From 4c593bf4c6330f7bff39cfd7aac6ab28ae5cc285 Mon Sep 17 00:00:00 2001 From: adeveloper-wq Date: Thu, 25 Jan 2024 14:02:45 +0100 Subject: [PATCH] Advance studies --- .../studies_charts_lane_type_histogram.ipynb | 8 ++++---- studies/db/go_rewrite/notebooks/studies_meta.ipynb | 14 +++++++------- 2 files changed, 11 insertions(+), 11 deletions(-) diff --git a/studies/db/go_rewrite/notebooks/studies_charts_lane_type_histogram.ipynb b/studies/db/go_rewrite/notebooks/studies_charts_lane_type_histogram.ipynb index e6144d52..33a0b5dd 100644 --- a/studies/db/go_rewrite/notebooks/studies_charts_lane_type_histogram.ipynb +++ b/studies/db/go_rewrite/notebooks/studies_charts_lane_type_histogram.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -801,12 +801,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -816,7 +816,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/studies/db/go_rewrite/notebooks/studies_meta.ipynb b/studies/db/go_rewrite/notebooks/studies_meta.ipynb index ccc0c981..de64399a 100644 --- a/studies/db/go_rewrite/notebooks/studies_meta.ipynb +++ b/studies/db/go_rewrite/notebooks/studies_meta.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -68,18 +68,18 @@ "output_type": "stream", "text": [ "Results distribution\n", - "{\"'1234'\": 7601, \"'03'\": 616, \"'13'\": 6341, \"'023'\": 309, \"'134'\": 47, \"'0'\": 210, \"'123'\": 89, \"'12345'\": 297, \"'013'\": 1240, \"'01234'\": 1323, \"'014'\": 39, \"'05'\": 61, \"'3'\": 18, \"'1'\": 22, \"'012'\": 85, \"'012345'\": 98, \"'0124'\": 33, \"'0135'\": 12, \"'01239'\": 1, \"'0136'\": 5, \"'036'\": 1, \"'0139'\": 1, \"'0134'\": 1, \"'012349'\": 16, \"'01'\": 23, \"'0123'\": 18, \"'12346'\": 4, \"'012346'\": 5, \"'0123459'\": 1, \"'12349'\": 1, \"'01369'\": 1, \"'19'\": 1, \"'5'\": 3, \"'0236'\": 2}\n", + "{\"'1234'\": 6550, \"'03'\": 547, \"'13'\": 5576, \"'123'\": 85, \"'12345'\": 292, \"'013'\": 1212, \"'01234'\": 1288, \"'014'\": 35, \"'023'\": 267, \"'0'\": 172, \"'05'\": 53, \"'3'\": 13, \"'1'\": 15, \"'012'\": 77, \"'134'\": 21, \"'012345'\": 98, \"'0124'\": 32, \"'0135'\": 9, \"'01239'\": 1, \"'0136'\": 5, \"'036'\": 1, \"'0139'\": 1, \"'0134'\": 1, \"'012349'\": 16, \"'01'\": 23, \"'0123'\": 18, \"'12346'\": 4, \"'01369'\": 1, \"'19'\": 1, \"'5'\": 3, \"'012346'\": 3, \"'0236'\": 2}\n", "Total\n", - "18525\n", + "16422\n", "1234 - relative\n", - "0.41031039136302294\n", + "0.3988551942516137\n", "13 - relative\n", - "0.34229419703103914\n" + "0.33954451345755693\n" ] }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAACUgAAAM8CAYAAACP+9iIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABXOUlEQVR4nOzdb6zWd33/8Rcc5NCugjLk8GfHndql2qYtnNGVndUmJTmVMYIxi1ujm5CztYsOlq4nZnKmhXVqD24F2Q0csRZZE9tijXZzNLTuZKRxsjRSyVxS29UWIdRzCmnkFNwO9pzzu2F2DD/+yMW/I+89Hsn3xvlen8/1fV8JCXee+XwnjI6OjgYAAAAAAAAAAKCgieM9AAAAAAAAAAAAwIUikAