -52,3 +52,2378 @@ False,0.9655172413793104,0.7586206896551724,0.8977435125987214,50 False,0.9655172413793104,0.7931034482758621,0.8977435125987214,51 False,0.9827586206896551,0.8103448275862069,0.8988529522376835,52 True,1.0,0.8275862068965517,0.9000000000000001,53 +False,0.034482758620689655,0.0,0.0667732230161715,1 +False,0.06896551724137931,0.0,0.12728469349379468,2 +False,0.10344827586206896,0.0,0.18469349379465966,3 +False,0.13793103448275862,0.0,0.24326814591951862,4 +False,0.1724137931034483,0.0,0.2833019932305378,5 +False,0.20689655172413793,0.0,0.3339413313275667,6 +False,0.2413793103448276,0.0,0.3895261376457314,7 +False,0.25862068965517243,0.017241379310344827,0.4226024821361413,8 +False,0.25862068965517243,0.05172413793103448,0.4226024821361413,9 +False,0.29310344827586204,0.05172413793103448,0.4556600225648739,10 +False,0.3275862068965517,0.05172413793103448,0.4948852952237683,11 +False,0.3620689655172414,0.05172413793103448,0.53279428356525,12 +False,0.3793103448275862,0.06896551724137931,0.5592327942835652,13 +False,0.39655172413793105,0.08620689655172414,0.5989469725460699,14 +False,0.43103448275862066,0.08620689655172414,0.6382474614516734,15 +False,0.46551724137931033,0.08620689655172414,0.665062053403535,16 +False,0.4827586206896552,0.10344827586206896,0.6759308010530273,17 +False,0.5172413793103449,0.10344827586206896,0.6941143286949979,18 +False,0.5517241379310345,0.10344827586206896,0.7186160210605489,19 +False,0.5517241379310345,0.13793103448275862,0.7186160210605489,20 +False,0.5517241379310345,0.1724137931034483,0.7186160210605489,21 +False,0.5517241379310345,0.20689655172413793,0.7186160210605489,22 +False,0.5517241379310345,0.2413793103448276,0.7186160210605489,23 +False,0.5517241379310345,0.27586206896551724,0.7186160210605489,24 +False,0.5517241379310345,0.3103448275862069,0.7186160210605489,25 +False,0.5689655172413793,0.3275862068965517,0.7237119217751032,26 +False,0.5862068965517241,0.3448275862068966,0.7339037232042119,27 +False,0.603448275862069,0.3620689655172414,0.7488905603610378,28 +False,0.6206896551724138,0.3793103448275862,0.7638585934561865,29 +False,0.6379310344827587,0.39655172413793105,0.7757427604362541,30 +False,0.6551724137931034,0.39655172413793105,0.7820045129748024,31 +False,0.6724137931034483,0.41379310344827586,0.795919518616021,32 +False,0.6896551724137931,0.43103448275862066,0.8146295599849567,33 +False,0.7068965517241379,0.4482758620689655,0.8334524257239563,34 +False,0.7241379310344828,0.46551724137931033,0.8459383226776983,35 +False,0.7413793103448276,0.4827586206896552,0.8514479127491538,36 +False,0.7413793103448276,0.5172413793103449,0.8514479127491538,37 +False,0.7586206896551724,0.5344827586206896,0.85315908236179,38 +False,0.7586206896551724,0.5689655172413793,0.85315908236179,39 +False,0.7586206896551724,0.603448275862069,0.85315908236179,40 +False,0.7586206896551724,0.6379310344827587,0.85315908236179,41 +False,0.7586206896551724,0.6724137931034483,0.85315908236179,42 +False,0.7586206896551724,0.7068965517241379,0.85315908236179,43 +False,0.7586206896551724,0.7413793103448276,0.85315908236179,44 +False,0.7586206896551724,0.7758620689655172,0.85315908236179,45 +False,0.7586206896551724,0.8103448275862069,0.85315908236179,46 +False,0.7586206896551724,0.8448275862068966,0.85315908236179,47 +False,0.7586206896551724,0.8793103448275862,0.85315908236179,48 +False,0.7586206896551724,0.9137931034482759,0.85315908236179,49 +False,0.7586206896551724,0.9310344827586207,0.85315908236179,50 +False,0.7758620689655172,0.9482758620689655,0.8546634072959758,51 +False,0.7931034482758621,0.9655172413793104,0.8575968409176381,52 +False,0.8103448275862069,0.9827586206896551,0.8618653629183902,53 +False,0.8275862068965517,1.0,0.866284317412561,54 +False,0.8448275862068966,1.0172413793103448,0.8697066566378336,55 +False,0.8620689655172413,1.0344827586206897,0.8714178262504699,56 +False,0.8620689655172413,1.0517241379310345,0.8714178262504699,57 +False,0.8793103448275862,1.0689655172413792,0.8732982324182021,58 +False,0.896551724137931,1.0862068965517242,0.8775291462955996,59 +False,0.9137931034482759,1.103448275862069,0.8849379465964646,60 +False,0.9310344827586207,1.1206896551724137,0.8918202331703646,61 +False,0.9482758620689655,1.1379310344827587,0.896220383602858,62 +False,0.9655172413793104,1.1551724137931034,0.8977435125987212,63 +False,0.9655172413793104,1.1896551724137931,0.8977435125987212,64 +False,0.9655172413793104,1.206896551724138,0.8977435125987212,65 +False,0.9655172413793104,1.2413793103448276,0.8977435125987212,66 +False,0.9655172413793104,1.2758620689655173,0.8977435125987212,67 +False,0.9655172413793104,1.3103448275862069,0.8977435125987212,68 +False,0.9827586206896551,1.3275862068965518,0.8988529522376832,69 +True,1.0,1.3448275862068966,0.8999999999999999,70 +False,0.034482758620689655,0.0,0.060849943587814974,1 +False,0.06896551724137931,0.0,0.1229221511846559,2 +False,0.10344827586206896,0.0,0.16284317412561114,3 +False,0.13793103448275862,0.0,0.20009402030838663,4 +False,0.1724137931034483,0.0,0.22899586310643102,5 +False,0.20689655172413793,0.0,0.28369687852576164,6 +False,0.2413793103448276,0.0,0.3522940955246334,7 +False,0.25862068965517243,0.017241379310344827,0.38856713050018815,8 +False,0.25862068965517243,0.05172413793103448,0.38856713050018815,9 +False,0.29310344827586204,0.05172413793103448,0.44633320797292225,10 +False,0.3275862068965517,0.05172413793103448,0.49990597969161354,11 +False,0.3620689655172414,0.05172413793103448,0.5346934937946598,12 +False,0.3793103448275862,0.06896551724137931,0.5513162843174128,13 +False,0.41379310344827586,0.06896551724137931,0.5704024069198949,14 +False,0.4482758620689655,0.06896551724137931,0.584994358781497,15 +False,0.4827586206896552,0.06896551724137931,0.5974990597969163,16 +False,0.5172413793103449,0.06896551724137931,0.605885671305002,17 +False,0.5517241379310345,0.06896551724137931,0.627641970665664,18 +False,0.5862068965517241,0.06896551724137931,0.6695750282060926,19 +False,0.5862068965517241,0.10344827586206896,0.6695750282060926,20 +False,0.5862068965517241,0.13793103448275862,0.6695750282060926,21 +False,0.5862068965517241,0.1724137931034483,0.6695750282060926,22 +False,0.5862068965517241,0.20689655172413793,0.6695750282060926,23 +False,0.5862068965517241,0.2413793103448276,0.6695750282060926,24 +False,0.5862068965517241,0.27586206896551724,0.6695750282060926,25 +False,0.6206896551724138,0.27586206896551724,0.6960135389244078,26 +False,0.6551724137931034,0.27586206896551724,0.7316660398646109,27 +False,0.6724137931034483,0.29310344827586204,0.7650996615268899,28 +False,0.6896551724137931,0.3103448275862069,0.7870251974426478,29 +False,0.7068965517241379,0.3275862068965517,0.7973486273034978,30 +False,0.7241379310344828,0.3275862068965517,0.8011282437006395,31 +False,0.7413793103448276,0.3448275862068966,0.8063557728469352,32 +False,0.7586206896551724,0.3620689655172414,0.8118841669800679,33 +False,0.7758620689655172,0.3793103448275862,0.8150056412185034,34 +False,0.7931034482758621,0.39655172413793105,0.8167168108311397,35 +False,0.7931034482758621,0.43103448275862066,0.8167168108311397,36 +False,0.8103448275862069,0.4482758620689655,0.8211169612636331,37 +False,0.8275862068965517,0.46551724137931033,0.8336028582173751,38 +False,0.8275862068965517,0.5,0.8336028582173751,39 +False,0.8275862068965517,0.5344827586206896,0.8336028582173751,40 +False,0.8275862068965517,0.5689655172413793,0.8336028582173751,41 +False,0.8275862068965517,0.603448275862069,0.8336028582173751,42 +False,0.8275862068965517,0.6379310344827587,0.8336028582173751,43 +False,0.8275862068965517,0.6724137931034483,0.8336028582173751,44 +False,0.8275862068965517,0.7068965517241379,0.8336028582173751,45 +False,0.8275862068965517,0.7413793103448276,0.8336028582173751,46 +False,0.8275862068965517,0.7758620689655172,0.8336028582173751,47 +False,0.8275862068965517,0.8103448275862069,0.8336028582173751,48 +False,0.8275862068965517,0.8448275862068966,0.8336028582173751,49 +False,0.8448275862068966,0.8448275862068966,0.8391124482888306,50 +False,0.8620689655172413,0.8620689655172413,0.8499811959383229,51 +False,0.8793103448275862,0.8793103448275862,0.8650432493418581,52 +False,0.896551724137931,0.896551724137931,0.8791839037232044,53 +False,0.9137931034482759,0.9137931034482759,0.8889056036103801,54 +False,0.9310344827586207,0.9310344827586207,0.8937194433997746,55 +False,0.9482758620689655,0.9482758620689655,0.8953553967657016,56 +False,0.9482758620689655,0.9655172413793104,0.8953553967657016,57 +False,0.9482758620689655,1.0,0.8953553967657016,58 +False,0.9655172413793104,1.0172413793103448,0.8969913501316287,59 +False,0.9827586206896551,1.0344827586206897,0.8984768710041371,60 +False,0.9827586206896551,1.0689655172413792,0.8984768710041371,61 +False,0.9827586206896551,1.103448275862069,0.8984768710041371,62 +False,0.9827586206896551,1.1379310344827587,0.8984768710041371,63 +True,1.0,1.1551724137931034,0.9000000000000002,64 +False,0.034482758620689655,0.0,0.060849943587814974,1 +False,0.06896551724137931,0.0,0.1229221511846559,2 +False,0.10344827586206896,0.0,0.16284317412561114,3 +False,0.13793103448275862,0.0,0.20009402030838663,4 +False,0.1724137931034483,0.0,0.22899586310643102,5 +False,0.20689655172413793,0.0,0.28369687852576164,6 +False,0.2413793103448276,0.0,0.3522940955246334,7 +False,0.25862068965517243,0.017241379310344827,0.38856713050018815,8 +False,0.25862068965517243,0.05172413793103448,0.38856713050018815,9 +False,0.29310344827586204,0.05172413793103448,0.44633320797292225,10 +False,0.3275862068965517,0.05172413793103448,0.49990597969161354,11 +False,0.3620689655172414,0.05172413793103448,0.5346934937946598,12 +False,0.3793103448275862,0.06896551724137931,0.5513162843174128,13 +False,0.41379310344827586,0.06896551724137931,0.5704024069198949,14 +False,0.4482758620689655,0.06896551724137931,0.584994358781497,15 +False,0.4827586206896552,0.06896551724137931,0.5974990597969163,16 +False,0.5172413793103449,0.06896551724137931,0.605885671305002,17 +False,0.5517241379310345,0.06896551724137931,0.627641970665664,18 +False,0.5862068965517241,0.06896551724137931,0.6695750282060926,19 +False,0.5862068965517241,0.10344827586206896,0.6695750282060926,20 +False,0.5862068965517241,0.13793103448275862,0.6695750282060926,21 +False,0.5862068965517241,0.1724137931034483,0.6695750282060926,22 +False,0.5862068965517241,0.20689655172413793,0.6695750282060926,23 +False,0.5862068965517241,0.2413793103448276,0.6695750282060926,24 +False,0.5862068965517241,0.27586206896551724,0.6695750282060926,25 +False,0.6206896551724138,0.27586206896551724,0.6960135389244078,26 +False,0.6551724137931034,0.27586206896551724,0.7316660398646109,27 +False,0.6724137931034483,0.29310344827586204,0.7650996615268899,28 +False,0.6896551724137931,0.3103448275862069,0.7870251974426478,29 +False,0.7068965517241379,0.3275862068965517,0.7973486273034978,30 +False,0.7241379310344828,0.3275862068965517,0.8011282437006395,31 +False,0.7413793103448276,0.3448275862068966,0.8063557728469352,32 +False,0.7586206896551724,0.3620689655172414,0.8118841669800679,33 +False,0.7758620689655172,0.3793103448275862,0.8150056412185034,34 +False,0.7931034482758621,0.39655172413793105,0.8167168108311397,35 +False,0.7931034482758621,0.43103448275862066,0.8167168108311397,36 +False,0.8103448275862069,0.4482758620689655,0.8211169612636331,37 +False,0.8275862068965517,0.46551724137931033,0.8336028582173751,38 +False,0.8275862068965517,0.5,0.8336028582173751,39 +False,0.8275862068965517,0.5344827586206896,0.8336028582173751,40 +False,0.8275862068965517,0.5689655172413793,0.8336028582173751,41 +False,0.8275862068965517,0.603448275862069,0.8336028582173751,42 +False,0.8275862068965517,0.6379310344827587,0.8336028582173751,43 +False,0.8275862068965517,0.6724137931034483,0.8336028582173751,44 +False,0.8275862068965517,0.7068965517241379,0.8336028582173751,45 +False,0.8275862068965517,0.7413793103448276,0.8336028582173751,46 +False,0.8275862068965517,0.7758620689655172,0.8336028582173751,47 +False,0.8275862068965517,0.8103448275862069,0.8336028582173751,48 +False,0.8275862068965517,0.8448275862068966,0.8336028582173751,49 +False,0.8448275862068966,0.8448275862068966,0.8391124482888306,50 +False,0.8620689655172413,0.8620689655172413,0.8499811959383229,51 +False,0.8793103448275862,0.8793103448275862,0.8650432493418581,52 +False,0.896551724137931,0.896551724137931,0.8791839037232044,53 +False,0.9137931034482759,0.9137931034482759,0.8889056036103801,54 +False,0.9310344827586207,0.9310344827586207,0.8937194433997746,55 +False,0.9482758620689655,0.9482758620689655,0.8953553967657016,56 +False,0.9482758620689655,0.9655172413793104,0.8953553967657016,57 +False,0.9482758620689655,1.0,0.8953553967657016,58 +False,0.9655172413793104,1.0172413793103448,0.8969913501316287,59 +False,0.9827586206896551,1.0344827586206897,0.8984768710041371,60 +False,0.9827586206896551,1.0689655172413792,0.8984768710041371,61 +False,0.9827586206896551,1.103448275862069,0.8984768710041371,62 +False,0.9827586206896551,1.1379310344827587,0.8984768710041371,63 +True,1.0,1.1551724137931034,0.9000000000000002,64 +False,0.034482758620689655,0.0,0.05960887551711169,1 +False,0.06896551724137931,0.0,0.10823617901466716,2 +False,0.10344827586206896,0.0,0.13732606242948475,3 +False,0.13793103448275862,0.0,0.1741256111320045,4 +False,0.1724137931034483,0.0,0.21893569010906355,5 +False,0.20689655172413793,0.0,0.2827566754418954,6 +False,0.2413793103448276,0.0,0.3479315532154945,7 +False,0.25862068965517243,0.017241379310344827,0.38234298608499434,8 +False,0.25862068965517243,0.05172413793103448,0.38234298608499434,9 +False,0.29310344827586204,0.05172413793103448,0.4367619405791651,10 +False,0.3275862068965517,0.05172413793103448,0.47425723956374577,11 +False,0.3620689655172414,0.05172413793103448,0.49430236931177135,12 +False,0.39655172413793105,0.05172413793103448,0.5012410680707032,13 +False,0.43103448275862066,0.05172413793103448,0.5130312147423843,14 +False,0.46551724137931033,0.05172413793103448,0.5300676946220383,15 +False,0.5,0.05172413793103448,0.5504889056036103,16 +False,0.5172413793103449,0.06896551724137931,0.5693117713426099,17 +False,0.5517241379310345,0.06896551724137931,0.6084806318164722,18 +False,0.5862068965517241,0.06896551724137931,0.6647611884166978,19 +False,0.5862068965517241,0.10344827586206896,0.6647611884166978,20 +False,0.5862068965517241,0.13793103448275862,0.6647611884166978,21 +False,0.5862068965517241,0.1724137931034483,0.6647611884166978,22 +False,0.5862068965517241,0.20689655172413793,0.6647611884166978,23 +False,0.5862068965517241,0.2413793103448276,0.6647611884166978,24 +False,0.5862068965517241,0.27586206896551724,0.6647611884166978,25 +False,0.603448275862069,0.29310344827586204,0.6992666415945843,26 +False,0.6379310344827587,0.29310344827586204,0.7338097028958254,27 +False,0.6724137931034483,0.29310344827586204,0.7568822865738999,28 +False,0.6896551724137931,0.3103448275862069,0.7672057164347499,29 +False,0.7068965517241379,0.3275862068965517,0.7709853328318916,30 +False,0.7068965517241379,0.3620689655172414,0.7709853328318916,31 +False,0.7241379310344828,0.3793103448275862,0.7726212861978187,32 +False,0.7586206896551724,0.3793103448275862,0.7759872132380593,33 +False,0.7758620689655172,0.39655172413793105,0.7802181271154568,34 +False,0.7931034482758621,0.41379310344827586,0.7876269274163218,35 +False,0.8103448275862069,0.43103448275862066,0.7945092139902218,36 +False,0.8275862068965517,0.4482758620689655,0.7989093644227152,37 +False,0.8448275862068966,0.46551724137931033,0.8113952613764572,38 +False,0.8620689655172413,0.4827586206896552,0.8367243324558103,39 +False,0.8620689655172413,0.5172413793103449,0.8367243324558103,40 +False,0.8620689655172413,0.5517241379310345,0.8367243324558103,41 +False,0.8620689655172413,0.5862068965517241,0.8367243324558103,42 +False,0.8620689655172413,0.6206896551724138,0.8367243324558103,43 +False,0.8620689655172413,0.6551724137931034,0.8367243324558103,44 +False,0.8620689655172413,0.6896551724137931,0.8367243324558103,45 +False,0.8620689655172413,0.7241379310344828,0.8367243324558103,46 +False,0.8620689655172413,0.7586206896551724,0.8367243324558103,47 +False,0.8620689655172413,0.7931034482758621,0.8367243324558103,48 +False,0.8620689655172413,0.8275862068965517,0.8367243324558103,49 +False,0.8793103448275862,0.8275862068965517,0.8475930801053027,50 +False,0.896551724137931,0.8448275862068966,0.8626551335088378,51 +False,0.9137931034482759,0.8620689655172413,0.8767957878901842,52 +False,0.9310344827586207,0.8793103448275862,0.8865174877773598,53 +False,0.9482758620689655,0.896551724137931,0.8913313275667544,54 +False,0.9655172413793104,0.9137931034482759,0.8929672809326814,55 +False,0.9655172413793104,0.9482758620689655,0.8929672809326814,56 +False,0.9655172413793104,0.9482758620689655,0.8929672809326814,57 +False,0.9655172413793104,0.9827586206896551,0.8929672809326814,58 +False,0.9655172413793104,1.0172413793103448,0.8929672809326814,59 +False,0.9655172413793104,1.0517241379310345,0.8929672809326814,60 +False,0.9655172413793104,1.0862068965517242,0.8929672809326814,61 +False,0.9655172413793104,1.1206896551724137,0.8929672809326814,62 +False,0.9655172413793104,1.1551724137931034,0.8929672809326814,63 +False,0.9827586206896551,1.1724137931034482,0.8944904099285446,64 +False,0.9827586206896551,1.1896551724137931,0.8944904099285446,65 +False,0.9827586206896551,1.2241379310344827,0.8944904099285446,66 +False,0.9827586206896551,1.2586206896551724,0.8944904099285446,67 +False,0.9827586206896551,1.293103448275862,0.8944904099285446,68 +False,0.9827586206896551,1.3275862068965518,0.8944904099285446,69 +False,0.9827586206896551,1.3620689655172413,0.8944904099285446,70 +False,0.9827586206896551,1.396551724137931,0.8944904099285446,71 +False,0.9827586206896551,1.4310344827586208,0.8944904099285446,72 +False,0.9827586206896551,1.4655172413793103,0.8944904099285446,73 +False,0.9827586206896551,1.5,0.8944904099285446,74 +False,0.9827586206896551,1.5344827586206897,0.8944904099285446,75 +False,0.9827586206896551,1.5689655172413792,0.8944904099285446,76 +False,0.9827586206896551,1.603448275862069,0.8944904099285446,77 +False,0.9827586206896551,1.6379310344827587,0.8944904099285446,78 +False,0.9827586206896551,1.6724137931034482,0.8944904099285446,79 +False,0.9827586206896551,1.706896551724138,0.8944904099285446,80 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,81 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,82 +False,0.9827586206896551,1.7758620689655173,0.8944904099285446,83 +False,0.9827586206896551,1.8103448275862069,0.8944904099285446,84 +False,0.9827586206896551,1.8448275862068966,0.8944904099285446,85 +False,0.9827586206896551,1.8793103448275863,0.8944904099285446,86 +False,0.9827586206896551,1.9137931034482758,0.8944904099285446,87 +False,0.9827586206896551,1.9482758620689655,0.8944904099285446,88 +False,0.9827586206896551,1.9827586206896552,0.8944904099285446,89 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,90 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,91 +False,0.9827586206896551,2.0517241379310347,0.8944904099285446,92 +False,0.9827586206896551,2.086206896551724,0.8944904099285446,93 +False,0.9827586206896551,2.1206896551724137,0.8944904099285446,94 +False,0.9827586206896551,2.1551724137931036,0.8944904099285446,95 +False,0.9827586206896551,2.189655172413793,0.8944904099285446,96 +False,0.9827586206896551,2.2241379310344827,0.8944904099285446,97 +False,0.9827586206896551,2.2586206896551726,0.8944904099285446,98 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,99 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,100 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,101 +False,0.9827586206896551,2.3275862068965516,0.8944904099285446,102 +False,0.9827586206896551,2.3620689655172415,0.8944904099285446,103 +False,0.9827586206896551,2.396551724137931,0.8944904099285446,104 +False,0.9827586206896551,2.4310344827586206,0.8944904099285446,105 +False,0.9827586206896551,2.4655172413793105,0.8944904099285446,106 +False,0.9827586206896551,2.5,0.8944904099285446,107 +False,0.9827586206896551,2.5344827586206895,0.8944904099285446,108 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,109 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,110 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,111 +False,0.9827586206896551,2.603448275862069,0.8944904099285446,112 +False,0.9827586206896551,2.6379310344827585,0.8944904099285446,113 +False,0.9827586206896551,2.6724137931034484,0.8944904099285446,114 +False,0.9827586206896551,2.706896551724138,0.8944904099285446,115 +False,0.9827586206896551,2.7413793103448274,0.8944904099285446,116 +False,0.9827586206896551,2.7758620689655173,0.8944904099285446,117 +False,0.9827586206896551,2.810344827586207,0.8944904099285446,118 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,119 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,120 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,121 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,122 +False,0.9827586206896551,2.8793103448275863,0.8944904099285446,123 +False,0.9827586206896551,2.913793103448276,0.8944904099285446,124 +False,0.9827586206896551,2.9482758620689653,0.8944904099285446,125 +False,0.9827586206896551,2.9827586206896552,0.8944904099285446,126 +False,0.9827586206896551,3.0172413793103448,0.8944904099285446,127 +False,0.9827586206896551,3.0517241379310347,0.8944904099285446,128 +False,0.9827586206896551,3.086206896551724,0.8944904099285446,129 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,130 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,131 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,132 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,133 +False,0.9827586206896551,3.1551724137931036,0.8944904099285446,134 +False,0.9827586206896551,3.189655172413793,0.8944904099285446,135 +False,0.9827586206896551,3.2241379310344827,0.8944904099285446,136 +False,0.9827586206896551,3.2586206896551726,0.8944904099285446,137 +False,0.9827586206896551,3.293103448275862,0.8944904099285446,138 +False,0.9827586206896551,3.3275862068965516,0.8944904099285446,139 +False,0.9827586206896551,3.3620689655172415,0.8944904099285446,140 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,141 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,142 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,143 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,144 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,145 +False,0.9827586206896551,3.4310344827586206,0.8944904099285446,146 +False,0.9827586206896551,3.4655172413793105,0.8944904099285446,147 +False,0.9827586206896551,3.5,0.8944904099285446,148 +False,0.9827586206896551,3.5344827586206895,0.8944904099285446,149 +False,0.9827586206896551,3.5689655172413794,0.8944904099285446,150 +False,0.9827586206896551,3.603448275862069,0.8944904099285446,151 +False,0.9827586206896551,3.6379310344827585,0.8944904099285446,152 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,153 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,154 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,155 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,156 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,157 +False,0.9827586206896551,3.706896551724138,0.8944904099285446,158 +False,0.9827586206896551,3.7413793103448274,0.8944904099285446,159 +False,0.9827586206896551,3.7758620689655173,0.8944904099285446,160 +False,0.9827586206896551,3.810344827586207,0.8944904099285446,161 +False,0.9827586206896551,3.8448275862068964,0.8944904099285446,162 +False,0.9827586206896551,3.8793103448275863,0.8944904099285446,163 +False,0.9827586206896551,3.913793103448276,0.8944904099285446,164 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,165 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,166 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,167 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,168 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,169 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,170 +False,0.9827586206896551,3.9827586206896552,0.8944904099285446,171 +False,0.9827586206896551,4.017241379310345,0.8944904099285446,172 +False,0.9827586206896551,4.051724137931035,0.8944904099285446,173 +False,0.9827586206896551,4.086206896551724,0.8944904099285446,174 +False,0.9827586206896551,4.120689655172414,0.8944904099285446,175 +False,0.9827586206896551,4.155172413793103,0.8944904099285446,176 +False,0.9827586206896551,4.189655172413793,0.8944904099285446,177 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,178 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,179 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,180 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,181 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,182 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,183 +False,0.9827586206896551,4.258620689655173,0.8944904099285446,184 +False,0.9827586206896551,4.293103448275862,0.8944904099285446,185 +False,0.9827586206896551,4.327586206896552,0.8944904099285446,186 +False,0.9827586206896551,4.362068965517241,0.8944904099285446,187 +False,0.9827586206896551,4.396551724137931,0.8944904099285446,188 +False,0.9827586206896551,4.431034482758621,0.8944904099285446,189 +False,0.9827586206896551,4.4655172413793105,0.8944904099285446,190 +False,0.9827586206896551,4.5,0.8944904099285446,191 +False,0.9827586206896551,4.5,0.8944904099285446,192 +False,0.9827586206896551,4.5,0.8944904099285446,193 +False,0.9827586206896551,4.5,0.8944904099285446,194 +False,0.9827586206896551,4.5,0.8944904099285446,195 +False,0.9827586206896551,4.5,0.8944904099285446,196 +False,0.9827586206896551,4.5,0.8944904099285446,197 +False,0.9827586206896551,4.5344827586206895,0.8944904099285446,198 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,199 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,200 +False,0.034482758620689655,0.0,0.08728845430613012,1 +False,0.06896551724137931,0.0,0.15663783377209478,2 +False,0.10344827586206896,0.0,0.19969913501316286,3 +False,0.13793103448275862,0.0,0.2566190297104175,4 +False,0.1724137931034483,0.0,0.30464460323429865,5 +False,0.20689655172413793,0.0,0.381327566754419,6 +False,0.2413793103448276,0.0,0.46588943211733735,7 +False,0.25862068965517243,0.017241379310344827,0.5160774727341105,8 +False,0.25862068965517243,0.05172413793103448,0.5160774727341105,9 +False,0.29310344827586204,0.05172413793103448,0.5644979315532155,10 +False,0.3275862068965517,0.05172413793103448,0.6013915005641219,11 +False,0.3620689655172414,0.05172413793103448,0.6235990974050396,12 +False,0.39655172413793105,0.05172413793103448,0.6336404663407297,13 +False,0.43103448275862066,0.05172413793103448,0.6527830011282438,14 +False,0.46551724137931033,0.05172413793103448,0.6770214366303123,15 +False,0.5,0.05172413793103448,0.6989657766077474,16 +False,0.5344827586206896,0.05172413793103448,0.7131628431741257,17 +False,0.5689655172413793,0.05172413793103448,0.7435878149680332,18 +False,0.603448275862069,0.05172413793103448,0.7882850695750283,19 +False,0.603448275862069,0.08620689655172414,0.7882850695750283,20 +False,0.603448275862069,0.1206896551724138,0.7882850695750283,21 +False,0.603448275862069,0.15517241379310345,0.7882850695750283,22 +False,0.603448275862069,0.1896551724137931,0.7882850695750283,23 +False,0.603448275862069,0.22413793103448276,0.7882850695750283,24 +False,0.603448275862069,0.25862068965517243,0.7882850695750283,25 +False,0.6379310344827587,0.25862068965517243,0.8062805566002258,26 +False,0.6724137931034483,0.25862068965517243,0.8246897329823243,27 +False,0.7068965517241379,0.25862068965517243,0.8388303873636707,28 +False,0.7413793103448276,0.25862068965517243,0.8470665663783379,29 +False,0.7758620689655172,0.25862068965517243,0.8504136893569012,30 +False,0.7758620689655172,0.29310344827586204,0.8504136893569012,31 +False,0.7931034482758621,0.3103448275862069,0.8522940955246334,32 +False,0.8275862068965517,0.3103448275862069,0.858160962767958,33 +False,0.8620689655172413,0.3103448275862069,0.8670552839413314,34 +False,0.8793103448275862,0.3275862068965517,0.8739375705152314,35 +False,0.896551724137931,0.3448275862068966,0.8783377209477248,36 +False,0.9137931034482759,0.3620689655172414,0.8798608499435879,37 +False,0.9310344827586207,0.3793103448275862,0.8853704400150434,38 +False,0.9655172413793104,0.3793103448275862,0.8977435125987214,39 +False,0.9655172413793104,0.41379310344827586,0.8977435125987214,40 +False,0.9655172413793104,0.4482758620689655,0.8977435125987214,41 +False,0.9655172413793104,0.4827586206896552,0.8977435125987214,42 +False,0.9655172413793104,0.5172413793103449,0.8977435125987214,43 +False,0.9655172413793104,0.5517241379310345,0.8977435125987214,44 +False,0.9655172413793104,0.5862068965517241,0.8977435125987214,45 +False,0.9655172413793104,0.6206896551724138,0.8977435125987214,46 +False,0.9655172413793104,0.6551724137931034,0.8977435125987214,47 +False,0.9655172413793104,0.6896551724137931,0.8977435125987214,48 +False,0.9655172413793104,0.7241379310344828,0.8977435125987214,49 +False,0.9655172413793104,0.7586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.7931034482758621,0.8977435125987214,51 +False,0.9827586206896551,0.8103448275862069,0.8988529522376835,52 +True,1.0,0.8275862068965517,0.9000000000000001,53 +False,0.034482758620689655,0.0,0.0667732230161715,1 +False,0.06896551724137931,0.0,0.12728469349379468,2 +False,0.10344827586206896,0.0,0.18469349379465966,3 +False,0.13793103448275862,0.0,0.24326814591951862,4 +False,0.1724137931034483,0.0,0.2833019932305378,5 +False,0.20689655172413793,0.0,0.3339413313275667,6 +False,0.2413793103448276,0.0,0.3895261376457314,7 +False,0.25862068965517243,0.017241379310344827,0.4226024821361413,8 +False,0.25862068965517243,0.05172413793103448,0.4226024821361413,9 +False,0.29310344827586204,0.05172413793103448,0.4556600225648739,10 +False,0.3275862068965517,0.05172413793103448,0.4948852952237683,11 +False,0.3620689655172414,0.05172413793103448,0.53279428356525,12 +False,0.3793103448275862,0.06896551724137931,0.5592327942835652,13 +False,0.39655172413793105,0.08620689655172414,0.5989469725460699,14 +False,0.43103448275862066,0.08620689655172414,0.6382474614516734,15 +False,0.46551724137931033,0.08620689655172414,0.665062053403535,16 +False,0.4827586206896552,0.10344827586206896,0.6759308010530273,17 +False,0.5172413793103449,0.10344827586206896,0.6941143286949979,18 +False,0.5517241379310345,0.10344827586206896,0.7186160210605489,19 +False,0.5517241379310345,0.13793103448275862,0.7186160210605489,20 +False,0.5517241379310345,0.1724137931034483,0.7186160210605489,21 +False,0.5517241379310345,0.20689655172413793,0.7186160210605489,22 +False,0.5517241379310345,0.2413793103448276,0.7186160210605489,23 +False,0.5517241379310345,0.27586206896551724,0.7186160210605489,24 +False,0.5517241379310345,0.3103448275862069,0.7186160210605489,25 +False,0.5689655172413793,0.3275862068965517,0.7237119217751032,26 +False,0.5862068965517241,0.3448275862068966,0.7339037232042119,27 +False,0.603448275862069,0.3620689655172414,0.7488905603610378,28 +False,0.6206896551724138,0.3793103448275862,0.7638585934561865,29 +False,0.6379310344827587,0.39655172413793105,0.7757427604362541,30 +False,0.6551724137931034,0.39655172413793105,0.7820045129748024,31 +False,0.6724137931034483,0.41379310344827586,0.795919518616021,32 +False,0.6896551724137931,0.43103448275862066,0.8146295599849567,33 +False,0.7068965517241379,0.4482758620689655,0.8334524257239563,34 +False,0.7241379310344828,0.46551724137931033,0.8459383226776983,35 +False,0.7413793103448276,0.4827586206896552,0.8514479127491538,36 +False,0.7413793103448276,0.5172413793103449,0.8514479127491538,37 +False,0.7586206896551724,0.5344827586206896,0.85315908236179,38 +False,0.7586206896551724,0.5689655172413793,0.85315908236179,39 +False,0.7586206896551724,0.603448275862069,0.85315908236179,40 +False,0.7586206896551724,0.6379310344827587,0.85315908236179,41 +False,0.7586206896551724,0.6724137931034483,0.85315908236179,42 +False,0.7586206896551724,0.7068965517241379,0.85315908236179,43 +False,0.7586206896551724,0.7413793103448276,0.85315908236179,44 +False,0.7586206896551724,0.7758620689655172,0.85315908236179,45 +False,0.7586206896551724,0.8103448275862069,0.85315908236179,46 +False,0.7586206896551724,0.8448275862068966,0.85315908236179,47 +False,0.7586206896551724,0.8793103448275862,0.85315908236179,48 +False,0.7586206896551724,0.9137931034482759,0.85315908236179,49 +False,0.7586206896551724,0.9310344827586207,0.85315908236179,50 +False,0.7758620689655172,0.9482758620689655,0.8546634072959758,51 +False,0.7931034482758621,0.9655172413793104,0.8575968409176381,52 +False,0.8103448275862069,0.9827586206896551,0.8618653629183902,53 +False,0.8275862068965517,1.0,0.866284317412561,54 +False,0.8448275862068966,1.0172413793103448,0.8697066566378336,55 +False,0.8620689655172413,1.0344827586206897,0.8714178262504699,56 +False,0.8620689655172413,1.0517241379310345,0.8714178262504699,57 +False,0.8793103448275862,1.0689655172413792,0.8732982324182021,58 +False,0.896551724137931,1.0862068965517242,0.8775291462955996,59 +False,0.9137931034482759,1.103448275862069,0.8849379465964646,60 +False,0.9310344827586207,1.1206896551724137,0.8918202331703646,61 +False,0.9482758620689655,1.1379310344827587,0.896220383602858,62 +False,0.9655172413793104,1.1551724137931034,0.8977435125987212,63 +False,0.9655172413793104,1.1896551724137931,0.8977435125987212,64 +False,0.9655172413793104,1.206896551724138,0.8977435125987212,65 +False,0.9655172413793104,1.2413793103448276,0.8977435125987212,66 +False,0.9655172413793104,1.2758620689655173,0.8977435125987212,67 +False,0.9655172413793104,1.3103448275862069,0.8977435125987212,68 +False,0.9827586206896551,1.3275862068965518,0.8988529522376832,69 +True,1.0,1.3448275862068966,0.8999999999999999,70 +False,0.034482758620689655,0.0,0.0667732230161715,1 +False,0.06896551724137931,0.0,0.12728469349379468,2 +False,0.10344827586206896,0.0,0.18469349379465966,3 +False,0.13793103448275862,0.0,0.24326814591951862,4 +False,0.1724137931034483,0.0,0.2833019932305378,5 +False,0.20689655172413793,0.0,0.3339413313275667,6 +False,0.2413793103448276,0.0,0.3895261376457314,7 +False,0.25862068965517243,0.017241379310344827,0.4226024821361413,8 +False,0.25862068965517243,0.05172413793103448,0.4226024821361413,9 +False,0.29310344827586204,0.05172413793103448,0.4556600225648739,10 +False,0.3275862068965517,0.05172413793103448,0.4948852952237683,11 +False,0.3620689655172414,0.05172413793103448,0.53279428356525,12 +False,0.3793103448275862,0.06896551724137931,0.5592327942835652,13 +False,0.39655172413793105,0.08620689655172414,0.5989469725460699,14 +False,0.43103448275862066,0.08620689655172414,0.6382474614516734,15 +False,0.46551724137931033,0.08620689655172414,0.665062053403535,16 +False,0.4827586206896552,0.10344827586206896,0.6759308010530273,17 +False,0.5172413793103449,0.10344827586206896,0.6941143286949979,18 +False,0.5517241379310345,0.10344827586206896,0.7186160210605489,19 +False,0.5517241379310345,0.13793103448275862,0.7186160210605489,20 +False,0.5517241379310345,0.1724137931034483,0.7186160210605489,21 +False,0.5517241379310345,0.20689655172413793,0.7186160210605489,22 +False,0.5517241379310345,0.2413793103448276,0.7186160210605489,23 +False,0.5517241379310345,0.27586206896551724,0.7186160210605489,24 +False,0.5517241379310345,0.3103448275862069,0.7186160210605489,25 +False,0.5689655172413793,0.3275862068965517,0.7237119217751032,26 +False,0.5862068965517241,0.3448275862068966,0.7339037232042119,27 +False,0.603448275862069,0.3620689655172414,0.7488905603610378,28 +False,0.6206896551724138,0.3793103448275862,0.7638585934561865,29 +False,0.6379310344827587,0.39655172413793105,0.7757427604362541,30 +False,0.6551724137931034,0.39655172413793105,0.7820045129748024,31 +False,0.6724137931034483,0.41379310344827586,0.795919518616021,32 +False,0.6896551724137931,0.43103448275862066,0.8146295599849567,33 +False,0.7068965517241379,0.4482758620689655,0.8334524257239563,34 +False,0.7241379310344828,0.46551724137931033,0.8459383226776983,35 +False,0.7413793103448276,0.4827586206896552,0.8514479127491538,36 +False,0.7413793103448276,0.5172413793103449,0.8514479127491538,37 +False,0.7586206896551724,0.5344827586206896,0.85315908236179,38 +False,0.7586206896551724,0.5689655172413793,0.85315908236179,39 +False,0.7586206896551724,0.603448275862069,0.85315908236179,40 +False,0.7586206896551724,0.6379310344827587,0.85315908236179,41 +False,0.7586206896551724,0.6724137931034483,0.85315908236179,42 +False,0.7586206896551724,0.7068965517241379,0.85315908236179,43 +False,0.7586206896551724,0.7413793103448276,0.85315908236179,44 +False,0.7586206896551724,0.7758620689655172,0.85315908236179,45 +False,0.7586206896551724,0.8103448275862069,0.85315908236179,46 +False,0.7586206896551724,0.8448275862068966,0.85315908236179,47 +False,0.7586206896551724,0.8793103448275862,0.85315908236179,48 +False,0.7586206896551724,0.9137931034482759,0.85315908236179,49 +False,0.7586206896551724,0.9310344827586207,0.85315908236179,50 +False,0.7758620689655172,0.9482758620689655,0.8546634072959758,51 +False,0.7931034482758621,0.9655172413793104,0.8575968409176381,52 +False,0.8103448275862069,0.9827586206896551,0.8618653629183902,53 +False,0.8275862068965517,1.0,0.866284317412561,54 +False,0.8448275862068966,1.0172413793103448,0.8697066566378336,55 +False,0.8620689655172413,1.0344827586206897,0.8714178262504699,56 +False,0.8620689655172413,1.0517241379310345,0.8714178262504699,57 +False,0.8793103448275862,1.0689655172413792,0.8732982324182021,58 +False,0.896551724137931,1.0862068965517242,0.8775291462955996,59 +False,0.9137931034482759,1.103448275862069,0.8849379465964646,60 +False,0.9310344827586207,1.1206896551724137,0.8918202331703646,61 +False,0.9482758620689655,1.1379310344827587,0.896220383602858,62 +False,0.9655172413793104,1.1551724137931034,0.8977435125987212,63 +False,0.9655172413793104,1.1896551724137931,0.8977435125987212,64 +False,0.9655172413793104,1.206896551724138,0.8977435125987212,65 +False,0.9655172413793104,1.2413793103448276,0.8977435125987212,66 +False,0.9655172413793104,1.2758620689655173,0.8977435125987212,67 +False,0.9655172413793104,1.3103448275862069,0.8977435125987212,68 +False,0.9827586206896551,1.3275862068965518,0.8988529522376832,69 +True,1.0,1.3448275862068966,0.8999999999999999,70 +False,0.034482758620689655,0.0,0.0667732230161715,1 +False,0.06896551724137931,0.0,0.12728469349379468,2 +False,0.10344827586206896,0.0,0.18469349379465966,3 +False,0.13793103448275862,0.0,0.24326814591951862,4 +False,0.1724137931034483,0.0,0.2833019932305378,5 +False,0.20689655172413793,0.0,0.3339413313275667,6 +False,0.2413793103448276,0.0,0.3895261376457314,7 +False,0.25862068965517243,0.017241379310344827,0.4226024821361413,8 +False,0.25862068965517243,0.05172413793103448,0.4226024821361413,9 +False,0.29310344827586204,0.05172413793103448,0.4556600225648739,10 +False,0.3275862068965517,0.05172413793103448,0.4948852952237683,11 +False,0.3620689655172414,0.05172413793103448,0.53279428356525,12 +False,0.3793103448275862,0.06896551724137931,0.5592327942835652,13 +False,0.39655172413793105,0.08620689655172414,0.5989469725460699,14 +False,0.43103448275862066,0.08620689655172414,0.6382474614516734,15 +False,0.46551724137931033,0.08620689655172414,0.665062053403535,16 +False,0.4827586206896552,0.10344827586206896,0.6759308010530273,17 +False,0.5172413793103449,0.10344827586206896,0.6941143286949979,18 +False,0.5517241379310345,0.10344827586206896,0.7186160210605489,19 +False,0.5517241379310345,0.13793103448275862,0.7186160210605489,20 +False,0.5517241379310345,0.1724137931034483,0.7186160210605489,21 +False,0.5517241379310345,0.20689655172413793,0.7186160210605489,22 +False,0.5517241379310345,0.2413793103448276,0.7186160210605489,23 +False,0.5517241379310345,0.27586206896551724,0.7186160210605489,24 +False,0.5517241379310345,0.3103448275862069,0.7186160210605489,25 +False,0.5689655172413793,0.3275862068965517,0.7237119217751032,26 +False,0.5862068965517241,0.3448275862068966,0.7339037232042119,27 +False,0.603448275862069,0.3620689655172414,0.7488905603610378,28 +False,0.6206896551724138,0.3793103448275862,0.7638585934561865,29 +False,0.6379310344827587,0.39655172413793105,0.7757427604362541,30 +False,0.6551724137931034,0.39655172413793105,0.7820045129748024,31 +False,0.6724137931034483,0.41379310344827586,0.795919518616021,32 +False,0.6896551724137931,0.43103448275862066,0.8146295599849567,33 +False,0.7068965517241379,0.4482758620689655,0.8334524257239563,34 +False,0.7241379310344828,0.46551724137931033,0.8459383226776983,35 +False,0.7413793103448276,0.4827586206896552,0.8514479127491538,36 +False,0.7413793103448276,0.5172413793103449,0.8514479127491538,37 +False,0.7586206896551724,0.5344827586206896,0.85315908236179,38 +False,0.7586206896551724,0.5689655172413793,0.85315908236179,39 +False,0.7586206896551724,0.603448275862069,0.85315908236179,40 +False,0.7586206896551724,0.6379310344827587,0.85315908236179,41 +False,0.7586206896551724,0.6724137931034483,0.85315908236179,42 +False,0.7586206896551724,0.7068965517241379,0.85315908236179,43 +False,0.7586206896551724,0.7413793103448276,0.85315908236179,44 +False,0.7586206896551724,0.7758620689655172,0.85315908236179,45 +False,0.7586206896551724,0.8103448275862069,0.85315908236179,46 +False,0.7586206896551724,0.8448275862068966,0.85315908236179,47 +False,0.7586206896551724,0.8793103448275862,0.85315908236179,48 +False,0.7586206896551724,0.9137931034482759,0.85315908236179,49 +False,0.7586206896551724,0.9310344827586207,0.85315908236179,50 +False,0.7758620689655172,0.9482758620689655,0.8546634072959758,51 +False,0.7931034482758621,0.9655172413793104,0.8575968409176381,52 +False,0.8103448275862069,0.9827586206896551,0.8618653629183902,53 +False,0.8275862068965517,1.0,0.866284317412561,54 +False,0.8448275862068966,1.0172413793103448,0.8697066566378336,55 +False,0.8620689655172413,1.0344827586206897,0.8714178262504699,56 +False,0.8620689655172413,1.0517241379310345,0.8714178262504699,57 +False,0.8793103448275862,1.0689655172413792,0.8732982324182021,58 +False,0.896551724137931,1.0862068965517242,0.8775291462955996,59 +False,0.9137931034482759,1.103448275862069,0.8849379465964646,60 +False,0.9310344827586207,1.1206896551724137,0.8918202331703646,61 +False,0.9482758620689655,1.1379310344827587,0.896220383602858,62 +False,0.9655172413793104,1.1551724137931034,0.8977435125987212,63 +False,0.9655172413793104,1.1896551724137931,0.8977435125987212,64 +False,0.9655172413793104,1.206896551724138,0.8977435125987212,65 +False,0.9655172413793104,1.2413793103448276,0.8977435125987212,66 +False,0.9655172413793104,1.2758620689655173,0.8977435125987212,67 +False,0.9655172413793104,1.3103448275862069,0.8977435125987212,68 +False,0.9827586206896551,1.3275862068965518,0.8988529522376832,69 +True,1.0,1.3448275862068966,0.8999999999999999,70 +False,0.034482758620689655,0.0,0.06739375705152313,1 +False,0.06896551724137931,0.0,0.11842798044377587,2 +False,0.10344827586206896,0.0,0.15992854456562616,3 +False,0.13793103448275862,0.0,0.21908612260248211,4 +False,0.1724137931034483,0.0,0.275554719819481,5 +False,0.20689655172413793,0.0,0.33606619029710416,6 +False,0.2413793103448276,0.0,0.39247837532907104,7 +False,0.25862068965517243,0.017241379310344827,0.42613764573147794,8 +False,0.25862068965517243,0.05172413793103448,0.42613764573147794,9 +False,0.29310344827586204,0.05172413793103448,0.45825498307634444,10 +False,0.3275862068965517,0.05172413793103448,0.48356525009402024,11 +False,0.3620689655172414,0.05172413793103448,0.5023128995863106,12 +False,0.3793103448275862,0.06896551724137931,0.5141970665663783,13 +False,0.41379310344827586,0.06896551724137931,0.5422715306506205,14 +False,0.4482758620689655,0.06896551724137931,0.5834712297856336,15 +False,0.46551724137931033,0.08620689655172414,0.6211357653253101,16 +False,0.4827586206896552,0.10344827586206896,0.6464648364046632,17 +False,0.5172413793103449,0.10344827586206896,0.682681459195186,18 +False,0.5517241379310345,0.10344827586206896,0.7212109815720193,19 +False,0.5517241379310345,0.13793103448275862,0.7212109815720193,20 +False,0.5517241379310345,0.1724137931034483,0.7212109815720193,21 +False,0.5517241379310345,0.20689655172413793,0.7212109815720193,22 +False,0.5517241379310345,0.2413793103448276,0.7212109815720193,23 +False,0.5517241379310345,0.27586206896551724,0.7212109815720193,24 +False,0.5517241379310345,0.3103448275862069,0.7212109815720193,25 +False,0.5862068965517241,0.3103448275862069,0.7368559608875515,26 +False,0.6206896551724138,0.3103448275862069,0.7495110943963894,27 +False,0.6551724137931034,0.3103448275862069,0.7585934561865361,28 +False,0.6896551724137931,0.3103448275862069,0.7646483640466338,29 +False,0.7068965517241379,0.3275862068965517,0.7680707032719065,30 +False,0.7241379310344828,0.3275862068965517,0.7697818728845428,31 +False,0.7413793103448276,0.3448275862068966,0.7760436254230911,32 +False,0.7586206896551724,0.3620689655172414,0.7899586310643096,33 +False,0.7758620689655172,0.3793103448275862,0.8086686724332454,34 +False,0.7931034482758621,0.39655172413793105,0.827491538172245,35 +False,0.8103448275862069,0.41379310344827586,0.839977435125987,36 +False,0.8275862068965517,0.43103448275862066,0.8454870251974425,37 +False,0.8448275862068966,0.4482758620689655,0.8563557728469348,38 +False,0.8620689655172413,0.46551724137931033,0.8714178262504699,39 +False,0.8620689655172413,0.5,0.8714178262504699,40 +False,0.8620689655172413,0.5344827586206896,0.8714178262504699,41 +False,0.8620689655172413,0.5689655172413793,0.8714178262504699,42 +False,0.8620689655172413,0.603448275862069,0.8714178262504699,43 +False,0.8620689655172413,0.6379310344827587,0.8714178262504699,44 +False,0.8620689655172413,0.6724137931034483,0.8714178262504699,45 +False,0.8620689655172413,0.7068965517241379,0.8714178262504699,46 +False,0.8620689655172413,0.7413793103448276,0.8714178262504699,47 +False,0.8620689655172413,0.7758620689655172,0.8714178262504699,48 +False,0.8620689655172413,0.8103448275862069,0.8714178262504699,49 +False,0.8620689655172413,0.8448275862068966,0.8714178262504699,50 +False,0.8620689655172413,0.8793103448275862,0.8714178262504699,51 +False,0.8620689655172413,0.9137931034482759,0.8714178262504699,52 +False,0.8793103448275862,0.9310344827586207,0.872527265889432,53 +False,0.896551724137931,0.9482758620689655,0.8736743136517486,54 +False,0.896551724137931,0.9827586206896551,0.8736743136517486,55 +False,0.896551724137931,1.0172413793103448,0.8736743136517486,56 +False,0.896551724137931,1.0344827586206897,0.8736743136517486,57 +False,0.896551724137931,1.0689655172413792,0.8736743136517486,58 +False,0.9137931034482759,1.0862068965517242,0.8755547198194809,59 +False,0.9310344827586207,1.103448275862069,0.8797856336968783,60 +False,0.9482758620689655,1.1206896551724137,0.8871944339977433,61 +False,0.9655172413793104,1.1379310344827587,0.8940767205716433,62 +False,0.9827586206896551,1.1551724137931034,0.8984768710041368,63 +True,1.0,1.1724137931034482,0.8999999999999999,64 +False,0.034482758620689655,0.0,0.05960887551711169,1 +False,0.06896551724137931,0.0,0.10823617901466716,2 +False,0.10344827586206896,0.0,0.13732606242948475,3 +False,0.13793103448275862,0.0,0.1741256111320045,4 +False,0.1724137931034483,0.0,0.21893569010906355,5 +False,0.20689655172413793,0.0,0.2827566754418954,6 +False,0.2413793103448276,0.0,0.3479315532154945,7 +False,0.25862068965517243,0.017241379310344827,0.38234298608499434,8 +False,0.25862068965517243,0.05172413793103448,0.38234298608499434,9 +False,0.29310344827586204,0.05172413793103448,0.4367619405791651,10 +False,0.3275862068965517,0.05172413793103448,0.47425723956374577,11 +False,0.3620689655172414,0.05172413793103448,0.49430236931177135,12 +False,0.39655172413793105,0.05172413793103448,0.5012410680707032,13 +False,0.43103448275862066,0.05172413793103448,0.5130312147423843,14 +False,0.46551724137931033,0.05172413793103448,0.5300676946220383,15 +False,0.5,0.05172413793103448,0.5504889056036103,16 +False,0.5172413793103449,0.06896551724137931,0.5693117713426099,17 +False,0.5517241379310345,0.06896551724137931,0.6084806318164722,18 +False,0.5862068965517241,0.06896551724137931,0.6647611884166978,19 +False,0.5862068965517241,0.10344827586206896,0.6647611884166978,20 +False,0.5862068965517241,0.13793103448275862,0.6647611884166978,21 +False,0.5862068965517241,0.1724137931034483,0.6647611884166978,22 +False,0.5862068965517241,0.20689655172413793,0.6647611884166978,23 +False,0.5862068965517241,0.2413793103448276,0.6647611884166978,24 +False,0.5862068965517241,0.27586206896551724,0.6647611884166978,25 +False,0.603448275862069,0.29310344827586204,0.6992666415945843,26 +False,0.6379310344827587,0.29310344827586204,0.7338097028958254,27 +False,0.6724137931034483,0.29310344827586204,0.7568822865738999,28 +False,0.6896551724137931,0.3103448275862069,0.7672057164347499,29 +False,0.7068965517241379,0.3275862068965517,0.7709853328318916,30 +False,0.7068965517241379,0.3620689655172414,0.7709853328318916,31 +False,0.7241379310344828,0.3793103448275862,0.7726212861978187,32 +False,0.7586206896551724,0.3793103448275862,0.7759872132380593,33 +False,0.7758620689655172,0.39655172413793105,0.7802181271154568,34 +False,0.7931034482758621,0.41379310344827586,0.7876269274163218,35 +False,0.8103448275862069,0.43103448275862066,0.7945092139902218,36 +False,0.8275862068965517,0.4482758620689655,0.7989093644227152,37 +False,0.8448275862068966,0.46551724137931033,0.8113952613764572,38 +False,0.8620689655172413,0.4827586206896552,0.8367243324558103,39 +False,0.8620689655172413,0.5172413793103449,0.8367243324558103,40 +False,0.8620689655172413,0.5517241379310345,0.8367243324558103,41 +False,0.8620689655172413,0.5862068965517241,0.8367243324558103,42 +False,0.8620689655172413,0.6206896551724138,0.8367243324558103,43 +False,0.8620689655172413,0.6551724137931034,0.8367243324558103,44 +False,0.8620689655172413,0.6896551724137931,0.8367243324558103,45 +False,0.8620689655172413,0.7241379310344828,0.8367243324558103,46 +False,0.8620689655172413,0.7586206896551724,0.8367243324558103,47 +False,0.8620689655172413,0.7931034482758621,0.8367243324558103,48 +False,0.8620689655172413,0.8275862068965517,0.8367243324558103,49 +False,0.8793103448275862,0.8275862068965517,0.8475930801053027,50 +False,0.896551724137931,0.8448275862068966,0.8626551335088378,51 +False,0.9137931034482759,0.8620689655172413,0.8767957878901842,52 +False,0.9310344827586207,0.8793103448275862,0.8865174877773598,53 +False,0.9482758620689655,0.896551724137931,0.8913313275667544,54 +False,0.9655172413793104,0.9137931034482759,0.8929672809326814,55 +False,0.9655172413793104,0.9482758620689655,0.8929672809326814,56 +False,0.9655172413793104,0.9482758620689655,0.8929672809326814,57 +False,0.9655172413793104,0.9827586206896551,0.8929672809326814,58 +False,0.9655172413793104,1.0172413793103448,0.8929672809326814,59 +False,0.9655172413793104,1.0517241379310345,0.8929672809326814,60 +False,0.9655172413793104,1.0862068965517242,0.8929672809326814,61 +False,0.9655172413793104,1.1206896551724137,0.8929672809326814,62 +False,0.9655172413793104,1.1551724137931034,0.8929672809326814,63 +False,0.9827586206896551,1.1724137931034482,0.8944904099285446,64 +False,0.9827586206896551,1.1896551724137931,0.8944904099285446,65 +False,0.9827586206896551,1.2241379310344827,0.8944904099285446,66 +False,0.9827586206896551,1.2586206896551724,0.8944904099285446,67 +False,0.9827586206896551,1.293103448275862,0.8944904099285446,68 +False,0.9827586206896551,1.3275862068965518,0.8944904099285446,69 +False,0.9827586206896551,1.3620689655172413,0.8944904099285446,70 +False,0.9827586206896551,1.396551724137931,0.8944904099285446,71 +False,0.9827586206896551,1.4310344827586208,0.8944904099285446,72 +False,0.9827586206896551,1.4655172413793103,0.8944904099285446,73 +False,0.9827586206896551,1.5,0.8944904099285446,74 +False,0.9827586206896551,1.5344827586206897,0.8944904099285446,75 +False,0.9827586206896551,1.5689655172413792,0.8944904099285446,76 +False,0.9827586206896551,1.603448275862069,0.8944904099285446,77 +False,0.9827586206896551,1.6379310344827587,0.8944904099285446,78 +False,0.9827586206896551,1.6724137931034482,0.8944904099285446,79 +False,0.9827586206896551,1.706896551724138,0.8944904099285446,80 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,81 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,82 +False,0.9827586206896551,1.7758620689655173,0.8944904099285446,83 +False,0.9827586206896551,1.8103448275862069,0.8944904099285446,84 +False,0.9827586206896551,1.8448275862068966,0.8944904099285446,85 +False,0.9827586206896551,1.8793103448275863,0.8944904099285446,86 +False,0.9827586206896551,1.9137931034482758,0.8944904099285446,87 +False,0.9827586206896551,1.9482758620689655,0.8944904099285446,88 +False,0.9827586206896551,1.9827586206896552,0.8944904099285446,89 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,90 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,91 +False,0.9827586206896551,2.0517241379310347,0.8944904099285446,92 +False,0.9827586206896551,2.086206896551724,0.8944904099285446,93 +False,0.9827586206896551,2.1206896551724137,0.8944904099285446,94 +False,0.9827586206896551,2.1551724137931036,0.8944904099285446,95 +False,0.9827586206896551,2.189655172413793,0.8944904099285446,96 +False,0.9827586206896551,2.2241379310344827,0.8944904099285446,97 +False,0.9827586206896551,2.2586206896551726,0.8944904099285446,98 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,99 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,100 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,101 +False,0.9827586206896551,2.3275862068965516,0.8944904099285446,102 +False,0.9827586206896551,2.3620689655172415,0.8944904099285446,103 +False,0.9827586206896551,2.396551724137931,0.8944904099285446,104 +False,0.9827586206896551,2.4310344827586206,0.8944904099285446,105 +False,0.9827586206896551,2.4655172413793105,0.8944904099285446,106 +False,0.9827586206896551,2.5,0.8944904099285446,107 +False,0.9827586206896551,2.5344827586206895,0.8944904099285446,108 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,109 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,110 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,111 +False,0.9827586206896551,2.603448275862069,0.8944904099285446,112 +False,0.9827586206896551,2.6379310344827585,0.8944904099285446,113 +False,0.9827586206896551,2.6724137931034484,0.8944904099285446,114 +False,0.9827586206896551,2.706896551724138,0.8944904099285446,115 +False,0.9827586206896551,2.7413793103448274,0.8944904099285446,116 +False,0.9827586206896551,2.7758620689655173,0.8944904099285446,117 +False,0.9827586206896551,2.810344827586207,0.8944904099285446,118 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,119 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,120 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,121 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,122 +False,0.9827586206896551,2.8793103448275863,0.8944904099285446,123 +False,0.9827586206896551,2.913793103448276,0.8944904099285446,124 +False,0.9827586206896551,2.9482758620689653,0.8944904099285446,125 +False,0.9827586206896551,2.9827586206896552,0.8944904099285446,126 +False,0.9827586206896551,3.0172413793103448,0.8944904099285446,127 +False,0.9827586206896551,3.0517241379310347,0.8944904099285446,128 +False,0.9827586206896551,3.086206896551724,0.8944904099285446,129 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,130 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,131 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,132 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,133 +False,0.9827586206896551,3.1551724137931036,0.8944904099285446,134 +False,0.9827586206896551,3.189655172413793,0.8944904099285446,135 +False,0.9827586206896551,3.2241379310344827,0.8944904099285446,136 +False,0.9827586206896551,3.2586206896551726,0.8944904099285446,137 +False,0.9827586206896551,3.293103448275862,0.8944904099285446,138 +False,0.9827586206896551,3.3275862068965516,0.8944904099285446,139 +False,0.9827586206896551,3.3620689655172415,0.8944904099285446,140 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,141 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,142 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,143 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,144 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,145 +False,0.9827586206896551,3.4310344827586206,0.8944904099285446,146 +False,0.9827586206896551,3.4655172413793105,0.8944904099285446,147 +False,0.9827586206896551,3.5,0.8944904099285446,148 +False,0.9827586206896551,3.5344827586206895,0.8944904099285446,149 +False,0.9827586206896551,3.5689655172413794,0.8944904099285446,150 +False,0.9827586206896551,3.603448275862069,0.8944904099285446,151 +False,0.9827586206896551,3.6379310344827585,0.8944904099285446,152 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,153 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,154 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,155 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,156 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,157 +False,0.9827586206896551,3.706896551724138,0.8944904099285446,158 +False,0.9827586206896551,3.7413793103448274,0.8944904099285446,159 +False,0.9827586206896551,3.7758620689655173,0.8944904099285446,160 +False,0.9827586206896551,3.810344827586207,0.8944904099285446,161 +False,0.9827586206896551,3.8448275862068964,0.8944904099285446,162 +False,0.9827586206896551,3.8793103448275863,0.8944904099285446,163 +False,0.9827586206896551,3.913793103448276,0.8944904099285446,164 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,165 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,166 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,167 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,168 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,169 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,170 +False,0.9827586206896551,3.9827586206896552,0.8944904099285446,171 +False,0.9827586206896551,4.017241379310345,0.8944904099285446,172 +False,0.9827586206896551,4.051724137931035,0.8944904099285446,173 +False,0.9827586206896551,4.086206896551724,0.8944904099285446,174 +False,0.9827586206896551,4.120689655172414,0.8944904099285446,175 +False,0.9827586206896551,4.155172413793103,0.8944904099285446,176 +False,0.9827586206896551,4.189655172413793,0.8944904099285446,177 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,178 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,179 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,180 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,181 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,182 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,183 +False,0.9827586206896551,4.258620689655173,0.8944904099285446,184 +False,0.9827586206896551,4.293103448275862,0.8944904099285446,185 +False,0.9827586206896551,4.327586206896552,0.8944904099285446,186 +False,0.9827586206896551,4.362068965517241,0.8944904099285446,187 +False,0.9827586206896551,4.396551724137931,0.8944904099285446,188 +False,0.9827586206896551,4.431034482758621,0.8944904099285446,189 +False,0.9827586206896551,4.4655172413793105,0.8944904099285446,190 +False,0.9827586206896551,4.5,0.8944904099285446,191 +False,0.9827586206896551,4.5,0.8944904099285446,192 +False,0.9827586206896551,4.5,0.8944904099285446,193 +False,0.9827586206896551,4.5,0.8944904099285446,194 +False,0.9827586206896551,4.5,0.8944904099285446,195 +False,0.9827586206896551,4.5,0.8944904099285446,196 +False,0.9827586206896551,4.5,0.8944904099285446,197 +False,0.9827586206896551,4.5344827586206895,0.8944904099285446,198 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,199 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,200 +False,0.034482758620689655,0.0,0.0864234674689733,1 +False,0.06896551724137931,0.0,0.1619781872884543,2 +False,0.10344827586206896,0.0,0.21201579541180895,3 +False,0.13793103448275862,0.0,0.26630312147423846,4 +False,0.1724137931034483,0.0,0.30883790898834146,5 +False,0.20689655172413793,0.0,0.3770026325686348,6 +False,0.2413793103448276,0.0,0.4606242948476871,7 +False,0.25862068965517243,0.017241379310344827,0.5107747273411056,8 +False,0.25862068965517243,0.05172413793103448,0.5107747273411056,9 +False,0.29310344827586204,0.05172413793103448,0.5593268145919518,10 +False,0.3275862068965517,0.05172413793103448,0.6053215494546821,11 +False,0.3620689655172414,0.05172413793103448,0.6365738999623918,12 +False,0.39655172413793105,0.05172413793103448,0.6521248589695373,13 +False,0.43103448275862066,0.05172413793103448,0.6746145167356148,14 +False,0.46551724137931033,0.05172413793103448,0.69866491162091,15 +False,0.5,0.05172413793103448,0.7166792027077848,16 +False,0.5344827586206896,0.05172413793103448,0.7253102670176758,17 +False,0.5689655172413793,0.05172413793103448,0.7465400526513727,18 +False,0.603448275862069,0.05172413793103448,0.7849379465964649,19 +False,0.603448275862069,0.08620689655172414,0.7849379465964649,20 +False,0.603448275862069,0.1206896551724138,0.7849379465964649,21 +False,0.603448275862069,0.15517241379310345,0.7849379465964649,22 +False,0.603448275862069,0.1896551724137931,0.7849379465964649,23 +False,0.603448275862069,0.22413793103448276,0.7849379465964649,24 +False,0.603448275862069,0.25862068965517243,0.7849379465964649,25 +False,0.6206896551724138,0.27586206896551724,0.7951297480255736,26 +False,0.6379310344827587,0.29310344827586204,0.8101165851823995,27 +False,0.6551724137931034,0.3103448275862069,0.8250846182775481,28 +False,0.6724137931034483,0.3275862068965517,0.8369687852576158,29 +False,0.6896551724137931,0.3448275862068966,0.8432305377961641,30 +False,0.7068965517241379,0.3620689655172414,0.8451109439638963,31 +False,0.7241379310344828,0.3793103448275862,0.8493418578412938,32 +False,0.7413793103448276,0.39655172413793105,0.8567506581421588,33 +False,0.7758620689655172,0.39655172413793105,0.8652688980819858,34 +False,0.8103448275862069,0.39655172413793105,0.8711545693869877,35 +False,0.8275862068965517,0.41379310344827586,0.8726776983828508,36 +False,0.8275862068965517,0.4482758620689655,0.8726776983828508,37 +False,0.8448275862068966,0.46551724137931033,0.8743888679954871,38 +False,0.8620689655172413,0.4827586206896552,0.8794847687100414,39 +False,0.8620689655172413,0.5172413793103449,0.8794847687100414,40 +False,0.8620689655172413,0.5517241379310345,0.8794847687100414,41 +False,0.8620689655172413,0.5862068965517241,0.8794847687100414,42 +False,0.8620689655172413,0.6206896551724138,0.8794847687100414,43 +False,0.8620689655172413,0.6551724137931034,0.8794847687100414,44 +False,0.8620689655172413,0.6896551724137931,0.8794847687100414,45 +False,0.8620689655172413,0.7241379310344828,0.8794847687100414,46 +False,0.8620689655172413,0.7586206896551724,0.8794847687100414,47 +False,0.8620689655172413,0.7931034482758621,0.8794847687100414,48 +False,0.8620689655172413,0.8275862068965517,0.8794847687100414,49 +False,0.8793103448275862,0.8275862068965517,0.8809890936442272,50 +False,0.896551724137931,0.8448275862068966,0.8839225272658895,51 +False,0.9137931034482759,0.8620689655172413,0.8881910492666416,52 +False,0.9310344827586207,0.8793103448275862,0.8926100037608123,53 +False,0.9482758620689655,0.896551724137931,0.896032342986085,54 +False,0.9655172413793104,0.9137931034482759,0.8977435125987213,55 +False,0.9655172413793104,0.9482758620689655,0.8977435125987213,56 +False,0.9655172413793104,0.9482758620689655,0.8977435125987213,57 +False,0.9655172413793104,0.9827586206896551,0.8977435125987213,58 +False,0.9655172413793104,1.0172413793103448,0.8977435125987213,59 +False,0.9655172413793104,1.0517241379310345,0.8977435125987213,60 +False,0.9655172413793104,1.0862068965517242,0.8977435125987213,61 +False,0.9655172413793104,1.1206896551724137,0.8977435125987213,62 +False,0.9655172413793104,1.1551724137931034,0.8977435125987213,63 +False,0.9655172413793104,1.1896551724137931,0.8977435125987213,64 +False,0.9655172413793104,1.206896551724138,0.8977435125987213,65 +False,0.9655172413793104,1.2413793103448276,0.8977435125987213,66 +False,0.9655172413793104,1.2758620689655173,0.8977435125987213,67 +False,0.9655172413793104,1.3103448275862069,0.8977435125987213,68 +False,0.9827586206896551,1.3275862068965518,0.8988529522376834,69 +True,1.0,1.3448275862068966,0.9,70 +False,0.034482758620689655,0.0,0.0667732230161715,1 +False,0.06896551724137931,0.0,0.12728469349379468,2 +False,0.10344827586206896,0.0,0.18469349379465966,3 +False,0.13793103448275862,0.0,0.24326814591951862,4 +False,0.1724137931034483,0.0,0.2833019932305378,5 +False,0.20689655172413793,0.0,0.3339413313275667,6 +False,0.2413793103448276,0.0,0.3895261376457314,7 +False,0.25862068965517243,0.017241379310344827,0.4226024821361413,8 +False,0.25862068965517243,0.05172413793103448,0.4226024821361413,9 +False,0.29310344827586204,0.05172413793103448,0.4556600225648739,10 +False,0.3275862068965517,0.05172413793103448,0.4948852952237683,11 +False,0.3620689655172414,0.05172413793103448,0.53279428356525,12 +False,0.3793103448275862,0.06896551724137931,0.5592327942835652,13 +False,0.39655172413793105,0.08620689655172414,0.5989469725460699,14 +False,0.43103448275862066,0.08620689655172414,0.6382474614516734,15 +False,0.46551724137931033,0.08620689655172414,0.665062053403535,16 +False,0.4827586206896552,0.10344827586206896,0.6759308010530273,17 +False,0.5172413793103449,0.10344827586206896,0.6941143286949979,18 +False,0.5517241379310345,0.10344827586206896,0.7186160210605489,19 +False,0.5517241379310345,0.13793103448275862,0.7186160210605489,20 +False,0.5517241379310345,0.1724137931034483,0.7186160210605489,21 +False,0.5517241379310345,0.20689655172413793,0.7186160210605489,22 +False,0.5517241379310345,0.2413793103448276,0.7186160210605489,23 +False,0.5517241379310345,0.27586206896551724,0.7186160210605489,24 +False,0.5517241379310345,0.3103448275862069,0.7186160210605489,25 +False,0.5689655172413793,0.3275862068965517,0.7237119217751032,26 +False,0.5862068965517241,0.3448275862068966,0.7339037232042119,27 +False,0.603448275862069,0.3620689655172414,0.7488905603610378,28 +False,0.6206896551724138,0.3793103448275862,0.7638585934561865,29 +False,0.6379310344827587,0.39655172413793105,0.7757427604362541,30 +False,0.6551724137931034,0.39655172413793105,0.7820045129748024,31 +False,0.6724137931034483,0.41379310344827586,0.795919518616021,32 +False,0.6896551724137931,0.43103448275862066,0.8146295599849567,33 +False,0.7068965517241379,0.4482758620689655,0.8334524257239563,34 +False,0.7241379310344828,0.46551724137931033,0.8459383226776983,35 +False,0.7413793103448276,0.4827586206896552,0.8514479127491538,36 +False,0.7413793103448276,0.5172413793103449,0.8514479127491538,37 +False,0.7586206896551724,0.5344827586206896,0.85315908236179,38 +False,0.7586206896551724,0.5689655172413793,0.85315908236179,39 +False,0.7586206896551724,0.603448275862069,0.85315908236179,40 +False,0.7586206896551724,0.6379310344827587,0.85315908236179,41 +False,0.7586206896551724,0.6724137931034483,0.85315908236179,42 +False,0.7586206896551724,0.7068965517241379,0.85315908236179,43 +False,0.7586206896551724,0.7413793103448276,0.85315908236179,44 +False,0.7586206896551724,0.7758620689655172,0.85315908236179,45 +False,0.7586206896551724,0.8103448275862069,0.85315908236179,46 +False,0.7586206896551724,0.8448275862068966,0.85315908236179,47 +False,0.7586206896551724,0.8793103448275862,0.85315908236179,48 +False,0.7586206896551724,0.9137931034482759,0.85315908236179,49 +False,0.7586206896551724,0.9310344827586207,0.85315908236179,50 +False,0.7758620689655172,0.9482758620689655,0.8546634072959758,51 +False,0.7931034482758621,0.9655172413793104,0.8575968409176381,52 +False,0.8103448275862069,0.9827586206896551,0.8618653629183902,53 +False,0.8275862068965517,1.0,0.866284317412561,54 +False,0.8448275862068966,1.0172413793103448,0.8697066566378336,55 +False,0.8620689655172413,1.0344827586206897,0.8714178262504699,56 +False,0.8620689655172413,1.0517241379310345,0.8714178262504699,57 +False,0.8793103448275862,1.0689655172413792,0.8732982324182021,58 +False,0.896551724137931,1.0862068965517242,0.8775291462955996,59 +False,0.9137931034482759,1.103448275862069,0.8849379465964646,60 +False,0.9310344827586207,1.1206896551724137,0.8918202331703646,61 +False,0.9482758620689655,1.1379310344827587,0.896220383602858,62 +False,0.9655172413793104,1.1551724137931034,0.8977435125987212,63 +False,0.9655172413793104,1.1896551724137931,0.8977435125987212,64 +False,0.9655172413793104,1.206896551724138,0.8977435125987212,65 +False,0.9655172413793104,1.2413793103448276,0.8977435125987212,66 +False,0.9655172413793104,1.2758620689655173,0.8977435125987212,67 +False,0.9655172413793104,1.3103448275862069,0.8977435125987212,68 +False,0.9827586206896551,1.3275862068965518,0.8988529522376832,69 +True,1.0,1.3448275862068966,0.8999999999999999,70 +False,0.034482758620689655,0.0,0.060849943587814974,1 +False,0.06896551724137931,0.0,0.1229221511846559,2 +False,0.10344827586206896,0.0,0.16284317412561114,3 +False,0.13793103448275862,0.0,0.20009402030838663,4 +False,0.1724137931034483,0.0,0.22899586310643102,5 +False,0.20689655172413793,0.0,0.28369687852576164,6 +False,0.2413793103448276,0.0,0.3522940955246334,7 +False,0.25862068965517243,0.017241379310344827,0.38856713050018815,8 +False,0.25862068965517243,0.05172413793103448,0.38856713050018815,9 +False,0.29310344827586204,0.05172413793103448,0.44633320797292225,10 +False,0.3275862068965517,0.05172413793103448,0.49990597969161354,11 +False,0.3620689655172414,0.05172413793103448,0.5346934937946598,12 +False,0.3793103448275862,0.06896551724137931,0.5513162843174128,13 +False,0.41379310344827586,0.06896551724137931,0.5704024069198949,14 +False,0.4482758620689655,0.06896551724137931,0.584994358781497,15 +False,0.4827586206896552,0.06896551724137931,0.5974990597969163,16 +False,0.5172413793103449,0.06896551724137931,0.605885671305002,17 +False,0.5517241379310345,0.06896551724137931,0.627641970665664,18 +False,0.5862068965517241,0.06896551724137931,0.6695750282060926,19 +False,0.5862068965517241,0.10344827586206896,0.6695750282060926,20 +False,0.5862068965517241,0.13793103448275862,0.6695750282060926,21 +False,0.5862068965517241,0.1724137931034483,0.6695750282060926,22 +False,0.5862068965517241,0.20689655172413793,0.6695750282060926,23 +False,0.5862068965517241,0.2413793103448276,0.6695750282060926,24 +False,0.5862068965517241,0.27586206896551724,0.6695750282060926,25 +False,0.6206896551724138,0.27586206896551724,0.6960135389244078,26 +False,0.6551724137931034,0.27586206896551724,0.7316660398646109,27 +False,0.6724137931034483,0.29310344827586204,0.7650996615268899,28 +False,0.6896551724137931,0.3103448275862069,0.7870251974426478,29 +False,0.7068965517241379,0.3275862068965517,0.7973486273034978,30 +False,0.7241379310344828,0.3275862068965517,0.8011282437006395,31 +False,0.7413793103448276,0.3448275862068966,0.8063557728469352,32 +False,0.7586206896551724,0.3620689655172414,0.8118841669800679,33 +False,0.7758620689655172,0.3793103448275862,0.8150056412185034,34 +False,0.7931034482758621,0.39655172413793105,0.8167168108311397,35 +False,0.7931034482758621,0.43103448275862066,0.8167168108311397,36 +False,0.8103448275862069,0.4482758620689655,0.8211169612636331,37 +False,0.8275862068965517,0.46551724137931033,0.8336028582173751,38 +False,0.8275862068965517,0.5,0.8336028582173751,39 +False,0.8275862068965517,0.5344827586206896,0.8336028582173751,40 +False,0.8275862068965517,0.5689655172413793,0.8336028582173751,41 +False,0.8275862068965517,0.603448275862069,0.8336028582173751,42 +False,0.8275862068965517,0.6379310344827587,0.8336028582173751,43 +False,0.8275862068965517,0.6724137931034483,0.8336028582173751,44 +False,0.8275862068965517,0.7068965517241379,0.8336028582173751,45 +False,0.8275862068965517,0.7413793103448276,0.8336028582173751,46 +False,0.8275862068965517,0.7758620689655172,0.8336028582173751,47 +False,0.8275862068965517,0.8103448275862069,0.8336028582173751,48 +False,0.8275862068965517,0.8448275862068966,0.8336028582173751,49 +False,0.8448275862068966,0.8448275862068966,0.8391124482888306,50 +False,0.8620689655172413,0.8620689655172413,0.8499811959383229,51 +False,0.8793103448275862,0.8793103448275862,0.8650432493418581,52 +False,0.896551724137931,0.896551724137931,0.8791839037232044,53 +False,0.9137931034482759,0.9137931034482759,0.8889056036103801,54 +False,0.9310344827586207,0.9310344827586207,0.8937194433997746,55 +False,0.9482758620689655,0.9482758620689655,0.8953553967657016,56 +False,0.9482758620689655,0.9655172413793104,0.8953553967657016,57 +False,0.9482758620689655,1.0,0.8953553967657016,58 +False,0.9655172413793104,1.0172413793103448,0.8969913501316287,59 +False,0.9827586206896551,1.0344827586206897,0.8984768710041371,60 +False,0.9827586206896551,1.0689655172413792,0.8984768710041371,61 +False,0.9827586206896551,1.103448275862069,0.8984768710041371,62 +False,0.9827586206896551,1.1379310344827587,0.8984768710041371,63 +True,1.0,1.1551724137931034,0.9000000000000002,64 +False,0.034482758620689655,0.0,0.060849943587814974,1 +False,0.06896551724137931,0.0,0.1229221511846559,2 +False,0.10344827586206896,0.0,0.16284317412561114,3 +False,0.13793103448275862,0.0,0.20009402030838663,4 +False,0.1724137931034483,0.0,0.22899586310643102,5 +False,0.20689655172413793,0.0,0.28369687852576164,6 +False,0.2413793103448276,0.0,0.3522940955246334,7 +False,0.25862068965517243,0.017241379310344827,0.38856713050018815,8 +False,0.25862068965517243,0.05172413793103448,0.38856713050018815,9 +False,0.29310344827586204,0.05172413793103448,0.44633320797292225,10 +False,0.3275862068965517,0.05172413793103448,0.49990597969161354,11 +False,0.3620689655172414,0.05172413793103448,0.5346934937946598,12 +False,0.3793103448275862,0.06896551724137931,0.5513162843174128,13 +False,0.41379310344827586,0.06896551724137931,0.5704024069198949,14 +False,0.4482758620689655,0.06896551724137931,0.584994358781497,15 +False,0.4827586206896552,0.06896551724137931,0.5974990597969163,16 +False,0.5172413793103449,0.06896551724137931,0.605885671305002,17 +False,0.5517241379310345,0.06896551724137931,0.627641970665664,18 +False,0.5862068965517241,0.06896551724137931,0.6695750282060926,19 +False,0.5862068965517241,0.10344827586206896,0.6695750282060926,20 +False,0.5862068965517241,0.13793103448275862,0.6695750282060926,21 +False,0.5862068965517241,0.1724137931034483,0.6695750282060926,22 +False,0.5862068965517241,0.20689655172413793,0.6695750282060926,23 +False,0.5862068965517241,0.2413793103448276,0.6695750282060926,24 +False,0.5862068965517241,0.27586206896551724,0.6695750282060926,25 +False,0.6206896551724138,0.27586206896551724,0.6960135389244078,26 +False,0.6551724137931034,0.27586206896551724,0.7316660398646109,27 +False,0.6724137931034483,0.29310344827586204,0.7650996615268899,28 +False,0.6896551724137931,0.3103448275862069,0.7870251974426478,29 +False,0.7068965517241379,0.3275862068965517,0.7973486273034978,30 +False,0.7241379310344828,0.3275862068965517,0.8011282437006395,31 +False,0.7413793103448276,0.3448275862068966,0.8063557728469352,32 +False,0.7586206896551724,0.3620689655172414,0.8118841669800679,33 +False,0.7758620689655172,0.3793103448275862,0.8150056412185034,34 +False,0.7931034482758621,0.39655172413793105,0.8167168108311397,35 +False,0.7931034482758621,0.43103448275862066,0.8167168108311397,36 +False,0.8103448275862069,0.4482758620689655,0.8211169612636331,37 +False,0.8275862068965517,0.46551724137931033,0.8336028582173751,38 +False,0.8275862068965517,0.5,0.8336028582173751,39 +False,0.8275862068965517,0.5344827586206896,0.8336028582173751,40 +False,0.8275862068965517,0.5689655172413793,0.8336028582173751,41 +False,0.8275862068965517,0.603448275862069,0.8336028582173751,42 +False,0.8275862068965517,0.6379310344827587,0.8336028582173751,43 +False,0.8275862068965517,0.6724137931034483,0.8336028582173751,44 +False,0.8275862068965517,0.7068965517241379,0.8336028582173751,45 +False,0.8275862068965517,0.7413793103448276,0.8336028582173751,46 +False,0.8275862068965517,0.7758620689655172,0.8336028582173751,47 +False,0.8275862068965517,0.8103448275862069,0.8336028582173751,48 +False,0.8275862068965517,0.8448275862068966,0.8336028582173751,49 +False,0.8448275862068966,0.8448275862068966,0.8391124482888306,50 +False,0.8620689655172413,0.8620689655172413,0.8499811959383229,51 +False,0.8793103448275862,0.8793103448275862,0.8650432493418581,52 +False,0.896551724137931,0.896551724137931,0.8791839037232044,53 +False,0.9137931034482759,0.9137931034482759,0.8889056036103801,54 +False,0.9310344827586207,0.9310344827586207,0.8937194433997746,55 +False,0.9482758620689655,0.9482758620689655,0.8953553967657016,56 +False,0.9482758620689655,0.9655172413793104,0.8953553967657016,57 +False,0.9482758620689655,1.0,0.8953553967657016,58 +False,0.9655172413793104,1.0172413793103448,0.8969913501316287,59 +False,0.9827586206896551,1.0344827586206897,0.8984768710041371,60 +False,0.9827586206896551,1.0689655172413792,0.8984768710041371,61 +False,0.9827586206896551,1.103448275862069,0.8984768710041371,62 +False,0.9827586206896551,1.1379310344827587,0.8984768710041371,63 +True,1.0,1.1551724137931034,0.9000000000000002,64 +False,0.034482758620689655,0.0,0.08990221887927793,1 +False,0.06896551724137931,0.0,0.16649116209101167,2 +False,0.10344827586206896,0.0,0.2134825122226401,3 +False,0.13793103448275862,0.0,0.26585182399398266,4 +False,0.1724137931034483,0.0,0.30801053027453923,5 +False,0.20689655172413793,0.0,0.38008649868371563,6 +False,0.2413793103448276,0.0,0.46970665663783373,7 +False,0.25862068965517243,0.017241379310344827,0.5233358405415569,8 +False,0.25862068965517243,0.05172413793103448,0.5233358405415569,9 +False,0.29310344827586204,0.05172413793103448,0.572809326814592,10 +False,0.3275862068965517,0.05172413793103448,0.6181271154569387,11 +False,0.3620689655172414,0.05172413793103448,0.6463144039112448,12 +False,0.39655172413793105,0.05172413793103448,0.658518239939827,13 +False,0.43103448275862066,0.05172413793103448,0.6793719443399775,14 +False,0.46551724137931033,0.05172413793103448,0.7039864610755924,15 +False,0.5,0.05172413793103448,0.721229785633697,16 +False,0.5344827586206896,0.05172413793103448,0.7307258367807448,17 +False,0.5689655172413793,0.05172413793103448,0.7534035351635955,18 +False,0.603448275862069,0.05172413793103448,0.7937194433997745,19 +False,0.603448275862069,0.08620689655172414,0.7937194433997745,20 +False,0.603448275862069,0.1206896551724138,0.7937194433997745,21 +False,0.603448275862069,0.15517241379310345,0.7937194433997745,22 +False,0.603448275862069,0.1896551724137931,0.7937194433997745,23 +False,0.603448275862069,0.22413793103448276,0.7937194433997745,24 +False,0.603448275862069,0.25862068965517243,0.7937194433997745,25 +False,0.6379310344827587,0.25862068965517243,0.8088567130500189,26 +False,0.6724137931034483,0.25862068965517243,0.8283377209477248,27 +False,0.7068965517241379,0.25862068965517243,0.8459007145543439,28 +False,0.7413793103448276,0.25862068965517243,0.8573335840541558,29 +False,0.7586206896551724,0.27586206896551724,0.8621474238435504,30 +False,0.7758620689655172,0.27586206896551724,0.8637833772094774,31 +False,0.7931034482758621,0.29310344827586204,0.8675629936066191,32 +False,0.8103448275862069,0.3103448275862069,0.8727905227529148,33 +False,0.8275862068965517,0.3275862068965517,0.8783189168860476,34 +False,0.8448275862068966,0.3448275862068966,0.881440391124483,35 +False,0.8620689655172413,0.3620689655172414,0.8831515607371193,36 +False,0.8793103448275862,0.3793103448275862,0.8846746897329825,37 +False,0.9137931034482759,0.3793103448275862,0.8916886047386237,38 +False,0.9310344827586207,0.39655172413793105,0.894622038360286,39 +False,0.9310344827586207,0.43103448275862066,0.894622038360286,40 +False,0.9310344827586207,0.46551724137931033,0.894622038360286,41 +False,0.9310344827586207,0.5,0.894622038360286,42 +False,0.9310344827586207,0.5344827586206896,0.894622038360286,43 +False,0.9310344827586207,0.5689655172413793,0.894622038360286,44 +False,0.9310344827586207,0.603448275862069,0.894622038360286,45 +False,0.9310344827586207,0.6379310344827587,0.894622038360286,46 +False,0.9310344827586207,0.6724137931034483,0.894622038360286,47 +False,0.9310344827586207,0.7068965517241379,0.894622038360286,48 +False,0.9310344827586207,0.7413793103448276,0.894622038360286,49 +False,0.9310344827586207,0.7758620689655172,0.894622038360286,50 +False,0.9310344827586207,0.8103448275862069,0.894622038360286,51 +False,0.9482758620689655,0.8275862068965517,0.895731477999248,52 +False,0.9655172413793104,0.8448275862068966,0.8968785257615647,53 +False,0.9655172413793104,0.8793103448275862,0.8968785257615647,54 +False,0.9655172413793104,0.9137931034482759,0.8968785257615647,55 +False,0.9655172413793104,0.9482758620689655,0.8968785257615647,56 +False,0.9655172413793104,0.9655172413793104,0.8968785257615647,57 +False,0.9655172413793104,1.0,0.8968785257615647,58 +False,0.9655172413793104,1.0344827586206897,0.8968785257615647,59 +False,0.9827586206896551,1.0517241379310345,0.8985144791274917,60 +True,1.0,1.0689655172413792,0.9000000000000001,61 +False,0.034482758620689655,0.0,0.05960887551711169,1 +False,0.06896551724137931,0.0,0.10823617901466716,2 +False,0.10344827586206896,0.0,0.13732606242948475,3 +False,0.13793103448275862,0.0,0.1741256111320045,4 +False,0.1724137931034483,0.0,0.21893569010906355,5 +False,0.20689655172413793,0.0,0.2827566754418954,6 +False,0.2413793103448276,0.0,0.3479315532154945,7 +False,0.25862068965517243,0.017241379310344827,0.38234298608499434,8 +False,0.25862068965517243,0.05172413793103448,0.38234298608499434,9 +False,0.29310344827586204,0.05172413793103448,0.4367619405791651,10 +False,0.3275862068965517,0.05172413793103448,0.47425723956374577,11 +False,0.3620689655172414,0.05172413793103448,0.49430236931177135,12 +False,0.39655172413793105,0.05172413793103448,0.5012410680707032,13 +False,0.43103448275862066,0.05172413793103448,0.5130312147423843,14 +False,0.46551724137931033,0.05172413793103448,0.5300676946220383,15 +False,0.5,0.05172413793103448,0.5504889056036103,16 +False,0.5172413793103449,0.06896551724137931,0.5693117713426099,17 +False,0.5517241379310345,0.06896551724137931,0.6084806318164722,18 +False,0.5862068965517241,0.06896551724137931,0.6647611884166978,19 +False,0.5862068965517241,0.10344827586206896,0.6647611884166978,20 +False,0.5862068965517241,0.13793103448275862,0.6647611884166978,21 +False,0.5862068965517241,0.1724137931034483,0.6647611884166978,22 +False,0.5862068965517241,0.20689655172413793,0.6647611884166978,23 +False,0.5862068965517241,0.2413793103448276,0.6647611884166978,24 +False,0.5862068965517241,0.27586206896551724,0.6647611884166978,25 +False,0.603448275862069,0.29310344827586204,0.6992666415945843,26 +False,0.6379310344827587,0.29310344827586204,0.7338097028958254,27 +False,0.6724137931034483,0.29310344827586204,0.7568822865738999,28 +False,0.6896551724137931,0.3103448275862069,0.7672057164347499,29 +False,0.7068965517241379,0.3275862068965517,0.7709853328318916,30 +False,0.7068965517241379,0.3620689655172414,0.7709853328318916,31 +False,0.7241379310344828,0.3793103448275862,0.7726212861978187,32 +False,0.7586206896551724,0.3793103448275862,0.7759872132380593,33 +False,0.7758620689655172,0.39655172413793105,0.7802181271154568,34 +False,0.7931034482758621,0.41379310344827586,0.7876269274163218,35 +False,0.8103448275862069,0.43103448275862066,0.7945092139902218,36 +False,0.8275862068965517,0.4482758620689655,0.7989093644227152,37 +False,0.8448275862068966,0.46551724137931033,0.8113952613764572,38 +False,0.8620689655172413,0.4827586206896552,0.8367243324558103,39 +False,0.8620689655172413,0.5172413793103449,0.8367243324558103,40 +False,0.8620689655172413,0.5517241379310345,0.8367243324558103,41 +False,0.8620689655172413,0.5862068965517241,0.8367243324558103,42 +False,0.8620689655172413,0.6206896551724138,0.8367243324558103,43 +False,0.8620689655172413,0.6551724137931034,0.8367243324558103,44 +False,0.8620689655172413,0.6896551724137931,0.8367243324558103,45 +False,0.8620689655172413,0.7241379310344828,0.8367243324558103,46 +False,0.8620689655172413,0.7586206896551724,0.8367243324558103,47 +False,0.8620689655172413,0.7931034482758621,0.8367243324558103,48 +False,0.8620689655172413,0.8275862068965517,0.8367243324558103,49 +False,0.8793103448275862,0.8275862068965517,0.8475930801053027,50 +False,0.896551724137931,0.8448275862068966,0.8626551335088378,51 +False,0.9137931034482759,0.8620689655172413,0.8767957878901842,52 +False,0.9310344827586207,0.8793103448275862,0.8865174877773598,53 +False,0.9482758620689655,0.896551724137931,0.8913313275667544,54 +False,0.9655172413793104,0.9137931034482759,0.8929672809326814,55 +False,0.9655172413793104,0.9482758620689655,0.8929672809326814,56 +False,0.9655172413793104,0.9482758620689655,0.8929672809326814,57 +False,0.9655172413793104,0.9827586206896551,0.8929672809326814,58 +False,0.9655172413793104,1.0172413793103448,0.8929672809326814,59 +False,0.9655172413793104,1.0517241379310345,0.8929672809326814,60 +False,0.9655172413793104,1.0862068965517242,0.8929672809326814,61 +False,0.9655172413793104,1.1206896551724137,0.8929672809326814,62 +False,0.9655172413793104,1.1551724137931034,0.8929672809326814,63 +False,0.9827586206896551,1.1724137931034482,0.8944904099285446,64 +False,0.9827586206896551,1.1896551724137931,0.8944904099285446,65 +False,0.9827586206896551,1.2241379310344827,0.8944904099285446,66 +False,0.9827586206896551,1.2586206896551724,0.8944904099285446,67 +False,0.9827586206896551,1.293103448275862,0.8944904099285446,68 +False,0.9827586206896551,1.3275862068965518,0.8944904099285446,69 +False,0.9827586206896551,1.3620689655172413,0.8944904099285446,70 +False,0.9827586206896551,1.396551724137931,0.8944904099285446,71 +False,0.9827586206896551,1.4310344827586208,0.8944904099285446,72 +False,0.9827586206896551,1.4655172413793103,0.8944904099285446,73 +False,0.9827586206896551,1.5,0.8944904099285446,74 +False,0.9827586206896551,1.5344827586206897,0.8944904099285446,75 +False,0.9827586206896551,1.5689655172413792,0.8944904099285446,76 +False,0.9827586206896551,1.603448275862069,0.8944904099285446,77 +False,0.9827586206896551,1.6379310344827587,0.8944904099285446,78 +False,0.9827586206896551,1.6724137931034482,0.8944904099285446,79 +False,0.9827586206896551,1.706896551724138,0.8944904099285446,80 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,81 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,82 +False,0.9827586206896551,1.7758620689655173,0.8944904099285446,83 +False,0.9827586206896551,1.8103448275862069,0.8944904099285446,84 +False,0.9827586206896551,1.8448275862068966,0.8944904099285446,85 +False,0.9827586206896551,1.8793103448275863,0.8944904099285446,86 +False,0.9827586206896551,1.9137931034482758,0.8944904099285446,87 +False,0.9827586206896551,1.9482758620689655,0.8944904099285446,88 +False,0.9827586206896551,1.9827586206896552,0.8944904099285446,89 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,90 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,91 +False,0.9827586206896551,2.0517241379310347,0.8944904099285446,92 +False,0.9827586206896551,2.086206896551724,0.8944904099285446,93 +False,0.9827586206896551,2.1206896551724137,0.8944904099285446,94 +False,0.9827586206896551,2.1551724137931036,0.8944904099285446,95 +False,0.9827586206896551,2.189655172413793,0.8944904099285446,96 +False,0.9827586206896551,2.2241379310344827,0.8944904099285446,97 +False,0.9827586206896551,2.2586206896551726,0.8944904099285446,98 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,99 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,100 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,101 +False,0.9827586206896551,2.3275862068965516,0.8944904099285446,102 +False,0.9827586206896551,2.3620689655172415,0.8944904099285446,103 +False,0.9827586206896551,2.396551724137931,0.8944904099285446,104 +False,0.9827586206896551,2.4310344827586206,0.8944904099285446,105 +False,0.9827586206896551,2.4655172413793105,0.8944904099285446,106 +False,0.9827586206896551,2.5,0.8944904099285446,107 +False,0.9827586206896551,2.5344827586206895,0.8944904099285446,108 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,109 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,110 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,111 +False,0.9827586206896551,2.603448275862069,0.8944904099285446,112 +False,0.9827586206896551,2.6379310344827585,0.8944904099285446,113 +False,0.9827586206896551,2.6724137931034484,0.8944904099285446,114 +False,0.9827586206896551,2.706896551724138,0.8944904099285446,115 +False,0.9827586206896551,2.7413793103448274,0.8944904099285446,116 +False,0.9827586206896551,2.7758620689655173,0.8944904099285446,117 +False,0.9827586206896551,2.810344827586207,0.8944904099285446,118 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,119 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,120 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,121 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,122 +False,0.9827586206896551,2.8793103448275863,0.8944904099285446,123 +False,0.9827586206896551,2.913793103448276,0.8944904099285446,124 +False,0.9827586206896551,2.9482758620689653,0.8944904099285446,125 +False,0.9827586206896551,2.9827586206896552,0.8944904099285446,126 +False,0.9827586206896551,3.0172413793103448,0.8944904099285446,127 +False,0.9827586206896551,3.0517241379310347,0.8944904099285446,128 +False,0.9827586206896551,3.086206896551724,0.8944904099285446,129 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,130 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,131 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,132 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,133 +False,0.9827586206896551,3.1551724137931036,0.8944904099285446,134 +False,0.9827586206896551,3.189655172413793,0.8944904099285446,135 +False,0.9827586206896551,3.2241379310344827,0.8944904099285446,136 +False,0.9827586206896551,3.2586206896551726,0.8944904099285446,137 +False,0.9827586206896551,3.293103448275862,0.8944904099285446,138 +False,0.9827586206896551,3.3275862068965516,0.8944904099285446,139 +False,0.9827586206896551,3.3620689655172415,0.8944904099285446,140 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,141 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,142 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,143 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,144 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,145 +False,0.9827586206896551,3.4310344827586206,0.8944904099285446,146 +False,0.9827586206896551,3.4655172413793105,0.8944904099285446,147 +False,0.9827586206896551,3.5,0.8944904099285446,148 +False,0.9827586206896551,3.5344827586206895,0.8944904099285446,149 +False,0.9827586206896551,3.5689655172413794,0.8944904099285446,150 +False,0.9827586206896551,3.603448275862069,0.8944904099285446,151 +False,0.9827586206896551,3.6379310344827585,0.8944904099285446,152 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,153 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,154 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,155 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,156 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,157 +False,0.9827586206896551,3.706896551724138,0.8944904099285446,158 +False,0.9827586206896551,3.7413793103448274,0.8944904099285446,159 +False,0.9827586206896551,3.7758620689655173,0.8944904099285446,160 +False,0.9827586206896551,3.810344827586207,0.8944904099285446,161 +False,0.9827586206896551,3.8448275862068964,0.8944904099285446,162 +False,0.9827586206896551,3.8793103448275863,0.8944904099285446,163 +False,0.9827586206896551,3.913793103448276,0.8944904099285446,164 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,165 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,166 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,167 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,168 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,169 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,170 +False,0.9827586206896551,3.9827586206896552,0.8944904099285446,171 +False,0.9827586206896551,4.017241379310345,0.8944904099285446,172 +False,0.9827586206896551,4.051724137931035,0.8944904099285446,173 +False,0.9827586206896551,4.086206896551724,0.8944904099285446,174 +False,0.9827586206896551,4.120689655172414,0.8944904099285446,175 +False,0.9827586206896551,4.155172413793103,0.8944904099285446,176 +False,0.9827586206896551,4.189655172413793,0.8944904099285446,177 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,178 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,179 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,180 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,181 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,182 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,183 +False,0.9827586206896551,4.258620689655173,0.8944904099285446,184 +False,0.9827586206896551,4.293103448275862,0.8944904099285446,185 +False,0.9827586206896551,4.327586206896552,0.8944904099285446,186 +False,0.9827586206896551,4.362068965517241,0.8944904099285446,187 +False,0.9827586206896551,4.396551724137931,0.8944904099285446,188 +False,0.9827586206896551,4.431034482758621,0.8944904099285446,189 +False,0.9827586206896551,4.4655172413793105,0.8944904099285446,190 +False,0.9827586206896551,4.5,0.8944904099285446,191 +False,0.9827586206896551,4.5,0.8944904099285446,192 +False,0.9827586206896551,4.5,0.8944904099285446,193 +False,0.9827586206896551,4.5,0.8944904099285446,194 +False,0.9827586206896551,4.5,0.8944904099285446,195 +False,0.9827586206896551,4.5,0.8944904099285446,196 +False,0.9827586206896551,4.5,0.8944904099285446,197 +False,0.9827586206896551,4.5344827586206895,0.8944904099285446,198 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,199 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,200 +False,0.034482758620689655,0.0,0.05960887551711169,1 +False,0.06896551724137931,0.0,0.10823617901466716,2 +False,0.10344827586206896,0.0,0.13732606242948475,3 +False,0.13793103448275862,0.0,0.1741256111320045,4 +False,0.1724137931034483,0.0,0.21893569010906355,5 +False,0.20689655172413793,0.0,0.2827566754418954,6 +False,0.2413793103448276,0.0,0.3479315532154945,7 +False,0.25862068965517243,0.017241379310344827,0.38234298608499434,8 +False,0.25862068965517243,0.05172413793103448,0.38234298608499434,9 +False,0.29310344827586204,0.05172413793103448,0.4367619405791651,10 +False,0.3275862068965517,0.05172413793103448,0.47425723956374577,11 +False,0.3620689655172414,0.05172413793103448,0.49430236931177135,12 +False,0.39655172413793105,0.05172413793103448,0.5012410680707032,13 +False,0.43103448275862066,0.05172413793103448,0.5130312147423843,14 +False,0.46551724137931033,0.05172413793103448,0.5300676946220383,15 +False,0.5,0.05172413793103448,0.5504889056036103,16 +False,0.5172413793103449,0.06896551724137931,0.5693117713426099,17 +False,0.5517241379310345,0.06896551724137931,0.6084806318164722,18 +False,0.5862068965517241,0.06896551724137931,0.6647611884166978,19 +False,0.5862068965517241,0.10344827586206896,0.6647611884166978,20 +False,0.5862068965517241,0.13793103448275862,0.6647611884166978,21 +False,0.5862068965517241,0.1724137931034483,0.6647611884166978,22 +False,0.5862068965517241,0.20689655172413793,0.6647611884166978,23 +False,0.5862068965517241,0.2413793103448276,0.6647611884166978,24 +False,0.5862068965517241,0.27586206896551724,0.6647611884166978,25 +False,0.603448275862069,0.29310344827586204,0.6992666415945843,26 +False,0.6379310344827587,0.29310344827586204,0.7338097028958254,27 +False,0.6724137931034483,0.29310344827586204,0.7568822865738999,28 +False,0.6896551724137931,0.3103448275862069,0.7672057164347499,29 +False,0.7068965517241379,0.3275862068965517,0.7709853328318916,30 +False,0.7068965517241379,0.3620689655172414,0.7709853328318916,31 +False,0.7241379310344828,0.3793103448275862,0.7726212861978187,32 +False,0.7586206896551724,0.3793103448275862,0.7759872132380593,33 +False,0.7758620689655172,0.39655172413793105,0.7802181271154568,34 +False,0.7931034482758621,0.41379310344827586,0.7876269274163218,35 +False,0.8103448275862069,0.43103448275862066,0.7945092139902218,36 +False,0.8275862068965517,0.4482758620689655,0.7989093644227152,37 +False,0.8448275862068966,0.46551724137931033,0.8113952613764572,38 +False,0.8620689655172413,0.4827586206896552,0.8367243324558103,39 +False,0.8620689655172413,0.5172413793103449,0.8367243324558103,40 +False,0.8620689655172413,0.5517241379310345,0.8367243324558103,41 +False,0.8620689655172413,0.5862068965517241,0.8367243324558103,42 +False,0.8620689655172413,0.6206896551724138,0.8367243324558103,43 +False,0.8620689655172413,0.6551724137931034,0.8367243324558103,44 +False,0.8620689655172413,0.6896551724137931,0.8367243324558103,45 +False,0.8620689655172413,0.7241379310344828,0.8367243324558103,46 +False,0.8620689655172413,0.7586206896551724,0.8367243324558103,47 +False,0.8620689655172413,0.7931034482758621,0.8367243324558103,48 +False,0.8620689655172413,0.8275862068965517,0.8367243324558103,49 +False,0.8793103448275862,0.8275862068965517,0.8475930801053027,50 +False,0.896551724137931,0.8448275862068966,0.8626551335088378,51 +False,0.9137931034482759,0.8620689655172413,0.8767957878901842,52 +False,0.9310344827586207,0.8793103448275862,0.8865174877773598,53 +False,0.9482758620689655,0.896551724137931,0.8913313275667544,54 +False,0.9655172413793104,0.9137931034482759,0.8929672809326814,55 +False,0.9655172413793104,0.9482758620689655,0.8929672809326814,56 +False,0.9655172413793104,0.9482758620689655,0.8929672809326814,57 +False,0.9655172413793104,0.9827586206896551,0.8929672809326814,58 +False,0.9655172413793104,1.0172413793103448,0.8929672809326814,59 +False,0.9655172413793104,1.0517241379310345,0.8929672809326814,60 +False,0.9655172413793104,1.0862068965517242,0.8929672809326814,61 +False,0.9655172413793104,1.1206896551724137,0.8929672809326814,62 +False,0.9655172413793104,1.1551724137931034,0.8929672809326814,63 +False,0.9827586206896551,1.1724137931034482,0.8944904099285446,64 +False,0.9827586206896551,1.1896551724137931,0.8944904099285446,65 +False,0.9827586206896551,1.2241379310344827,0.8944904099285446,66 +False,0.9827586206896551,1.2586206896551724,0.8944904099285446,67 +False,0.9827586206896551,1.293103448275862,0.8944904099285446,68 +False,0.9827586206896551,1.3275862068965518,0.8944904099285446,69 +False,0.9827586206896551,1.3620689655172413,0.8944904099285446,70 +False,0.9827586206896551,1.396551724137931,0.8944904099285446,71 +False,0.9827586206896551,1.4310344827586208,0.8944904099285446,72 +False,0.9827586206896551,1.4655172413793103,0.8944904099285446,73 +False,0.9827586206896551,1.5,0.8944904099285446,74 +False,0.9827586206896551,1.5344827586206897,0.8944904099285446,75 +False,0.9827586206896551,1.5689655172413792,0.8944904099285446,76 +False,0.9827586206896551,1.603448275862069,0.8944904099285446,77 +False,0.9827586206896551,1.6379310344827587,0.8944904099285446,78 +False,0.9827586206896551,1.6724137931034482,0.8944904099285446,79 +False,0.9827586206896551,1.706896551724138,0.8944904099285446,80 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,81 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,82 +False,0.9827586206896551,1.7758620689655173,0.8944904099285446,83 +False,0.9827586206896551,1.8103448275862069,0.8944904099285446,84 +False,0.9827586206896551,1.8448275862068966,0.8944904099285446,85 +False,0.9827586206896551,1.8793103448275863,0.8944904099285446,86 +False,0.9827586206896551,1.9137931034482758,0.8944904099285446,87 +False,0.9827586206896551,1.9482758620689655,0.8944904099285446,88 +False,0.9827586206896551,1.9827586206896552,0.8944904099285446,89 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,90 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,91 +False,0.9827586206896551,2.0517241379310347,0.8944904099285446,92 +False,0.9827586206896551,2.086206896551724,0.8944904099285446,93 +False,0.9827586206896551,2.1206896551724137,0.8944904099285446,94 +False,0.9827586206896551,2.1551724137931036,0.8944904099285446,95 +False,0.9827586206896551,2.189655172413793,0.8944904099285446,96 +False,0.9827586206896551,2.2241379310344827,0.8944904099285446,97 +False,0.9827586206896551,2.2586206896551726,0.8944904099285446,98 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,99 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,100 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,101 +False,0.9827586206896551,2.3275862068965516,0.8944904099285446,102 +False,0.9827586206896551,2.3620689655172415,0.8944904099285446,103 +False,0.9827586206896551,2.396551724137931,0.8944904099285446,104 +False,0.9827586206896551,2.4310344827586206,0.8944904099285446,105 +False,0.9827586206896551,2.4655172413793105,0.8944904099285446,106 +False,0.9827586206896551,2.5,0.8944904099285446,107 +False,0.9827586206896551,2.5344827586206895,0.8944904099285446,108 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,109 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,110 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,111 +False,0.9827586206896551,2.603448275862069,0.8944904099285446,112 +False,0.9827586206896551,2.6379310344827585,0.8944904099285446,113 +False,0.9827586206896551,2.6724137931034484,0.8944904099285446,114 +False,0.9827586206896551,2.706896551724138,0.8944904099285446,115 +False,0.9827586206896551,2.7413793103448274,0.8944904099285446,116 +False,0.9827586206896551,2.7758620689655173,0.8944904099285446,117 +False,0.9827586206896551,2.810344827586207,0.8944904099285446,118 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,119 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,120 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,121 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,122 +False,0.9827586206896551,2.8793103448275863,0.8944904099285446,123 +False,0.9827586206896551,2.913793103448276,0.8944904099285446,124 +False,0.9827586206896551,2.9482758620689653,0.8944904099285446,125 +False,0.9827586206896551,2.9827586206896552,0.8944904099285446,126 +False,0.9827586206896551,3.0172413793103448,0.8944904099285446,127 +False,0.9827586206896551,3.0517241379310347,0.8944904099285446,128 +False,0.9827586206896551,3.086206896551724,0.8944904099285446,129 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,130 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,131 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,132 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,133 +False,0.9827586206896551,3.1551724137931036,0.8944904099285446,134 +False,0.9827586206896551,3.189655172413793,0.8944904099285446,135 +False,0.9827586206896551,3.2241379310344827,0.8944904099285446,136 +False,0.9827586206896551,3.2586206896551726,0.8944904099285446,137 +False,0.9827586206896551,3.293103448275862,0.8944904099285446,138 +False,0.9827586206896551,3.3275862068965516,0.8944904099285446,139 +False,0.9827586206896551,3.3620689655172415,0.8944904099285446,140 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,141 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,142 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,143 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,144 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,145 +False,0.9827586206896551,3.4310344827586206,0.8944904099285446,146 +False,0.9827586206896551,3.4655172413793105,0.8944904099285446,147 +False,0.9827586206896551,3.5,0.8944904099285446,148 +False,0.9827586206896551,3.5344827586206895,0.8944904099285446,149 +False,0.9827586206896551,3.5689655172413794,0.8944904099285446,150 +False,0.9827586206896551,3.603448275862069,0.8944904099285446,151 +False,0.9827586206896551,3.6379310344827585,0.8944904099285446,152 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,153 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,154 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,155 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,156 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,157 +False,0.9827586206896551,3.706896551724138,0.8944904099285446,158 +False,0.9827586206896551,3.7413793103448274,0.8944904099285446,159 +False,0.9827586206896551,3.7758620689655173,0.8944904099285446,160 +False,0.9827586206896551,3.810344827586207,0.8944904099285446,161 +False,0.9827586206896551,3.8448275862068964,0.8944904099285446,162 +False,0.9827586206896551,3.8793103448275863,0.8944904099285446,163 +False,0.9827586206896551,3.913793103448276,0.8944904099285446,164 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,165 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,166 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,167 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,168 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,169 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,170 +False,0.9827586206896551,3.9827586206896552,0.8944904099285446,171 +False,0.9827586206896551,4.017241379310345,0.8944904099285446,172 +False,0.9827586206896551,4.051724137931035,0.8944904099285446,173 +False,0.9827586206896551,4.086206896551724,0.8944904099285446,174 +False,0.9827586206896551,4.120689655172414,0.8944904099285446,175 +False,0.9827586206896551,4.155172413793103,0.8944904099285446,176 +False,0.9827586206896551,4.189655172413793,0.8944904099285446,177 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,178 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,179 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,180 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,181 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,182 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,183 +False,0.9827586206896551,4.258620689655173,0.8944904099285446,184 +False,0.9827586206896551,4.293103448275862,0.8944904099285446,185 +False,0.9827586206896551,4.327586206896552,0.8944904099285446,186 +False,0.9827586206896551,4.362068965517241,0.8944904099285446,187 +False,0.9827586206896551,4.396551724137931,0.8944904099285446,188 +False,0.9827586206896551,4.431034482758621,0.8944904099285446,189 +False,0.9827586206896551,4.4655172413793105,0.8944904099285446,190 +False,0.9827586206896551,4.5,0.8944904099285446,191 +False,0.9827586206896551,4.5,0.8944904099285446,192 +False,0.9827586206896551,4.5,0.8944904099285446,193 +False,0.9827586206896551,4.5,0.8944904099285446,194 +False,0.9827586206896551,4.5,0.8944904099285446,195 +False,0.9827586206896551,4.5,0.8944904099285446,196 +False,0.9827586206896551,4.5,0.8944904099285446,197 +False,0.9827586206896551,4.5344827586206895,0.8944904099285446,198 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,199 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,200 +False,0.034482758620689655,0.0,0.0864234674689733,1 +False,0.06896551724137931,0.0,0.1619781872884543,2 +False,0.10344827586206896,0.0,0.21201579541180895,3 +False,0.13793103448275862,0.0,0.26630312147423846,4 +False,0.1724137931034483,0.0,0.30883790898834146,5 +False,0.20689655172413793,0.0,0.3770026325686348,6 +False,0.2413793103448276,0.0,0.4606242948476871,7 +False,0.25862068965517243,0.017241379310344827,0.5107747273411056,8 +False,0.25862068965517243,0.05172413793103448,0.5107747273411056,9 +False,0.29310344827586204,0.05172413793103448,0.5593268145919518,10 +False,0.3275862068965517,0.05172413793103448,0.6053215494546821,11 +False,0.3620689655172414,0.05172413793103448,0.6365738999623918,12 +False,0.39655172413793105,0.05172413793103448,0.6521248589695373,13 +False,0.43103448275862066,0.05172413793103448,0.6746145167356148,14 +False,0.46551724137931033,0.05172413793103448,0.69866491162091,15 +False,0.5,0.05172413793103448,0.7166792027077848,16 +False,0.5344827586206896,0.05172413793103448,0.7253102670176758,17 +False,0.5689655172413793,0.05172413793103448,0.7465400526513727,18 +False,0.603448275862069,0.05172413793103448,0.7849379465964649,19 +False,0.603448275862069,0.08620689655172414,0.7849379465964649,20 +False,0.603448275862069,0.1206896551724138,0.7849379465964649,21 +False,0.603448275862069,0.15517241379310345,0.7849379465964649,22 +False,0.603448275862069,0.1896551724137931,0.7849379465964649,23 +False,0.603448275862069,0.22413793103448276,0.7849379465964649,24 +False,0.603448275862069,0.25862068965517243,0.7849379465964649,25 +False,0.6206896551724138,0.27586206896551724,0.7951297480255736,26 +False,0.6379310344827587,0.29310344827586204,0.8101165851823995,27 +False,0.6551724137931034,0.3103448275862069,0.8250846182775481,28 +False,0.6724137931034483,0.3275862068965517,0.8369687852576158,29 +False,0.6896551724137931,0.3448275862068966,0.8432305377961641,30 +False,0.7068965517241379,0.3620689655172414,0.8451109439638963,31 +False,0.7241379310344828,0.3793103448275862,0.8493418578412938,32 +False,0.7413793103448276,0.39655172413793105,0.8567506581421588,33 +False,0.7758620689655172,0.39655172413793105,0.8652688980819858,34 +False,0.8103448275862069,0.39655172413793105,0.8711545693869877,35 +False,0.8275862068965517,0.41379310344827586,0.8726776983828508,36 +False,0.8275862068965517,0.4482758620689655,0.8726776983828508,37 +False,0.8448275862068966,0.46551724137931033,0.8743888679954871,38 +False,0.8620689655172413,0.4827586206896552,0.8794847687100414,39 +False,0.8620689655172413,0.5172413793103449,0.8794847687100414,40 +False,0.8620689655172413,0.5517241379310345,0.8794847687100414,41 +False,0.8620689655172413,0.5862068965517241,0.8794847687100414,42 +False,0.8620689655172413,0.6206896551724138,0.8794847687100414,43 +False,0.8620689655172413,0.6551724137931034,0.8794847687100414,44 +False,0.8620689655172413,0.6896551724137931,0.8794847687100414,45 +False,0.8620689655172413,0.7241379310344828,0.8794847687100414,46 +False,0.8620689655172413,0.7586206896551724,0.8794847687100414,47 +False,0.8620689655172413,0.7931034482758621,0.8794847687100414,48 +False,0.8620689655172413,0.8275862068965517,0.8794847687100414,49 +False,0.8793103448275862,0.8275862068965517,0.8809890936442272,50 +False,0.896551724137931,0.8448275862068966,0.8839225272658895,51 +False,0.9137931034482759,0.8620689655172413,0.8881910492666416,52 +False,0.9310344827586207,0.8793103448275862,0.8926100037608123,53 +False,0.9482758620689655,0.896551724137931,0.896032342986085,54 +False,0.9655172413793104,0.9137931034482759,0.8977435125987213,55 +False,0.9655172413793104,0.9482758620689655,0.8977435125987213,56 +False,0.9655172413793104,0.9482758620689655,0.8977435125987213,57 +False,0.9655172413793104,0.9827586206896551,0.8977435125987213,58 +False,0.9655172413793104,1.0172413793103448,0.8977435125987213,59 +False,0.9655172413793104,1.0517241379310345,0.8977435125987213,60 +False,0.9655172413793104,1.0862068965517242,0.8977435125987213,61 +False,0.9655172413793104,1.1206896551724137,0.8977435125987213,62 +False,0.9655172413793104,1.1551724137931034,0.8977435125987213,63 +False,0.9655172413793104,1.1896551724137931,0.8977435125987213,64 +False,0.9655172413793104,1.206896551724138,0.8977435125987213,65 +False,0.9655172413793104,1.2413793103448276,0.8977435125987213,66 +False,0.9655172413793104,1.2758620689655173,0.8977435125987213,67 +False,0.9655172413793104,1.3103448275862069,0.8977435125987213,68 +False,0.9827586206896551,1.3275862068965518,0.8988529522376834,69 +True,1.0,1.3448275862068966,0.9,70 +False,0.034482758620689655,0.0,0.04477247085370441,1 +False,0.06896551724137931,0.0,0.0769650244452802,2 +False,0.10344827586206896,0.0,0.0974614516735615,3 +False,0.13793103448275862,0.0,0.13685596088755173,4 +False,0.1724137931034483,0.0,0.19219631440391127,5 +False,0.20689655172413793,0.0,0.24748025573523885,6 +False,0.2413793103448276,0.0,0.29133132756675445,7 +False,0.25862068965517243,0.017241379310344827,0.3146671681083114,8 +False,0.25862068965517243,0.05172413793103448,0.3146671681083114,9 +False,0.29310344827586204,0.05172413793103448,0.3506769462203836,10 +False,0.3275862068965517,0.05172413793103448,0.37156825874388866,11 +False,0.3620689655172414,0.05172413793103448,0.381214742384355,12 +False,0.39655172413793105,0.05172413793103448,0.3862730349755547,13 +False,0.43103448275862066,0.05172413793103448,0.39964272282813085,14 +False,0.4482758620689655,0.06896551724137931,0.426081233546446,15 +False,0.46551724137931033,0.08620689655172414,0.4657954118089507,16 +False,0.4827586206896552,0.10344827586206896,0.5034599473486272,17 +False,0.5,0.1206896551724138,0.5568070703271906,18 +False,0.5344827586206896,0.1206896551724138,0.6084618277547948,19 +False,0.5344827586206896,0.15517241379310345,0.6084618277547948,20 +False,0.5344827586206896,0.1896551724137931,0.6084618277547948,21 +False,0.5344827586206896,0.22413793103448276,0.6084618277547948,22 +False,0.5344827586206896,0.25862068965517243,0.6084618277547948,23 +False,0.5344827586206896,0.29310344827586204,0.6084618277547948,24 +False,0.5344827586206896,0.3275862068965517,0.6084618277547948,25 +False,0.5517241379310345,0.3448275862068966,0.6418954494170739,26 +False,0.5689655172413793,0.3620689655172414,0.6638209853328317,27 +False,0.603448275862069,0.3620689655172414,0.6752538548326438,28 +False,0.6379310344827587,0.3620689655172414,0.6801805189921022,29 +False,0.6379310344827587,0.39655172413793105,0.6801805189921022,30 +False,0.6379310344827587,0.41379310344827586,0.6801805189921022,31 +False,0.6551724137931034,0.43103448275862066,0.6818916886047385,32 +False,0.6724137931034483,0.4482758620689655,0.6881534411432868,33 +False,0.6896551724137931,0.46551724137931033,0.7020684467845053,34 +False,0.7068965517241379,0.4827586206896552,0.720778488153441,35 +False,0.7241379310344828,0.5,0.7396013538924406,36 +False,0.7413793103448276,0.5172413793103449,0.7520872508461827,37 +False,0.7586206896551724,0.5344827586206896,0.7774163219255358,38 +False,0.7758620689655172,0.5517241379310345,0.8119217751034222,39 +False,0.7758620689655172,0.5862068965517241,0.8119217751034222,40 +False,0.7758620689655172,0.6206896551724138,0.8119217751034222,41 +False,0.7758620689655172,0.6551724137931034,0.8119217751034222,42 +False,0.7758620689655172,0.6896551724137931,0.8119217751034222,43 +False,0.7758620689655172,0.7241379310344828,0.8119217751034222,44 +False,0.7758620689655172,0.7586206896551724,0.8119217751034222,45 +False,0.7758620689655172,0.7931034482758621,0.8119217751034222,46 +False,0.7758620689655172,0.8275862068965517,0.8119217751034222,47 +False,0.7758620689655172,0.8620689655172413,0.8119217751034222,48 +False,0.7758620689655172,0.896551724137931,0.8119217751034222,49 +False,0.7931034482758621,0.896551724137931,0.8227905227529145,50 +False,0.8103448275862069,0.9137931034482759,0.8378525761564497,51 +False,0.8275862068965517,0.9310344827586207,0.8519932305377961,52 +False,0.8448275862068966,0.9482758620689655,0.8617149304249717,53 +False,0.8620689655172413,0.9655172413793104,0.8665287702143663,54 +False,0.8793103448275862,0.9827586206896551,0.8681647235802933,55 +False,0.8793103448275862,1.0172413793103448,0.8681647235802933,56 +False,0.8793103448275862,1.0344827586206897,0.8681647235802933,57 +False,0.8793103448275862,1.0689655172413792,0.8681647235802933,58 +False,0.896551724137931,1.0862068965517242,0.8700451297480255,59 +False,0.9137931034482759,1.103448275862069,0.874276043625423,60 +False,0.9310344827586207,1.1206896551724137,0.881684843926288,61 +False,0.9482758620689655,1.1379310344827587,0.888567130500188,62 +False,0.9655172413793104,1.1551724137931034,0.8929672809326814,63 +False,0.9827586206896551,1.1724137931034482,0.8944904099285446,64 +False,0.9827586206896551,1.1896551724137931,0.8944904099285446,65 +False,0.9827586206896551,1.2241379310344827,0.8944904099285446,66 +False,0.9827586206896551,1.2586206896551724,0.8944904099285446,67 +False,0.9827586206896551,1.293103448275862,0.8944904099285446,68 +False,0.9827586206896551,1.3275862068965518,0.8944904099285446,69 +False,0.9827586206896551,1.3620689655172413,0.8944904099285446,70 +False,0.9827586206896551,1.396551724137931,0.8944904099285446,71 +False,0.9827586206896551,1.4310344827586208,0.8944904099285446,72 +False,0.9827586206896551,1.4655172413793103,0.8944904099285446,73 +False,0.9827586206896551,1.5,0.8944904099285446,74 +False,0.9827586206896551,1.5344827586206897,0.8944904099285446,75 +False,0.9827586206896551,1.5689655172413792,0.8944904099285446,76 +False,0.9827586206896551,1.603448275862069,0.8944904099285446,77 +False,0.9827586206896551,1.6379310344827587,0.8944904099285446,78 +False,0.9827586206896551,1.6724137931034482,0.8944904099285446,79 +False,0.9827586206896551,1.706896551724138,0.8944904099285446,80 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,81 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,82 +False,0.9827586206896551,1.7758620689655173,0.8944904099285446,83 +False,0.9827586206896551,1.8103448275862069,0.8944904099285446,84 +False,0.9827586206896551,1.8448275862068966,0.8944904099285446,85 +False,0.9827586206896551,1.8793103448275863,0.8944904099285446,86 +False,0.9827586206896551,1.9137931034482758,0.8944904099285446,87 +False,0.9827586206896551,1.9482758620689655,0.8944904099285446,88 +False,0.9827586206896551,1.9827586206896552,0.8944904099285446,89 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,90 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,91 +False,0.9827586206896551,2.0517241379310347,0.8944904099285446,92 +False,0.9827586206896551,2.086206896551724,0.8944904099285446,93 +False,0.9827586206896551,2.1206896551724137,0.8944904099285446,94 +False,0.9827586206896551,2.1551724137931036,0.8944904099285446,95 +False,0.9827586206896551,2.189655172413793,0.8944904099285446,96 +False,0.9827586206896551,2.2241379310344827,0.8944904099285446,97 +False,0.9827586206896551,2.2586206896551726,0.8944904099285446,98 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,99 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,100 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,101 +False,0.9827586206896551,2.3275862068965516,0.8944904099285446,102 +False,0.9827586206896551,2.3620689655172415,0.8944904099285446,103 +False,0.9827586206896551,2.396551724137931,0.8944904099285446,104 +False,0.9827586206896551,2.4310344827586206,0.8944904099285446,105 +False,0.9827586206896551,2.4655172413793105,0.8944904099285446,106 +False,0.9827586206896551,2.5,0.8944904099285446,107 +False,0.9827586206896551,2.5344827586206895,0.8944904099285446,108 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,109 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,110 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,111 +False,0.9827586206896551,2.603448275862069,0.8944904099285446,112 +False,0.9827586206896551,2.6379310344827585,0.8944904099285446,113 +False,0.9827586206896551,2.6724137931034484,0.8944904099285446,114 +False,0.9827586206896551,2.706896551724138,0.8944904099285446,115 +False,0.9827586206896551,2.7413793103448274,0.8944904099285446,116 +False,0.9827586206896551,2.7758620689655173,0.8944904099285446,117 +False,0.9827586206896551,2.810344827586207,0.8944904099285446,118 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,119 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,120 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,121 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,122 +False,0.9827586206896551,2.8793103448275863,0.8944904099285446,123 +False,0.9827586206896551,2.913793103448276,0.8944904099285446,124 +False,0.9827586206896551,2.9482758620689653,0.8944904099285446,125 +False,0.9827586206896551,2.9827586206896552,0.8944904099285446,126 +False,0.9827586206896551,3.0172413793103448,0.8944904099285446,127 +False,0.9827586206896551,3.0517241379310347,0.8944904099285446,128 +False,0.9827586206896551,3.086206896551724,0.8944904099285446,129 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,130 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,131 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,132 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,133 +False,0.9827586206896551,3.1551724137931036,0.8944904099285446,134 +False,0.9827586206896551,3.189655172413793,0.8944904099285446,135 +False,0.9827586206896551,3.2241379310344827,0.8944904099285446,136 +False,0.9827586206896551,3.2586206896551726,0.8944904099285446,137 +False,0.9827586206896551,3.293103448275862,0.8944904099285446,138 +False,0.9827586206896551,3.3275862068965516,0.8944904099285446,139 +False,0.9827586206896551,3.3620689655172415,0.8944904099285446,140 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,141 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,142 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,143 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,144 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,145 +False,0.9827586206896551,3.4310344827586206,0.8944904099285446,146 +False,0.9827586206896551,3.4655172413793105,0.8944904099285446,147 +False,0.9827586206896551,3.5,0.8944904099285446,148 +False,0.9827586206896551,3.5344827586206895,0.8944904099285446,149 +False,0.9827586206896551,3.5689655172413794,0.8944904099285446,150 +False,0.9827586206896551,3.603448275862069,0.8944904099285446,151 +False,0.9827586206896551,3.6379310344827585,0.8944904099285446,152 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,153 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,154 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,155 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,156 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,157 +False,0.9827586206896551,3.706896551724138,0.8944904099285446,158 +False,0.9827586206896551,3.7413793103448274,0.8944904099285446,159 +False,0.9827586206896551,3.7758620689655173,0.8944904099285446,160 +False,0.9827586206896551,3.810344827586207,0.8944904099285446,161 +False,0.9827586206896551,3.8448275862068964,0.8944904099285446,162 +False,0.9827586206896551,3.8793103448275863,0.8944904099285446,163 +False,0.9827586206896551,3.913793103448276,0.8944904099285446,164 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,165 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,166 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,167 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,168 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,169 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,170 +False,0.9827586206896551,3.9827586206896552,0.8944904099285446,171 +False,0.9827586206896551,4.017241379310345,0.8944904099285446,172 +False,0.9827586206896551,4.051724137931035,0.8944904099285446,173 +False,0.9827586206896551,4.086206896551724,0.8944904099285446,174 +False,0.9827586206896551,4.120689655172414,0.8944904099285446,175 +False,0.9827586206896551,4.155172413793103,0.8944904099285446,176 +False,0.9827586206896551,4.189655172413793,0.8944904099285446,177 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,178 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,179 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,180 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,181 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,182 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,183 +False,0.9827586206896551,4.258620689655173,0.8944904099285446,184 +False,0.9827586206896551,4.293103448275862,0.8944904099285446,185 +False,0.9827586206896551,4.327586206896552,0.8944904099285446,186 +False,0.9827586206896551,4.362068965517241,0.8944904099285446,187 +False,0.9827586206896551,4.396551724137931,0.8944904099285446,188 +False,0.9827586206896551,4.431034482758621,0.8944904099285446,189 +False,0.9827586206896551,4.4655172413793105,0.8944904099285446,190 +False,0.9827586206896551,4.5,0.8944904099285446,191 +False,0.9827586206896551,4.5,0.8944904099285446,192 +False,0.9827586206896551,4.5,0.8944904099285446,193 +False,0.9827586206896551,4.5,0.8944904099285446,194 +False,0.9827586206896551,4.5,0.8944904099285446,195 +False,0.9827586206896551,4.5,0.8944904099285446,196 +False,0.9827586206896551,4.5,0.8944904099285446,197 +False,0.9827586206896551,4.5344827586206895,0.8944904099285446,198 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,199 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,200 +False,0.034482758620689655,0.0,0.08781496803309516,1 +False,0.06896551724137931,0.0,0.1609627679578789,2 +False,0.10344827586206896,0.0,0.2015983452425724,3 +False,0.13793103448275862,0.0,0.25349755547198194,4 +False,0.1724137931034483,0.0,0.29964272282813087,5 +False,0.20689655172413793,0.0,0.3751598345242572,6 +False,0.2413793103448276,0.0,0.4632944716058669,7 +False,0.25862068965517243,0.017241379310344827,0.5166415945844303,8 +False,0.25862068965517243,0.05172413793103448,0.5166415945844303,9 +False,0.29310344827586204,0.05172413793103448,0.5679766829635201,10 +False,0.3275862068965517,0.05172413793103448,0.6085558480631816,11 +False,0.3620689655172414,0.05172413793103448,0.6321925535915758,12 +False,0.39655172413793105,0.05172413793103448,0.6412373072583678,13 +False,0.43103448275862066,0.05172413793103448,0.6589695374200828,14 +False,0.46551724137931033,0.05172413793103448,0.6824746145167357,15 +False,0.5,0.05172413793103448,0.704080481383979,16 +False,0.5344827586206896,0.05172413793103448,0.7159646483640468,17 +False,0.5689655172413793,0.05172413793103448,0.7448100789770593,18 +False,0.603448275862069,0.05172413793103448,0.7900902594960514,19 +False,0.603448275862069,0.08620689655172414,0.7900902594960514,20 +False,0.603448275862069,0.1206896551724138,0.7900902594960514,21 +False,0.603448275862069,0.15517241379310345,0.7900902594960514,22 +False,0.603448275862069,0.1896551724137931,0.7900902594960514,23 +False,0.603448275862069,0.22413793103448276,0.7900902594960514,24 +False,0.603448275862069,0.25862068965517243,0.7900902594960514,25 +False,0.6206896551724138,0.27586206896551724,0.8050770966528773,26 +False,0.6379310344827587,0.29310344827586204,0.8200451297480259,27 +False,0.6551724137931034,0.3103448275862069,0.8319292967280936,28 +False,0.6724137931034483,0.3275862068965517,0.8381910492666419,29 +False,0.6896551724137931,0.3448275862068966,0.8400714554343741,30 +False,0.6896551724137931,0.3620689655172414,0.8400714554343741,31 +False,0.7068965517241379,0.3793103448275862,0.8417074088003011,32 +False,0.7241379310344828,0.39655172413793105,0.8454870251974429,33 +False,0.7413793103448276,0.41379310344827586,0.8507145543437385,34 +False,0.7586206896551724,0.43103448275862066,0.8562429484768713,35 +False,0.7758620689655172,0.4482758620689655,0.8593644227153068,36 +False,0.7931034482758621,0.46551724137931033,0.8610755923279431,37 +False,0.8103448275862069,0.4827586206896552,0.8661714930424974,38 +False,0.8275862068965517,0.5,0.8763632944716061,39 +False,0.8275862068965517,0.5344827586206896,0.8763632944716061,40 +False,0.8275862068965517,0.5689655172413793,0.8763632944716061,41 +False,0.8275862068965517,0.603448275862069,0.8763632944716061,42 +False,0.8275862068965517,0.6379310344827587,0.8763632944716061,43 +False,0.8275862068965517,0.6724137931034483,0.8763632944716061,44 +False,0.8275862068965517,0.7068965517241379,0.8763632944716061,45 +False,0.8275862068965517,0.7413793103448276,0.8763632944716061,46 +False,0.8275862068965517,0.7758620689655172,0.8763632944716061,47 +False,0.8275862068965517,0.8103448275862069,0.8763632944716061,48 +False,0.8275862068965517,0.8448275862068966,0.8763632944716061,49 +False,0.8448275862068966,0.8448275862068966,0.8778676194057918,50 +False,0.8620689655172413,0.8620689655172413,0.8808010530274542,51 +False,0.8793103448275862,0.8793103448275862,0.8850695750282063,52 +False,0.896551724137931,0.896551724137931,0.889488529522377,53 +False,0.9137931034482759,0.9137931034482759,0.8929108687476497,54 +False,0.9310344827586207,0.9310344827586207,0.894622038360286,55 +False,0.9310344827586207,0.9655172413793104,0.894622038360286,56 +False,0.9310344827586207,0.9827586206896551,0.894622038360286,57 +False,0.9310344827586207,1.0172413793103448,0.894622038360286,58 +False,0.9310344827586207,1.0517241379310345,0.894622038360286,59 +False,0.9482758620689655,1.0689655172413792,0.896257991726213,60 +False,0.9655172413793104,1.0862068965517242,0.8977435125987214,61 +False,0.9655172413793104,1.1206896551724137,0.8977435125987214,62 +False,0.9655172413793104,1.1551724137931034,0.8977435125987214,63 +False,0.9655172413793104,1.1896551724137931,0.8977435125987214,64 +False,0.9655172413793104,1.206896551724138,0.8977435125987214,65 +False,0.9655172413793104,1.2413793103448276,0.8977435125987214,66 +False,0.9655172413793104,1.2758620689655173,0.8977435125987214,67 +False,0.9655172413793104,1.3103448275862069,0.8977435125987214,68 +False,0.9827586206896551,1.3275862068965518,0.8988529522376835,69 +True,1.0,1.3448275862068966,0.9000000000000001,70 +False,0.034482758620689655,0.0,0.06739375705152313,1 +False,0.06896551724137931,0.0,0.11842798044377587,2 +False,0.10344827586206896,0.0,0.15992854456562616,3 +False,0.13793103448275862,0.0,0.21908612260248211,4 +False,0.1724137931034483,0.0,0.275554719819481,5 +False,0.20689655172413793,0.0,0.33606619029710416,6 +False,0.2413793103448276,0.0,0.39247837532907104,7 +False,0.25862068965517243,0.017241379310344827,0.42613764573147794,8 +False,0.25862068965517243,0.05172413793103448,0.42613764573147794,9 +False,0.29310344827586204,0.05172413793103448,0.45825498307634444,10 +False,0.3275862068965517,0.05172413793103448,0.48356525009402024,11 +False,0.3620689655172414,0.05172413793103448,0.5023128995863106,12 +False,0.3793103448275862,0.06896551724137931,0.5141970665663783,13 +False,0.41379310344827586,0.06896551724137931,0.5422715306506205,14 +False,0.4482758620689655,0.06896551724137931,0.5834712297856336,15 +False,0.46551724137931033,0.08620689655172414,0.6211357653253101,16 +False,0.4827586206896552,0.10344827586206896,0.6464648364046632,17 +False,0.5172413793103449,0.10344827586206896,0.682681459195186,18 +False,0.5517241379310345,0.10344827586206896,0.7212109815720193,19 +False,0.5517241379310345,0.13793103448275862,0.7212109815720193,20 +False,0.5517241379310345,0.1724137931034483,0.7212109815720193,21 +False,0.5517241379310345,0.20689655172413793,0.7212109815720193,22 +False,0.5517241379310345,0.2413793103448276,0.7212109815720193,23 +False,0.5517241379310345,0.27586206896551724,0.7212109815720193,24 +False,0.5517241379310345,0.3103448275862069,0.7212109815720193,25 +False,0.5862068965517241,0.3103448275862069,0.7368559608875515,26 +False,0.6206896551724138,0.3103448275862069,0.7495110943963894,27 +False,0.6551724137931034,0.3103448275862069,0.7585934561865361,28 +False,0.6896551724137931,0.3103448275862069,0.7646483640466338,29 +False,0.7068965517241379,0.3275862068965517,0.7680707032719065,30 +False,0.7241379310344828,0.3275862068965517,0.7697818728845428,31 +False,0.7413793103448276,0.3448275862068966,0.7760436254230911,32 +False,0.7586206896551724,0.3620689655172414,0.7899586310643096,33 +False,0.7758620689655172,0.3793103448275862,0.8086686724332454,34 +False,0.7931034482758621,0.39655172413793105,0.827491538172245,35 +False,0.8103448275862069,0.41379310344827586,0.839977435125987,36 +False,0.8275862068965517,0.43103448275862066,0.8454870251974425,37 +False,0.8448275862068966,0.4482758620689655,0.8563557728469348,38 +False,0.8620689655172413,0.46551724137931033,0.8714178262504699,39 +False,0.8620689655172413,0.5,0.8714178262504699,40 +False,0.8620689655172413,0.5344827586206896,0.8714178262504699,41 +False,0.8620689655172413,0.5689655172413793,0.8714178262504699,42 +False,0.8620689655172413,0.603448275862069,0.8714178262504699,43 +False,0.8620689655172413,0.6379310344827587,0.8714178262504699,44 +False,0.8620689655172413,0.6724137931034483,0.8714178262504699,45 +False,0.8620689655172413,0.7068965517241379,0.8714178262504699,46 +False,0.8620689655172413,0.7413793103448276,0.8714178262504699,47 +False,0.8620689655172413,0.7758620689655172,0.8714178262504699,48 +False,0.8620689655172413,0.8103448275862069,0.8714178262504699,49 +False,0.8620689655172413,0.8448275862068966,0.8714178262504699,50 +False,0.8620689655172413,0.8793103448275862,0.8714178262504699,51 +False,0.8620689655172413,0.9137931034482759,0.8714178262504699,52 +False,0.8793103448275862,0.9310344827586207,0.872527265889432,53 +False,0.896551724137931,0.9482758620689655,0.8736743136517486,54 +False,0.896551724137931,0.9827586206896551,0.8736743136517486,55 +False,0.896551724137931,1.0172413793103448,0.8736743136517486,56 +False,0.896551724137931,1.0344827586206897,0.8736743136517486,57 +False,0.896551724137931,1.0689655172413792,0.8736743136517486,58 +False,0.9137931034482759,1.0862068965517242,0.8755547198194809,59 +False,0.9310344827586207,1.103448275862069,0.8797856336968783,60 +False,0.9482758620689655,1.1206896551724137,0.8871944339977433,61 +False,0.9655172413793104,1.1379310344827587,0.8940767205716433,62 +False,0.9827586206896551,1.1551724137931034,0.8984768710041368,63 +True,1.0,1.1724137931034482,0.8999999999999999,64 +False,0.034482758620689655,0.0,0.08728845430613012,1 +False,0.06896551724137931,0.0,0.15663783377209478,2 +False,0.10344827586206896,0.0,0.19969913501316286,3 +False,0.13793103448275862,0.0,0.2566190297104175,4 +False,0.1724137931034483,0.0,0.30464460323429865,5 +False,0.20689655172413793,0.0,0.381327566754419,6 +False,0.2413793103448276,0.0,0.46588943211733735,7 +False,0.25862068965517243,0.017241379310344827,0.5160774727341105,8 +False,0.25862068965517243,0.05172413793103448,0.5160774727341105,9 +False,0.29310344827586204,0.05172413793103448,0.5644979315532155,10 +False,0.3275862068965517,0.05172413793103448,0.6013915005641219,11 +False,0.3620689655172414,0.05172413793103448,0.6235990974050396,12 +False,0.39655172413793105,0.05172413793103448,0.6336404663407297,13 +False,0.43103448275862066,0.05172413793103448,0.6527830011282438,14 +False,0.46551724137931033,0.05172413793103448,0.6770214366303123,15 +False,0.5,0.05172413793103448,0.6989657766077474,16 +False,0.5344827586206896,0.05172413793103448,0.7131628431741257,17 +False,0.5689655172413793,0.05172413793103448,0.7435878149680332,18 +False,0.603448275862069,0.05172413793103448,0.7882850695750283,19 +False,0.603448275862069,0.08620689655172414,0.7882850695750283,20 +False,0.603448275862069,0.1206896551724138,0.7882850695750283,21 +False,0.603448275862069,0.15517241379310345,0.7882850695750283,22 +False,0.603448275862069,0.1896551724137931,0.7882850695750283,23 +False,0.603448275862069,0.22413793103448276,0.7882850695750283,24 +False,0.603448275862069,0.25862068965517243,0.7882850695750283,25 +False,0.6379310344827587,0.25862068965517243,0.8062805566002258,26 +False,0.6724137931034483,0.25862068965517243,0.8246897329823243,27 +False,0.7068965517241379,0.25862068965517243,0.8388303873636707,28 +False,0.7413793103448276,0.25862068965517243,0.8470665663783379,29 +False,0.7758620689655172,0.25862068965517243,0.8504136893569012,30 +False,0.7758620689655172,0.29310344827586204,0.8504136893569012,31 +False,0.7931034482758621,0.3103448275862069,0.8522940955246334,32 +False,0.8275862068965517,0.3103448275862069,0.858160962767958,33 +False,0.8620689655172413,0.3103448275862069,0.8670552839413314,34 +False,0.8793103448275862,0.3275862068965517,0.8739375705152314,35 +False,0.896551724137931,0.3448275862068966,0.8783377209477248,36 +False,0.9137931034482759,0.3620689655172414,0.8798608499435879,37 +False,0.9310344827586207,0.3793103448275862,0.8853704400150434,38 +False,0.9655172413793104,0.3793103448275862,0.8977435125987214,39 +False,0.9655172413793104,0.41379310344827586,0.8977435125987214,40 +False,0.9655172413793104,0.4482758620689655,0.8977435125987214,41 +False,0.9655172413793104,0.4827586206896552,0.8977435125987214,42 +False,0.9655172413793104,0.5172413793103449,0.8977435125987214,43 +False,0.9655172413793104,0.5517241379310345,0.8977435125987214,44 +False,0.9655172413793104,0.5862068965517241,0.8977435125987214,45 +False,0.9655172413793104,0.6206896551724138,0.8977435125987214,46 +False,0.9655172413793104,0.6551724137931034,0.8977435125987214,47 +False,0.9655172413793104,0.6896551724137931,0.8977435125987214,48 +False,0.9655172413793104,0.7241379310344828,0.8977435125987214,49 +False,0.9655172413793104,0.7586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.7931034482758621,0.8977435125987214,51 +False,0.9827586206896551,0.8103448275862069,0.8988529522376835,52 +True,1.0,0.8275862068965517,0.9000000000000001,53 +False,0.034482758620689655,0.0,0.06739375705152313,1 +False,0.06896551724137931,0.0,0.11842798044377587,2 +False,0.10344827586206896,0.0,0.15992854456562616,3 +False,0.13793103448275862,0.0,0.21908612260248211,4 +False,0.1724137931034483,0.0,0.275554719819481,5 +False,0.20689655172413793,0.0,0.33606619029710416,6 +False,0.2413793103448276,0.0,0.39247837532907104,7 +False,0.25862068965517243,0.017241379310344827,0.42613764573147794,8 +False,0.25862068965517243,0.05172413793103448,0.42613764573147794,9 +False,0.29310344827586204,0.05172413793103448,0.45825498307634444,10 +False,0.3275862068965517,0.05172413793103448,0.48356525009402024,11 +False,0.3620689655172414,0.05172413793103448,0.5023128995863106,12 +False,0.3793103448275862,0.06896551724137931,0.5141970665663783,13 +False,0.41379310344827586,0.06896551724137931,0.5422715306506205,14 +False,0.4482758620689655,0.06896551724137931,0.5834712297856336,15 +False,0.46551724137931033,0.08620689655172414,0.6211357653253101,16 +False,0.4827586206896552,0.10344827586206896,0.6464648364046632,17 +False,0.5172413793103449,0.10344827586206896,0.682681459195186,18 +False,0.5517241379310345,0.10344827586206896,0.7212109815720193,19 +False,0.5517241379310345,0.13793103448275862,0.7212109815720193,20 +False,0.5517241379310345,0.1724137931034483,0.7212109815720193,21 +False,0.5517241379310345,0.20689655172413793,0.7212109815720193,22 +False,0.5517241379310345,0.2413793103448276,0.7212109815720193,23 +False,0.5517241379310345,0.27586206896551724,0.7212109815720193,24 +False,0.5517241379310345,0.3103448275862069,0.7212109815720193,25 +False,0.5862068965517241,0.3103448275862069,0.7368559608875515,26 +False,0.6206896551724138,0.3103448275862069,0.7495110943963894,27 +False,0.6551724137931034,0.3103448275862069,0.7585934561865361,28 +False,0.6896551724137931,0.3103448275862069,0.7646483640466338,29 +False,0.7068965517241379,0.3275862068965517,0.7680707032719065,30 +False,0.7241379310344828,0.3275862068965517,0.7697818728845428,31 +False,0.7413793103448276,0.3448275862068966,0.7760436254230911,32 +False,0.7586206896551724,0.3620689655172414,0.7899586310643096,33 +False,0.7758620689655172,0.3793103448275862,0.8086686724332454,34 +False,0.7931034482758621,0.39655172413793105,0.827491538172245,35 +False,0.8103448275862069,0.41379310344827586,0.839977435125987,36 +False,0.8275862068965517,0.43103448275862066,0.8454870251974425,37 +False,0.8448275862068966,0.4482758620689655,0.8563557728469348,38 +False,0.8620689655172413,0.46551724137931033,0.8714178262504699,39 +False,0.8620689655172413,0.5,0.8714178262504699,40 +False,0.8620689655172413,0.5344827586206896,0.8714178262504699,41 +False,0.8620689655172413,0.5689655172413793,0.8714178262504699,42 +False,0.8620689655172413,0.603448275862069,0.8714178262504699,43 +False,0.8620689655172413,0.6379310344827587,0.8714178262504699,44 +False,0.8620689655172413,0.6724137931034483,0.8714178262504699,45 +False,0.8620689655172413,0.7068965517241379,0.8714178262504699,46 +False,0.8620689655172413,0.7413793103448276,0.8714178262504699,47 +False,0.8620689655172413,0.7758620689655172,0.8714178262504699,48 +False,0.8620689655172413,0.8103448275862069,0.8714178262504699,49 +False,0.8620689655172413,0.8448275862068966,0.8714178262504699,50 +False,0.8620689655172413,0.8793103448275862,0.8714178262504699,51 +False,0.8620689655172413,0.9137931034482759,0.8714178262504699,52 +False,0.8793103448275862,0.9310344827586207,0.872527265889432,53 +False,0.896551724137931,0.9482758620689655,0.8736743136517486,54 +False,0.896551724137931,0.9827586206896551,0.8736743136517486,55 +False,0.896551724137931,1.0172413793103448,0.8736743136517486,56 +False,0.896551724137931,1.0344827586206897,0.8736743136517486,57 +False,0.896551724137931,1.0689655172413792,0.8736743136517486,58 +False,0.9137931034482759,1.0862068965517242,0.8755547198194809,59 +False,0.9310344827586207,1.103448275862069,0.8797856336968783,60 +False,0.9482758620689655,1.1206896551724137,0.8871944339977433,61 +False,0.9655172413793104,1.1379310344827587,0.8940767205716433,62 +False,0.9827586206896551,1.1551724137931034,0.8984768710041368,63 +True,1.0,1.1724137931034482,0.8999999999999999,64 +False,0.034482758620689655,0.0,0.04477247085370441,1 +False,0.06896551724137931,0.0,0.0769650244452802,2 +False,0.10344827586206896,0.0,0.0974614516735615,3 +False,0.13793103448275862,0.0,0.13685596088755173,4 +False,0.1724137931034483,0.0,0.19219631440391127,5 +False,0.20689655172413793,0.0,0.24748025573523885,6 +False,0.2413793103448276,0.0,0.29133132756675445,7 +False,0.25862068965517243,0.017241379310344827,0.3146671681083114,8 +False,0.25862068965517243,0.05172413793103448,0.3146671681083114,9 +False,0.29310344827586204,0.05172413793103448,0.3506769462203836,10 +False,0.3275862068965517,0.05172413793103448,0.37156825874388866,11 +False,0.3620689655172414,0.05172413793103448,0.381214742384355,12 +False,0.39655172413793105,0.05172413793103448,0.3862730349755547,13 +False,0.43103448275862066,0.05172413793103448,0.39964272282813085,14 +False,0.4482758620689655,0.06896551724137931,0.426081233546446,15 +False,0.46551724137931033,0.08620689655172414,0.4657954118089507,16 +False,0.4827586206896552,0.10344827586206896,0.5034599473486272,17 +False,0.5,0.1206896551724138,0.5568070703271906,18 +False,0.5344827586206896,0.1206896551724138,0.6084618277547948,19 +False,0.5344827586206896,0.15517241379310345,0.6084618277547948,20 +False,0.5344827586206896,0.1896551724137931,0.6084618277547948,21 +False,0.5344827586206896,0.22413793103448276,0.6084618277547948,22 +False,0.5344827586206896,0.25862068965517243,0.6084618277547948,23 +False,0.5344827586206896,0.29310344827586204,0.6084618277547948,24 +False,0.5344827586206896,0.3275862068965517,0.6084618277547948,25 +False,0.5517241379310345,0.3448275862068966,0.6418954494170739,26 +False,0.5689655172413793,0.3620689655172414,0.6638209853328317,27 +False,0.603448275862069,0.3620689655172414,0.6752538548326438,28 +False,0.6379310344827587,0.3620689655172414,0.6801805189921022,29 +False,0.6379310344827587,0.39655172413793105,0.6801805189921022,30 +False,0.6379310344827587,0.41379310344827586,0.6801805189921022,31 +False,0.6551724137931034,0.43103448275862066,0.6818916886047385,32 +False,0.6724137931034483,0.4482758620689655,0.6881534411432868,33 +False,0.6896551724137931,0.46551724137931033,0.7020684467845053,34 +False,0.7068965517241379,0.4827586206896552,0.720778488153441,35 +False,0.7241379310344828,0.5,0.7396013538924406,36 +False,0.7413793103448276,0.5172413793103449,0.7520872508461827,37 +False,0.7586206896551724,0.5344827586206896,0.7774163219255358,38 +False,0.7758620689655172,0.5517241379310345,0.8119217751034222,39 +False,0.7758620689655172,0.5862068965517241,0.8119217751034222,40 +False,0.7758620689655172,0.6206896551724138,0.8119217751034222,41 +False,0.7758620689655172,0.6551724137931034,0.8119217751034222,42 +False,0.7758620689655172,0.6896551724137931,0.8119217751034222,43 +False,0.7758620689655172,0.7241379310344828,0.8119217751034222,44 +False,0.7758620689655172,0.7586206896551724,0.8119217751034222,45 +False,0.7758620689655172,0.7931034482758621,0.8119217751034222,46 +False,0.7758620689655172,0.8275862068965517,0.8119217751034222,47 +False,0.7758620689655172,0.8620689655172413,0.8119217751034222,48 +False,0.7758620689655172,0.896551724137931,0.8119217751034222,49 +False,0.7931034482758621,0.896551724137931,0.8227905227529145,50 +False,0.8103448275862069,0.9137931034482759,0.8378525761564497,51 +False,0.8275862068965517,0.9310344827586207,0.8519932305377961,52 +False,0.8448275862068966,0.9482758620689655,0.8617149304249717,53 +False,0.8620689655172413,0.9655172413793104,0.8665287702143663,54 +False,0.8793103448275862,0.9827586206896551,0.8681647235802933,55 +False,0.8793103448275862,1.0172413793103448,0.8681647235802933,56 +False,0.8793103448275862,1.0344827586206897,0.8681647235802933,57 +False,0.8793103448275862,1.0689655172413792,0.8681647235802933,58 +False,0.896551724137931,1.0862068965517242,0.8700451297480255,59 +False,0.9137931034482759,1.103448275862069,0.874276043625423,60 +False,0.9310344827586207,1.1206896551724137,0.881684843926288,61 +False,0.9482758620689655,1.1379310344827587,0.888567130500188,62 +False,0.9655172413793104,1.1551724137931034,0.8929672809326814,63 +False,0.9827586206896551,1.1724137931034482,0.8944904099285446,64 +False,0.9827586206896551,1.1896551724137931,0.8944904099285446,65 +False,0.9827586206896551,1.2241379310344827,0.8944904099285446,66 +False,0.9827586206896551,1.2586206896551724,0.8944904099285446,67 +False,0.9827586206896551,1.293103448275862,0.8944904099285446,68 +False,0.9827586206896551,1.3275862068965518,0.8944904099285446,69 +False,0.9827586206896551,1.3620689655172413,0.8944904099285446,70 +False,0.9827586206896551,1.396551724137931,0.8944904099285446,71 +False,0.9827586206896551,1.4310344827586208,0.8944904099285446,72 +False,0.9827586206896551,1.4655172413793103,0.8944904099285446,73 +False,0.9827586206896551,1.5,0.8944904099285446,74 +False,0.9827586206896551,1.5344827586206897,0.8944904099285446,75 +False,0.9827586206896551,1.5689655172413792,0.8944904099285446,76 +False,0.9827586206896551,1.603448275862069,0.8944904099285446,77 +False,0.9827586206896551,1.6379310344827587,0.8944904099285446,78 +False,0.9827586206896551,1.6724137931034482,0.8944904099285446,79 +False,0.9827586206896551,1.706896551724138,0.8944904099285446,80 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,81 +False,0.9827586206896551,1.7413793103448276,0.8944904099285446,82 +False,0.9827586206896551,1.7758620689655173,0.8944904099285446,83 +False,0.9827586206896551,1.8103448275862069,0.8944904099285446,84 +False,0.9827586206896551,1.8448275862068966,0.8944904099285446,85 +False,0.9827586206896551,1.8793103448275863,0.8944904099285446,86 +False,0.9827586206896551,1.9137931034482758,0.8944904099285446,87 +False,0.9827586206896551,1.9482758620689655,0.8944904099285446,88 +False,0.9827586206896551,1.9827586206896552,0.8944904099285446,89 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,90 +False,0.9827586206896551,2.0172413793103448,0.8944904099285446,91 +False,0.9827586206896551,2.0517241379310347,0.8944904099285446,92 +False,0.9827586206896551,2.086206896551724,0.8944904099285446,93 +False,0.9827586206896551,2.1206896551724137,0.8944904099285446,94 +False,0.9827586206896551,2.1551724137931036,0.8944904099285446,95 +False,0.9827586206896551,2.189655172413793,0.8944904099285446,96 +False,0.9827586206896551,2.2241379310344827,0.8944904099285446,97 +False,0.9827586206896551,2.2586206896551726,0.8944904099285446,98 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,99 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,100 +False,0.9827586206896551,2.293103448275862,0.8944904099285446,101 +False,0.9827586206896551,2.3275862068965516,0.8944904099285446,102 +False,0.9827586206896551,2.3620689655172415,0.8944904099285446,103 +False,0.9827586206896551,2.396551724137931,0.8944904099285446,104 +False,0.9827586206896551,2.4310344827586206,0.8944904099285446,105 +False,0.9827586206896551,2.4655172413793105,0.8944904099285446,106 +False,0.9827586206896551,2.5,0.8944904099285446,107 +False,0.9827586206896551,2.5344827586206895,0.8944904099285446,108 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,109 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,110 +False,0.9827586206896551,2.5689655172413794,0.8944904099285446,111 +False,0.9827586206896551,2.603448275862069,0.8944904099285446,112 +False,0.9827586206896551,2.6379310344827585,0.8944904099285446,113 +False,0.9827586206896551,2.6724137931034484,0.8944904099285446,114 +False,0.9827586206896551,2.706896551724138,0.8944904099285446,115 +False,0.9827586206896551,2.7413793103448274,0.8944904099285446,116 +False,0.9827586206896551,2.7758620689655173,0.8944904099285446,117 +False,0.9827586206896551,2.810344827586207,0.8944904099285446,118 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,119 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,120 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,121 +False,0.9827586206896551,2.8448275862068964,0.8944904099285446,122 +False,0.9827586206896551,2.8793103448275863,0.8944904099285446,123 +False,0.9827586206896551,2.913793103448276,0.8944904099285446,124 +False,0.9827586206896551,2.9482758620689653,0.8944904099285446,125 +False,0.9827586206896551,2.9827586206896552,0.8944904099285446,126 +False,0.9827586206896551,3.0172413793103448,0.8944904099285446,127 +False,0.9827586206896551,3.0517241379310347,0.8944904099285446,128 +False,0.9827586206896551,3.086206896551724,0.8944904099285446,129 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,130 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,131 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,132 +False,0.9827586206896551,3.1206896551724137,0.8944904099285446,133 +False,0.9827586206896551,3.1551724137931036,0.8944904099285446,134 +False,0.9827586206896551,3.189655172413793,0.8944904099285446,135 +False,0.9827586206896551,3.2241379310344827,0.8944904099285446,136 +False,0.9827586206896551,3.2586206896551726,0.8944904099285446,137 +False,0.9827586206896551,3.293103448275862,0.8944904099285446,138 +False,0.9827586206896551,3.3275862068965516,0.8944904099285446,139 +False,0.9827586206896551,3.3620689655172415,0.8944904099285446,140 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,141 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,142 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,143 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,144 +False,0.9827586206896551,3.396551724137931,0.8944904099285446,145 +False,0.9827586206896551,3.4310344827586206,0.8944904099285446,146 +False,0.9827586206896551,3.4655172413793105,0.8944904099285446,147 +False,0.9827586206896551,3.5,0.8944904099285446,148 +False,0.9827586206896551,3.5344827586206895,0.8944904099285446,149 +False,0.9827586206896551,3.5689655172413794,0.8944904099285446,150 +False,0.9827586206896551,3.603448275862069,0.8944904099285446,151 +False,0.9827586206896551,3.6379310344827585,0.8944904099285446,152 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,153 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,154 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,155 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,156 +False,0.9827586206896551,3.6724137931034484,0.8944904099285446,157 +False,0.9827586206896551,3.706896551724138,0.8944904099285446,158 +False,0.9827586206896551,3.7413793103448274,0.8944904099285446,159 +False,0.9827586206896551,3.7758620689655173,0.8944904099285446,160 +False,0.9827586206896551,3.810344827586207,0.8944904099285446,161 +False,0.9827586206896551,3.8448275862068964,0.8944904099285446,162 +False,0.9827586206896551,3.8793103448275863,0.8944904099285446,163 +False,0.9827586206896551,3.913793103448276,0.8944904099285446,164 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,165 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,166 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,167 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,168 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,169 +False,0.9827586206896551,3.9482758620689653,0.8944904099285446,170 +False,0.9827586206896551,3.9827586206896552,0.8944904099285446,171 +False,0.9827586206896551,4.017241379310345,0.8944904099285446,172 +False,0.9827586206896551,4.051724137931035,0.8944904099285446,173 +False,0.9827586206896551,4.086206896551724,0.8944904099285446,174 +False,0.9827586206896551,4.120689655172414,0.8944904099285446,175 +False,0.9827586206896551,4.155172413793103,0.8944904099285446,176 +False,0.9827586206896551,4.189655172413793,0.8944904099285446,177 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,178 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,179 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,180 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,181 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,182 +False,0.9827586206896551,4.224137931034483,0.8944904099285446,183 +False,0.9827586206896551,4.258620689655173,0.8944904099285446,184 +False,0.9827586206896551,4.293103448275862,0.8944904099285446,185 +False,0.9827586206896551,4.327586206896552,0.8944904099285446,186 +False,0.9827586206896551,4.362068965517241,0.8944904099285446,187 +False,0.9827586206896551,4.396551724137931,0.8944904099285446,188 +False,0.9827586206896551,4.431034482758621,0.8944904099285446,189 +False,0.9827586206896551,4.4655172413793105,0.8944904099285446,190 +False,0.9827586206896551,4.5,0.8944904099285446,191 +False,0.9827586206896551,4.5,0.8944904099285446,192 +False,0.9827586206896551,4.5,0.8944904099285446,193 +False,0.9827586206896551,4.5,0.8944904099285446,194 +False,0.9827586206896551,4.5,0.8944904099285446,195 +False,0.9827586206896551,4.5,0.8944904099285446,196 +False,0.9827586206896551,4.5,0.8944904099285446,197 +False,0.9827586206896551,4.5344827586206895,0.8944904099285446,198 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,199 +False,0.9827586206896551,4.568965517241379,0.8944904099285446,200 diff --git a/results/expanding_search_4_agent.csv b/results/expanding_search_4_agent.csv index b641b23..1fc37e8 100644 --- a/results/expanding_search_4_agent.csv +++ b/results/expanding_search_4_agent.csv @@ -1,4 +1,307 @@ is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.07042121098157202,1 +False,0.13793103448275862,0.0,0.1750470101541933,2 +False,0.20689655172413793,0.0,0.2585934561865363,3 +False,0.27586206896551724,0.0,0.31107559232794285,4 +False,0.3275862068965517,0.017241379310344827,0.3363670552839414,5 +False,0.3793103448275862,0.034482758620689655,0.38409176382098537,6 +False,0.43103448275862066,0.05172413793103448,0.44360661902971044,7 +False,0.4827586206896552,0.06896551724137931,0.5003384731101919,8 +False,0.5172413793103449,0.10344827586206896,0.5577472734110568,9 +False,0.5517241379310345,0.1206896551724138,0.6163219255359158,10 +False,0.5862068965517241,0.15517241379310345,0.6830951485520873,11 +False,0.603448275862069,0.20689655172413793,0.7161714930424973,12 +False,0.603448275862069,0.27586206896551724,0.7161714930424973,13 +False,0.6551724137931034,0.29310344827586204,0.7786949981195939,14 +False,0.7068965517241379,0.3103448275862069,0.8094584430236932,15 +False,0.7413793103448276,0.3448275862068966,0.8164347499059798,16 +False,0.7586206896551724,0.3620689655172414,0.8179390748401655,17 +False,0.7758620689655172,0.41379310344827586,0.8208725084618278,18 +False,0.7931034482758621,0.46551724137931033,0.8251410304625799,19 +False,0.8103448275862069,0.5172413793103449,0.8295599849567507,20 +False,0.8275862068965517,0.5689655172413793,0.8329823241820233,21 +False,0.8275862068965517,0.6379310344827587,0.8329823241820233,22 +False,0.8275862068965517,0.7068965517241379,0.8329823241820233,23 +False,0.8620689655172413,0.7413793103448276,0.8691237307258368,24 +False,0.8793103448275862,0.7931034482758621,0.8706092515983452,25 +False,0.8793103448275862,0.8448275862068966,0.8706092515983452,26 +False,0.896551724137931,0.896551724137931,0.8737307258367807,27 +False,0.896551724137931,0.9655172413793104,0.8737307258367807,28 +False,0.896551724137931,1.0344827586206897,0.8737307258367807,29 +False,0.896551724137931,1.103448275862069,0.8737307258367807,30 +False,0.896551724137931,1.1551724137931034,0.8737307258367807,31 +False,0.896551724137931,1.2241379310344827,0.8737307258367807,32 +False,0.9137931034482759,1.2758620689655173,0.8792591199699135,33 +False,0.9137931034482759,1.3448275862068966,0.8792591199699135,34 +False,0.9655172413793104,1.3620689655172413,0.8977435125987212,35 +False,0.9655172413793104,1.4310344827586208,0.8977435125987212,36 +False,0.9655172413793104,1.4655172413793103,0.8977435125987212,37 +False,0.9655172413793104,1.5344827586206897,0.8977435125987212,38 +False,0.9655172413793104,1.603448275862069,0.8977435125987212,39 +False,0.9827586206896551,1.6551724137931034,0.8988529522376832,40 +True,1.0,1.706896551724138,0.8999999999999999,41 +False,0.06896551724137931,0.0,0.058048138397893946,1 +False,0.13793103448275862,0.0,0.14240315908236179,2 +False,0.20689655172413793,0.0,0.21509966152688978,3 +False,0.27586206896551724,0.0,0.2659646483640466,4 +False,0.3448275862068966,0.0,0.30582925911996983,5 +False,0.41379310344827586,0.0,0.3568070703271906,6 +False,0.4827586206896552,0.0,0.40998495675065805,7 +False,0.5344827586206896,0.017241379310344827,0.44744264761188407,8 +False,0.5689655172413793,0.05172413793103448,0.4889432117337344,9 +False,0.603448275862069,0.06896551724137931,0.5481007897705904,10 +False,0.6379310344827587,0.10344827586206896,0.6154945468221135,11 +False,0.6551724137931034,0.15517241379310345,0.6491538172245204,12 +False,0.6724137931034483,0.20689655172413793,0.6506769462203835,13 +False,0.7413793103448276,0.20689655172413793,0.7201203459947348,14 +False,0.8103448275862069,0.20689655172413793,0.7712297856336968,15 +False,0.8620689655172413,0.22413793103448276,0.8019368183527641,16 +False,0.8620689655172413,0.27586206896551724,0.8019368183527641,17 +False,0.8620689655172413,0.3448275862068966,0.8019368183527641,18 +False,0.8793103448275862,0.39655172413793105,0.8030462579917261,19 +False,0.896551724137931,0.4482758620689655,0.8041933057540428,20 +False,0.896551724137931,0.5172413793103449,0.8041933057540428,21 +False,0.896551724137931,0.5862068965517241,0.8041933057540428,22 +False,0.896551724137931,0.6551724137931034,0.8041933057540428,23 +False,0.9310344827586207,0.6896551724137931,0.8591763820985332,24 +False,0.9482758620689655,0.7413793103448276,0.8606619029710416,25 +False,0.9482758620689655,0.7931034482758621,0.8606619029710416,26 +False,0.9655172413793104,0.8448275862068966,0.8637833772094771,27 +False,0.9655172413793104,0.9137931034482759,0.8637833772094771,28 +False,0.9655172413793104,0.9827586206896551,0.8637833772094771,29 +False,0.9655172413793104,1.0517241379310345,0.8637833772094771,30 +False,0.9655172413793104,1.1206896551724137,0.8637833772094771,31 +False,0.9655172413793104,1.1896551724137931,0.8637833772094771,32 +False,0.9655172413793104,1.2586206896551724,0.8637833772094771,33 +True,1.0,1.293103448275862,0.8999999999999998,34 +False,0.06896551724137931,0.0,0.07173749529898459,1 +False,0.13793103448275862,0.0,0.13301993230537798,2 +False,0.20689655172413793,0.0,0.18219255359157582,3 +False,0.25862068965517243,0.017241379310344827,0.24518616021060552,4 +False,0.3103448275862069,0.034482758620689655,0.30253854832643856,5 +False,0.3448275862068966,0.06896551724137931,0.3646107559232795,6 +False,0.3793103448275862,0.08620689655172414,0.4254606995110945,7 +False,0.41379310344827586,0.1206896551724138,0.4646671681083115,8 +False,0.43103448275862066,0.1724137931034483,0.4748589695374202,9 +False,0.46551724137931033,0.20689655172413793,0.5121098157201956,10 +False,0.5172413793103449,0.22413793103448276,0.5443023693117715,11 +False,0.5344827586206896,0.27586206896551724,0.5631252350507711,12 +False,0.5517241379310345,0.3275862068965517,0.5756111320045131,13 +False,0.603448275862069,0.3448275862068966,0.6357089131252351,14 +False,0.6551724137931034,0.3620689655172414,0.7044377585558482,15 +False,0.6896551724137931,0.39655172413793105,0.7597969161338851,16 +False,0.7068965517241379,0.43103448275862066,0.7695186160210608,17 +False,0.7413793103448276,0.46551724137931033,0.7760436254230916,18 +False,0.7758620689655172,0.5,0.7839413313275669,19 +False,0.7758620689655172,0.5689655172413793,0.7839413313275669,20 +False,0.7758620689655172,0.6206896551724138,0.7839413313275669,21 +False,0.7758620689655172,0.6896551724137931,0.7839413313275669,22 +False,0.7758620689655172,0.7586206896551724,0.7839413313275669,23 +False,0.7758620689655172,0.8275862068965517,0.7839413313275669,24 +False,0.7758620689655172,0.896551724137931,0.7839413313275669,25 +False,0.8103448275862069,0.9310344827586207,0.803027453930049,26 +False,0.8275862068965517,0.9827586206896551,0.8072583678074465,27 +False,0.8620689655172413,1.0172413793103448,0.8312899586310645,28 +False,0.8793103448275862,1.0689655172413792,0.8381722452049645,29 +False,0.896551724137931,1.1206896551724137,0.8425723956374579,30 +False,0.9137931034482759,1.1379310344827587,0.844095524633321,31 +False,0.9310344827586207,1.1896551724137931,0.8496051147047765,32 +False,0.9482758620689655,1.2413793103448276,0.8604738623542688,33 +False,0.9655172413793104,1.293103448275862,0.875535915757804,34 +False,0.9827586206896551,1.3448275862068966,0.8896765701391504,35 +False,0.9827586206896551,1.4137931034482758,0.8896765701391504,36 +False,0.9827586206896551,1.4655172413793103,0.8896765701391504,37 +True,1.0,1.5172413793103448,0.9000000000000004,38 +False,0.06896551724137931,0.0,0.058048138397893946,1 +False,0.13793103448275862,0.0,0.14240315908236179,2 +False,0.20689655172413793,0.0,0.21509966152688978,3 +False,0.27586206896551724,0.0,0.2659646483640466,4 +False,0.3448275862068966,0.0,0.30582925911996983,5 +False,0.41379310344827586,0.0,0.3568070703271906,6 +False,0.4827586206896552,0.0,0.40998495675065805,7 +False,0.5344827586206896,0.017241379310344827,0.44744264761188407,8 +False,0.5689655172413793,0.05172413793103448,0.4889432117337344,9 +False,0.603448275862069,0.06896551724137931,0.5481007897705904,10 +False,0.6379310344827587,0.10344827586206896,0.6154945468221135,11 +False,0.6551724137931034,0.15517241379310345,0.6491538172245204,12 +False,0.6724137931034483,0.20689655172413793,0.6506769462203835,13 +False,0.7413793103448276,0.20689655172413793,0.7201203459947348,14 +False,0.8103448275862069,0.20689655172413793,0.7712297856336968,15 +False,0.8620689655172413,0.22413793103448276,0.8019368183527641,16 +False,0.8620689655172413,0.27586206896551724,0.8019368183527641,17 +False,0.8620689655172413,0.3448275862068966,0.8019368183527641,18 +False,0.8793103448275862,0.39655172413793105,0.8030462579917261,19 +False,0.896551724137931,0.4482758620689655,0.8041933057540428,20 +False,0.896551724137931,0.5172413793103449,0.8041933057540428,21 +False,0.896551724137931,0.5862068965517241,0.8041933057540428,22 +False,0.896551724137931,0.6551724137931034,0.8041933057540428,23 +False,0.9310344827586207,0.6896551724137931,0.8591763820985332,24 +False,0.9482758620689655,0.7413793103448276,0.8606619029710416,25 +False,0.9482758620689655,0.7931034482758621,0.8606619029710416,26 +False,0.9655172413793104,0.8448275862068966,0.8637833772094771,27 +False,0.9655172413793104,0.9137931034482759,0.8637833772094771,28 +False,0.9655172413793104,0.9827586206896551,0.8637833772094771,29 +False,0.9655172413793104,1.0517241379310345,0.8637833772094771,30 +False,0.9655172413793104,1.1206896551724137,0.8637833772094771,31 +False,0.9655172413793104,1.1896551724137931,0.8637833772094771,32 +False,0.9655172413793104,1.2586206896551724,0.8637833772094771,33 +True,1.0,1.293103448275862,0.8999999999999998,34 +False,0.06896551724137931,0.0,0.07173749529898459,1 +False,0.13793103448275862,0.0,0.13301993230537798,2 +False,0.20689655172413793,0.0,0.18219255359157582,3 +False,0.25862068965517243,0.017241379310344827,0.24518616021060552,4 +False,0.3103448275862069,0.034482758620689655,0.30253854832643856,5 +False,0.3448275862068966,0.06896551724137931,0.3646107559232795,6 +False,0.3793103448275862,0.08620689655172414,0.4254606995110945,7 +False,0.41379310344827586,0.1206896551724138,0.4646671681083115,8 +False,0.43103448275862066,0.1724137931034483,0.4748589695374202,9 +False,0.46551724137931033,0.20689655172413793,0.5121098157201956,10 +False,0.5172413793103449,0.22413793103448276,0.5443023693117715,11 +False,0.5344827586206896,0.27586206896551724,0.5631252350507711,12 +False,0.5517241379310345,0.3275862068965517,0.5756111320045131,13 +False,0.603448275862069,0.3448275862068966,0.6357089131252351,14 +False,0.6551724137931034,0.3620689655172414,0.7044377585558482,15 +False,0.6896551724137931,0.39655172413793105,0.7597969161338851,16 +False,0.7068965517241379,0.43103448275862066,0.7695186160210608,17 +False,0.7413793103448276,0.46551724137931033,0.7760436254230916,18 +False,0.7758620689655172,0.5,0.7839413313275669,19 +False,0.7758620689655172,0.5689655172413793,0.7839413313275669,20 +False,0.7758620689655172,0.6206896551724138,0.7839413313275669,21 +False,0.7758620689655172,0.6896551724137931,0.7839413313275669,22 +False,0.7758620689655172,0.7586206896551724,0.7839413313275669,23 +False,0.7758620689655172,0.8275862068965517,0.7839413313275669,24 +False,0.7758620689655172,0.896551724137931,0.7839413313275669,25 +False,0.8103448275862069,0.9310344827586207,0.803027453930049,26 +False,0.8275862068965517,0.9827586206896551,0.8072583678074465,27 +False,0.8620689655172413,1.0172413793103448,0.8312899586310645,28 +False,0.8793103448275862,1.0689655172413792,0.8381722452049645,29 +False,0.896551724137931,1.1206896551724137,0.8425723956374579,30 +False,0.9137931034482759,1.1379310344827587,0.844095524633321,31 +False,0.9310344827586207,1.1896551724137931,0.8496051147047765,32 +False,0.9482758620689655,1.2413793103448276,0.8604738623542688,33 +False,0.9655172413793104,1.293103448275862,0.875535915757804,34 +False,0.9827586206896551,1.3448275862068966,0.8896765701391504,35 +False,0.9827586206896551,1.4137931034482758,0.8896765701391504,36 +False,0.9827586206896551,1.4655172413793103,0.8896765701391504,37 +True,1.0,1.5172413793103448,0.9000000000000004,38 +False,0.06896551724137931,0.0,0.09001504324934186,1 +False,0.13793103448275862,0.0,0.19356901090635575,2 +False,0.20689655172413793,0.0,0.26288078224896577,3 +False,0.27586206896551724,0.0,0.31536291839037234,4 +False,0.3275862068965517,0.017241379310344827,0.34943587814968036,5 +False,0.3793103448275862,0.034482758620689655,0.41284317412561117,6 +False,0.43103448275862066,0.05172413793103448,0.5,7 +False,0.46551724137931033,0.08620689655172414,0.5720759684091763,8 +False,0.4827586206896552,0.13793103448275862,0.6222640090259495,9 +False,0.5344827586206896,0.15517241379310345,0.680932681459195,10 +False,0.5862068965517241,0.1724137931034483,0.7236367055283941,11 +False,0.6206896551724138,0.20689655172413793,0.7417826250470102,12 +False,0.6206896551724138,0.27586206896551724,0.7417826250470102,13 +False,0.6724137931034483,0.29310344827586204,0.7842045881910494,14 +False,0.7241379310344828,0.3103448275862069,0.8089319292967282,15 +False,0.7586206896551724,0.3448275862068966,0.8169048514479128,16 +False,0.7758620689655172,0.3793103448275862,0.818785257615645,17 +False,0.8275862068965517,0.39655172413793105,0.8386611508085746,18 +False,0.8793103448275862,0.41379310344827586,0.882437006393381,19 +False,0.896551724137931,0.46551724137931033,0.8867055283941331,20 +False,0.9137931034482759,0.5,0.8911244828883038,21 +False,0.9137931034482759,0.5689655172413793,0.8911244828883038,22 +False,0.9137931034482759,0.6379310344827587,0.8911244828883038,23 +False,0.9137931034482759,0.7068965517241379,0.8911244828883038,24 +False,0.9310344827586207,0.7586206896551724,0.8926100037608122,25 +False,0.9310344827586207,0.8103448275862069,0.8926100037608122,26 +False,0.9310344827586207,0.8793103448275862,0.8926100037608122,27 +False,0.9310344827586207,0.9482758620689655,0.8926100037608122,28 +False,0.9310344827586207,1.0172413793103448,0.8926100037608122,29 +False,0.9310344827586207,1.0862068965517242,0.8926100037608122,30 +False,0.9310344827586207,1.1379310344827587,0.8926100037608122,31 +False,0.9310344827586207,1.206896551724138,0.8926100037608122,32 +False,0.9310344827586207,1.2758620689655173,0.8926100037608122,33 +False,0.9482758620689655,1.3275862068965518,0.8960323429860849,34 +False,0.9655172413793104,1.3793103448275863,0.8977435125987212,35 +False,0.9655172413793104,1.4482758620689655,0.8977435125987212,36 +False,0.9655172413793104,1.4827586206896552,0.8977435125987212,37 +False,0.9655172413793104,1.5517241379310345,0.8977435125987212,38 +False,0.9655172413793104,1.6206896551724137,0.8977435125987212,39 +False,0.9655172413793104,1.6896551724137931,0.8977435125987212,40 +False,0.9827586206896551,1.7413793103448276,0.8988529522376832,41 +True,1.0,1.793103448275862,0.8999999999999999,42 +False,0.06896551724137931,0.0,0.09001504324934186,1 +False,0.13793103448275862,0.0,0.19356901090635575,2 +False,0.20689655172413793,0.0,0.26288078224896577,3 +False,0.27586206896551724,0.0,0.31536291839037234,4 +False,0.3275862068965517,0.017241379310344827,0.34943587814968036,5 +False,0.3793103448275862,0.034482758620689655,0.41284317412561117,6 +False,0.43103448275862066,0.05172413793103448,0.5,7 +False,0.46551724137931033,0.08620689655172414,0.5720759684091763,8 +False,0.4827586206896552,0.13793103448275862,0.6222640090259495,9 +False,0.5344827586206896,0.15517241379310345,0.680932681459195,10 +False,0.5862068965517241,0.1724137931034483,0.7236367055283941,11 +False,0.6206896551724138,0.20689655172413793,0.7417826250470102,12 +False,0.6206896551724138,0.27586206896551724,0.7417826250470102,13 +False,0.6724137931034483,0.29310344827586204,0.7842045881910494,14 +False,0.7241379310344828,0.3103448275862069,0.8089319292967282,15 +False,0.7586206896551724,0.3448275862068966,0.8169048514479128,16 +False,0.7758620689655172,0.3793103448275862,0.818785257615645,17 +False,0.8275862068965517,0.39655172413793105,0.8386611508085746,18 +False,0.8793103448275862,0.41379310344827586,0.882437006393381,19 +False,0.896551724137931,0.46551724137931033,0.8867055283941331,20 +False,0.9137931034482759,0.5,0.8911244828883038,21 +False,0.9137931034482759,0.5689655172413793,0.8911244828883038,22 +False,0.9137931034482759,0.6379310344827587,0.8911244828883038,23 +False,0.9137931034482759,0.7068965517241379,0.8911244828883038,24 +False,0.9310344827586207,0.7586206896551724,0.8926100037608122,25 +False,0.9310344827586207,0.8103448275862069,0.8926100037608122,26 +False,0.9310344827586207,0.8793103448275862,0.8926100037608122,27 +False,0.9310344827586207,0.9482758620689655,0.8926100037608122,28 +False,0.9310344827586207,1.0172413793103448,0.8926100037608122,29 +False,0.9310344827586207,1.0862068965517242,0.8926100037608122,30 +False,0.9310344827586207,1.1379310344827587,0.8926100037608122,31 +False,0.9310344827586207,1.206896551724138,0.8926100037608122,32 +False,0.9310344827586207,1.2758620689655173,0.8926100037608122,33 +False,0.9482758620689655,1.3275862068965518,0.8960323429860849,34 +False,0.9655172413793104,1.3793103448275863,0.8977435125987212,35 +False,0.9655172413793104,1.4482758620689655,0.8977435125987212,36 +False,0.9655172413793104,1.4827586206896552,0.8977435125987212,37 +False,0.9655172413793104,1.5517241379310345,0.8977435125987212,38 +False,0.9655172413793104,1.6206896551724137,0.8977435125987212,39 +False,0.9655172413793104,1.6896551724137931,0.8977435125987212,40 +False,0.9827586206896551,1.7413793103448276,0.8988529522376832,41 +True,1.0,1.793103448275862,0.8999999999999999,42 +False,0.06896551724137931,0.0,0.04586310643098909,1 +False,0.13793103448275862,0.0,0.09734862730349757,2 +False,0.20689655172413793,0.0,0.1515043249341858,3 +False,0.27586206896551724,0.0,0.20804813839789402,4 +False,0.3103448275862069,0.034482758620689655,0.26763820985332837,5 +False,0.3793103448275862,0.034482758620689655,0.32066566378337724,6 +False,0.4482758620689655,0.034482758620689655,0.3562617525385484,7 +False,0.5,0.05172413793103448,0.37982324182023325,8 +False,0.5344827586206896,0.08620689655172414,0.40031966904851457,9 +False,0.5689655172413793,0.10344827586206896,0.4397141782625048,10 +False,0.603448275862069,0.13793103448275862,0.4844866491162092,11 +False,0.6206896551724138,0.1896551724137931,0.5078224896577662,12 +False,0.6379310344827587,0.2413793103448276,0.5122226400902596,13 +False,0.6896551724137931,0.25862068965517243,0.5799924783753292,14 +False,0.7413793103448276,0.27586206896551724,0.6569763068822866,15 +False,0.7758620689655172,0.3103448275862069,0.7249153817224521,16 +False,0.7931034482758621,0.3275862068965517,0.7390560361037984,17 +False,0.8103448275862069,0.3793103448275862,0.7487777359909741,18 +False,0.8275862068965517,0.43103448275862066,0.7535915757803686,19 +False,0.8448275862068966,0.4827586206896552,0.7552275291462957,20 +False,0.8448275862068966,0.5517241379310345,0.7552275291462957,21 +False,0.8448275862068966,0.6206896551724138,0.7552275291462957,22 +False,0.8620689655172413,0.6724137931034483,0.7568634825122227,23 +False,0.896551724137931,0.7068965517241379,0.8119781872884543,24 +False,0.896551724137931,0.7758620689655172,0.8119781872884543,25 +False,0.896551724137931,0.8275862068965517,0.8119781872884543,26 +False,0.9310344827586207,0.8620689655172413,0.8670364798796539,27 +False,0.9310344827586207,0.9310344827586207,0.8670364798796539,28 +False,0.9310344827586207,1.0,0.8670364798796539,29 +False,0.9310344827586207,1.0689655172413792,0.8670364798796539,30 +False,0.9482758620689655,1.103448275862069,0.8685596088755171,31 +False,0.9655172413793104,1.1551724137931034,0.8740691989469725,32 +False,0.9827586206896551,1.206896551724138,0.8849379465964649,33 +True,1.0,1.2586206896551724,0.9,34 False,0.06896551724137931,0.0,0.0780744640842422,1 False,0.13793103448275862,0.0,0.16173373448664913,2 False,0.20689655172413793,0.0,0.2161714930424972,3 @@ -20,3 +323,516 @@ False,0.9310344827586207,0.3103448275862069,0.8433621662279052,18 False,0.9655172413793104,0.3448275862068966,0.8977435125987212,19 False,0.9827586206896551,0.39655172413793105,0.8988529522376832,20 True,1.0,0.43103448275862066,0.8999999999999999,21 +False,0.05172413793103448,0.017241379310344827,0.09471605866867243,1 +False,0.1206896551724138,0.017241379310344827,0.17878901842798045,2 +False,0.1896551724137931,0.017241379310344827,0.22745393004889058,3 +False,0.25862068965517243,0.017241379310344827,0.28241820233170367,4 +False,0.3103448275862069,0.034482758620689655,0.3293719443399774,5 +False,0.3620689655172414,0.05172413793103448,0.40746521248589695,6 +False,0.41379310344827586,0.05172413793103448,0.5003008649868371,7 +False,0.4482758620689655,0.08620689655172414,0.564121850319669,8 +False,0.46551724137931033,0.13793103448275862,0.587457690861226,9 +False,0.5172413793103449,0.15517241379310345,0.6413125235050771,10 +False,0.5689655172413793,0.1724137931034483,0.6828694998119593,11 +False,0.5862068965517241,0.22413793103448276,0.6953553967657014,12 +False,0.603448275862069,0.27586206896551724,0.7008649868371568,13 +False,0.6551724137931034,0.29310344827586204,0.7490786009778112,14 +False,0.7068965517241379,0.3103448275862069,0.790485144791275,15 +False,0.7586206896551724,0.3275862068965517,0.8177698382850697,16 +False,0.7758620689655172,0.3793103448275862,0.819481007897706,17 +False,0.7931034482758621,0.43103448275862066,0.8257427604362543,18 +False,0.8103448275862069,0.4827586206896552,0.8396577660774728,19 +False,0.8103448275862069,0.5517241379310345,0.8396577660774728,20 +False,0.8275862068965517,0.5862068965517241,0.8407672057164348,21 +False,0.8275862068965517,0.6551724137931034,0.8407672057164348,22 +False,0.8275862068965517,0.7241379310344828,0.8407672057164348,23 +False,0.8275862068965517,0.7931034482758621,0.8407672057164348,24 +False,0.8275862068965517,0.8620689655172413,0.8407672057164348,25 +False,0.8620689655172413,0.896551724137931,0.8616209101165853,26 +False,0.8793103448275862,0.9482758620689655,0.8690297104174503,27 +False,0.896551724137931,1.0,0.8759119969913503,28 +False,0.9137931034482759,1.0517241379310345,0.8803121474238437,29 +False,0.9310344827586207,1.103448275862069,0.8818352764197068,30 +False,0.9310344827586207,1.1551724137931034,0.8818352764197068,31 +False,0.9310344827586207,1.2241379310344827,0.8818352764197068,32 +False,0.9310344827586207,1.293103448275862,0.8818352764197068,33 +False,0.9482758620689655,1.3448275862068966,0.8829823241820235,34 +False,0.9482758620689655,1.4137931034482758,0.8829823241820235,35 +False,0.9482758620689655,1.4827586206896552,0.8829823241820235,36 +False,0.9482758620689655,1.5172413793103448,0.8829823241820235,37 +False,0.9655172413793104,1.5689655172413792,0.887796163971418,38 +True,1.0,1.603448275862069,0.9000000000000002,39 +False,0.06896551724137931,0.0,0.0780744640842422,1 +False,0.13793103448275862,0.0,0.16173373448664913,2 +False,0.20689655172413793,0.0,0.2161714930424972,3 +False,0.27586206896551724,0.0,0.2688040616773223,4 +False,0.3448275862068966,0.0,0.3158894321173374,5 +False,0.41379310344827586,0.0,0.38772094772470855,6 +False,0.46551724137931033,0.017241379310344827,0.46432869499811963,7 +False,0.5,0.05172413793103448,0.5190297104174502,8 +False,0.5344827586206896,0.08620689655172414,0.555077096652877,9 +False,0.5862068965517241,0.10344827586206896,0.6141594584430236,10 +False,0.6379310344827587,0.1206896551724138,0.6602294095524632,11 +False,0.6724137931034483,0.15517241379310345,0.6818352764197065,12 +False,0.6896551724137931,0.20689655172413793,0.6833584054155697,13 +False,0.7586206896551724,0.20689655172413793,0.7294847687100413,14 +False,0.8275862068965517,0.20689655172413793,0.7674125611132004,15 +False,0.8793103448275862,0.22413793103448276,0.7939074840165475,16 +False,0.896551724137931,0.27586206896551724,0.8080481383978939,17 +False,0.9310344827586207,0.3103448275862069,0.8433621662279052,18 +False,0.9655172413793104,0.3448275862068966,0.8977435125987212,19 +False,0.9827586206896551,0.39655172413793105,0.8988529522376832,20 +True,1.0,0.43103448275862066,0.8999999999999999,21 +False,0.06896551724137931,0.0,0.059759308010530275,1 +False,0.13793103448275862,0.0,0.10915757803685595,2 +False,0.20689655172413793,0.0,0.15470101541933057,3 +False,0.27586206896551724,0.0,0.21391500564121851,4 +False,0.3275862068965517,0.017241379310344827,0.27929672809326817,5 +False,0.3793103448275862,0.034482758620689655,0.3429672809326815,6 +False,0.43103448275862066,0.05172413793103448,0.39426476118841675,7 +False,0.4827586206896552,0.06896551724137931,0.4266077472734111,8 +False,0.5172413793103449,0.10344827586206896,0.44308010530274544,9 +False,0.5517241379310345,0.13793103448275862,0.4817224520496428,10 +False,0.603448275862069,0.15517241379310345,0.5155885671305003,11 +False,0.6379310344827587,0.1896551724137931,0.5328318916886049,12 +False,0.6551724137931034,0.2413793103448276,0.5372320421210983,13 +False,0.7241379310344828,0.2413793103448276,0.5862354268522002,14 +False,0.7586206896551724,0.27586206896551724,0.6446408424219633,15 +False,0.7931034482758621,0.3103448275862069,0.7010718315156076,16 +False,0.8275862068965517,0.3275862068965517,0.7442271530650623,17 +False,0.8620689655172413,0.3620689655172414,0.7991914253478754,18 +False,0.9137931034482759,0.3793103448275862,0.8528958254983078,19 +False,0.9137931034482759,0.4482758620689655,0.8528958254983078,20 +False,0.9137931034482759,0.5,0.8528958254983078,21 +False,0.9137931034482759,0.5689655172413793,0.8528958254983078,22 +False,0.9137931034482759,0.6379310344827587,0.8528958254983078,23 +False,0.9137931034482759,0.7068965517241379,0.8528958254983078,24 +False,0.9137931034482759,0.7758620689655172,0.8528958254983078,25 +False,0.9137931034482759,0.8275862068965517,0.8528958254983078,26 +False,0.9137931034482759,0.896551724137931,0.8528958254983078,27 +False,0.9137931034482759,0.9655172413793104,0.8528958254983078,28 +False,0.9137931034482759,1.0344827586206897,0.8528958254983078,29 +False,0.9137931034482759,1.103448275862069,0.8528958254983078,30 +False,0.9310344827586207,1.1379310344827587,0.8544189544941709,31 +False,0.9482758620689655,1.1896551724137931,0.8599285445656264,32 +False,0.9655172413793104,1.2413793103448276,0.8707972922151187,33 +False,0.9827586206896551,1.293103448275862,0.8858593456186539,34 +True,1.0,1.3448275862068966,0.9000000000000002,35 +False,0.06896551724137931,0.0,0.0780744640842422,1 +False,0.13793103448275862,0.0,0.16173373448664913,2 +False,0.20689655172413793,0.0,0.2161714930424972,3 +False,0.27586206896551724,0.0,0.2688040616773223,4 +False,0.3448275862068966,0.0,0.3158894321173374,5 +False,0.41379310344827586,0.0,0.38772094772470855,6 +False,0.46551724137931033,0.017241379310344827,0.46432869499811963,7 +False,0.5,0.05172413793103448,0.5190297104174502,8 +False,0.5344827586206896,0.08620689655172414,0.555077096652877,9 +False,0.5862068965517241,0.10344827586206896,0.6141594584430236,10 +False,0.6379310344827587,0.1206896551724138,0.6602294095524632,11 +False,0.6724137931034483,0.15517241379310345,0.6818352764197065,12 +False,0.6896551724137931,0.20689655172413793,0.6833584054155697,13 +False,0.7586206896551724,0.20689655172413793,0.7294847687100413,14 +False,0.8275862068965517,0.20689655172413793,0.7674125611132004,15 +False,0.8793103448275862,0.22413793103448276,0.7939074840165475,16 +False,0.896551724137931,0.27586206896551724,0.8080481383978939,17 +False,0.9310344827586207,0.3103448275862069,0.8433621662279052,18 +False,0.9655172413793104,0.3448275862068966,0.8977435125987212,19 +False,0.9827586206896551,0.39655172413793105,0.8988529522376832,20 +True,1.0,0.43103448275862066,0.8999999999999999,21 +False,0.06896551724137931,0.0,0.0780744640842422,1 +False,0.13793103448275862,0.0,0.16173373448664913,2 +False,0.20689655172413793,0.0,0.2161714930424972,3 +False,0.27586206896551724,0.0,0.2688040616773223,4 +False,0.3448275862068966,0.0,0.3158894321173374,5 +False,0.41379310344827586,0.0,0.38772094772470855,6 +False,0.46551724137931033,0.017241379310344827,0.46432869499811963,7 +False,0.5,0.05172413793103448,0.5190297104174502,8 +False,0.5344827586206896,0.08620689655172414,0.555077096652877,9 +False,0.5862068965517241,0.10344827586206896,0.6141594584430236,10 +False,0.6379310344827587,0.1206896551724138,0.6602294095524632,11 +False,0.6724137931034483,0.15517241379310345,0.6818352764197065,12 +False,0.6896551724137931,0.20689655172413793,0.6833584054155697,13 +False,0.7586206896551724,0.20689655172413793,0.7294847687100413,14 +False,0.8275862068965517,0.20689655172413793,0.7674125611132004,15 +False,0.8793103448275862,0.22413793103448276,0.7939074840165475,16 +False,0.896551724137931,0.27586206896551724,0.8080481383978939,17 +False,0.9310344827586207,0.3103448275862069,0.8433621662279052,18 +False,0.9655172413793104,0.3448275862068966,0.8977435125987212,19 +False,0.9827586206896551,0.39655172413793105,0.8988529522376832,20 +True,1.0,0.43103448275862066,0.8999999999999999,21 +False,0.06896551724137931,0.0,0.04586310643098909,1 +False,0.13793103448275862,0.0,0.09734862730349757,2 +False,0.20689655172413793,0.0,0.1515043249341858,3 +False,0.27586206896551724,0.0,0.20804813839789402,4 +False,0.3103448275862069,0.034482758620689655,0.26763820985332837,5 +False,0.3793103448275862,0.034482758620689655,0.32066566378337724,6 +False,0.4482758620689655,0.034482758620689655,0.3562617525385484,7 +False,0.5,0.05172413793103448,0.37982324182023325,8 +False,0.5344827586206896,0.08620689655172414,0.40031966904851457,9 +False,0.5689655172413793,0.10344827586206896,0.4397141782625048,10 +False,0.603448275862069,0.13793103448275862,0.4844866491162092,11 +False,0.6206896551724138,0.1896551724137931,0.5078224896577662,12 +False,0.6379310344827587,0.2413793103448276,0.5122226400902596,13 +False,0.6896551724137931,0.25862068965517243,0.5799924783753292,14 +False,0.7413793103448276,0.27586206896551724,0.6569763068822866,15 +False,0.7758620689655172,0.3103448275862069,0.7249153817224521,16 +False,0.7931034482758621,0.3275862068965517,0.7390560361037984,17 +False,0.8103448275862069,0.3793103448275862,0.7487777359909741,18 +False,0.8275862068965517,0.43103448275862066,0.7535915757803686,19 +False,0.8448275862068966,0.4827586206896552,0.7552275291462957,20 +False,0.8448275862068966,0.5517241379310345,0.7552275291462957,21 +False,0.8448275862068966,0.6206896551724138,0.7552275291462957,22 +False,0.8620689655172413,0.6724137931034483,0.7568634825122227,23 +False,0.896551724137931,0.7068965517241379,0.8119781872884543,24 +False,0.896551724137931,0.7758620689655172,0.8119781872884543,25 +False,0.896551724137931,0.8275862068965517,0.8119781872884543,26 +False,0.9310344827586207,0.8620689655172413,0.8670364798796539,27 +False,0.9310344827586207,0.9310344827586207,0.8670364798796539,28 +False,0.9310344827586207,1.0,0.8670364798796539,29 +False,0.9310344827586207,1.0689655172413792,0.8670364798796539,30 +False,0.9482758620689655,1.103448275862069,0.8685596088755171,31 +False,0.9655172413793104,1.1551724137931034,0.8740691989469725,32 +False,0.9827586206896551,1.206896551724138,0.8849379465964649,33 +True,1.0,1.2586206896551724,0.9,34 +False,0.06896551724137931,0.0,0.059759308010530275,1 +False,0.13793103448275862,0.0,0.10915757803685595,2 +False,0.20689655172413793,0.0,0.15470101541933057,3 +False,0.27586206896551724,0.0,0.21391500564121851,4 +False,0.3275862068965517,0.017241379310344827,0.27929672809326817,5 +False,0.3793103448275862,0.034482758620689655,0.3429672809326815,6 +False,0.43103448275862066,0.05172413793103448,0.39426476118841675,7 +False,0.4827586206896552,0.06896551724137931,0.4266077472734111,8 +False,0.5172413793103449,0.10344827586206896,0.44308010530274544,9 +False,0.5517241379310345,0.13793103448275862,0.4817224520496428,10 +False,0.603448275862069,0.15517241379310345,0.5155885671305003,11 +False,0.6379310344827587,0.1896551724137931,0.5328318916886049,12 +False,0.6551724137931034,0.2413793103448276,0.5372320421210983,13 +False,0.7241379310344828,0.2413793103448276,0.5862354268522002,14 +False,0.7586206896551724,0.27586206896551724,0.6446408424219633,15 +False,0.7931034482758621,0.3103448275862069,0.7010718315156076,16 +False,0.8275862068965517,0.3275862068965517,0.7442271530650623,17 +False,0.8620689655172413,0.3620689655172414,0.7991914253478754,18 +False,0.9137931034482759,0.3793103448275862,0.8528958254983078,19 +False,0.9137931034482759,0.4482758620689655,0.8528958254983078,20 +False,0.9137931034482759,0.5,0.8528958254983078,21 +False,0.9137931034482759,0.5689655172413793,0.8528958254983078,22 +False,0.9137931034482759,0.6379310344827587,0.8528958254983078,23 +False,0.9137931034482759,0.7068965517241379,0.8528958254983078,24 +False,0.9137931034482759,0.7758620689655172,0.8528958254983078,25 +False,0.9137931034482759,0.8275862068965517,0.8528958254983078,26 +False,0.9137931034482759,0.896551724137931,0.8528958254983078,27 +False,0.9137931034482759,0.9655172413793104,0.8528958254983078,28 +False,0.9137931034482759,1.0344827586206897,0.8528958254983078,29 +False,0.9137931034482759,1.103448275862069,0.8528958254983078,30 +False,0.9310344827586207,1.1379310344827587,0.8544189544941709,31 +False,0.9482758620689655,1.1896551724137931,0.8599285445656264,32 +False,0.9655172413793104,1.2413793103448276,0.8707972922151187,33 +False,0.9827586206896551,1.293103448275862,0.8858593456186539,34 +True,1.0,1.3448275862068966,0.9000000000000002,35 +False,0.06896551724137931,0.0,0.07042121098157202,1 +False,0.13793103448275862,0.0,0.1750470101541933,2 +False,0.20689655172413793,0.0,0.2585934561865363,3 +False,0.27586206896551724,0.0,0.31107559232794285,4 +False,0.3275862068965517,0.017241379310344827,0.3363670552839414,5 +False,0.3793103448275862,0.034482758620689655,0.38409176382098537,6 +False,0.43103448275862066,0.05172413793103448,0.44360661902971044,7 +False,0.4827586206896552,0.06896551724137931,0.5003384731101919,8 +False,0.5172413793103449,0.10344827586206896,0.5577472734110568,9 +False,0.5517241379310345,0.1206896551724138,0.6163219255359158,10 +False,0.5862068965517241,0.15517241379310345,0.6830951485520873,11 +False,0.603448275862069,0.20689655172413793,0.7161714930424973,12 +False,0.603448275862069,0.27586206896551724,0.7161714930424973,13 +False,0.6551724137931034,0.29310344827586204,0.7786949981195939,14 +False,0.7068965517241379,0.3103448275862069,0.8094584430236932,15 +False,0.7413793103448276,0.3448275862068966,0.8164347499059798,16 +False,0.7586206896551724,0.3620689655172414,0.8179390748401655,17 +False,0.7758620689655172,0.41379310344827586,0.8208725084618278,18 +False,0.7931034482758621,0.46551724137931033,0.8251410304625799,19 +False,0.8103448275862069,0.5172413793103449,0.8295599849567507,20 +False,0.8275862068965517,0.5689655172413793,0.8329823241820233,21 +False,0.8275862068965517,0.6379310344827587,0.8329823241820233,22 +False,0.8275862068965517,0.7068965517241379,0.8329823241820233,23 +False,0.8620689655172413,0.7413793103448276,0.8691237307258368,24 +False,0.8793103448275862,0.7931034482758621,0.8706092515983452,25 +False,0.8793103448275862,0.8448275862068966,0.8706092515983452,26 +False,0.896551724137931,0.896551724137931,0.8737307258367807,27 +False,0.896551724137931,0.9655172413793104,0.8737307258367807,28 +False,0.896551724137931,1.0344827586206897,0.8737307258367807,29 +False,0.896551724137931,1.103448275862069,0.8737307258367807,30 +False,0.896551724137931,1.1551724137931034,0.8737307258367807,31 +False,0.896551724137931,1.2241379310344827,0.8737307258367807,32 +False,0.9137931034482759,1.2758620689655173,0.8792591199699135,33 +False,0.9137931034482759,1.3448275862068966,0.8792591199699135,34 +False,0.9655172413793104,1.3620689655172413,0.8977435125987212,35 +False,0.9655172413793104,1.4310344827586208,0.8977435125987212,36 +False,0.9655172413793104,1.4655172413793103,0.8977435125987212,37 +False,0.9655172413793104,1.5344827586206897,0.8977435125987212,38 +False,0.9655172413793104,1.603448275862069,0.8977435125987212,39 +False,0.9827586206896551,1.6551724137931034,0.8988529522376832,40 +True,1.0,1.706896551724138,0.8999999999999999,41 +False,0.06896551724137931,0.0,0.04586310643098909,1 +False,0.13793103448275862,0.0,0.09734862730349757,2 +False,0.20689655172413793,0.0,0.1515043249341858,3 +False,0.27586206896551724,0.0,0.20804813839789402,4 +False,0.3103448275862069,0.034482758620689655,0.26763820985332837,5 +False,0.3793103448275862,0.034482758620689655,0.32066566378337724,6 +False,0.4482758620689655,0.034482758620689655,0.3562617525385484,7 +False,0.5,0.05172413793103448,0.37982324182023325,8 +False,0.5344827586206896,0.08620689655172414,0.40031966904851457,9 +False,0.5689655172413793,0.10344827586206896,0.4397141782625048,10 +False,0.603448275862069,0.13793103448275862,0.4844866491162092,11 +False,0.6206896551724138,0.1896551724137931,0.5078224896577662,12 +False,0.6379310344827587,0.2413793103448276,0.5122226400902596,13 +False,0.6896551724137931,0.25862068965517243,0.5799924783753292,14 +False,0.7413793103448276,0.27586206896551724,0.6569763068822866,15 +False,0.7758620689655172,0.3103448275862069,0.7249153817224521,16 +False,0.7931034482758621,0.3275862068965517,0.7390560361037984,17 +False,0.8103448275862069,0.3793103448275862,0.7487777359909741,18 +False,0.8275862068965517,0.43103448275862066,0.7535915757803686,19 +False,0.8448275862068966,0.4827586206896552,0.7552275291462957,20 +False,0.8448275862068966,0.5517241379310345,0.7552275291462957,21 +False,0.8448275862068966,0.6206896551724138,0.7552275291462957,22 +False,0.8620689655172413,0.6724137931034483,0.7568634825122227,23 +False,0.896551724137931,0.7068965517241379,0.8119781872884543,24 +False,0.896551724137931,0.7758620689655172,0.8119781872884543,25 +False,0.896551724137931,0.8275862068965517,0.8119781872884543,26 +False,0.9310344827586207,0.8620689655172413,0.8670364798796539,27 +False,0.9310344827586207,0.9310344827586207,0.8670364798796539,28 +False,0.9310344827586207,1.0,0.8670364798796539,29 +False,0.9310344827586207,1.0689655172413792,0.8670364798796539,30 +False,0.9482758620689655,1.103448275862069,0.8685596088755171,31 +False,0.9655172413793104,1.1551724137931034,0.8740691989469725,32 +False,0.9827586206896551,1.206896551724138,0.8849379465964649,33 +True,1.0,1.2586206896551724,0.9,34 +False,0.06896551724137931,0.0,0.07173749529898459,1 +False,0.13793103448275862,0.0,0.13301993230537798,2 +False,0.20689655172413793,0.0,0.18219255359157582,3 +False,0.25862068965517243,0.017241379310344827,0.24518616021060552,4 +False,0.3103448275862069,0.034482758620689655,0.30253854832643856,5 +False,0.3448275862068966,0.06896551724137931,0.3646107559232795,6 +False,0.3793103448275862,0.08620689655172414,0.4254606995110945,7 +False,0.41379310344827586,0.1206896551724138,0.4646671681083115,8 +False,0.43103448275862066,0.1724137931034483,0.4748589695374202,9 +False,0.46551724137931033,0.20689655172413793,0.5121098157201956,10 +False,0.5172413793103449,0.22413793103448276,0.5443023693117715,11 +False,0.5344827586206896,0.27586206896551724,0.5631252350507711,12 +False,0.5517241379310345,0.3275862068965517,0.5756111320045131,13 +False,0.603448275862069,0.3448275862068966,0.6357089131252351,14 +False,0.6551724137931034,0.3620689655172414,0.7044377585558482,15 +False,0.6896551724137931,0.39655172413793105,0.7597969161338851,16 +False,0.7068965517241379,0.43103448275862066,0.7695186160210608,17 +False,0.7413793103448276,0.46551724137931033,0.7760436254230916,18 +False,0.7758620689655172,0.5,0.7839413313275669,19 +False,0.7758620689655172,0.5689655172413793,0.7839413313275669,20 +False,0.7758620689655172,0.6206896551724138,0.7839413313275669,21 +False,0.7758620689655172,0.6896551724137931,0.7839413313275669,22 +False,0.7758620689655172,0.7586206896551724,0.7839413313275669,23 +False,0.7758620689655172,0.8275862068965517,0.7839413313275669,24 +False,0.7758620689655172,0.896551724137931,0.7839413313275669,25 +False,0.8103448275862069,0.9310344827586207,0.803027453930049,26 +False,0.8275862068965517,0.9827586206896551,0.8072583678074465,27 +False,0.8620689655172413,1.0172413793103448,0.8312899586310645,28 +False,0.8793103448275862,1.0689655172413792,0.8381722452049645,29 +False,0.896551724137931,1.1206896551724137,0.8425723956374579,30 +False,0.9137931034482759,1.1379310344827587,0.844095524633321,31 +False,0.9310344827586207,1.1896551724137931,0.8496051147047765,32 +False,0.9482758620689655,1.2413793103448276,0.8604738623542688,33 +False,0.9655172413793104,1.293103448275862,0.875535915757804,34 +False,0.9827586206896551,1.3448275862068966,0.8896765701391504,35 +False,0.9827586206896551,1.4137931034482758,0.8896765701391504,36 +False,0.9827586206896551,1.4655172413793103,0.8896765701391504,37 +True,1.0,1.5172413793103448,0.9000000000000004,38 +False,0.06896551724137931,0.0,0.0780744640842422,1 +False,0.13793103448275862,0.0,0.16173373448664913,2 +False,0.20689655172413793,0.0,0.2161714930424972,3 +False,0.27586206896551724,0.0,0.2688040616773223,4 +False,0.3448275862068966,0.0,0.3158894321173374,5 +False,0.41379310344827586,0.0,0.38772094772470855,6 +False,0.46551724137931033,0.017241379310344827,0.46432869499811963,7 +False,0.5,0.05172413793103448,0.5190297104174502,8 +False,0.5344827586206896,0.08620689655172414,0.555077096652877,9 +False,0.5862068965517241,0.10344827586206896,0.6141594584430236,10 +False,0.6379310344827587,0.1206896551724138,0.6602294095524632,11 +False,0.6724137931034483,0.15517241379310345,0.6818352764197065,12 +False,0.6896551724137931,0.20689655172413793,0.6833584054155697,13 +False,0.7586206896551724,0.20689655172413793,0.7294847687100413,14 +False,0.8275862068965517,0.20689655172413793,0.7674125611132004,15 +False,0.8793103448275862,0.22413793103448276,0.7939074840165475,16 +False,0.896551724137931,0.27586206896551724,0.8080481383978939,17 +False,0.9310344827586207,0.3103448275862069,0.8433621662279052,18 +False,0.9655172413793104,0.3448275862068966,0.8977435125987212,19 +False,0.9827586206896551,0.39655172413793105,0.8988529522376832,20 +True,1.0,0.43103448275862066,0.8999999999999999,21 +False,0.06896551724137931,0.0,0.04586310643098909,1 +False,0.13793103448275862,0.0,0.09734862730349757,2 +False,0.20689655172413793,0.0,0.1515043249341858,3 +False,0.27586206896551724,0.0,0.20804813839789402,4 +False,0.3103448275862069,0.034482758620689655,0.26763820985332837,5 +False,0.3793103448275862,0.034482758620689655,0.32066566378337724,6 +False,0.4482758620689655,0.034482758620689655,0.3562617525385484,7 +False,0.5,0.05172413793103448,0.37982324182023325,8 +False,0.5344827586206896,0.08620689655172414,0.40031966904851457,9 +False,0.5689655172413793,0.10344827586206896,0.4397141782625048,10 +False,0.603448275862069,0.13793103448275862,0.4844866491162092,11 +False,0.6206896551724138,0.1896551724137931,0.5078224896577662,12 +False,0.6379310344827587,0.2413793103448276,0.5122226400902596,13 +False,0.6896551724137931,0.25862068965517243,0.5799924783753292,14 +False,0.7413793103448276,0.27586206896551724,0.6569763068822866,15 +False,0.7758620689655172,0.3103448275862069,0.7249153817224521,16 +False,0.7931034482758621,0.3275862068965517,0.7390560361037984,17 +False,0.8103448275862069,0.3793103448275862,0.7487777359909741,18 +False,0.8275862068965517,0.43103448275862066,0.7535915757803686,19 +False,0.8448275862068966,0.4827586206896552,0.7552275291462957,20 +False,0.8448275862068966,0.5517241379310345,0.7552275291462957,21 +False,0.8448275862068966,0.6206896551724138,0.7552275291462957,22 +False,0.8620689655172413,0.6724137931034483,0.7568634825122227,23 +False,0.896551724137931,0.7068965517241379,0.8119781872884543,24 +False,0.896551724137931,0.7758620689655172,0.8119781872884543,25 +False,0.896551724137931,0.8275862068965517,0.8119781872884543,26 +False,0.9310344827586207,0.8620689655172413,0.8670364798796539,27 +False,0.9310344827586207,0.9310344827586207,0.8670364798796539,28 +False,0.9310344827586207,1.0,0.8670364798796539,29 +False,0.9310344827586207,1.0689655172413792,0.8670364798796539,30 +False,0.9482758620689655,1.103448275862069,0.8685596088755171,31 +False,0.9655172413793104,1.1551724137931034,0.8740691989469725,32 +False,0.9827586206896551,1.206896551724138,0.8849379465964649,33 +True,1.0,1.2586206896551724,0.9,34 +False,0.06896551724137931,0.0,0.0780744640842422,1 +False,0.13793103448275862,0.0,0.16173373448664913,2 +False,0.20689655172413793,0.0,0.2161714930424972,3 +False,0.27586206896551724,0.0,0.2688040616773223,4 +False,0.3448275862068966,0.0,0.3158894321173374,5 +False,0.41379310344827586,0.0,0.38772094772470855,6 +False,0.46551724137931033,0.017241379310344827,0.46432869499811963,7 +False,0.5,0.05172413793103448,0.5190297104174502,8 +False,0.5344827586206896,0.08620689655172414,0.555077096652877,9 +False,0.5862068965517241,0.10344827586206896,0.6141594584430236,10 +False,0.6379310344827587,0.1206896551724138,0.6602294095524632,11 +False,0.6724137931034483,0.15517241379310345,0.6818352764197065,12 +False,0.6896551724137931,0.20689655172413793,0.6833584054155697,13 +False,0.7586206896551724,0.20689655172413793,0.7294847687100413,14 +False,0.8275862068965517,0.20689655172413793,0.7674125611132004,15 +False,0.8793103448275862,0.22413793103448276,0.7939074840165475,16 +False,0.896551724137931,0.27586206896551724,0.8080481383978939,17 +False,0.9310344827586207,0.3103448275862069,0.8433621662279052,18 +False,0.9655172413793104,0.3448275862068966,0.8977435125987212,19 +False,0.9827586206896551,0.39655172413793105,0.8988529522376832,20 +True,1.0,0.43103448275862066,0.8999999999999999,21 +False,0.06896551724137931,0.0,0.07173749529898459,1 +False,0.13793103448275862,0.0,0.13301993230537798,2 +False,0.20689655172413793,0.0,0.18219255359157582,3 +False,0.25862068965517243,0.017241379310344827,0.24518616021060552,4 +False,0.3103448275862069,0.034482758620689655,0.30253854832643856,5 +False,0.3448275862068966,0.06896551724137931,0.3646107559232795,6 +False,0.3793103448275862,0.08620689655172414,0.4254606995110945,7 +False,0.41379310344827586,0.1206896551724138,0.4646671681083115,8 +False,0.43103448275862066,0.1724137931034483,0.4748589695374202,9 +False,0.46551724137931033,0.20689655172413793,0.5121098157201956,10 +False,0.5172413793103449,0.22413793103448276,0.5443023693117715,11 +False,0.5344827586206896,0.27586206896551724,0.5631252350507711,12 +False,0.5517241379310345,0.3275862068965517,0.5756111320045131,13 +False,0.603448275862069,0.3448275862068966,0.6357089131252351,14 +False,0.6551724137931034,0.3620689655172414,0.7044377585558482,15 +False,0.6896551724137931,0.39655172413793105,0.7597969161338851,16 +False,0.7068965517241379,0.43103448275862066,0.7695186160210608,17 +False,0.7413793103448276,0.46551724137931033,0.7760436254230916,18 +False,0.7758620689655172,0.5,0.7839413313275669,19 +False,0.7758620689655172,0.5689655172413793,0.7839413313275669,20 +False,0.7758620689655172,0.6206896551724138,0.7839413313275669,21 +False,0.7758620689655172,0.6896551724137931,0.7839413313275669,22 +False,0.7758620689655172,0.7586206896551724,0.7839413313275669,23 +False,0.7758620689655172,0.8275862068965517,0.7839413313275669,24 +False,0.7758620689655172,0.896551724137931,0.7839413313275669,25 +False,0.8103448275862069,0.9310344827586207,0.803027453930049,26 +False,0.8275862068965517,0.9827586206896551,0.8072583678074465,27 +False,0.8620689655172413,1.0172413793103448,0.8312899586310645,28 +False,0.8793103448275862,1.0689655172413792,0.8381722452049645,29 +False,0.896551724137931,1.1206896551724137,0.8425723956374579,30 +False,0.9137931034482759,1.1379310344827587,0.844095524633321,31 +False,0.9310344827586207,1.1896551724137931,0.8496051147047765,32 +False,0.9482758620689655,1.2413793103448276,0.8604738623542688,33 +False,0.9655172413793104,1.293103448275862,0.875535915757804,34 +False,0.9827586206896551,1.3448275862068966,0.8896765701391504,35 +False,0.9827586206896551,1.4137931034482758,0.8896765701391504,36 +False,0.9827586206896551,1.4655172413793103,0.8896765701391504,37 +True,1.0,1.5172413793103448,0.9000000000000004,38 +False,0.05172413793103448,0.017241379310344827,0.09471605866867243,1 +False,0.1206896551724138,0.017241379310344827,0.17878901842798045,2 +False,0.1896551724137931,0.017241379310344827,0.22745393004889058,3 +False,0.25862068965517243,0.017241379310344827,0.28241820233170367,4 +False,0.3103448275862069,0.034482758620689655,0.3293719443399774,5 +False,0.3620689655172414,0.05172413793103448,0.40746521248589695,6 +False,0.41379310344827586,0.05172413793103448,0.5003008649868371,7 +False,0.4482758620689655,0.08620689655172414,0.564121850319669,8 +False,0.46551724137931033,0.13793103448275862,0.587457690861226,9 +False,0.5172413793103449,0.15517241379310345,0.6413125235050771,10 +False,0.5689655172413793,0.1724137931034483,0.6828694998119593,11 +False,0.5862068965517241,0.22413793103448276,0.6953553967657014,12 +False,0.603448275862069,0.27586206896551724,0.7008649868371568,13 +False,0.6551724137931034,0.29310344827586204,0.7490786009778112,14 +False,0.7068965517241379,0.3103448275862069,0.790485144791275,15 +False,0.7586206896551724,0.3275862068965517,0.8177698382850697,16 +False,0.7758620689655172,0.3793103448275862,0.819481007897706,17 +False,0.7931034482758621,0.43103448275862066,0.8257427604362543,18 +False,0.8103448275862069,0.4827586206896552,0.8396577660774728,19 +False,0.8103448275862069,0.5517241379310345,0.8396577660774728,20 +False,0.8275862068965517,0.5862068965517241,0.8407672057164348,21 +False,0.8275862068965517,0.6551724137931034,0.8407672057164348,22 +False,0.8275862068965517,0.7241379310344828,0.8407672057164348,23 +False,0.8275862068965517,0.7931034482758621,0.8407672057164348,24 +False,0.8275862068965517,0.8620689655172413,0.8407672057164348,25 +False,0.8620689655172413,0.896551724137931,0.8616209101165853,26 +False,0.8793103448275862,0.9482758620689655,0.8690297104174503,27 +False,0.896551724137931,1.0,0.8759119969913503,28 +False,0.9137931034482759,1.0517241379310345,0.8803121474238437,29 +False,0.9310344827586207,1.103448275862069,0.8818352764197068,30 +False,0.9310344827586207,1.1551724137931034,0.8818352764197068,31 +False,0.9310344827586207,1.2241379310344827,0.8818352764197068,32 +False,0.9310344827586207,1.293103448275862,0.8818352764197068,33 +False,0.9482758620689655,1.3448275862068966,0.8829823241820235,34 +False,0.9482758620689655,1.4137931034482758,0.8829823241820235,35 +False,0.9482758620689655,1.4827586206896552,0.8829823241820235,36 +False,0.9482758620689655,1.5172413793103448,0.8829823241820235,37 +False,0.9655172413793104,1.5689655172413792,0.887796163971418,38 +True,1.0,1.603448275862069,0.9000000000000002,39 +False,0.06896551724137931,0.0,0.07042121098157202,1 +False,0.13793103448275862,0.0,0.1750470101541933,2 +False,0.20689655172413793,0.0,0.2585934561865363,3 +False,0.27586206896551724,0.0,0.31107559232794285,4 +False,0.3275862068965517,0.017241379310344827,0.3363670552839414,5 +False,0.3793103448275862,0.034482758620689655,0.38409176382098537,6 +False,0.43103448275862066,0.05172413793103448,0.44360661902971044,7 +False,0.4827586206896552,0.06896551724137931,0.5003384731101919,8 +False,0.5172413793103449,0.10344827586206896,0.5577472734110568,9 +False,0.5517241379310345,0.1206896551724138,0.6163219255359158,10 +False,0.5862068965517241,0.15517241379310345,0.6830951485520873,11 +False,0.603448275862069,0.20689655172413793,0.7161714930424973,12 +False,0.603448275862069,0.27586206896551724,0.7161714930424973,13 +False,0.6551724137931034,0.29310344827586204,0.7786949981195939,14 +False,0.7068965517241379,0.3103448275862069,0.8094584430236932,15 +False,0.7413793103448276,0.3448275862068966,0.8164347499059798,16 +False,0.7586206896551724,0.3620689655172414,0.8179390748401655,17 +False,0.7758620689655172,0.41379310344827586,0.8208725084618278,18 +False,0.7931034482758621,0.46551724137931033,0.8251410304625799,19 +False,0.8103448275862069,0.5172413793103449,0.8295599849567507,20 +False,0.8275862068965517,0.5689655172413793,0.8329823241820233,21 +False,0.8275862068965517,0.6379310344827587,0.8329823241820233,22 +False,0.8275862068965517,0.7068965517241379,0.8329823241820233,23 +False,0.8620689655172413,0.7413793103448276,0.8691237307258368,24 +False,0.8793103448275862,0.7931034482758621,0.8706092515983452,25 +False,0.8793103448275862,0.8448275862068966,0.8706092515983452,26 +False,0.896551724137931,0.896551724137931,0.8737307258367807,27 +False,0.896551724137931,0.9655172413793104,0.8737307258367807,28 +False,0.896551724137931,1.0344827586206897,0.8737307258367807,29 +False,0.896551724137931,1.103448275862069,0.8737307258367807,30 +False,0.896551724137931,1.1551724137931034,0.8737307258367807,31 +False,0.896551724137931,1.2241379310344827,0.8737307258367807,32 +False,0.9137931034482759,1.2758620689655173,0.8792591199699135,33 +False,0.9137931034482759,1.3448275862068966,0.8792591199699135,34 +False,0.9655172413793104,1.3620689655172413,0.8977435125987212,35 +False,0.9655172413793104,1.4310344827586208,0.8977435125987212,36 +False,0.9655172413793104,1.4655172413793103,0.8977435125987212,37 +False,0.9655172413793104,1.5344827586206897,0.8977435125987212,38 +False,0.9655172413793104,1.603448275862069,0.8977435125987212,39 +False,0.9827586206896551,1.6551724137931034,0.8988529522376832,40 +True,1.0,1.706896551724138,0.8999999999999999,41 diff --git a/results/traditional_search_2_agent.csv b/results/traditional_search_2_agent.csv index 4f742c5..c142853 100644 --- a/results/traditional_search_2_agent.csv +++ b/results/traditional_search_2_agent.csv @@ -1,4 +1,604 @@ is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.034482758620689655,0.0,0.007201955622414442,1 +False,0.06896551724137931,0.0,0.032380594208349,2 +False,0.10344827586206896,0.0,0.0901278676194058,3 +False,0.13793103448275862,0.0,0.17397517863858594,4 +False,0.1724137931034483,0.0,0.25720195562241444,5 +False,0.20689655172413793,0.0,0.31256111320045127,6 +False,0.2413793103448276,0.0,0.3364234674689733,7 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,8 +False,0.2413793103448276,0.06896551724137931,0.3364234674689733,9 +False,0.27586206896551724,0.06896551724137931,0.356299360661903,10 +False,0.3103448275862069,0.06896551724137931,0.4011282437006394,11 +False,0.3448275862068966,0.06896551724137931,0.47109815720195564,12 +False,0.3793103448275862,0.06896551724137931,0.5419330575404288,13 +False,0.41379310344827586,0.06896551724137931,0.588567130500188,14 +False,0.4482758620689655,0.06896551724137931,0.608631064309891,15 +False,0.4827586206896552,0.06896551724137931,0.6145543437382475,16 +False,0.5,0.08620689655172414,0.6179766829635202,17 +False,0.5344827586206896,0.08620689655172414,0.6315720195562241,18 +False,0.5689655172413793,0.08620689655172414,0.6611320045129747,19 +False,0.603448275862069,0.08620689655172414,0.7063745769086122,20 +False,0.6379310344827587,0.08620689655172414,0.7492666415945843,21 +False,0.6724137931034483,0.08620689655172414,0.7783753290710792,22 +False,0.7068965517241379,0.08620689655172414,0.7908800300864985,23 +False,0.7068965517241379,0.1206896551724138,0.7908800300864985,24 +False,0.7068965517241379,0.15517241379310345,0.7908800300864985,25 +False,0.7241379310344828,0.1724137931034483,0.796389620157954,26 +False,0.7413793103448276,0.1896551724137931,0.808875517111696,27 +False,0.7758620689655172,0.1896551724137931,0.8293343362166227,28 +False,0.8103448275862069,0.1896551724137931,0.8495298984580668,29 +False,0.8275862068965517,0.20689655172413793,0.8634449040992853,30 +False,0.8448275862068966,0.22413793103448276,0.8697066566378336,31 +False,0.8620689655172413,0.2413793103448276,0.8714178262504699,32 +False,0.8620689655172413,0.25862068965517243,0.8714178262504699,33 +False,0.8793103448275862,0.25862068965517243,0.8732982324182021,34 +False,0.896551724137931,0.25862068965517243,0.8775291462955996,35 +False,0.9137931034482759,0.25862068965517243,0.8849379465964646,36 +False,0.9310344827586207,0.25862068965517243,0.8918202331703646,37 +False,0.9482758620689655,0.25862068965517243,0.896220383602858,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987212,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,200 +False,0.034482758620689655,0.0,0.007201955622414442,1 +False,0.06896551724137931,0.0,0.032380594208349,2 +False,0.10344827586206896,0.0,0.0901278676194058,3 +False,0.13793103448275862,0.0,0.17397517863858594,4 +False,0.1724137931034483,0.0,0.25720195562241444,5 +False,0.20689655172413793,0.0,0.31256111320045127,6 +False,0.2413793103448276,0.0,0.3364234674689733,7 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,8 +False,0.2413793103448276,0.06896551724137931,0.3364234674689733,9 +False,0.27586206896551724,0.06896551724137931,0.356299360661903,10 +False,0.3103448275862069,0.06896551724137931,0.4011282437006394,11 +False,0.3448275862068966,0.06896551724137931,0.47109815720195564,12 +False,0.3793103448275862,0.06896551724137931,0.5419330575404288,13 +False,0.41379310344827586,0.06896551724137931,0.588567130500188,14 +False,0.4482758620689655,0.06896551724137931,0.608631064309891,15 +False,0.4827586206896552,0.06896551724137931,0.6145543437382475,16 +False,0.5,0.08620689655172414,0.6179766829635202,17 +False,0.5344827586206896,0.08620689655172414,0.6315720195562241,18 +False,0.5689655172413793,0.08620689655172414,0.6611320045129747,19 +False,0.603448275862069,0.08620689655172414,0.7063745769086122,20 +False,0.6379310344827587,0.08620689655172414,0.7492666415945843,21 +False,0.6724137931034483,0.08620689655172414,0.7783753290710792,22 +False,0.7068965517241379,0.08620689655172414,0.7908800300864985,23 +False,0.7068965517241379,0.1206896551724138,0.7908800300864985,24 +False,0.7068965517241379,0.15517241379310345,0.7908800300864985,25 +False,0.7241379310344828,0.1724137931034483,0.796389620157954,26 +False,0.7413793103448276,0.1896551724137931,0.808875517111696,27 +False,0.7758620689655172,0.1896551724137931,0.8293343362166227,28 +False,0.8103448275862069,0.1896551724137931,0.8495298984580668,29 +False,0.8275862068965517,0.20689655172413793,0.8634449040992853,30 +False,0.8448275862068966,0.22413793103448276,0.8697066566378336,31 +False,0.8620689655172413,0.2413793103448276,0.8714178262504699,32 +False,0.8620689655172413,0.25862068965517243,0.8714178262504699,33 +False,0.8793103448275862,0.25862068965517243,0.8732982324182021,34 +False,0.896551724137931,0.25862068965517243,0.8775291462955996,35 +False,0.9137931034482759,0.25862068965517243,0.8849379465964646,36 +False,0.9310344827586207,0.25862068965517243,0.8918202331703646,37 +False,0.9482758620689655,0.25862068965517243,0.896220383602858,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987212,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 False,0.034482758620689655,0.0,0.008687476494922904,1 False,0.06896551724137931,0.0,0.03864234674689734,2 False,0.10344827586206896,0.0,0.10932681459195187,3 @@ -199,3 +799,4203 @@ False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.007201955622414442,1 +False,0.06896551724137931,0.0,0.032380594208349,2 +False,0.10344827586206896,0.0,0.0901278676194058,3 +False,0.13793103448275862,0.0,0.17397517863858594,4 +False,0.1724137931034483,0.0,0.25720195562241444,5 +False,0.20689655172413793,0.0,0.31256111320045127,6 +False,0.2413793103448276,0.0,0.3364234674689733,7 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,8 +False,0.2413793103448276,0.06896551724137931,0.3364234674689733,9 +False,0.27586206896551724,0.06896551724137931,0.356299360661903,10 +False,0.3103448275862069,0.06896551724137931,0.4011282437006394,11 +False,0.3448275862068966,0.06896551724137931,0.47109815720195564,12 +False,0.3793103448275862,0.06896551724137931,0.5419330575404288,13 +False,0.41379310344827586,0.06896551724137931,0.588567130500188,14 +False,0.4482758620689655,0.06896551724137931,0.608631064309891,15 +False,0.4827586206896552,0.06896551724137931,0.6145543437382475,16 +False,0.5,0.08620689655172414,0.6179766829635202,17 +False,0.5344827586206896,0.08620689655172414,0.6315720195562241,18 +False,0.5689655172413793,0.08620689655172414,0.6611320045129747,19 +False,0.603448275862069,0.08620689655172414,0.7063745769086122,20 +False,0.6379310344827587,0.08620689655172414,0.7492666415945843,21 +False,0.6724137931034483,0.08620689655172414,0.7783753290710792,22 +False,0.7068965517241379,0.08620689655172414,0.7908800300864985,23 +False,0.7068965517241379,0.1206896551724138,0.7908800300864985,24 +False,0.7068965517241379,0.15517241379310345,0.7908800300864985,25 +False,0.7241379310344828,0.1724137931034483,0.796389620157954,26 +False,0.7413793103448276,0.1896551724137931,0.808875517111696,27 +False,0.7758620689655172,0.1896551724137931,0.8293343362166227,28 +False,0.8103448275862069,0.1896551724137931,0.8495298984580668,29 +False,0.8275862068965517,0.20689655172413793,0.8634449040992853,30 +False,0.8448275862068966,0.22413793103448276,0.8697066566378336,31 +False,0.8620689655172413,0.2413793103448276,0.8714178262504699,32 +False,0.8620689655172413,0.25862068965517243,0.8714178262504699,33 +False,0.8793103448275862,0.25862068965517243,0.8732982324182021,34 +False,0.896551724137931,0.25862068965517243,0.8775291462955996,35 +False,0.9137931034482759,0.25862068965517243,0.8849379465964646,36 +False,0.9310344827586207,0.25862068965517243,0.8918202331703646,37 +False,0.9482758620689655,0.25862068965517243,0.896220383602858,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987212,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,200 +False,0.034482758620689655,0.0,0.008687476494922904,1 +False,0.06896551724137931,0.0,0.03864234674689734,2 +False,0.10344827586206896,0.0,0.10932681459195187,3 +False,0.13793103448275862,0.0,0.2131440391124483,4 +False,0.1724137931034483,0.0,0.31664159458443025,5 +False,0.20689655172413793,0.0,0.38458066942459573,6 +False,0.2413793103448276,0.0,0.4137833772094773,7 +False,0.2413793103448276,0.034482758620689655,0.4137833772094773,8 +False,0.2413793103448276,0.06896551724137931,0.4137833772094773,9 +False,0.27586206896551724,0.06896551724137931,0.4343738247461452,10 +False,0.3103448275862069,0.06896551724137931,0.48162843174125614,11 +False,0.3448275862068966,0.06896551724137931,0.5523693117713426,12 +False,0.3793103448275862,0.06896551724137931,0.6257427604362542,13 +False,0.41379310344827586,0.06896551724137931,0.6755171116961264,14 +False,0.4482758620689655,0.06896551724137931,0.6975930801053027,15 +False,0.4827586206896552,0.06896551724137931,0.7039488529522377,16 +False,0.5172413793103449,0.06896551724137931,0.7071643474990598,17 +False,0.5517241379310345,0.06896551724137931,0.7185220007521624,18 +False,0.5862068965517241,0.06896551724137931,0.7427980443775856,19 +False,0.6206896551724138,0.06896551724137931,0.7787138021812712,20 +False,0.6551724137931034,0.06896551724137931,0.8141594584430237,21 +False,0.6896551724137931,0.06896551724137931,0.8369687852576158,22 +False,0.7241379310344828,0.06896551724137931,0.8472922151184658,23 +False,0.7241379310344828,0.10344827586206896,0.8472922151184658,24 +False,0.7241379310344828,0.13793103448275862,0.8472922151184658,25 +False,0.7586206896551724,0.13793103448275862,0.8504512974802559,26 +False,0.7931034482758621,0.13793103448275862,0.8586310643098911,27 +False,0.8275862068965517,0.13793103448275862,0.8707408800300868,28 +False,0.8620689655172413,0.13793103448275862,0.8836780744640845,29 +False,0.896551724137931,0.13793103448275862,0.8910304625799175,30 +False,0.9310344827586207,0.13793103448275862,0.894622038360286,31 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,32 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,33 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,34 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,35 +False,0.9482758620689655,0.22413793103448276,0.8961075592327944,36 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,37 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.007201955622414442,1 +False,0.06896551724137931,0.0,0.032380594208349,2 +False,0.10344827586206896,0.0,0.0901278676194058,3 +False,0.13793103448275862,0.0,0.17397517863858594,4 +False,0.1724137931034483,0.0,0.25720195562241444,5 +False,0.20689655172413793,0.0,0.31256111320045127,6 +False,0.2413793103448276,0.0,0.3364234674689733,7 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,8 +False,0.2413793103448276,0.06896551724137931,0.3364234674689733,9 +False,0.27586206896551724,0.06896551724137931,0.356299360661903,10 +False,0.3103448275862069,0.06896551724137931,0.4011282437006394,11 +False,0.3448275862068966,0.06896551724137931,0.47109815720195564,12 +False,0.3793103448275862,0.06896551724137931,0.5419330575404288,13 +False,0.41379310344827586,0.06896551724137931,0.588567130500188,14 +False,0.4482758620689655,0.06896551724137931,0.608631064309891,15 +False,0.4827586206896552,0.06896551724137931,0.6145543437382475,16 +False,0.5,0.08620689655172414,0.6179766829635202,17 +False,0.5344827586206896,0.08620689655172414,0.6315720195562241,18 +False,0.5689655172413793,0.08620689655172414,0.6611320045129747,19 +False,0.603448275862069,0.08620689655172414,0.7063745769086122,20 +False,0.6379310344827587,0.08620689655172414,0.7492666415945843,21 +False,0.6724137931034483,0.08620689655172414,0.7783753290710792,22 +False,0.7068965517241379,0.08620689655172414,0.7908800300864985,23 +False,0.7068965517241379,0.1206896551724138,0.7908800300864985,24 +False,0.7068965517241379,0.15517241379310345,0.7908800300864985,25 +False,0.7241379310344828,0.1724137931034483,0.796389620157954,26 +False,0.7413793103448276,0.1896551724137931,0.808875517111696,27 +False,0.7758620689655172,0.1896551724137931,0.8293343362166227,28 +False,0.8103448275862069,0.1896551724137931,0.8495298984580668,29 +False,0.8275862068965517,0.20689655172413793,0.8634449040992853,30 +False,0.8448275862068966,0.22413793103448276,0.8697066566378336,31 +False,0.8620689655172413,0.2413793103448276,0.8714178262504699,32 +False,0.8620689655172413,0.25862068965517243,0.8714178262504699,33 +False,0.8793103448275862,0.25862068965517243,0.8732982324182021,34 +False,0.896551724137931,0.25862068965517243,0.8775291462955996,35 +False,0.9137931034482759,0.25862068965517243,0.8849379465964646,36 +False,0.9310344827586207,0.25862068965517243,0.8918202331703646,37 +False,0.9482758620689655,0.25862068965517243,0.896220383602858,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987212,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,200 +False,0.034482758620689655,0.0,0.008687476494922904,1 +False,0.06896551724137931,0.0,0.03864234674689734,2 +False,0.10344827586206896,0.0,0.10932681459195187,3 +False,0.13793103448275862,0.0,0.2131440391124483,4 +False,0.1724137931034483,0.0,0.31664159458443025,5 +False,0.20689655172413793,0.0,0.38458066942459573,6 +False,0.2413793103448276,0.0,0.4137833772094773,7 +False,0.2413793103448276,0.034482758620689655,0.4137833772094773,8 +False,0.2413793103448276,0.06896551724137931,0.4137833772094773,9 +False,0.27586206896551724,0.06896551724137931,0.4343738247461452,10 +False,0.3103448275862069,0.06896551724137931,0.48162843174125614,11 +False,0.3448275862068966,0.06896551724137931,0.5523693117713426,12 +False,0.3793103448275862,0.06896551724137931,0.6257427604362542,13 +False,0.41379310344827586,0.06896551724137931,0.6755171116961264,14 +False,0.4482758620689655,0.06896551724137931,0.6975930801053027,15 +False,0.4827586206896552,0.06896551724137931,0.7039488529522377,16 +False,0.5172413793103449,0.06896551724137931,0.7071643474990598,17 +False,0.5517241379310345,0.06896551724137931,0.7185220007521624,18 +False,0.5862068965517241,0.06896551724137931,0.7427980443775856,19 +False,0.6206896551724138,0.06896551724137931,0.7787138021812712,20 +False,0.6551724137931034,0.06896551724137931,0.8141594584430237,21 +False,0.6896551724137931,0.06896551724137931,0.8369687852576158,22 +False,0.7241379310344828,0.06896551724137931,0.8472922151184658,23 +False,0.7241379310344828,0.10344827586206896,0.8472922151184658,24 +False,0.7241379310344828,0.13793103448275862,0.8472922151184658,25 +False,0.7586206896551724,0.13793103448275862,0.8504512974802559,26 +False,0.7931034482758621,0.13793103448275862,0.8586310643098911,27 +False,0.8275862068965517,0.13793103448275862,0.8707408800300868,28 +False,0.8620689655172413,0.13793103448275862,0.8836780744640845,29 +False,0.896551724137931,0.13793103448275862,0.8910304625799175,30 +False,0.9310344827586207,0.13793103448275862,0.894622038360286,31 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,32 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,33 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,34 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,35 +False,0.9482758620689655,0.22413793103448276,0.8961075592327944,36 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,37 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.008687476494922904,1 +False,0.06896551724137931,0.0,0.03864234674689734,2 +False,0.10344827586206896,0.0,0.10932681459195187,3 +False,0.13793103448275862,0.0,0.2131440391124483,4 +False,0.1724137931034483,0.0,0.31664159458443025,5 +False,0.20689655172413793,0.0,0.38458066942459573,6 +False,0.2413793103448276,0.0,0.4137833772094773,7 +False,0.2413793103448276,0.034482758620689655,0.4137833772094773,8 +False,0.2413793103448276,0.06896551724137931,0.4137833772094773,9 +False,0.27586206896551724,0.06896551724137931,0.4343738247461452,10 +False,0.3103448275862069,0.06896551724137931,0.48162843174125614,11 +False,0.3448275862068966,0.06896551724137931,0.5523693117713426,12 +False,0.3793103448275862,0.06896551724137931,0.6257427604362542,13 +False,0.41379310344827586,0.06896551724137931,0.6755171116961264,14 +False,0.4482758620689655,0.06896551724137931,0.6975930801053027,15 +False,0.4827586206896552,0.06896551724137931,0.7039488529522377,16 +False,0.5172413793103449,0.06896551724137931,0.7071643474990598,17 +False,0.5517241379310345,0.06896551724137931,0.7185220007521624,18 +False,0.5862068965517241,0.06896551724137931,0.7427980443775856,19 +False,0.6206896551724138,0.06896551724137931,0.7787138021812712,20 +False,0.6551724137931034,0.06896551724137931,0.8141594584430237,21 +False,0.6896551724137931,0.06896551724137931,0.8369687852576158,22 +False,0.7241379310344828,0.06896551724137931,0.8472922151184658,23 +False,0.7241379310344828,0.10344827586206896,0.8472922151184658,24 +False,0.7241379310344828,0.13793103448275862,0.8472922151184658,25 +False,0.7586206896551724,0.13793103448275862,0.8504512974802559,26 +False,0.7931034482758621,0.13793103448275862,0.8586310643098911,27 +False,0.8275862068965517,0.13793103448275862,0.8707408800300868,28 +False,0.8620689655172413,0.13793103448275862,0.8836780744640845,29 +False,0.896551724137931,0.13793103448275862,0.8910304625799175,30 +False,0.9310344827586207,0.13793103448275862,0.894622038360286,31 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,32 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,33 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,34 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,35 +False,0.9482758620689655,0.22413793103448276,0.8961075592327944,36 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,37 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.008687476494922904,1 +False,0.06896551724137931,0.0,0.03864234674689734,2 +False,0.10344827586206896,0.0,0.10932681459195187,3 +False,0.13793103448275862,0.0,0.2131440391124483,4 +False,0.1724137931034483,0.0,0.31664159458443025,5 +False,0.20689655172413793,0.0,0.38458066942459573,6 +False,0.2413793103448276,0.0,0.4137833772094773,7 +False,0.2413793103448276,0.034482758620689655,0.4137833772094773,8 +False,0.2413793103448276,0.06896551724137931,0.4137833772094773,9 +False,0.27586206896551724,0.06896551724137931,0.4343738247461452,10 +False,0.3103448275862069,0.06896551724137931,0.48162843174125614,11 +False,0.3448275862068966,0.06896551724137931,0.5523693117713426,12 +False,0.3793103448275862,0.06896551724137931,0.6257427604362542,13 +False,0.41379310344827586,0.06896551724137931,0.6755171116961264,14 +False,0.4482758620689655,0.06896551724137931,0.6975930801053027,15 +False,0.4827586206896552,0.06896551724137931,0.7039488529522377,16 +False,0.5172413793103449,0.06896551724137931,0.7071643474990598,17 +False,0.5517241379310345,0.06896551724137931,0.7185220007521624,18 +False,0.5862068965517241,0.06896551724137931,0.7427980443775856,19 +False,0.6206896551724138,0.06896551724137931,0.7787138021812712,20 +False,0.6551724137931034,0.06896551724137931,0.8141594584430237,21 +False,0.6896551724137931,0.06896551724137931,0.8369687852576158,22 +False,0.7241379310344828,0.06896551724137931,0.8472922151184658,23 +False,0.7241379310344828,0.10344827586206896,0.8472922151184658,24 +False,0.7241379310344828,0.13793103448275862,0.8472922151184658,25 +False,0.7586206896551724,0.13793103448275862,0.8504512974802559,26 +False,0.7931034482758621,0.13793103448275862,0.8586310643098911,27 +False,0.8275862068965517,0.13793103448275862,0.8707408800300868,28 +False,0.8620689655172413,0.13793103448275862,0.8836780744640845,29 +False,0.896551724137931,0.13793103448275862,0.8910304625799175,30 +False,0.9310344827586207,0.13793103448275862,0.894622038360286,31 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,32 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,33 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,34 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,35 +False,0.9482758620689655,0.22413793103448276,0.8961075592327944,36 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,37 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.007201955622414442,1 +False,0.06896551724137931,0.0,0.032380594208349,2 +False,0.10344827586206896,0.0,0.0901278676194058,3 +False,0.13793103448275862,0.0,0.17397517863858594,4 +False,0.1724137931034483,0.0,0.25720195562241444,5 +False,0.20689655172413793,0.0,0.31256111320045127,6 +False,0.2413793103448276,0.0,0.3364234674689733,7 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,8 +False,0.2413793103448276,0.06896551724137931,0.3364234674689733,9 +False,0.27586206896551724,0.06896551724137931,0.356299360661903,10 +False,0.3103448275862069,0.06896551724137931,0.4011282437006394,11 +False,0.3448275862068966,0.06896551724137931,0.47109815720195564,12 +False,0.3793103448275862,0.06896551724137931,0.5419330575404288,13 +False,0.41379310344827586,0.06896551724137931,0.588567130500188,14 +False,0.4482758620689655,0.06896551724137931,0.608631064309891,15 +False,0.4827586206896552,0.06896551724137931,0.6145543437382475,16 +False,0.5,0.08620689655172414,0.6179766829635202,17 +False,0.5344827586206896,0.08620689655172414,0.6315720195562241,18 +False,0.5689655172413793,0.08620689655172414,0.6611320045129747,19 +False,0.603448275862069,0.08620689655172414,0.7063745769086122,20 +False,0.6379310344827587,0.08620689655172414,0.7492666415945843,21 +False,0.6724137931034483,0.08620689655172414,0.7783753290710792,22 +False,0.7068965517241379,0.08620689655172414,0.7908800300864985,23 +False,0.7068965517241379,0.1206896551724138,0.7908800300864985,24 +False,0.7068965517241379,0.15517241379310345,0.7908800300864985,25 +False,0.7241379310344828,0.1724137931034483,0.796389620157954,26 +False,0.7413793103448276,0.1896551724137931,0.808875517111696,27 +False,0.7758620689655172,0.1896551724137931,0.8293343362166227,28 +False,0.8103448275862069,0.1896551724137931,0.8495298984580668,29 +False,0.8275862068965517,0.20689655172413793,0.8634449040992853,30 +False,0.8448275862068966,0.22413793103448276,0.8697066566378336,31 +False,0.8620689655172413,0.2413793103448276,0.8714178262504699,32 +False,0.8620689655172413,0.25862068965517243,0.8714178262504699,33 +False,0.8793103448275862,0.25862068965517243,0.8732982324182021,34 +False,0.896551724137931,0.25862068965517243,0.8775291462955996,35 +False,0.9137931034482759,0.25862068965517243,0.8849379465964646,36 +False,0.9310344827586207,0.25862068965517243,0.8918202331703646,37 +False,0.9482758620689655,0.25862068965517243,0.896220383602858,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987212,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,200 +False,0.034482758620689655,0.0,0.008687476494922904,1 +False,0.06896551724137931,0.0,0.03864234674689734,2 +False,0.10344827586206896,0.0,0.10932681459195187,3 +False,0.13793103448275862,0.0,0.2131440391124483,4 +False,0.1724137931034483,0.0,0.31664159458443025,5 +False,0.20689655172413793,0.0,0.38458066942459573,6 +False,0.2413793103448276,0.0,0.4137833772094773,7 +False,0.2413793103448276,0.034482758620689655,0.4137833772094773,8 +False,0.2413793103448276,0.06896551724137931,0.4137833772094773,9 +False,0.27586206896551724,0.06896551724137931,0.4343738247461452,10 +False,0.3103448275862069,0.06896551724137931,0.48162843174125614,11 +False,0.3448275862068966,0.06896551724137931,0.5523693117713426,12 +False,0.3793103448275862,0.06896551724137931,0.6257427604362542,13 +False,0.41379310344827586,0.06896551724137931,0.6755171116961264,14 +False,0.4482758620689655,0.06896551724137931,0.6975930801053027,15 +False,0.4827586206896552,0.06896551724137931,0.7039488529522377,16 +False,0.5172413793103449,0.06896551724137931,0.7071643474990598,17 +False,0.5517241379310345,0.06896551724137931,0.7185220007521624,18 +False,0.5862068965517241,0.06896551724137931,0.7427980443775856,19 +False,0.6206896551724138,0.06896551724137931,0.7787138021812712,20 +False,0.6551724137931034,0.06896551724137931,0.8141594584430237,21 +False,0.6896551724137931,0.06896551724137931,0.8369687852576158,22 +False,0.7241379310344828,0.06896551724137931,0.8472922151184658,23 +False,0.7241379310344828,0.10344827586206896,0.8472922151184658,24 +False,0.7241379310344828,0.13793103448275862,0.8472922151184658,25 +False,0.7586206896551724,0.13793103448275862,0.8504512974802559,26 +False,0.7931034482758621,0.13793103448275862,0.8586310643098911,27 +False,0.8275862068965517,0.13793103448275862,0.8707408800300868,28 +False,0.8620689655172413,0.13793103448275862,0.8836780744640845,29 +False,0.896551724137931,0.13793103448275862,0.8910304625799175,30 +False,0.9310344827586207,0.13793103448275862,0.894622038360286,31 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,32 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,33 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,34 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,35 +False,0.9482758620689655,0.22413793103448276,0.8961075592327944,36 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,37 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.008687476494922904,1 +False,0.06896551724137931,0.0,0.03864234674689734,2 +False,0.10344827586206896,0.0,0.10932681459195187,3 +False,0.13793103448275862,0.0,0.2131440391124483,4 +False,0.1724137931034483,0.0,0.31664159458443025,5 +False,0.20689655172413793,0.0,0.38458066942459573,6 +False,0.2413793103448276,0.0,0.4137833772094773,7 +False,0.2413793103448276,0.034482758620689655,0.4137833772094773,8 +False,0.2413793103448276,0.06896551724137931,0.4137833772094773,9 +False,0.27586206896551724,0.06896551724137931,0.4343738247461452,10 +False,0.3103448275862069,0.06896551724137931,0.48162843174125614,11 +False,0.3448275862068966,0.06896551724137931,0.5523693117713426,12 +False,0.3793103448275862,0.06896551724137931,0.6257427604362542,13 +False,0.41379310344827586,0.06896551724137931,0.6755171116961264,14 +False,0.4482758620689655,0.06896551724137931,0.6975930801053027,15 +False,0.4827586206896552,0.06896551724137931,0.7039488529522377,16 +False,0.5172413793103449,0.06896551724137931,0.7071643474990598,17 +False,0.5517241379310345,0.06896551724137931,0.7185220007521624,18 +False,0.5862068965517241,0.06896551724137931,0.7427980443775856,19 +False,0.6206896551724138,0.06896551724137931,0.7787138021812712,20 +False,0.6551724137931034,0.06896551724137931,0.8141594584430237,21 +False,0.6896551724137931,0.06896551724137931,0.8369687852576158,22 +False,0.7241379310344828,0.06896551724137931,0.8472922151184658,23 +False,0.7241379310344828,0.10344827586206896,0.8472922151184658,24 +False,0.7241379310344828,0.13793103448275862,0.8472922151184658,25 +False,0.7586206896551724,0.13793103448275862,0.8504512974802559,26 +False,0.7931034482758621,0.13793103448275862,0.8586310643098911,27 +False,0.8275862068965517,0.13793103448275862,0.8707408800300868,28 +False,0.8620689655172413,0.13793103448275862,0.8836780744640845,29 +False,0.896551724137931,0.13793103448275862,0.8910304625799175,30 +False,0.9310344827586207,0.13793103448275862,0.894622038360286,31 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,32 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,33 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,34 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,35 +False,0.9482758620689655,0.22413793103448276,0.8961075592327944,36 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,37 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.007201955622414442,1 +False,0.06896551724137931,0.0,0.032380594208349,2 +False,0.10344827586206896,0.0,0.0901278676194058,3 +False,0.13793103448275862,0.0,0.17397517863858594,4 +False,0.1724137931034483,0.0,0.25720195562241444,5 +False,0.20689655172413793,0.0,0.31256111320045127,6 +False,0.2413793103448276,0.0,0.3364234674689733,7 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,8 +False,0.2413793103448276,0.06896551724137931,0.3364234674689733,9 +False,0.27586206896551724,0.06896551724137931,0.356299360661903,10 +False,0.3103448275862069,0.06896551724137931,0.4011282437006394,11 +False,0.3448275862068966,0.06896551724137931,0.47109815720195564,12 +False,0.3793103448275862,0.06896551724137931,0.5419330575404288,13 +False,0.41379310344827586,0.06896551724137931,0.588567130500188,14 +False,0.4482758620689655,0.06896551724137931,0.608631064309891,15 +False,0.4827586206896552,0.06896551724137931,0.6145543437382475,16 +False,0.5,0.08620689655172414,0.6179766829635202,17 +False,0.5344827586206896,0.08620689655172414,0.6315720195562241,18 +False,0.5689655172413793,0.08620689655172414,0.6611320045129747,19 +False,0.603448275862069,0.08620689655172414,0.7063745769086122,20 +False,0.6379310344827587,0.08620689655172414,0.7492666415945843,21 +False,0.6724137931034483,0.08620689655172414,0.7783753290710792,22 +False,0.7068965517241379,0.08620689655172414,0.7908800300864985,23 +False,0.7068965517241379,0.1206896551724138,0.7908800300864985,24 +False,0.7068965517241379,0.15517241379310345,0.7908800300864985,25 +False,0.7241379310344828,0.1724137931034483,0.796389620157954,26 +False,0.7413793103448276,0.1896551724137931,0.808875517111696,27 +False,0.7758620689655172,0.1896551724137931,0.8293343362166227,28 +False,0.8103448275862069,0.1896551724137931,0.8495298984580668,29 +False,0.8275862068965517,0.20689655172413793,0.8634449040992853,30 +False,0.8448275862068966,0.22413793103448276,0.8697066566378336,31 +False,0.8620689655172413,0.2413793103448276,0.8714178262504699,32 +False,0.8620689655172413,0.25862068965517243,0.8714178262504699,33 +False,0.8793103448275862,0.25862068965517243,0.8732982324182021,34 +False,0.896551724137931,0.25862068965517243,0.8775291462955996,35 +False,0.9137931034482759,0.25862068965517243,0.8849379465964646,36 +False,0.9310344827586207,0.25862068965517243,0.8918202331703646,37 +False,0.9482758620689655,0.25862068965517243,0.896220383602858,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987212,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 +False,0.034482758620689655,0.0,0.007201955622414442,1 +False,0.06896551724137931,0.0,0.032380594208349,2 +False,0.10344827586206896,0.0,0.0901278676194058,3 +False,0.13793103448275862,0.0,0.17397517863858594,4 +False,0.1724137931034483,0.0,0.25720195562241444,5 +False,0.20689655172413793,0.0,0.31256111320045127,6 +False,0.2413793103448276,0.0,0.3364234674689733,7 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,8 +False,0.2413793103448276,0.06896551724137931,0.3364234674689733,9 +False,0.27586206896551724,0.06896551724137931,0.356299360661903,10 +False,0.3103448275862069,0.06896551724137931,0.4011282437006394,11 +False,0.3448275862068966,0.06896551724137931,0.47109815720195564,12 +False,0.3793103448275862,0.06896551724137931,0.5419330575404288,13 +False,0.41379310344827586,0.06896551724137931,0.588567130500188,14 +False,0.4482758620689655,0.06896551724137931,0.608631064309891,15 +False,0.4827586206896552,0.06896551724137931,0.6145543437382475,16 +False,0.5,0.08620689655172414,0.6179766829635202,17 +False,0.5344827586206896,0.08620689655172414,0.6315720195562241,18 +False,0.5689655172413793,0.08620689655172414,0.6611320045129747,19 +False,0.603448275862069,0.08620689655172414,0.7063745769086122,20 +False,0.6379310344827587,0.08620689655172414,0.7492666415945843,21 +False,0.6724137931034483,0.08620689655172414,0.7783753290710792,22 +False,0.7068965517241379,0.08620689655172414,0.7908800300864985,23 +False,0.7068965517241379,0.1206896551724138,0.7908800300864985,24 +False,0.7068965517241379,0.15517241379310345,0.7908800300864985,25 +False,0.7241379310344828,0.1724137931034483,0.796389620157954,26 +False,0.7413793103448276,0.1896551724137931,0.808875517111696,27 +False,0.7758620689655172,0.1896551724137931,0.8293343362166227,28 +False,0.8103448275862069,0.1896551724137931,0.8495298984580668,29 +False,0.8275862068965517,0.20689655172413793,0.8634449040992853,30 +False,0.8448275862068966,0.22413793103448276,0.8697066566378336,31 +False,0.8620689655172413,0.2413793103448276,0.8714178262504699,32 +False,0.8620689655172413,0.25862068965517243,0.8714178262504699,33 +False,0.8793103448275862,0.25862068965517243,0.8732982324182021,34 +False,0.896551724137931,0.25862068965517243,0.8775291462955996,35 +False,0.9137931034482759,0.25862068965517243,0.8849379465964646,36 +False,0.9310344827586207,0.25862068965517243,0.8918202331703646,37 +False,0.9482758620689655,0.25862068965517243,0.896220383602858,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987212,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,200 +False,0.034482758620689655,0.0,0.007201955622414442,1 +False,0.06896551724137931,0.0,0.032380594208349,2 +False,0.10344827586206896,0.0,0.0901278676194058,3 +False,0.13793103448275862,0.0,0.17397517863858594,4 +False,0.1724137931034483,0.0,0.25720195562241444,5 +False,0.20689655172413793,0.0,0.31256111320045127,6 +False,0.2413793103448276,0.0,0.3364234674689733,7 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,8 +False,0.2413793103448276,0.06896551724137931,0.3364234674689733,9 +False,0.27586206896551724,0.06896551724137931,0.356299360661903,10 +False,0.3103448275862069,0.06896551724137931,0.4011282437006394,11 +False,0.3448275862068966,0.06896551724137931,0.47109815720195564,12 +False,0.3793103448275862,0.06896551724137931,0.5419330575404288,13 +False,0.41379310344827586,0.06896551724137931,0.588567130500188,14 +False,0.4482758620689655,0.06896551724137931,0.608631064309891,15 +False,0.4827586206896552,0.06896551724137931,0.6145543437382475,16 +False,0.5,0.08620689655172414,0.6179766829635202,17 +False,0.5344827586206896,0.08620689655172414,0.6315720195562241,18 +False,0.5689655172413793,0.08620689655172414,0.6611320045129747,19 +False,0.603448275862069,0.08620689655172414,0.7063745769086122,20 +False,0.6379310344827587,0.08620689655172414,0.7492666415945843,21 +False,0.6724137931034483,0.08620689655172414,0.7783753290710792,22 +False,0.7068965517241379,0.08620689655172414,0.7908800300864985,23 +False,0.7068965517241379,0.1206896551724138,0.7908800300864985,24 +False,0.7068965517241379,0.15517241379310345,0.7908800300864985,25 +False,0.7241379310344828,0.1724137931034483,0.796389620157954,26 +False,0.7413793103448276,0.1896551724137931,0.808875517111696,27 +False,0.7758620689655172,0.1896551724137931,0.8293343362166227,28 +False,0.8103448275862069,0.1896551724137931,0.8495298984580668,29 +False,0.8275862068965517,0.20689655172413793,0.8634449040992853,30 +False,0.8448275862068966,0.22413793103448276,0.8697066566378336,31 +False,0.8620689655172413,0.2413793103448276,0.8714178262504699,32 +False,0.8620689655172413,0.25862068965517243,0.8714178262504699,33 +False,0.8793103448275862,0.25862068965517243,0.8732982324182021,34 +False,0.896551724137931,0.25862068965517243,0.8775291462955996,35 +False,0.9137931034482759,0.25862068965517243,0.8849379465964646,36 +False,0.9310344827586207,0.25862068965517243,0.8918202331703646,37 +False,0.9482758620689655,0.25862068965517243,0.896220383602858,38 +False,0.9655172413793104,0.25862068965517243,0.8977435125987212,39 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,40 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,41 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,42 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,43 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,44 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,45 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,46 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987212,200 +False,0.034482758620689655,0.0,0.0078412937194434,1 +False,0.06896551724137931,0.0,0.03469349379465965,2 +False,0.10344827586206896,0.0,0.09740503948852952,3 +False,0.13793103448275862,0.0,0.19074840165475743,4 +False,0.1724137931034483,0.0,0.2817600601729974,5 +False,0.20689655172413793,0.0,0.34159458443023694,6 +False,0.2413793103448276,0.0,0.3675253854832644,7 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,8 +False,0.2413793103448276,0.06896551724137931,0.3675253854832644,9 +False,0.27586206896551724,0.06896551724137931,0.38717562993606625,10 +False,0.3103448275862069,0.06896551724137931,0.4330951485520873,11 +False,0.3448275862068966,0.06896551724137931,0.5020684467845055,12 +False,0.3793103448275862,0.06896551724137931,0.5709665287702144,13 +False,0.41379310344827586,0.06896551724137931,0.6192929672809326,14 +False,0.4482758620689655,0.06896551724137931,0.6405415569763069,15 +False,0.4827586206896552,0.06896551724137931,0.6465212485896953,16 +False,0.5,0.08620689655172414,0.6494546822113576,17 +False,0.5344827586206896,0.08620689655172414,0.6615268898081985,18 +False,0.5689655172413793,0.08620689655172414,0.689093644227153,19 +False,0.603448275862069,0.08620689655172414,0.7301617149304249,20 +False,0.6379310344827587,0.08620689655172414,0.7701203459947349,21 +False,0.6724137931034483,0.08620689655172414,0.7964460323429862,22 +False,0.7068965517241379,0.08620689655172414,0.807690861226025,23 +False,0.7068965517241379,0.1206896551724138,0.807690861226025,24 +False,0.7068965517241379,0.13793103448275862,0.807690861226025,25 +False,0.7241379310344828,0.13793103448275862,0.8125047010154195,26 +False,0.7413793103448276,0.13793103448275862,0.8228281308762695,27 +False,0.7586206896551724,0.13793103448275862,0.8394509213990224,28 +False,0.7758620689655172,0.13793103448275862,0.8566566378337723,29 +False,0.7931034482758621,0.13793103448275862,0.867017675817977,30 +False,0.8103448275862069,0.13793103448275862,0.8721135765325313,31 +False,0.8275862068965517,0.13793103448275862,0.873617901466717,32 +False,0.8275862068965517,0.15517241379310345,0.873617901466717,33 +False,0.8448275862068966,0.15517241379310345,0.8753290710793533,34 +False,0.8620689655172413,0.15517241379310345,0.8784505453177888,35 +False,0.8793103448275862,0.15517241379310345,0.8839789394509215,36 +False,0.896551724137931,0.15517241379310345,0.8892064685972172,37 +False,0.9137931034482759,0.15517241379310345,0.8929860849943589,38 +False,0.9310344827586207,0.15517241379310345,0.894622038360286,39 +False,0.9310344827586207,0.1724137931034483,0.894622038360286,40 +False,0.9310344827586207,0.1896551724137931,0.894622038360286,41 +False,0.9310344827586207,0.20689655172413793,0.894622038360286,42 +False,0.9310344827586207,0.22413793103448276,0.894622038360286,43 +False,0.9482758620689655,0.22413793103448276,0.896257991726213,44 +False,0.9655172413793104,0.22413793103448276,0.8977435125987214,45 +False,0.9655172413793104,0.2413793103448276,0.8977435125987214,46 +False,0.9655172413793104,0.25862068965517243,0.8977435125987214,47 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,48 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,49 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,50 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,51 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,52 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,53 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,54 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,55 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,56 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,57 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,58 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,59 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,60 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,61 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,62 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,63 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,64 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,65 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,66 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,67 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,68 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,69 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,70 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,71 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,72 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,73 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,74 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,75 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,76 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,77 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,78 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,79 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,80 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,81 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,82 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,83 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,84 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,85 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,86 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,87 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,88 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,89 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,90 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,91 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,92 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,93 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,94 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,95 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,96 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,97 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,98 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,99 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,100 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,101 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,102 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,103 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,104 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,105 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,106 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,107 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,108 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,109 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,110 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,111 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,112 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,113 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,114 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,115 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,116 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,117 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,118 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,119 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,120 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,121 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,122 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,123 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,124 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,125 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,126 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,127 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,128 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,129 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,130 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,131 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,132 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,133 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,134 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,135 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,136 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,137 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,138 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,139 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,140 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,141 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,142 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,143 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,144 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,145 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,146 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,147 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,148 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,149 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,150 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,151 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,152 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,153 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,154 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,155 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,156 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,157 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,158 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,159 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,160 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,161 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,162 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,163 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,164 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,165 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,166 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,167 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,168 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,169 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,170 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,171 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,172 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,173 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,174 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,175 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,176 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,177 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,178 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,179 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,180 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,181 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,182 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,183 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,184 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,185 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,186 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,187 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,188 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,189 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,190 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,191 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,192 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,193 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,194 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,195 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,196 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,197 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,198 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,199 +False,0.9655172413793104,0.27586206896551724,0.8977435125987214,200 diff --git a/results/traditional_search_4_agent.csv b/results/traditional_search_4_agent.csv index f5430bc..ee23aa1 100644 --- a/results/traditional_search_4_agent.csv +++ b/results/traditional_search_4_agent.csv @@ -1,4 +1,1160 @@ is_completed,coverage_rate,repeated_coverage,accumulated_pos,step +False,0.06896551724137931,0.0,0.18435502068446785,1 +False,0.13793103448275862,0.0,0.3069010906355773,2 +False,0.20689655172413793,0.0,0.359684091763821,3 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,4 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.14159458443023692,1 +False,0.13793103448275862,0.0,0.25,2 +False,0.20689655172413793,0.0,0.31256111320045127,3 +False,0.25862068965517243,0.017241379310344827,0.3375329071079353,4 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,5 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,6 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,7 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,8 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,9 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,10 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,11 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,12 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,13 +False,0.27586206896551724,0.10344827586206896,0.338679954870252,14 +False,0.3448275862068966,0.10344827586206896,0.3644791274915382,15 +False,0.41379310344827586,0.10344827586206896,0.4293719443399775,16 +False,0.4827586206896552,0.10344827586206896,0.545975930801053,17 +False,0.5172413793103449,0.13793103448275862,0.6168108311395261,18 +False,0.5172413793103449,0.20689655172413793,0.6168108311395261,19 +False,0.5172413793103449,0.27586206896551724,0.6168108311395261,20 +False,0.5172413793103449,0.3448275862068966,0.6168108311395261,21 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,22 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,23 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,24 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,25 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,26 +False,0.5172413793103449,0.4827586206896552,0.6168108311395261,27 +False,0.5689655172413793,0.5,0.6327378713802181,28 +False,0.6379310344827587,0.5,0.6754418954494169,29 +False,0.7068965517241379,0.5,0.7478939450921397,30 +False,0.7413793103448276,0.5344827586206896,0.7931365174877771,31 +False,0.7413793103448276,0.603448275862069,0.7931365174877771,32 +False,0.7413793103448276,0.6724137931034483,0.7931365174877771,33 +False,0.7413793103448276,0.7413793103448276,0.7931365174877771,34 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,35 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,36 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,37 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,38 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,39 +False,0.7413793103448276,0.8793103448275862,0.7931365174877771,40 +False,0.7758620689655172,0.9137931034482759,0.8003572771718689,41 +False,0.8103448275862069,0.9482758620689655,0.8191049266641592,42 +False,0.8620689655172413,0.9655172413793104,0.8534787514103044,43 +False,0.896551724137931,1.0,0.8736743136517485,44 +False,0.896551724137931,1.0689655172413792,0.8736743136517485,45 +False,0.896551724137931,1.1379310344827587,0.8736743136517485,46 +False,0.896551724137931,1.206896551724138,0.8736743136517485,47 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,48 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,49 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,50 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,51 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,52 +False,0.896551724137931,1.3103448275862069,0.8736743136517485,53 +False,0.9137931034482759,1.3275862068965518,0.8751974426476117,54 +False,0.9482758620689655,1.3275862068965518,0.8814779992478373,55 +False,0.9827586206896551,1.3275862068965518,0.8925911996991348,56 +True,1.0,1.3448275862068966,0.8999999999999998,57 +False,0.06896551724137931,0.0,0.16707408800300866,1 +False,0.13793103448275862,0.0,0.2801805189921023,2 +False,0.20689655172413793,0.0,0.32922151184655885,3 +False,0.2413793103448276,0.034482758620689655,0.3364234674689733,4 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,5 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,6 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,7 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,8 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,9 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,10 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,11 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,12 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,13 +False,0.27586206896551724,0.10344827586206896,0.338679954870252,14 +False,0.3448275862068966,0.10344827586206896,0.3644791274915382,15 +False,0.41379310344827586,0.10344827586206896,0.4293719443399775,16 +False,0.4827586206896552,0.10344827586206896,0.545975930801053,17 +False,0.5172413793103449,0.13793103448275862,0.6168108311395261,18 +False,0.5172413793103449,0.20689655172413793,0.6168108311395261,19 +False,0.5172413793103449,0.27586206896551724,0.6168108311395261,20 +False,0.5172413793103449,0.3448275862068966,0.6168108311395261,21 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,22 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,23 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,24 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,25 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,26 +False,0.5172413793103449,0.4827586206896552,0.6168108311395261,27 +False,0.5689655172413793,0.5,0.6327378713802181,28 +False,0.6379310344827587,0.5,0.6754418954494169,29 +False,0.7068965517241379,0.5,0.7478939450921397,30 +False,0.7413793103448276,0.5344827586206896,0.7931365174877771,31 +False,0.7413793103448276,0.603448275862069,0.7931365174877771,32 +False,0.7413793103448276,0.6724137931034483,0.7931365174877771,33 +False,0.7413793103448276,0.7413793103448276,0.7931365174877771,34 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,35 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,36 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,37 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,38 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,39 +False,0.7413793103448276,0.8793103448275862,0.7931365174877771,40 +False,0.7758620689655172,0.9137931034482759,0.8003572771718689,41 +False,0.8103448275862069,0.9482758620689655,0.8191049266641592,42 +False,0.8620689655172413,0.9655172413793104,0.8534787514103044,43 +False,0.896551724137931,1.0,0.8736743136517485,44 +False,0.896551724137931,1.0689655172413792,0.8736743136517485,45 +False,0.896551724137931,1.1379310344827587,0.8736743136517485,46 +False,0.896551724137931,1.206896551724138,0.8736743136517485,47 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,48 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,49 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,50 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,51 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,52 +False,0.896551724137931,1.3103448275862069,0.8736743136517485,53 +False,0.9137931034482759,1.3275862068965518,0.8751974426476117,54 +False,0.9482758620689655,1.3275862068965518,0.8814779992478373,55 +False,0.9827586206896551,1.3275862068965518,0.8925911996991348,56 +True,1.0,1.3448275862068966,0.8999999999999998,57 +False,0.06896551724137931,0.0,0.10063933809702895,1 +False,0.13793103448275862,0.0,0.21314403911244828,2 +False,0.20689655172413793,0.0,0.3188980819857089,3 +False,0.2413793103448276,0.0,0.3868371568258744,4 +False,0.27586206896551724,0.0,0.4160398646107559,5 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,6 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,7 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,8 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,9 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,10 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,11 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,12 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,13 +False,0.27586206896551724,0.10344827586206896,0.4160398646107559,14 +False,0.3448275862068966,0.10344827586206896,0.4429860849943588,15 +False,0.41379310344827586,0.10344827586206896,0.5123166603986461,16 +False,0.4827586206896552,0.10344827586206896,0.6328318916886048,17 +False,0.5172413793103449,0.13793103448275862,0.7062053403535163,18 +False,0.5172413793103449,0.20689655172413793,0.7062053403535163,19 +False,0.5172413793103449,0.27586206896551724,0.7062053403535163,20 +False,0.5172413793103449,0.3448275862068966,0.7062053403535163,21 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,22 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,23 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,24 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,25 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,26 +False,0.5172413793103449,0.4827586206896552,0.7062053403535163,27 +False,0.5862068965517241,0.4827586206896552,0.7197442647611884,28 +False,0.6551724137931034,0.4827586206896552,0.753911244828883,29 +False,0.7241379310344828,0.4827586206896552,0.8136329447160587,30 +False,0.7586206896551724,0.5172413793103449,0.8495487025197443,31 +False,0.7586206896551724,0.5862068965517241,0.8495487025197443,32 +False,0.7586206896551724,0.6551724137931034,0.8495487025197443,33 +False,0.7586206896551724,0.7241379310344828,0.8495487025197443,34 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,35 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,36 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,37 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,38 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,39 +False,0.7586206896551724,0.8620689655172413,0.8495487025197443,40 +False,0.7931034482758621,0.896551724137931,0.8527077848815345,41 +False,0.8620689655172413,0.896551724137931,0.8644791274915382,42 +False,0.9310344827586207,0.896551724137931,0.8839413313275668,43 +False,0.9655172413793104,0.9310344827586207,0.8968785257615646,44 +False,0.9655172413793104,1.0,0.8968785257615646,45 +False,0.9655172413793104,1.0689655172413792,0.8968785257615646,46 +False,0.9655172413793104,1.1379310344827587,0.8968785257615646,47 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,48 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,49 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,50 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,51 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,52 +False,0.9655172413793104,1.2413793103448276,0.8968785257615646,53 +False,0.9655172413793104,1.2758620689655173,0.8968785257615646,54 +False,0.9655172413793104,1.3103448275862069,0.8968785257615646,55 +False,0.9827586206896551,1.3275862068965518,0.8985144791274916,56 +True,1.0,1.3448275862068966,0.9,57 +False,0.06896551724137931,0.0,0.08956374576908611,1 +False,0.13793103448275862,0.0,0.19074840165475743,2 +False,0.1896551724137931,0.017241379310344827,0.28290710793531404,3 +False,0.22413793103448276,0.017241379310344827,0.3427416321925536,4 +False,0.25862068965517243,0.017241379310344827,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.14159458443023692,1 +False,0.13793103448275862,0.0,0.25,2 +False,0.20689655172413793,0.0,0.31256111320045127,3 +False,0.25862068965517243,0.017241379310344827,0.3375329071079353,4 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,5 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,6 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,7 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,8 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,9 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,10 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,11 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,12 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,13 +False,0.27586206896551724,0.10344827586206896,0.338679954870252,14 +False,0.3448275862068966,0.10344827586206896,0.3644791274915382,15 +False,0.41379310344827586,0.10344827586206896,0.4293719443399775,16 +False,0.4827586206896552,0.10344827586206896,0.545975930801053,17 +False,0.5172413793103449,0.13793103448275862,0.6168108311395261,18 +False,0.5172413793103449,0.20689655172413793,0.6168108311395261,19 +False,0.5172413793103449,0.27586206896551724,0.6168108311395261,20 +False,0.5172413793103449,0.3448275862068966,0.6168108311395261,21 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,22 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,23 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,24 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,25 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,26 +False,0.5172413793103449,0.4827586206896552,0.6168108311395261,27 +False,0.5689655172413793,0.5,0.6327378713802181,28 +False,0.6379310344827587,0.5,0.6754418954494169,29 +False,0.7068965517241379,0.5,0.7478939450921397,30 +False,0.7413793103448276,0.5344827586206896,0.7931365174877771,31 +False,0.7413793103448276,0.603448275862069,0.7931365174877771,32 +False,0.7413793103448276,0.6724137931034483,0.7931365174877771,33 +False,0.7413793103448276,0.7413793103448276,0.7931365174877771,34 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,35 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,36 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,37 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,38 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,39 +False,0.7413793103448276,0.8793103448275862,0.7931365174877771,40 +False,0.7758620689655172,0.9137931034482759,0.8003572771718689,41 +False,0.8103448275862069,0.9482758620689655,0.8191049266641592,42 +False,0.8620689655172413,0.9655172413793104,0.8534787514103044,43 +False,0.896551724137931,1.0,0.8736743136517485,44 +False,0.896551724137931,1.0689655172413792,0.8736743136517485,45 +False,0.896551724137931,1.1379310344827587,0.8736743136517485,46 +False,0.896551724137931,1.206896551724138,0.8736743136517485,47 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,48 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,49 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,50 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,51 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,52 +False,0.896551724137931,1.3103448275862069,0.8736743136517485,53 +False,0.9137931034482759,1.3275862068965518,0.8751974426476117,54 +False,0.9482758620689655,1.3275862068965518,0.8814779992478373,55 +False,0.9827586206896551,1.3275862068965518,0.8925911996991348,56 +True,1.0,1.3448275862068966,0.8999999999999998,57 +False,0.06896551724137931,0.0,0.08292591199699136,1 +False,0.13793103448275862,0.0,0.17397517863858597,2 +False,0.1896551724137931,0.017241379310344827,0.2583113952613765,3 +False,0.22413793103448276,0.017241379310344827,0.3136705528394133,4 +False,0.25862068965517243,0.017241379310344827,0.3375329071079353,5 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,6 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,7 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,8 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,9 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,10 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,11 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,12 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,13 +False,0.27586206896551724,0.10344827586206896,0.338679954870252,14 +False,0.3448275862068966,0.10344827586206896,0.3644791274915382,15 +False,0.41379310344827586,0.10344827586206896,0.4293719443399775,16 +False,0.4827586206896552,0.10344827586206896,0.545975930801053,17 +False,0.5172413793103449,0.13793103448275862,0.6168108311395261,18 +False,0.5172413793103449,0.20689655172413793,0.6168108311395261,19 +False,0.5172413793103449,0.27586206896551724,0.6168108311395261,20 +False,0.5172413793103449,0.3448275862068966,0.6168108311395261,21 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,22 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,23 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,24 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,25 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,26 +False,0.5172413793103449,0.4827586206896552,0.6168108311395261,27 +False,0.5689655172413793,0.5,0.6327378713802181,28 +False,0.6379310344827587,0.5,0.6754418954494169,29 +False,0.7068965517241379,0.5,0.7478939450921397,30 +False,0.7413793103448276,0.5344827586206896,0.7931365174877771,31 +False,0.7413793103448276,0.603448275862069,0.7931365174877771,32 +False,0.7413793103448276,0.6724137931034483,0.7931365174877771,33 +False,0.7413793103448276,0.7413793103448276,0.7931365174877771,34 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,35 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,36 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,37 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,38 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,39 +False,0.7413793103448276,0.8793103448275862,0.7931365174877771,40 +False,0.7758620689655172,0.9137931034482759,0.8003572771718689,41 +False,0.8103448275862069,0.9482758620689655,0.8191049266641592,42 +False,0.8620689655172413,0.9655172413793104,0.8534787514103044,43 +False,0.896551724137931,1.0,0.8736743136517485,44 +False,0.896551724137931,1.0689655172413792,0.8736743136517485,45 +False,0.896551724137931,1.1379310344827587,0.8736743136517485,46 +False,0.896551724137931,1.206896551724138,0.8736743136517485,47 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,48 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,49 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,50 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,51 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,52 +False,0.896551724137931,1.3103448275862069,0.8736743136517485,53 +False,0.9137931034482759,1.3275862068965518,0.8751974426476117,54 +False,0.9482758620689655,1.3275862068965518,0.8814779992478373,55 +False,0.9827586206896551,1.3275862068965518,0.8925911996991348,56 +True,1.0,1.3448275862068966,0.8999999999999998,57 +False,0.06896551724137931,0.0,0.18435502068446785,1 +False,0.13793103448275862,0.0,0.3069010906355773,2 +False,0.20689655172413793,0.0,0.359684091763821,3 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,4 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.18435502068446785,1 +False,0.13793103448275862,0.0,0.3069010906355773,2 +False,0.20689655172413793,0.0,0.359684091763821,3 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,4 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.08956374576908611,1 +False,0.13793103448275862,0.0,0.19074840165475743,2 +False,0.1896551724137931,0.017241379310344827,0.28290710793531404,3 +False,0.22413793103448276,0.017241379310344827,0.3427416321925536,4 +False,0.25862068965517243,0.017241379310344827,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.1560549078600978,1 +False,0.13793103448275862,0.0,0.27391876645355395,2 +False,0.20689655172413793,0.0,0.34159458443023694,3 +False,0.25862068965517243,0.017241379310344827,0.3686724332455811,4 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.1560549078600978,1 +False,0.13793103448275862,0.0,0.27391876645355395,2 +False,0.20689655172413793,0.0,0.34159458443023694,3 +False,0.25862068965517243,0.017241379310344827,0.3686724332455811,4 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.08292591199699136,1 +False,0.13793103448275862,0.0,0.17397517863858597,2 +False,0.1896551724137931,0.017241379310344827,0.2583113952613765,3 +False,0.22413793103448276,0.017241379310344827,0.3136705528394133,4 +False,0.25862068965517243,0.017241379310344827,0.3375329071079353,5 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,6 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,7 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,8 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,9 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,10 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,11 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,12 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,13 +False,0.27586206896551724,0.10344827586206896,0.338679954870252,14 +False,0.3448275862068966,0.10344827586206896,0.3644791274915382,15 +False,0.41379310344827586,0.10344827586206896,0.4293719443399775,16 +False,0.4827586206896552,0.10344827586206896,0.545975930801053,17 +False,0.5172413793103449,0.13793103448275862,0.6168108311395261,18 +False,0.5172413793103449,0.20689655172413793,0.6168108311395261,19 +False,0.5172413793103449,0.27586206896551724,0.6168108311395261,20 +False,0.5172413793103449,0.3448275862068966,0.6168108311395261,21 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,22 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,23 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,24 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,25 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,26 +False,0.5172413793103449,0.4827586206896552,0.6168108311395261,27 +False,0.5689655172413793,0.5,0.6327378713802181,28 +False,0.6379310344827587,0.5,0.6754418954494169,29 +False,0.7068965517241379,0.5,0.7478939450921397,30 +False,0.7413793103448276,0.5344827586206896,0.7931365174877771,31 +False,0.7413793103448276,0.603448275862069,0.7931365174877771,32 +False,0.7413793103448276,0.6724137931034483,0.7931365174877771,33 +False,0.7413793103448276,0.7413793103448276,0.7931365174877771,34 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,35 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,36 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,37 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,38 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,39 +False,0.7413793103448276,0.8793103448275862,0.7931365174877771,40 +False,0.7758620689655172,0.9137931034482759,0.8003572771718689,41 +False,0.8103448275862069,0.9482758620689655,0.8191049266641592,42 +False,0.8620689655172413,0.9655172413793104,0.8534787514103044,43 +False,0.896551724137931,1.0,0.8736743136517485,44 +False,0.896551724137931,1.0689655172413792,0.8736743136517485,45 +False,0.896551724137931,1.1379310344827587,0.8736743136517485,46 +False,0.896551724137931,1.206896551724138,0.8736743136517485,47 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,48 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,49 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,50 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,51 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,52 +False,0.896551724137931,1.3103448275862069,0.8736743136517485,53 +False,0.9137931034482759,1.3275862068965518,0.8751974426476117,54 +False,0.9482758620689655,1.3275862068965518,0.8814779992478373,55 +False,0.9827586206896551,1.3275862068965518,0.8925911996991348,56 +True,1.0,1.3448275862068966,0.8999999999999998,57 +False,0.06896551724137931,0.0,0.1560549078600978,1 +False,0.13793103448275862,0.0,0.27391876645355395,2 +False,0.20689655172413793,0.0,0.34159458443023694,3 +False,0.25862068965517243,0.017241379310344827,0.3686724332455811,4 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.08956374576908611,1 +False,0.13793103448275862,0.0,0.19074840165475743,2 +False,0.1896551724137931,0.017241379310344827,0.28290710793531404,3 +False,0.22413793103448276,0.017241379310344827,0.3427416321925536,4 +False,0.25862068965517243,0.017241379310344827,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.14159458443023692,1 +False,0.13793103448275862,0.0,0.25,2 +False,0.20689655172413793,0.0,0.31256111320045127,3 +False,0.25862068965517243,0.017241379310344827,0.3375329071079353,4 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,5 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,6 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,7 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,8 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,9 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,10 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,11 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,12 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,13 +False,0.27586206896551724,0.10344827586206896,0.338679954870252,14 +False,0.3448275862068966,0.10344827586206896,0.3644791274915382,15 +False,0.41379310344827586,0.10344827586206896,0.4293719443399775,16 +False,0.4827586206896552,0.10344827586206896,0.545975930801053,17 +False,0.5172413793103449,0.13793103448275862,0.6168108311395261,18 +False,0.5172413793103449,0.20689655172413793,0.6168108311395261,19 +False,0.5172413793103449,0.27586206896551724,0.6168108311395261,20 +False,0.5172413793103449,0.3448275862068966,0.6168108311395261,21 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,22 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,23 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,24 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,25 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,26 +False,0.5172413793103449,0.4827586206896552,0.6168108311395261,27 +False,0.5689655172413793,0.5,0.6327378713802181,28 +False,0.6379310344827587,0.5,0.6754418954494169,29 +False,0.7068965517241379,0.5,0.7478939450921397,30 +False,0.7413793103448276,0.5344827586206896,0.7931365174877771,31 +False,0.7413793103448276,0.603448275862069,0.7931365174877771,32 +False,0.7413793103448276,0.6724137931034483,0.7931365174877771,33 +False,0.7413793103448276,0.7413793103448276,0.7931365174877771,34 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,35 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,36 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,37 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,38 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,39 +False,0.7413793103448276,0.8793103448275862,0.7931365174877771,40 +False,0.7758620689655172,0.9137931034482759,0.8003572771718689,41 +False,0.8103448275862069,0.9482758620689655,0.8191049266641592,42 +False,0.8620689655172413,0.9655172413793104,0.8534787514103044,43 +False,0.896551724137931,1.0,0.8736743136517485,44 +False,0.896551724137931,1.0689655172413792,0.8736743136517485,45 +False,0.896551724137931,1.1379310344827587,0.8736743136517485,46 +False,0.896551724137931,1.206896551724138,0.8736743136517485,47 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,48 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,49 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,50 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,51 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,52 +False,0.896551724137931,1.3103448275862069,0.8736743136517485,53 +False,0.9137931034482759,1.3275862068965518,0.8751974426476117,54 +False,0.9482758620689655,1.3275862068965518,0.8814779992478373,55 +False,0.9827586206896551,1.3275862068965518,0.8925911996991348,56 +True,1.0,1.3448275862068966,0.8999999999999998,57 +False,0.06896551724137931,0.0,0.08292591199699136,1 +False,0.13793103448275862,0.0,0.17397517863858597,2 +False,0.1896551724137931,0.017241379310344827,0.2583113952613765,3 +False,0.22413793103448276,0.017241379310344827,0.3136705528394133,4 +False,0.25862068965517243,0.017241379310344827,0.3375329071079353,5 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,6 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,7 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,8 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,9 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,10 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,11 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,12 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,13 +False,0.27586206896551724,0.10344827586206896,0.338679954870252,14 +False,0.3448275862068966,0.10344827586206896,0.3644791274915382,15 +False,0.41379310344827586,0.10344827586206896,0.4293719443399775,16 +False,0.4827586206896552,0.10344827586206896,0.545975930801053,17 +False,0.5172413793103449,0.13793103448275862,0.6168108311395261,18 +False,0.5172413793103449,0.20689655172413793,0.6168108311395261,19 +False,0.5172413793103449,0.27586206896551724,0.6168108311395261,20 +False,0.5172413793103449,0.3448275862068966,0.6168108311395261,21 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,22 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,23 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,24 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,25 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,26 +False,0.5172413793103449,0.4827586206896552,0.6168108311395261,27 +False,0.5689655172413793,0.5,0.6327378713802181,28 +False,0.6379310344827587,0.5,0.6754418954494169,29 +False,0.7068965517241379,0.5,0.7478939450921397,30 +False,0.7413793103448276,0.5344827586206896,0.7931365174877771,31 +False,0.7413793103448276,0.603448275862069,0.7931365174877771,32 +False,0.7413793103448276,0.6724137931034483,0.7931365174877771,33 +False,0.7413793103448276,0.7413793103448276,0.7931365174877771,34 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,35 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,36 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,37 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,38 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,39 +False,0.7413793103448276,0.8793103448275862,0.7931365174877771,40 +False,0.7758620689655172,0.9137931034482759,0.8003572771718689,41 +False,0.8103448275862069,0.9482758620689655,0.8191049266641592,42 +False,0.8620689655172413,0.9655172413793104,0.8534787514103044,43 +False,0.896551724137931,1.0,0.8736743136517485,44 +False,0.896551724137931,1.0689655172413792,0.8736743136517485,45 +False,0.896551724137931,1.1379310344827587,0.8736743136517485,46 +False,0.896551724137931,1.206896551724138,0.8736743136517485,47 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,48 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,49 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,50 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,51 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,52 +False,0.896551724137931,1.3103448275862069,0.8736743136517485,53 +False,0.9137931034482759,1.3275862068965518,0.8751974426476117,54 +False,0.9482758620689655,1.3275862068965518,0.8814779992478373,55 +False,0.9827586206896551,1.3275862068965518,0.8925911996991348,56 +True,1.0,1.3448275862068966,0.8999999999999998,57 +False,0.06896551724137931,0.0,0.18435502068446785,1 +False,0.13793103448275862,0.0,0.3069010906355773,2 +False,0.20689655172413793,0.0,0.359684091763821,3 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,4 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 False,0.06896551724137931,0.0,0.17450169236555096,1 False,0.13793103448275862,0.0,0.30795411808950734,2 False,0.20689655172413793,0.0,0.38458066942459573,3 @@ -56,3 +1212,358 @@ False,0.9655172413793104,1.2758620689655173,0.8968785257615646,54 False,0.9655172413793104,1.3103448275862069,0.8968785257615646,55 False,0.9827586206896551,1.3275862068965518,0.8985144791274916,56 True,1.0,1.3448275862068966,0.9,57 +False,0.06896551724137931,0.0,0.10063933809702895,1 +False,0.13793103448275862,0.0,0.21314403911244828,2 +False,0.20689655172413793,0.0,0.3188980819857089,3 +False,0.2413793103448276,0.0,0.3868371568258744,4 +False,0.27586206896551724,0.0,0.4160398646107559,5 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,6 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,7 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,8 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,9 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,10 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,11 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,12 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,13 +False,0.27586206896551724,0.10344827586206896,0.4160398646107559,14 +False,0.3448275862068966,0.10344827586206896,0.4429860849943588,15 +False,0.41379310344827586,0.10344827586206896,0.5123166603986461,16 +False,0.4827586206896552,0.10344827586206896,0.6328318916886048,17 +False,0.5172413793103449,0.13793103448275862,0.7062053403535163,18 +False,0.5172413793103449,0.20689655172413793,0.7062053403535163,19 +False,0.5172413793103449,0.27586206896551724,0.7062053403535163,20 +False,0.5172413793103449,0.3448275862068966,0.7062053403535163,21 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,22 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,23 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,24 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,25 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,26 +False,0.5172413793103449,0.4827586206896552,0.7062053403535163,27 +False,0.5862068965517241,0.4827586206896552,0.7197442647611884,28 +False,0.6551724137931034,0.4827586206896552,0.753911244828883,29 +False,0.7241379310344828,0.4827586206896552,0.8136329447160587,30 +False,0.7586206896551724,0.5172413793103449,0.8495487025197443,31 +False,0.7586206896551724,0.5862068965517241,0.8495487025197443,32 +False,0.7586206896551724,0.6551724137931034,0.8495487025197443,33 +False,0.7586206896551724,0.7241379310344828,0.8495487025197443,34 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,35 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,36 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,37 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,38 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,39 +False,0.7586206896551724,0.8620689655172413,0.8495487025197443,40 +False,0.7931034482758621,0.896551724137931,0.8527077848815345,41 +False,0.8620689655172413,0.896551724137931,0.8644791274915382,42 +False,0.9310344827586207,0.896551724137931,0.8839413313275668,43 +False,0.9655172413793104,0.9310344827586207,0.8968785257615646,44 +False,0.9655172413793104,1.0,0.8968785257615646,45 +False,0.9655172413793104,1.0689655172413792,0.8968785257615646,46 +False,0.9655172413793104,1.1379310344827587,0.8968785257615646,47 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,48 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,49 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,50 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,51 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,52 +False,0.9655172413793104,1.2413793103448276,0.8968785257615646,53 +False,0.9655172413793104,1.2758620689655173,0.8968785257615646,54 +False,0.9655172413793104,1.3103448275862069,0.8968785257615646,55 +False,0.9827586206896551,1.3275862068965518,0.8985144791274916,56 +True,1.0,1.3448275862068966,0.9,57 +False,0.06896551724137931,0.0,0.10063933809702895,1 +False,0.13793103448275862,0.0,0.21314403911244828,2 +False,0.20689655172413793,0.0,0.3188980819857089,3 +False,0.2413793103448276,0.0,0.3868371568258744,4 +False,0.27586206896551724,0.0,0.4160398646107559,5 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,6 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,7 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,8 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,9 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,10 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,11 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,12 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,13 +False,0.27586206896551724,0.10344827586206896,0.4160398646107559,14 +False,0.3448275862068966,0.10344827586206896,0.4429860849943588,15 +False,0.41379310344827586,0.10344827586206896,0.5123166603986461,16 +False,0.4827586206896552,0.10344827586206896,0.6328318916886048,17 +False,0.5172413793103449,0.13793103448275862,0.7062053403535163,18 +False,0.5172413793103449,0.20689655172413793,0.7062053403535163,19 +False,0.5172413793103449,0.27586206896551724,0.7062053403535163,20 +False,0.5172413793103449,0.3448275862068966,0.7062053403535163,21 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,22 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,23 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,24 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,25 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,26 +False,0.5172413793103449,0.4827586206896552,0.7062053403535163,27 +False,0.5862068965517241,0.4827586206896552,0.7197442647611884,28 +False,0.6551724137931034,0.4827586206896552,0.753911244828883,29 +False,0.7241379310344828,0.4827586206896552,0.8136329447160587,30 +False,0.7586206896551724,0.5172413793103449,0.8495487025197443,31 +False,0.7586206896551724,0.5862068965517241,0.8495487025197443,32 +False,0.7586206896551724,0.6551724137931034,0.8495487025197443,33 +False,0.7586206896551724,0.7241379310344828,0.8495487025197443,34 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,35 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,36 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,37 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,38 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,39 +False,0.7586206896551724,0.8620689655172413,0.8495487025197443,40 +False,0.7931034482758621,0.896551724137931,0.8527077848815345,41 +False,0.8620689655172413,0.896551724137931,0.8644791274915382,42 +False,0.9310344827586207,0.896551724137931,0.8839413313275668,43 +False,0.9655172413793104,0.9310344827586207,0.8968785257615646,44 +False,0.9655172413793104,1.0,0.8968785257615646,45 +False,0.9655172413793104,1.0689655172413792,0.8968785257615646,46 +False,0.9655172413793104,1.1379310344827587,0.8968785257615646,47 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,48 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,49 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,50 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,51 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,52 +False,0.9655172413793104,1.2413793103448276,0.8968785257615646,53 +False,0.9655172413793104,1.2758620689655173,0.8968785257615646,54 +False,0.9655172413793104,1.3103448275862069,0.8968785257615646,55 +False,0.9827586206896551,1.3275862068965518,0.8985144791274916,56 +True,1.0,1.3448275862068966,0.9,57 +False,0.06896551724137931,0.0,0.18435502068446785,1 +False,0.13793103448275862,0.0,0.3069010906355773,2 +False,0.20689655172413793,0.0,0.359684091763821,3 +False,0.2413793103448276,0.034482758620689655,0.3675253854832644,4 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,5 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,6 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,7 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,8 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,9 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,10 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,11 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,12 +False,0.25862068965517243,0.05172413793103448,0.3686724332455811,13 +False,0.27586206896551724,0.10344827586206896,0.3697818728845431,14 +False,0.3448275862068966,0.10344827586206896,0.39541180895073347,15 +False,0.41379310344827586,0.10344827586206896,0.4625799172621287,16 +False,0.4827586206896552,0.10344827586206896,0.5798796540052652,17 +False,0.5172413793103449,0.13793103448275862,0.6487777359909741,18 +False,0.5172413793103449,0.20689655172413793,0.6487777359909741,19 +False,0.5172413793103449,0.27586206896551724,0.6487777359909741,20 +False,0.5172413793103449,0.3448275862068966,0.6487777359909741,21 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,22 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,23 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,24 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,25 +False,0.5172413793103449,0.41379310344827586,0.6487777359909741,26 +False,0.5172413793103449,0.4827586206896552,0.6487777359909741,27 +False,0.5689655172413793,0.5,0.6629559984956752,28 +False,0.6379310344827587,0.5,0.7013538924407674,29 +False,0.7068965517241379,0.5,0.7688792779240319,30 +False,0.7413793103448276,0.5344827586206896,0.8099473486273038,31 +False,0.7413793103448276,0.603448275862069,0.8099473486273038,32 +False,0.7413793103448276,0.6724137931034483,0.8099473486273038,33 +False,0.7413793103448276,0.7413793103448276,0.8099473486273038,34 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,35 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,36 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,37 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,38 +False,0.7413793103448276,0.8103448275862069,0.8099473486273038,39 +False,0.7413793103448276,0.8448275862068966,0.8099473486273038,40 +False,0.7758620689655172,0.8448275862068966,0.816265513350884,41 +False,0.8103448275862069,0.8448275862068966,0.8316848439262884,42 +False,0.8448275862068966,0.8448275862068966,0.858668672433246,43 +False,0.8620689655172413,0.8620689655172413,0.8758743888679958,44 +False,0.8620689655172413,0.896551724137931,0.8758743888679958,45 +False,0.8620689655172413,0.9310344827586207,0.8758743888679958,46 +False,0.8620689655172413,0.9655172413793104,0.8758743888679958,47 +False,0.8620689655172413,1.0,0.8758743888679958,48 +False,0.8620689655172413,1.0,0.8758743888679958,49 +False,0.8620689655172413,1.0,0.8758743888679958,50 +False,0.8620689655172413,1.0,0.8758743888679958,51 +False,0.8620689655172413,1.0,0.8758743888679958,52 +False,0.8620689655172413,1.0344827586206897,0.8758743888679958,53 +False,0.8793103448275862,1.0517241379310345,0.8775103422339229,54 +False,0.9137931034482759,1.0517241379310345,0.8830011282437009,55 +False,0.9482758620689655,1.0517241379310345,0.891350131628432,56 +False,0.9655172413793104,1.0689655172413792,0.8968785257615648,57 +False,0.9655172413793104,1.103448275862069,0.8968785257615648,58 +False,0.9655172413793104,1.1379310344827587,0.8968785257615648,59 +False,0.9655172413793104,1.1724137931034482,0.8968785257615648,60 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,61 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,62 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,63 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,64 +False,0.9655172413793104,1.206896551724138,0.8968785257615648,65 +False,0.9655172413793104,1.2413793103448276,0.8968785257615648,66 +False,0.9655172413793104,1.2758620689655173,0.8968785257615648,67 +False,0.9655172413793104,1.3103448275862069,0.8968785257615648,68 +False,0.9827586206896551,1.3275862068965518,0.8985144791274918,69 +True,1.0,1.3448275862068966,0.9000000000000002,70 +False,0.06896551724137931,0.0,0.10063933809702895,1 +False,0.13793103448275862,0.0,0.21314403911244828,2 +False,0.20689655172413793,0.0,0.3188980819857089,3 +False,0.2413793103448276,0.0,0.3868371568258744,4 +False,0.27586206896551724,0.0,0.4160398646107559,5 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,6 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,7 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,8 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,9 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,10 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,11 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,12 +False,0.27586206896551724,0.034482758620689655,0.4160398646107559,13 +False,0.27586206896551724,0.10344827586206896,0.4160398646107559,14 +False,0.3448275862068966,0.10344827586206896,0.4429860849943588,15 +False,0.41379310344827586,0.10344827586206896,0.5123166603986461,16 +False,0.4827586206896552,0.10344827586206896,0.6328318916886048,17 +False,0.5172413793103449,0.13793103448275862,0.7062053403535163,18 +False,0.5172413793103449,0.20689655172413793,0.7062053403535163,19 +False,0.5172413793103449,0.27586206896551724,0.7062053403535163,20 +False,0.5172413793103449,0.3448275862068966,0.7062053403535163,21 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,22 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,23 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,24 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,25 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,26 +False,0.5172413793103449,0.4827586206896552,0.7062053403535163,27 +False,0.5862068965517241,0.4827586206896552,0.7197442647611884,28 +False,0.6551724137931034,0.4827586206896552,0.753911244828883,29 +False,0.7241379310344828,0.4827586206896552,0.8136329447160587,30 +False,0.7586206896551724,0.5172413793103449,0.8495487025197443,31 +False,0.7586206896551724,0.5862068965517241,0.8495487025197443,32 +False,0.7586206896551724,0.6551724137931034,0.8495487025197443,33 +False,0.7586206896551724,0.7241379310344828,0.8495487025197443,34 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,35 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,36 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,37 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,38 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,39 +False,0.7586206896551724,0.8620689655172413,0.8495487025197443,40 +False,0.7931034482758621,0.896551724137931,0.8527077848815345,41 +False,0.8620689655172413,0.896551724137931,0.8644791274915382,42 +False,0.9310344827586207,0.896551724137931,0.8839413313275668,43 +False,0.9655172413793104,0.9310344827586207,0.8968785257615646,44 +False,0.9655172413793104,1.0,0.8968785257615646,45 +False,0.9655172413793104,1.0689655172413792,0.8968785257615646,46 +False,0.9655172413793104,1.1379310344827587,0.8968785257615646,47 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,48 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,49 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,50 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,51 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,52 +False,0.9655172413793104,1.2413793103448276,0.8968785257615646,53 +False,0.9655172413793104,1.2758620689655173,0.8968785257615646,54 +False,0.9655172413793104,1.3103448275862069,0.8968785257615646,55 +False,0.9827586206896551,1.3275862068965518,0.8985144791274916,56 +True,1.0,1.3448275862068966,0.9,57 +False,0.06896551724137931,0.0,0.14159458443023692,1 +False,0.13793103448275862,0.0,0.25,2 +False,0.20689655172413793,0.0,0.31256111320045127,3 +False,0.25862068965517243,0.017241379310344827,0.3375329071079353,4 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,5 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,6 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,7 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,8 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,9 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,10 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,11 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,12 +False,0.25862068965517243,0.05172413793103448,0.3375329071079353,13 +False,0.27586206896551724,0.10344827586206896,0.338679954870252,14 +False,0.3448275862068966,0.10344827586206896,0.3644791274915382,15 +False,0.41379310344827586,0.10344827586206896,0.4293719443399775,16 +False,0.4827586206896552,0.10344827586206896,0.545975930801053,17 +False,0.5172413793103449,0.13793103448275862,0.6168108311395261,18 +False,0.5172413793103449,0.20689655172413793,0.6168108311395261,19 +False,0.5172413793103449,0.27586206896551724,0.6168108311395261,20 +False,0.5172413793103449,0.3448275862068966,0.6168108311395261,21 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,22 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,23 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,24 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,25 +False,0.5172413793103449,0.41379310344827586,0.6168108311395261,26 +False,0.5172413793103449,0.4827586206896552,0.6168108311395261,27 +False,0.5689655172413793,0.5,0.6327378713802181,28 +False,0.6379310344827587,0.5,0.6754418954494169,29 +False,0.7068965517241379,0.5,0.7478939450921397,30 +False,0.7413793103448276,0.5344827586206896,0.7931365174877771,31 +False,0.7413793103448276,0.603448275862069,0.7931365174877771,32 +False,0.7413793103448276,0.6724137931034483,0.7931365174877771,33 +False,0.7413793103448276,0.7413793103448276,0.7931365174877771,34 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,35 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,36 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,37 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,38 +False,0.7413793103448276,0.8103448275862069,0.7931365174877771,39 +False,0.7413793103448276,0.8793103448275862,0.7931365174877771,40 +False,0.7758620689655172,0.9137931034482759,0.8003572771718689,41 +False,0.8103448275862069,0.9482758620689655,0.8191049266641592,42 +False,0.8620689655172413,0.9655172413793104,0.8534787514103044,43 +False,0.896551724137931,1.0,0.8736743136517485,44 +False,0.896551724137931,1.0689655172413792,0.8736743136517485,45 +False,0.896551724137931,1.1379310344827587,0.8736743136517485,46 +False,0.896551724137931,1.206896551724138,0.8736743136517485,47 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,48 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,49 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,50 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,51 +False,0.896551724137931,1.2758620689655173,0.8736743136517485,52 +False,0.896551724137931,1.3103448275862069,0.8736743136517485,53 +False,0.9137931034482759,1.3275862068965518,0.8751974426476117,54 +False,0.9482758620689655,1.3275862068965518,0.8814779992478373,55 +False,0.9827586206896551,1.3275862068965518,0.8925911996991348,56 +True,1.0,1.3448275862068966,0.8999999999999998,57 +False,0.06896551724137931,0.0,0.20731477999247838,1 +False,0.13793103448275862,0.0,0.3459383226776984,2 +False,0.20689655172413793,0.0,0.40509590071455437,3 +False,0.2413793103448276,0.034482758620689655,0.4137833772094773,4 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,5 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,6 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,7 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,8 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,9 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,10 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,11 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,12 +False,0.27586206896551724,0.034482758620689655,0.416039864610756,13 +False,0.27586206896551724,0.10344827586206896,0.416039864610756,14 +False,0.3448275862068966,0.10344827586206896,0.4429860849943589,15 +False,0.41379310344827586,0.10344827586206896,0.5123166603986461,16 +False,0.4827586206896552,0.10344827586206896,0.6328318916886048,17 +False,0.5172413793103449,0.13793103448275862,0.7062053403535163,18 +False,0.5172413793103449,0.20689655172413793,0.7062053403535163,19 +False,0.5172413793103449,0.27586206896551724,0.7062053403535163,20 +False,0.5172413793103449,0.3448275862068966,0.7062053403535163,21 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,22 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,23 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,24 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,25 +False,0.5172413793103449,0.41379310344827586,0.7062053403535163,26 +False,0.5172413793103449,0.4827586206896552,0.7062053403535163,27 +False,0.5862068965517241,0.4827586206896552,0.7197442647611884,28 +False,0.6551724137931034,0.4827586206896552,0.753911244828883,29 +False,0.7241379310344828,0.4827586206896552,0.8136329447160587,30 +False,0.7586206896551724,0.5172413793103449,0.8495487025197443,31 +False,0.7586206896551724,0.5862068965517241,0.8495487025197443,32 +False,0.7586206896551724,0.6551724137931034,0.8495487025197443,33 +False,0.7586206896551724,0.7241379310344828,0.8495487025197443,34 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,35 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,36 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,37 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,38 +False,0.7586206896551724,0.7931034482758621,0.8495487025197443,39 +False,0.7586206896551724,0.8620689655172413,0.8495487025197443,40 +False,0.7931034482758621,0.896551724137931,0.8527077848815345,41 +False,0.8620689655172413,0.896551724137931,0.8644791274915382,42 +False,0.9310344827586207,0.896551724137931,0.8839413313275668,43 +False,0.9655172413793104,0.9310344827586207,0.8968785257615646,44 +False,0.9655172413793104,1.0,0.8968785257615646,45 +False,0.9655172413793104,1.0689655172413792,0.8968785257615646,46 +False,0.9655172413793104,1.1379310344827587,0.8968785257615646,47 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,48 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,49 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,50 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,51 +False,0.9655172413793104,1.206896551724138,0.8968785257615646,52 +False,0.9655172413793104,1.2413793103448276,0.8968785257615646,53 +False,0.9655172413793104,1.2758620689655173,0.8968785257615646,54 +False,0.9655172413793104,1.3103448275862069,0.8968785257615646,55 +False,0.9827586206896551,1.3275862068965518,0.8985144791274916,56 +True,1.0,1.3448275862068966,0.9,57 diff --git a/src/a_star_coverage.py b/src/a_star_coverage.py index b18eea0..90949d4 100644 --- a/src/a_star_coverage.py +++ b/src/a_star_coverage.py @@ -130,8 +130,11 @@ def a_star( next_state = min(successors, key=lambda state: state.cost()) while next_state.position in will_visit: - successors.remove(next_state) - next_state = min(successors, key=lambda state: state.cost()) + try: + successors.remove(next_state) + next_state = min(successors, key=lambda state: state.cost()) + except ValueError: + break will_visit.append(next_state.position) actions[agent] = next_state.get_action().value @@ -141,7 +144,7 @@ def a_star( return actions -def main(num_drones: int): +def main(num_drones: int, seed: int): infos_list = [] @@ -159,7 +162,10 @@ def main(num_drones: int): offset = (i // 2) + 1 x_offset = offset * (-1 if i % 2 == 0 else 1) y_offset = offset * (-1 if (i + 1) % 2 == 0 else 1) - new_position = (center + x_offset, center + y_offset) + random1 = np.random.randint(-2, 2) + random2 = np.random.randint(-2, 2) + new_position = (center + x_offset + random1, center + y_offset + random2) + #new_position = (center + x_offset, center + y_offset) positions.append(new_position) opt = {"drones_positions": positions} @@ -180,11 +186,12 @@ def main(num_drones: int): infos_list.append(infos['drone0']) df = pd.DataFrame(infos_list) - df.to_csv(f'results/a_star_{num_drones}.csv', index=False) + df.to_csv(f'results/a_star_{num_drones}_cenario_{seed}.csv', index=False) if __name__ == "__main__": argparser = argparse.ArgumentParser() argparser.add_argument("--num_drones", type=int, required=True) + argparser.add_argument("--seed", type=int, required=True) args = argparser.parse_args() - main(num_drones=args.num_drones) + main(num_drones=args.num_drones, seed=args.seed) diff --git a/src/expanding_search_2_agent.py b/src/expanding_search_2_agent.py index 6ddcb2b..ffd63fc 100644 --- a/src/expanding_search_2_agent.py +++ b/src/expanding_search_2_agent.py @@ -1,6 +1,6 @@ from DSSE import CoverageDroneSwarmSearch import pandas as pd - +import random def expanding_search_2_agent(direcao1, direcao2, agents): @@ -30,52 +30,59 @@ def expanding_search_2_agent(direcao1, direcao2, agents): def main(): - env = CoverageDroneSwarmSearch( - drone_amount=2, - render_mode="human", - prob_matrix_path='min_matrix.npy', - timestep_limit=200 - ) - - opt = { - "drones_positions": [(2, 4), (6, 4)], - } - - observations, info = env.reset(options=opt) - - step = 0 + infos_list = [] - direcoes1 = ["direita", "baixo", "esquerda", "cima"] - direcoes2 = ["esquerda", "cima", "direita", "baixo"] - passos_inciais = 1 - passos = 1 - contador = 1 - indice_dir = 0 - - while env.agents: - if passos <= 0: - passos = passos_inciais - - if contador <= 0: - contador = 1 - passos_inciais += 1 - else: - contador -= 1 - - if indice_dir >= 3: - indice_dir = 0 - else: - indice_dir += 1 - - step += 1 - actions = expanding_search_2_agent(direcoes1[indice_dir], direcoes2[indice_dir],env.agents) - observations, rewards, terminations, truncations, infos = env.step(actions) - info = infos['drone0'] - #print(observations['drone0'][0]) - info['step'] = step - infos_list.append(info) - print(info) - passos -= 1 + + for i in range(25): + + env = CoverageDroneSwarmSearch( + drone_amount=2, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + r_l = random.randint(-1, 1) + r_c = random.randint(-1, 1) + + opt = { + "drones_positions": [(2+r_l, 4+r_c), (6+r_l, 4+r_c)], + } + + observations, info = env.reset(options=opt) + + step = 0 + direcoes1 = ["direita", "baixo", "esquerda", "cima"] + direcoes2 = ["esquerda", "cima", "direita", "baixo"] + passos_inciais = 1 + passos = 1 + contador = 1 + indice_dir = 0 + + while env.agents: + if passos <= 0: + passos = passos_inciais + + if contador <= 0: + contador = 1 + passos_inciais += 1 + else: + contador -= 1 + + if indice_dir >= 3: + indice_dir = 0 + else: + indice_dir += 1 + + step += 1 + actions = expanding_search_2_agent(direcoes1[indice_dir], direcoes2[indice_dir],env.agents) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + passos -= 1 df = pd.DataFrame(infos_list) df.to_csv('results/expanding_search_2_agent.csv', index=False) diff --git a/src/expanding_search_4_agent.py b/src/expanding_search_4_agent.py index aed993f..bf267a6 100644 --- a/src/expanding_search_4_agent.py +++ b/src/expanding_search_4_agent.py @@ -1,6 +1,6 @@ from DSSE import CoverageDroneSwarmSearch import pandas as pd - +import random def expanding_search_4_agent(direcao1, direcao2, direcao3, direcao4, agents): @@ -48,54 +48,62 @@ def expanding_search_4_agent(direcao1, direcao2, direcao3, direcao4, agents): def main(): - env = CoverageDroneSwarmSearch( - drone_amount=4, - render_mode="human", - prob_matrix_path='min_matrix.npy', - timestep_limit=200 - ) - - opt = { - "drones_positions": [(2, 2), (2, 6), (6, 6), (6, 2)], - } - - observations, info = env.reset(options=opt) - - step = 0 + infos_list = [] - direcoes1 = ["direita", "baixo", "esquerda", "cima"] - direcoes2 = ["esquerda", "cima", "direita", "baixo"] - direcoes3 = ["cima", "direita", "baixo", "esquerda"] - direcoes4 = ["baixo", "esquerda", "cima", "direita"] - passos_inciais = 1 - passos = 1 - contador = 1 - indice_dir = 0 - - while env.agents: - if passos <= 0: - passos = passos_inciais - - if contador <= 0: - contador = 1 - passos_inciais += 1 - else: - contador -= 1 - - if indice_dir >= 3: - indice_dir = 0 - else: - indice_dir += 1 - - step += 1 - actions = expanding_search_4_agent(direcoes1[indice_dir], direcoes2[indice_dir], direcoes3[indice_dir], direcoes4[indice_dir], env.agents) - observations, rewards, terminations, truncations, infos = env.step(actions) - info = infos['drone0'] - #print(observations['drone0'][0]) - info['step'] = step - infos_list.append(info) - print(info) - passos -= 1 + + for i in range(25): + + env = CoverageDroneSwarmSearch( + drone_amount=4, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + r_l = random.randint(-1, 1) + r_c = random.randint(-1, 1) + + opt = { + "drones_positions": [(2+r_l, 2+r_c), (2+r_l, 6+r_c), (6+r_l, 6+r_c), (6+r_l, 2+r_c)], + } + + observations, info = env.reset(options=opt) + + step = 0 + + direcoes1 = ["direita", "baixo", "esquerda", "cima"] + direcoes2 = ["esquerda", "cima", "direita", "baixo"] + direcoes3 = ["cima", "direita", "baixo", "esquerda"] + direcoes4 = ["baixo", "esquerda", "cima", "direita"] + passos_inciais = 1 + passos = 1 + contador = 1 + indice_dir = 0 + + while env.agents: + if passos <= 0: + passos = passos_inciais + + if contador <= 0: + contador = 1 + passos_inciais += 1 + else: + contador -= 1 + + if indice_dir >= 3: + indice_dir = 0 + else: + indice_dir += 1 + + step += 1 + actions = expanding_search_4_agent(direcoes1[indice_dir], direcoes2[indice_dir], direcoes3[indice_dir], direcoes4[indice_dir], env.agents) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + passos -= 1 df = pd.DataFrame(infos_list) df.to_csv('results/expanding_search_4_agent.csv', index=False) diff --git a/src/traditional_search_2_agent.py b/src/traditional_search_2_agent.py index 9c85224..13b291c 100644 --- a/src/traditional_search_2_agent.py +++ b/src/traditional_search_2_agent.py @@ -1,6 +1,6 @@ from DSSE import CoverageDroneSwarmSearch import pandas as pd - +import random def traditional_search_2_agent(obs, agents, opt): @@ -38,31 +38,37 @@ def traditional_search_2_agent(obs, agents, opt): def main(): - env = CoverageDroneSwarmSearch( - drone_amount=2, - render_mode="human", - prob_matrix_path='min_matrix.npy', - timestep_limit=200 - ) - opt = { - "drones_positions": [(4, 0), (5, 0)], - } + infos_list = [] + + for i in range(25): - observations, info = env.reset(options=opt) + env = CoverageDroneSwarmSearch( + drone_amount=2, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) - step = 0 - infos_list = [] + r_l = random.randint(-1, 1) + + opt = { + "drones_positions": [(4+r_l, 0), (5+r_l, 0)], + } + + observations, info = env.reset(options=opt) + + step = 0 - while env.agents: - step += 1 - actions = traditional_search_2_agent(observations, env.agents, opt) - observations, rewards, terminations, truncations, infos = env.step(actions) - info = infos['drone0'] - #print(observations['drone0'][0]) - info['step'] = step - infos_list.append(info) - print(info) + while env.agents: + step += 1 + actions = traditional_search_2_agent(observations, env.agents, opt) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) df = pd.DataFrame(infos_list) df.to_csv('results/traditional_search_2_agent.csv', index=False) diff --git a/src/traditional_search_4_agent.py b/src/traditional_search_4_agent.py index 27a0d56..5ed90c1 100644 --- a/src/traditional_search_4_agent.py +++ b/src/traditional_search_4_agent.py @@ -1,6 +1,6 @@ from DSSE import CoverageDroneSwarmSearch import pandas as pd - +import random def traditional_search_4_agent(obs, agents, opt, passos): @@ -64,35 +64,43 @@ def traditional_search_4_agent(obs, agents, opt, passos): def main(): - env = CoverageDroneSwarmSearch( - drone_amount=4, - render_mode="human", - prob_matrix_path='min_matrix.npy', - timestep_limit=200 - ) - - opt = { - "drones_positions": [(4, 3), (5, 3), (4, 4), (5, 4)], - } - observations, info = env.reset(options=opt) - - step = 0 + infos_list = [] - passos = 13 - - while env.agents: - if passos < 0: - passos = 12 - - step += 1 - actions = traditional_search_4_agent(observations, env.agents, opt, passos) - observations, rewards, terminations, truncations, infos = env.step(actions) - info = infos['drone0'] - #print(observations['drone0'][0]) - info['step'] = step - infos_list.append(info) - print(info) - passos -= 1 + + for i in range(25): + + env = CoverageDroneSwarmSearch( + drone_amount=4, + render_mode="human", + prob_matrix_path='min_matrix.npy', + timestep_limit=200 + ) + + r_l = random.randint(-1, 1) + r_c = random.randint(-1, 1) + + opt = { + "drones_positions": [(4+r_l, 3+r_c), (5+r_l, 3+r_c), (4+r_l, 4+r_c), (5+r_l, 4+r_c)], + } + observations, info = env.reset(options=opt) + + step = 0 + + passos = 13 + + while env.agents: + if passos < 0: + passos = 12 + + step += 1 + actions = traditional_search_4_agent(observations, env.agents, opt, passos) + observations, rewards, terminations, truncations, infos = env.step(actions) + info = infos['drone0'] + #print(observations['drone0'][0]) + info['step'] = step + infos_list.append(info) + print(info) + passos -= 1 df = pd.DataFrame(infos_list) df.to_csv('results/traditional_search_4_agent.csv', index=False) From ab084eca95abae1fa22e112e580c077b52b637c5 Mon Sep 17 00:00:00 2001 From: Fabricio Barth Date: Thu, 15 May 2025 15:51:42 -0300 Subject: [PATCH 4/4] todos os cenarios em um unico grafico --- analise_resultados.ipynb | 174 ++++++++++++++++++++++++++++----------- 1 file changed, 128 insertions(+), 46 deletions(-) diff --git a/analise_resultados.ipynb b/analise_resultados.ipynb index 42cb774..f3764a3 100644 --- a/analise_resultados.ipynb +++ b/analise_resultados.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -42,21 +42,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'pd' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df2_1 \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_20516_00000_0_2025-02-21_00-23-51/progress.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 2\u001b[0m df2_2 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_769cb_00000_0_2025-02-28_16-52-58/progress.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 3\u001b[0m df2_3 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_18ada_00000_0_2025-02-28_17-11-49/progress.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined" - ] - } - ], + "outputs": [], "source": [ "df2_1 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_20516_00000_0_2025-02-21_00-23-51/progress.csv')\n", "df2_2 = pd.read_csv('./ray_results/DSSE_Coverage/PPO_2_agent_9/PPO_DSSE_Coverage_769cb_00000_0_2025-02-28_16-52-58/progress.csv')\n", @@ -67,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -80,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -89,7 +77,7 @@ "(8140, 82)" ] }, - "execution_count": 146, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -101,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -125,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -149,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -158,7 +146,7 @@ "(8140, 82)" ] }, - "execution_count": 149, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -182,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -249,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -258,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -283,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -317,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -326,7 +314,7 @@ "(771, 5)" ] }, - "execution_count": 154, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -345,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -354,7 +342,7 @@ "(1250, 5)" ] }, - "execution_count": 155, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -373,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -552,7 +540,7 @@ "[9449 rows x 7 columns]" ] }, - "execution_count": 156, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -574,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -600,7 +588,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -625,7 +613,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -650,7 +638,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -829,7 +817,7 @@ "[70 rows x 7 columns]" ] }, - "execution_count": 160, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -850,7 +838,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -859,7 +847,7 @@ "(439, 5)" ] }, - "execution_count": 164, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -878,7 +866,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -887,7 +875,7 @@ "(890, 5)" ] }, - "execution_count": 165, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -906,7 +894,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1085,7 +1073,7 @@ "[3734 rows x 7 columns]" ] }, - "execution_count": 166, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1106,12 +1094,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1129,6 +1117,100 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.3010299956639813" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "np.log10(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "# Combine the two dataframes with an additional column to distinguish them\n", + "combined_df['Scenario'] = '2 Agents'\n", + "combined_df4['Scenario'] = '4 Agents'\n", + "\n", + "# Concatenate the dataframes\n", + "merged_df = pd.concat([combined_df, combined_df4], ignore_index=True)\n", + "\n", + "merged_df['log_step'] = merged_df['step'].transform(\n", + " lambda x: np.log10(x) if x > 0 else 0\n", + ")\n", + "\n", + "# Plot the accumulated_pos for both scenarios\n", + "sns.lineplot(data=merged_df, x='log_step', y='accumulated_pos', hue='Algol', style='Scenario', errorbar='sd')\n", + "plt.xlabel('Log10(steps)')\n", + "plt.ylabel('Accumulated POS')\n", + "#plt.title('Accumulated POS for 2 and 4 Agents')\n", + "plt.legend(title='Algorithms and Scenarios', fontsize=9, title_fontsize=10)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 1, figsize=(10, 12), sharex=True)\n", + "\n", + "# Plot for 2 agents\n", + "sns.lineplot(data=combined_df, x='step', y='accumulated_pos', hue='Algol', ax=axes[0])\n", + "axes[0].set_title('Accumulated POS for 2 Agents')\n", + "axes[0].set_ylabel('Accumulated POS')\n", + "\n", + "# Plot for 4 agents\n", + "sns.lineplot(data=combined_df4, x='step', y='accumulated_pos', hue='Algol', ax=axes[1])\n", + "axes[1].set_title('Accumulated POS for 4 Agents')\n", + "axes[1].set_xlabel('Steps')\n", + "axes[1].set_ylabel('Accumulated POS')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null,