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyrqkAqmnn346y5Yty5w5czJhwoQ8/vjjDX/H6Oho7r///lx99dVpbm7O3Llz8+lPf/r8DwsAAAAAAAAAAIy7SeM9QCOOHj2aefPm5Y/+6I/yu7/7u2f1HXfddVeeeuqp3H///bn++uvz2muv5bXXXjvPkwIAAAAAAAAAAL8IJoyOjo6O9xBnY8KECfna176W973vfWP3hoaG8vGPfzyPPPJIfvSjH+W6667LZz7zmdx6661Jkueeey433HBD/vM//zPvfOc7x2dwAAAAAAAAAADgormkXrH386xatSq7du3Ko48+mv/4j//I7/3e7+W3f/u381//9V9Jkq9//et5xzvekX/+53/OlVdemba2ttxxxx1OkAIAAAAAAAAAgKLKBFL79u3LF7/4xTz22GO55ZZbctVVV+WjH/1o3v3ud+eLX/xikuSll17KD37wgzz22GN56KGHsnXr1uzevTvvf//7x3l6AAAAAAAAAADgQpg03gOcL9/97nczPDycq6+++rj7Q0ND+eVf/uUkycjISIaGhvLQQw+NrXvwwQezYMGCPP/88167BwAAAAAAAAAAxZQJpI4cOZKmpqbs3r07TU1Nx312xRVXJElmz56dSZMmHRdRXXPNNUl+egKVQAoAAAAAAAAAAGopE0i1t7dneHg4r776am655ZaTrrn55pvzxhtv5Pvf/36uuuqqJMkLL7yQJPnVX/3VizYrAAAAAAAAAABwcUwYHR0dHe8hztSRI0fy4osvJvlpELVhw4YsWrQo06dPz9vf/vb84R/+Yf7t3/4t69evT3t7ew4ePJi+vr7ccMMNWbp0aUZGRvIbv/EbueKKK7Jx48aMjIxk5cqVmTp1ap566qlx/nUAAAAAAAAAAMD5dkkFUjt37syiRYtOuL9ixYps3bo1P/nJT/KpT30qDz30UA4cOJAZM2bkN3/zN3Pvvffm+uuvT5K88sor+bM/+7M89dRT+aVf+qUsWbIk69evz/Tp0y/2zwEAAAAAAAAAAC6wSyqQAgAAAAAAAAAAaMTE8R4AAAAAAAAAAADgQpk03gOciZGRkbzyyit585vfnAkTJoz3OAAAAAAAAAAAwDgbHR3N66+/njlz5mTixFOfE3VJBFKvvPJKWltbx3sMAAAAAAAAAADgF8z+/fvzK7/yK6f8/JIIpN785jcn+emPmTp16jhPAwAAAAAAAAAAjLfBwcG0traOtUWnckkEUv/7Wr2pU6cKpAAAAAAAAAAAgDH/2xadyqlfvgcAAAAAAAAAAHCJE0gBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGVNGu8BqKNt9fbxHuGc7F23dLxHAAAAAAAAAADgPHOCFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACU1XAg9fTTT2fZsmWZM2dOJkyYkMcff/y067/61a/mtttuy9ve9rZMnTo1HR0defLJJ892XgAAAAAAAAAAgDPWcCB19OjRzJs3L5s2bTqj9U8//XRuu+22PPHEE9m9e3cWLVqUZcuW5Tvf+U7DwwIAAAAAAAAAADRiUqMblixZkiVLlpzx+o0bNx7393333Zd//Md/zNe//vW0t7c3+ngAAAAAAAAAAIAz1nAgda5GRkby+uuvZ/r06adcMzQ0lKGhobG/BwcHL8ZoAAAAAAAAAABAMQ2/Yu9c3X///Tly5Eh+//d//5Rrent7M23atLGrtbX1Ik4IAAAAAAAAAABUcVEDqYcffjj33ntvvvzlL2fmzJmnXNfT05PDhw+PXfv377+IUwIAAAAAAAAAAFVctFfsPfroo7njjjvy2GOPpbOz87Rrm5ub09zcfJEmAwAAAAAAAAAAqrooJ0g98sgj6erqyiOPPJKlS5dejEcCAAAAAAAAAAA0foLUkSNH8uKLL479/fLLL2fPnj2ZPn163v72t6enpycHDhzIQw89lOSnr9VbsWJF/u7v/i4LFy5Mf39/kuSyyy7LtGnTztPPAAAAAAAAAAAAOFHDJ0h9+9vfTnt7e9rb25Mk3d3daW9vz5o1a5IkP/zhD7Nv376x9Z///OfzxhtvZOXKlZk9e/bYddddd52nnwAAAAAAAAAAAHByDZ8gdeutt2Z0dPSUn2/duvW4v3fu3NnoIwAAAAAAAAAAAM6Lhk+QAgAAAAAAAAAAuFQIpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoa9J4DwDwi6Rt9fbxHuGs7V23dLxHAAAAAAAAAIBfOE6QAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFBWw4HU008/nWXLlmXOnDmZMGFCHn/88Z+7Z+fOnfn1X//1NDc359d+7deydevWsxgVAAAAAAAAAACgMQ0HUkePHs28efOyadOmM1r/8ssvZ+nSpVm0aFH27NmTP//zP88dd9yRJ598suFhAQAAAAAAAAAAGjGp0Q1LlizJkiVLznj95s2bc+WVV2b9+vVJkmuuuSbf/OY389nPfjaLFy8+6Z6hoaEMDQ2N/T04ONjomAAAAAAAAAAAAI2fINWoXbt2pbOz87h7ixcvzq5du065p7e3N9OmTRu7WltbL/SYAAAAAAAAAABAQRc8kOrv709LS8tx91paWjI4OJj//u//Pumenp6eHD58eOzav3//hR4TAAAAAAAAAAAoqOFX7F0Mzc3NaW5uHu8xAAAAAAAAAACAS9wFP0Fq1qxZGRgYOO7ewMBApk6dmssuu+xCPx4AAAAAAAAAAPg/7IIHUh0dHenr6zvu3je+8Y10dHRc6EcDAAAAAAAAAAD/xzUcSB05ciR79uzJnj17kiQvv/xy9uzZk3379iVJenp6snz58rH1H/7wh/PSSy/lL/7iL/K9730vn/vc5/LlL385d9999/n5BQAAAAAAAAAAAKfQcCD17W9/O+3t7Wlvb0+SdHd3p729PWvWrEmS/PCHPxyLpZLkyiuvzPbt2/ONb3wj8+bNy/r16/OFL3whixcvPk8/AQAAAAAAAAAA4OQmNbrh1ltvzejo6Ck/37p160n3fOc732n0UQAAAAAAAAAAAOek4ROkAAAAAAAAAAAALhUCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKOusAqlNmzalra0tU6ZMycKFC/PMM8+cdv3GjRvzzne+M5dddllaW1tz991353/+53/OamAAAAAAAAAAAIAz1XAgtW3btnR3d2ft2rV59tlnM2/evCxevDivvvrqSdc//PDDWb16ddauXZvnnnsuDz74YLZt25a//Mu/POfhAQAAAAAAAAAATqfhQGrDhg25884709XVlWuvvTabN2/O5Zdfni1btpx0/be+9a3cfPPN+eAHP5i2tra85z3vyQc+8IGfe+oUAAAAAAAAAADAuWookDp27Fh2796dzs7On33BxInp7OzMrl27Trrnt37rt7J79+6xIOqll17KE088kd/5nd855XOGhoYyODh43AUAAAAAAAAAANCoSY0sPnToUIaHh9PS0nLc/ZaWlnzve9876Z4PfvCDOXToUN797ndndHQ0b7zxRj784Q+f9hV7vb29uffeexsZDQAAAAAAAAAA4AQNv2KvUTt37sx9992Xz33uc3n22Wfz1a9+Ndu3b88nP/nJU+7p6enJ4cOHx679+/df6DEBAAAAAAAAAICCGjpBasaMGWlqasrAwMBx9wcGBjJr1qyT7rnnnnvyoQ99KHfccUeS5Prrr8/Ro0fzJ3/yJ/n4xz+eiRNPbLSam5vT3NzcyGgAAAAAAAAAAAAnaOgEqcmTJ2fBggXp6+sbuzcyMpK+vr50dHScdM+Pf/zjEyKopqamJMno6Gij8wIAAAAAAAAAAJyxhk6QSpLu7u6sWLEiN954Y2666aZs3LgxR48eTVdXV5Jk+fLlmTt3bnp7e5Mky5Yty4YNG9Le3p6FCxfmxRdfzD333JNly5aNhVIAAAAAAAAAAAAXQsOB1O23356DBw9mzZo16e/vz/z587Njx460tLQkSfbt23fciVGf+MQnMmHChHziE5/IgQMH8ra3vS3Lli3Lpz/96fP3KwAAAAAAAAAAAE5iwugl8J67wcHBTJs2LYcPH87UqVPHexxOoW319vEe4ZzsXbd0vEfgF8Cl/O/Yv2EAAAAAAAAA/i8506Zo4ik/AQAAAAAAAAAAuMQJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUNZZBVKbNm1KW1tbpkyZkoULF+aZZ5457fof/ehHWblyZWbPnp3m5uZcffXVeeKJJ85qYAAAAAAAAAAAgDM1qdEN27ZtS3d3dzZv3pyFCxdm48aNWbx4cZ5//vnMnDnzhPXHjh3LbbfdlpkzZ+YrX/lK5s6dmx/84Ad5y1vecj7mBwAAAAAAAAAAOKWGA6kNGzbkzjvvTFdXV5Jk8+bN2b59e7Zs2ZLVq1efsH7Lli157bXX8q1vfStvetObkiRtbW2nfcbQ0FCGhobG/h4cHGx0TAAAAAAAAAAAgMZesXfs2LHs3r07nZ2dP/uCiRPT2dmZXbt2nXTPP/3TP6WjoyMrV65MS0tLrrvuutx3330ZHh4+5XN6e3szbdq0sau1tbWRMQEAAAAAAAAAAJI0GEgdOnQow8PDaWlpOe5+S0tL+vv7T7rnpZdeyle+8pUMDw/niSeeyD333JP169fnU5/61Cmf09PTk8OHD49d+/fvb2RMAAAAAAAAAACAJGfxir1GjYyMZObMmfn85z+fpqamLFiwIAcOHMjf/u3fZu3atSfd09zcnObm5gs9GgAAAAAAAAAAUFxDgdSMGTPS1NSUgYGB4+4PDAxk1qxZJ90ze/bsvOlNb0pTU9PYvWuuuSb9/f05duxYJk+efBZjAwAAAAAAAAAA/HwNvWJv8uTJWbBgQfr6+sbujYyMpK+vLx0dHSfdc/PNN+fFF1/MyMjI2L0XXnghs2fPFkcBAAAAAAAAAAAXVEOBVJJ0d3fngQceyD/8wz/kueeey0c+8pEcPXo0XV1dSZLly5enp6dnbP1HPvKRvPbaa7nrrrvywgsvZPv27bnvvvuycuXK8/crAAAAAAAAAAAATqKhV+wlye23356DBw9mzZo16e/vz/z587Njx460tLQkSfbt25eJE3/WXbW2tubJJ5/M3XffnRtuuCFz587NXXfdlY997GPn71cAAAAAAAAAAACcRMOBVJKsWrUqq1atOulnO3fuPOFeR0dH/v3f//1sHgUAAAAAAAAAAHDWGn7FHgAAAAAAAAAAwKVCIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGWdVSC1adOmtLW1ZcqUKVm4cGGeeeaZM9r36KOPZsKECXnf+953No8FAAAAAAAAAABoSMOB1LZt29Ld3Z21a9fm2Wefzbx587J48eK8+uqrp923d+/efPSjH80tt9xy1sMCAAAAAAAAAAA0ouFAasOGDbnzzjvT1dWVa6+9Nps3b87ll1+eLVu2nHLP8PBw/uAP/iD33ntv3vGOd5zTwAAAAAAAAAAAAGeqoUDq2LFj2b17dzo7O3/2BRMnprOzM7t27Trlvr/+67/OzJkz88d//Mdn9JyhoaEMDg4edwEAAAAAAAAAADSqoUDq0KFDGR4eTktLy3H3W1pa0t/ff9I93/zmN/Pggw/mgQceOOPn9Pb2Ztq0aWNXa2trI2MCAAAAAAAAAAAkOYtX7DXi9ddfz4c+9KE88MADmTFjxhnv6+npyeHDh8eu/fv3X8ApAQAAAAAAAACAqiY1snjGjBlpamrKwMDAcfcHBgYya9asE9Z///vfz969e7Ns2bKxeyMjIz998KRJef7553PVVVedsK+5uTnNzc2NjAYAAAAAAAAAAHCChk6Qmjx5chYsWJC+vr6xeyMjI+nr60tHR8cJ69/1rnflu9/9bvbs2TN2vfe9782iRYuyZ88er84DAAAAAAAAAAAuqIZOkEqS7u7urFixIjfeeGNuuummbNy4MUePHk1XV1eSZPny5Zk7d256e3szZcqUXHfddcftf8tb3pIkJ9wHAAAAAAAAAAA43xoOpG6//fYcPHgwa9asSX9/f+bPn58dO3akpaUlSbJv375MnNjQwVQAAAAAAAAAAAAXRMOBVJKsWrUqq1atOulnO3fuPO3erVu3ns0jAQAAAAAAAAAAGuaoJwAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyjqrQGrTpk1pa2vLlClTsnDhwjzzzDOnXPvAAw/klltuyVvf+ta89a1vTWdn52nXAwAAAAAAAAAAnC8NB1Lbtm1Ld3d31q5dm2effTbz5s3L4sWL8+qrr550/c6dO/OBD3wg//qv/5pdu3altbU173nPe3LgwIFzHh4AAAAAAAAAAOB0Gg6kNmzYkDvvvDNdXV259tprs3nz5lx++eXZsmXLSdd/6Utfyp/+6Z9m/vz5ede73pUvfOELGRkZSV9f3zkPDwAAAAAAAAAAcDoNBVLHjh3L7t2709nZ+bMvmDgxnZ2d2bVr1xl9x49//OP85Cc/yfTp00+5ZmhoKIODg8ddAAAAAAAAAAAAjWookDp06FCGh4fT0tJy3P2Wlpb09/ef0Xd87GMfy5w5c46LrP5/vb29mTZt2tjV2trayJgAAAAAAAAAAABJzuIVe+di3bp1efTRR/O1r30tU6ZMOeW6np6eHD58eOzav3//RZwSAAAAAAAAAACoYlIji2fMmJGmpqYMDAwcd39gYCCzZs067d77778/69aty7/8y7/khhtuOO3a5ubmNDc3NzIaAAAAAAAAAADACRo6QWry5MlZsGBB+vr6xu6NjIykr68vHR0dp9z3N3/zN/nkJz+ZHTt25MYbbzz7aQEAAAAAAAAAABrQ0AlSSdLd3Z0VK1bkxhtvzE033ZSNGzfm6NGj6erqSpIsX748c+fOTW9vb5LkM5/5TNasWZOHH344bW1t6e/vT5JcccUVueKKK87jTwEAAAAAAAAAADhew4HU7bffnoMHD2bNmjXp7+/P/Pnzs2PHjrS0tCRJ9u3bl4kTf3Yw1d///d/n2LFjef/733/c96xduzZ/9Vd/dW7TAwAAAAAAAAAAnEbDgVSSrFq1KqtWrTrpZzt37jzu7717957NIwAAAAAAAAAAAM7ZxJ+/BAAAAAAAAAAA4NIkkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgrEnjPQDwi61t9fbxHuGc7F23dLxHAAAAAAAAAADGkROkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLIEUgAAAAAAAAAAQFkCKQAAAAAAAAAAoCyBFAAAAAAAAAAAUJZACgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUNWm8B4BLUdvq7eM9wjnZu27peI8AAAAAAAAAAHBROEEKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKEkgBAAAAAAAAAABlCaQAAAAAAAAAAICyBFIAAAAAAAAAAEBZAikAAAAAAAAAAKAsgRQAAAAAAAAAAFCWQAoAAAAAAAAAAChLIAUAAAAAAAAAAJQlkAIAAAAAAAAAAMoSSAEAAAAAAAAAAGUJpAAAAAAAAAAAgLImjfcAAAAAAFw4bau3j/cIZ23vuqXjPQIAAAAABThBCgAAAAAAAAAAKEsgBQAAAAAAAAAAlCWQAgAAAAAAAAAAyhJIAQAAAAAAAAAAZQmkAAAAAAAAAACAsgRSAAAAAAAAAABAWQIpAAAAAAAAAACgLIEUAAAAAAAAAABQlkAKAAAAAAAAAAAoSyAFAAAAAAAAAACUJZACAAAAAAAAAADKmjTeAwAwPtpWbx/vEc7a3nVLx3sEABrg/xwA4P+1d+dxUZX7H8A/A8KwGO5sKuAGWO6aiJTC1YCsXO5NzTS1vJZdLdJXLpSG2ZVMNJfUkLriq3KvvGqRuWHlci0XNDVRSa+KP1xTUhPT+f7+6MVcJraZ4cw5Z4bP+/XyD+ecYZ7PeZ55nvM8c+YMEREREREREZGWeAcpIiIiIiIiIiIiIiIiIiIiIiJyWbyDFBERuTzeuYSIiEh5HF+JiIiIiIiIiIiIyFnwDlJEREREREREREREREREREREROSyeIEUERERERERERERERERERERERG5LP7EHhERERERERERkZPhT50SEREREREREVnPrgukFi5ciLS0NBQUFKBt27Z477330Llz53L3X7NmDaZMmYLTp0+jRYsWeOedd9CrVy+7C01ERERErqk6fdBXnbISkfNg30RERKQ8Zx5fAY6xRERERETkGmy+QGrVqlUYN24c0tPTERUVhblz5yIhIQG5ubnw9/cvtf+uXbswaNAgvP3223j88cexfPly9O3bF/v370erVq0UCUFERETVjzMvMPNCGiLXxfcrEREREREREREREZH+2HyB1LvvvouRI0fi2WefBQCkp6fjyy+/xJIlSzBp0qRS+8+bNw+JiYkYP348AOCtt97C5s2bsWDBAqSnp5f5GkVFRSgqKjL///r16wCAwsJCW4tLKjIV3dK6CFViS/tiVudha7/hzHmZtXzVKWt1Up3qlVmdA7OWj1mdA7MSwHp1VaxX18R6JXIezvx+BfieJSIiIiIifSues4hIhfsZpLI9Srhz5w58fHzw6aefom/fvubHhw0bhmvXrmHdunWlnhMSEoJx48bhlVdeMT+WkpKCf//73zh48GCZrzN16lS8+eab1haLiIiIiIiIiIiIiIiIiIiIiIiqqbNnz6JRo0blbrfpDlKXL1/GvXv3EBAQYPF4QEAAjh07VuZzCgoKyty/oKCg3NdJTk7GuHHjzP83mUy4evUq6tWrB4PBYEuRyUUUFhaicePGOHv2LPz8/LQujkMxq2tiVtfErK6JWV0Ts7qm6pQVqF55mdU1MatrYlbXxKyuiVldE7O6JmZ1TczqmpjVNTGra2JW11SdslL5RAS//vorgoODK9zP5p/YU4PRaITRaLR4rHbt2toUhnTFz8+v2nRszOqamNU1MatrYlbXxKyuqTplBapXXmZ1TczqmpjVNTGra2JW18SsrolZXROzuiZmdU3M6pqY1TVVp6xUtlq1alW6j5stf7B+/fpwd3fHhQsXLB6/cOECAgMDy3xOYGCgTfsTEREREREREREREREREREREREpxaYLpDw9PdGxY0ds3brV/JjJZMLWrVsRHR1d5nOio6Mt9geAzZs3l7s/ERERERERERERERERERERERGRUmz+ib1x48Zh2LBh6NSpEzp37oy5c+fi5s2bePbZZwEAQ4cORcOGDfH2228DAJKSktC9e3fMnj0bjz32GFauXIm9e/ciIyND2STk0oxGI1JSUkr99KIrYlbXxKyuiVldE7O6JmZ1TdUpK1C98jKra2JW18SsrolZXROzuiZmdU3M6pqY1TUxq2tiVtfErK6pOmWlqjOIiNj6pAULFiAtLQ0FBQVo164d5s+fj6ioKABAbGwswsLCsHTpUvP+a9asweTJk3H69Gm0aNECM2fORK9evRQLQUREREREREREREREREREREREVBa7LpAiIiIiIiIiIiIiIiIiIiIiIiJyBm5aF4CIiIiIiIiIiIiIiIiIiIiIiMhReIEUERERERERERERERERERERERG5LF4gRURERERERERERERERERERERELosXSBERERERERERERERERERERERkcviBVLkMMOHD8fUqVMBAJ9//jni4+NRr149GAwG5OTkWOx79epVvPTSS4iIiIC3tzdCQkLw8ssv4/r16+Z9rly5gsTERAQHB8NoNKJx48YYM2YMCgsLy3z9nTt3okaNGmjXrl255VJTydcVEbzxxhsICgqCt7c3evbsiRMnTljs37t3b4SEhMDLywtBQUF45plncP78efP27du3IywsTMUEyip5PGJjY7F06VJNy2MvW9o5ALzwwgto1qwZvL290aBBA/Tp0wfHjh0zbz99+jQMBoNKpS+fFu/fpUuXIjY2VoV0trO1nsPCwrB9+3ZVywjot9+dOnUqDAaDxb/IyEiLfRxxzGztd6dPn46uXbvCx8cHtWvXLvX3tGrHSuc4ePAgBg0ahMaNG8Pb2xstW7bEvHnzLPbZsWMHYmJiUK9ePXh7eyMyMhJz5swpt4wzZsyAwWDAK6+8YvG4Ht4LU6dORWRkJHx9fVGnTh307NkTe/bssdjfYDDg9OnTqpezMkqPMSVduXIFjRo1gsFgwLVr18yPa9UXa9HO9TLuKJ1dL+cS1rI1v17er3rtm9WY6yidvSSt+yYtzh1K0nIOa0v206dPY8SIEWjSpAm8vb3RrFkzpKSk4M6dO+Z9cnNzERcXh4CAAHh5eaFp06aYPHkyfv/9d/M+U6dOxfDhwx2ayxpKZ9f7XN3Wdh4WFlbqXH7GjBnm7XrOq/T8SC9jrCP64T/XscFgwMqVK83bleiH9Tp2llTevCY2NrbU8Rk1apR5uz1tQ4vjUZJexhyl5jlqtGF7KL0eDACrV69Gu3bt4OPjg9DQUKSlpVls10NWJeevS5cuRZs2beDl5QV/f3+MHj3avE2rMcgR9SoimDVrFsLDw2E0GtGwYUNMnz7dvN2V6nXr1q3o2rUr7rvvPgQGBmLixIm4e/euebuezi1sXV8qVlRUhHbt2pU6To7I5szja15eHvr164cGDRrAz88PAwYMwIULFyz2qWwNQK/r4QCQn5+PIUOGmI9T69atsXfvXvN2NT4Xs/U9rESd6EXJ7MOHDy91npCYmGixv15yabEusX379jLPpQoKCsoslxZZlVqHAIBr165h9OjRCAoKgtFoRHh4OLKyshyalfSFF0iRKm7evImHHnoI77zzTpnbz58/j/Pnz2PWrFk4fPgwli5dio0bN2LEiBHmfdzc3NCnTx+sX78ex48fx9KlS7FlyxaLBYli165dw9ChQ9GjRw+HZaqKmTNnYv78+UhPT8eePXvg6+uLhIQE3L5927xPXFwcVq9ejdzcXHz22WfIy8vDk08+qWGpqTKVtXMA6NixIzIzM/HTTz/h66+/hoggPj4e9+7dU7GktlH7/at31tSzHuit333ggQfwf//3f+Z/O3bsUCaolazpd+/cuYP+/fvjxRdfLPNv6KEdK5Fj37598Pf3xyeffIIjR47g9ddfR3JyMhYsWGDex9fXF2PGjMG3336Ln376CZMnT8bkyZORkZFR6u/98MMPWLx4Mdq0aaN8YAWEh4djwYIF+PHHH7Fjxw6EhYUhPj4ely5d0rpoNlF6jBkxYoRu60ytdq5HSmR3Ztbk1yM99s1qUbrN6qlvUvvcQU9z2MqyHzt2DCaTCYsXL8aRI0cwZ84cpKen47XXXjP/DQ8PDwwdOhSbNm1Cbm4u5s6diw8++AApKSlaxbKKEtmdibX97rRp0yzO5V966SWNSmw/JeZHeqRkP5yZmWlRz3379tV1udWe14wcOdLi+MycObOKR+F/1D7/1dOYo+Q8R802bA8l1oO/+uorDB48GKNGjcLhw4exaNEizJkzR3fzHKXq9d1338Xrr7+OSZMm4ciRI9iyZQsSEhLUiGA1pdb5k5KS8OGHH2LWrFk4duwY1q9fj86dO6sdp0JK1OvBgwfRq1cvJCYm4sCBA1i1ahXWr1+PSZMmqRXDbrasL02YMAHBwcGql9GZxtebN28iPj4eBoMB27Ztw86dO3Hnzh088cQTMJlMduXX03r4L7/8gpiYGHh4eOCrr77C0aNHMXv2bNSpU8eubEqo7Pg4ok70JDEx0eI8YcWKFVoXqVJqr0vk5uZaHCN/f3+HZfsztdYh7ty5g0ceeQSnT5/Gp59+itzcXHzwwQdo2LChallJB4TIQYYNGyYpKSkWj506dUoAyIEDByp9/urVq8XT01N+//33cveZN2+eNGrUqNTjAwcOlMmTJ0tKSoq0bdu20nKpofh1TSaTBAYGSlpamnnbtWvXxGg0yooVK8p9/rp168RgMMidO3dERCQ7O1tCQ0MdXWyHKVkP3bt3l8zMTE3LY6+qtvODBw8KADl58qTFc7Wmxfs3MzNTunfvbmeJHcvW4xEaGirZ2dmqlK0kvfa7ZT32Z444Zvb2u5mZmVKrVi2rXkONdqxGjn/84x8SFxdX4T79+vWTIUOGWDz266+/SosWLWTz5s3SvXt3SUpKstiup/dCsevXrwsA2bJli/kxAHLq1Cl1CmcDpceYYosWLZLu3bvL1q1bBYD88ssv5m1a9cVatHO9jDtKZ9fLuYS1bM2vl/erXvtmNeY6jsquh75Ji3OHYlrPYas6X505c6Y0adKkwtcYO3asPPTQQ+b/p6SkyLBhw6pc9qpSOrve5+q25g0NDZU5c+aU+/f0nFfp+ZFexlhH9FUAZO3ateW+phL9sF7HTpHK5zVlPVaSPW1Dy+OhlzGnpKrOc9Row/ZQej140KBB8uSTT1rsM3/+fGnUqJGYTCYR0T5rSVWp16tXr4q3t7fF3P3PtBqDlK7Xo0ePSo0aNeTYsWPlPsdV6jU5OVk6depksc/69evFy8tLCgsLRURf5xa2ri+JiGRlZUlkZKQcOXKk1HFyRDZnHV+//vprcXNzk+vXr1uU12AwyObNm82PVbYGoNf18IkTJ1rMfcqixudithwfpepEL0pmHzZsmPTp06fC/fWSS4t1iezs7FLrMOWVS0larEO8//770rRpU/MYXFG5yHXxDlKkW9evX4efnx9q1KhR5vbz58/j888/R/fu3S0ez8zMxM8//6zbb6aeOnUKBQUF6Nmzp/mxWrVqISoqCrt37y7zOVevXsWyZcvQtWtXeHh4qFVUcrCbN28iMzMTTZo0QePGjbUujqLsff+SthzZ7544cQLBwcFo2rQpBg8ejDNnziha9orY0+9aQ+127KgcwB91X7du3XK3HzhwALt27SqVdfTo0XjssccsyqRnd+7cQUZGBmrVqoW2bdtqXRyHKm+MOXr0KKZNm4aPPvoIbm76mwpo2c615sjszsBZ8+uxb1aLktn11jepfe6gpzmsvdkra68nT57Exo0bdX3+76jsemVL3hkzZqBevXpo37490tLSLH4Gx5VVNj/SmtJ91ejRo1G/fn107twZS5YsgYgoWVwzPY6d1sxrli1bhvr166NVq1ZITk7GrVu3qlTWYmofDz2NOfaoaC1NrTZsD6XWg4uKiuDl5WWxn7e3N86dO4f//ve/jgvgYGXV6+bNm2EymZCfn4+WLVuiUaNGGDBgAM6ePatxaf9HqXrdsGEDmjZtii+++AJNmjRBWFgY/v73v+Pq1auq5HCUsuq1vDZ8+/Zt7Nu3T4ti2qW89aULFy5g5MiR+Pjjj+Hj46NqmZxtfC0qKoLBYIDRaDQ/5uXlBTc3N1V/ecBR6+Hr169Hp06d0L9/f/j7+6N9+/b44IMPFC+/kvRSJ46yfft2+Pv7IyIiAi+++CKuXLmidZEqpMVnGu3atUNQUBAeeeQR7Ny50+7XsJWa6xDr169HdHQ0Ro8ejYCAALRq1Qqpqam6/pUfcgCtr9Ci6sXaK7cvXbokISEh8tprr5Xa9tRTT4m3t7cAkCeeeEJ+++0387bjx4+Lv7+/5Obmioh1dy1R286dOwWAnD9/3uLx/v37y4ABAywemzBhgvj4+AgA6dKli1y+fFnNopKdKmvnCxcuFF9fXwEgERERpe7soVeOfv86G1u+iaIlPfS7WVlZsnr1ajl48KBs3LhRoqOjJSQkxPzNMEezpd8VqfzbFlq1Y6VzlPy7NWrUkK+//rrUtoYNG4qnp6e4ubnJtGnTLLatWLFCWrVqZc5f2beqtbRhwwbx9fUVg8EgwcHB8v3332tdJLtVZYy5ffu2tGnTRj7++GMRse7bQWrTop3rhaOyOwtb8+uF3vpmNSmVXY99k5rnDnqbw9rzXjxx4oT4+flJRkZGqW3R0dFiNBoFgDz//PNy7949h5RbCUpn1ztr886ePVuys7Pl4MGD8v7770vt2rVl7NixahdXMUrMj/RCyb5q2rRpsmPHDtm/f7/MmDFDjEajzJs3zxHF1t3Yac28ZvHixbJx40Y5dOiQfPLJJ9KwYUPp169fpWWyhprHQ29jTklVXUtTsw3bQ6n14MWLF4uPj49s2bJF7t27J7m5uRIZGSkAZNeuXapksUVV6vXtt98WDw8PiYiIkI0bN8ru3bulR48eEhERIUVFRSolqJhS9frCCy+I0WiUqKgo+fbbbyU7O1vatWtX6R17tFKVei2+Q83y5cvl7t27cu7cOXn44YcFgCxfvlylBParaH3JZDJJYmKivPXWWyKi/tqxs42vFy9eFD8/P0lKSpKbN2/KjRs3ZMyYMeZ5Q1XoYT3caDSK0WiU5ORk2b9/vyxevFi8vLxk6dKlVcqmhPKOjyPrRGsrVqyQdevWyaFDh2Tt2rXSsmVLefDBB+Xu3btaF61caq5LHDt2TNLT02Xv3r2yc+dOefbZZ6VGjRqyb98+xfJURM11iIiICDEajfLcc8/J3r17ZeXKlVK3bl2ZOnWqsqFI17T/aibRnxQWFuKxxx7D/fffj6lTp5baPmfOHOzfvx/r1q1DXl4exo0bBwC4d+8enn76abz55psIDw9XudSOMX78eBw4cACbNm2Cu7s7hg4dqqtvP5F9Bg8ejAMHDuCbb75BeHg4BgwYYPGbwc7M3vcvacvR/e6jjz6K/v37o02bNkhISEBWVhauXbuG1atXOyqSQ7lSOz58+DD69OmDlJQUxMfHl9r+3XffYe/evUhPT8fcuXPNv81+9uxZJCUlYdmyZaW++adHcXFxyMnJwa5du5CYmIgBAwbg4sWLWhfLISoaY5KTk9GyZUsMGTJE41Kqq7J2TqQ39vbNzqo69E2uPIfNz89HYmIi+vfvj5EjR5bavmrVKuzfvx/Lly/Hl19+iVmzZmlQSseoLLurGDduHGJjY9GmTRuMGjUKs2fPxnvvvYeioiKti+Ywlc2PXNGUKVMQExOD9u3bY+LEiZgwYQLS0tK0LpbVHD2vef7555GQkIDWrVtj8ODB+Oijj7B27Vrk5eU5LFNVlHU8nH3MqWwtzdnbcEkVrQePHDkSY8aMweOPPw5PT0906dIFTz31FADo4i6ctqqoXk0mE37//XfMnz8fCQkJ6NKlC1asWIETJ04gOztb45LbrqJ6NZlMKCoqwkcffYSHH34YsbGx+Ne//oXs7Gzk5uZqXHLbVVSv8fHxSEtLw6hRo2A0GhEeHo5evXoBcI42XNH60nvvvYdff/0VycnJGpdSOY4cXxs0aIA1a9Zgw4YNqFmzJmrVqoVr166hQ4cOqrQFR6+Hm0wmdOjQAampqWjfvj2ef/55jBw5Eunp6Y6KVGVa14kjPfXUU+jduzdat26Nvn374osvvsAPP/yA7du3a1001VT0mUZERAReeOEFdOzYEV27dsWSJUvQtWtXzJkzR8MSl68q6xAmkwn+/v7IyMhAx44dMXDgQLz++uu6fm+SA2h8gRZVM5VduV1YWCjR0dHSo0cPq+7I8d1335mvKv3ll18EgLi7u5v/GQwG82Nbt25VOI198vLyyjwG3bp1k5dffrnc5509e1a33wYiS7Z8O6SoqEh8fHyc4hsyjnz/OiNXuYOUVv1up06dZNKkSfbGsomt/a4td2VRsx0rnePIkSPi7+9v9bfi33rrLQkPDxcRkbVr15aqewBiMBjE3d1d19++ERFp3ry5pKamal0Mu1RljGnbtq24ubmZ68zNzc1cj2+88YaDS24drdu5lhzZVzkDe8+RtaZ1my3ZN6tNqex67JvUOnfQ4xzWluz5+fnSokULeeaZZ6y6M9THH38s3t7euj1PcGR2PbK33z18+LAAkGPHjjm4hI6h9PxIS47sq7744gsBILdv31agpJb0NHbaO6+5ceOGAJCNGzda9ZoVUet46HHMKUnptTRHtmF7KL0eXHznnaKiIsnKyhIAcvHiRUcUvUqqUq9LliwRAHL27FmL/fz9/XVz50al6vWNN96QGjVqWOxz69YtASCbNm1SvNxVpcT71WQySX5+vty6dUuOHj0qAJzybt8l15f69OljMa8pHlPc3d1l6NChDi+LM4+vly5dMt9BOCAgQGbOnGnVa5ZHD+vhISEhMmLECIu/s2jRIgkODq5SNiVY8x5Wuk70qH79+pKenq51Mcql9Wcar776qnTp0sWWIttNzXWIbt26SY8ePSz2KT6X0ssdKsnxnPuST3IphYWFiI+Ph6enJ9avX2/VHSlMJhOAP34b18/PDz/++CNycnLM/0aNGoWIiAjk5OQgKirK0RGs0qRJEwQGBmLr1q3mxwoLC7Fnzx5ER0eX+7ySWcl1iAhExOnrtarvX9KGVv3ujRs3kJeXh6CgIEXzlMfeftcaarZjJXMcOXIEcXFxGDZsGKZPn27Vc4q/0QgAPXr0KFX3nTp1wuDBg5GTkwN3d3ebyqO2kllc2Z/HmM8++wwHDx4019mHH34I4I9v/I0ePVrLoppp3c615Mi+yhk4a36t26yW/ZlS2fXYN6l17qDHOay12fPz8xEbG4uOHTsiMzPTqm8UF98JovgY6I0js+uRve08JycHbm5u8Pf3V6OYqrJnfqQlR/ZVOTk5qFOnDoxGY1WLWYqexk575zU5OTkAoMicVq3joccxx17WrKU5sg3bQ+n1YHd3dzRs2BCenp5YsWIFoqOj0aBBA8cUXiV/rteYmBgAsLiD0tWrV3H58mWEhoZqUsY/U6peY2JicPfuXYu70h0/fhwAdJPVXuW9Xw0GA4KDg+Ht7Y0VK1agcePG6NChg0altF/JMWX+/PkW85qsrCwAf9zJRI01CWceX+vXr4/atWtj27ZtuHjxInr37m1TeW2h1np4TExMqTvAHT9+3Gne02rWiRbOnTuHK1euqPb5hD20/kwjJydHd5/fKLEOERMTg5MnT1qsSxw/fhxBQUHw9PRUMBXpWQ2tC0DVw9WrV3HmzBmcP38ewP8mNoGBgQgMDDSflNy6dQuffPIJCgsLUVhYCOCP2zq6u7sjKysLFy5cwIMPPoiaNWviyJEjGD9+PGJiYhAWFgYAaNWqlcXr+vv7w8vLq9TjWjIYDHjllVfwz3/+Ey1atECTJk0wZcoUBAcHo2/fvgCAPXv24IcffsBDDz2EOnXqIC8vD1OmTEGzZs10/QFRdVdZO//555+xatUqxMfHo0GDBjh37hxmzJgBb29v862E9Uit96+zqOx46IWe+t1XX30VTzzxBEJDQ3H+/HmkpKTA3d0dgwYNUuFIWNfvAsCZM2fMx+3evXvmRe/mzZujZs2amrdjpXIcPnwYf/nLX5CQkIBx48ahoKAAwB8LrMULqgsXLkRISAgiIyMBAN9++y1mzZqFl19+GQBw3333lap7X19f1KtXT1dj7s2bNzF9+nT07t0bQUFBuHz5MhYuXIj8/Hz0799f6+LZRIkxplmzZhZ/8/LlywCAli1bonbt2uqFqYCa7VxvlMrurKzNrzd66pvVplR2PfZNap476G0Oa0324kXJ0NBQzJo1C5cuXTI/v/h8eNmyZfDw8EDr1q1hNBqxd+9eJCcnY+DAgfDw8NAiWqWUyu4srMm7e/du7NmzB3Fxcbjvvvuwe/dujB07FkOGDEGdOnW0DWAjJeZHeqNUX7VhwwZcuHABXbp0gZeXFzZv3ozU1FS8+uqrui63WvOavLw8LF++HL169UK9evVw6NAhjB07Ft26dUObNm2c5ni4ubnpbswBlJnnqN2G7aHUevDly5fx6aefIjY2Frdv30ZmZibWrFmDb775RsN0pSlRr+Hh4ejTpw+SkpKQkZEBPz8/JCcnIzIyEnFxcZplK0mpeu3Zsyc6dOiA5557DnPnzoXJZMLo0aPxyCOP6OonMZVa+05LS0NiYiLc3Nzw+eefY8aMGVi9erUux9pi1qwvhYSEWDyneH7erFkzNGrUyOFldLbxFQAyMzPRsmVLNGjQALt370ZSUhLGjh2LiIgIu46BntbDx44di65duyI1NRUDBgzA999/j4yMDGRkZNiVTQnWfK6hdJ3owY0bN/Dmm2/ib3/7GwIDA5GXl4cJEyagefPmSEhI0Lp45VJzXWLu3Llo0qQJHnjgAdy+fRsffvghtm3bhk2bNukmq1LrEC+++CIWLFiApKQkvPTSSzhx4gRSU1M1W1sjjWh16yqqXjIzMwVAqX8pKSkiIpKdnV3mdgBy6tQpERHZtm2bREdHS61atcTLy0tatGghEydONN/msSwpKSnStm1bh+ezlclkkilTpkhAQIAYjUbp0aOH5ObmmrcfOnRI4uLipG7dumI0GiUsLExGjRol586d07DUVJnK2nl+fr48+uij4u/vLx4eHtKoUSN5+umndf/TBFq9f/WqsuOhF3rqdwcOHChBQUHi6ekpDRs2lIEDB8rJkycdE7wclfW7IiLDhg0r83hkZ2eLiD7asRI5UlJSytweGhpq/hvz58+XBx54QHx8fMTPz0/at28vixYtqvC2td27d5ekpCQHpLbfb7/9Jv369ZPg4GDx9PSUoKAg6d27t1Pett0RY0xxP6C3vlitdq5HSmR3Ztbk1yM9982O5og2q5e+SatzBz3MYSvLXt6YVHKJaeXKldKhQwepWbOm+Pr6yv333y+pqam6/8kyJbI7k8ry7tu3T6KiosxtuGXLlpKamqqbn6yyhRLzIz1Soq/66quvpF27dub3a9u2bSU9Pd2h44uex84/z2vOnDkj3bp1M6/RNW/eXMaPHy/Xr193uuPxZ3oYc5SY52jRhu2hxHrwpUuXpEuXLuLr6ys+Pj7So0cP+c9//qNFnAopNX+9fv26PPfcc1K7dm2pW7eu9OvXT86cOaNBovIptc6fn58vf/3rX6VmzZoSEBAgw4cPlytXrqgdp0JK1WtcXJz53CIqKkqysrI0SGMbe9aXbPkpQqU40/gqIjJx4kQJCAgQDw8PadGihcyePVtMJpPd+fW0Hi4ismHDBmnVqpUYjUaJjIzU/OdBrflcQ+k60YNbt25JfHy8NGjQQDw8PCQ0NFRGjhwpBQUFWhetUmqtS7zzzjvSrFkz8fLykrp160psbKxs27ZNxaTqrkPs2rVLoqKixGg0StOmTWX69Onl/rQ2uSaDiAiIiIiIiIiIiIiIiIiIiIiIiIhcUOU/zkhEREREREREREREREREREREROSkeIEUERERERERERERERERERERERG5LF4gRURERERERERERERERERERERELosXSBERERERERERERERERERERERkcviBVJEREREREREREREREREREREROSyeIEUERERERERERERERERERERERG5LF4gRURERERERERERERERERERERELosXSBERERERERERERERERERERERkcviBVJEREREREREREREREREREREROSyeIEUERERERERERERERERERERERG5LF4gRURERERERERERERERERERERELuv/AVXAAOXv+u5uAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -89,7 +89,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ]