{ "metadata": { "name": "", "signature": "sha256:4d52439491f58f8f9345ed1b65f2e64959fd3b80397de2e4b92ef79420d15eb2" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Malm\u00f6Milen 2014 post analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since I took part in the 2014 edition of Malm\u00f6Milen (a 10km race in Malm\u00f6, Sweden), one of the things I have wanted to do for a long time was to step back and have a look at the results. There are accessible from [this page](http://www.marathon.se/racetimer?v=%2Fsv%2Frace%2Fshow%2F1997%3Flayout%3Dmarathon), which is easy to scrap and analyze.\n", "\n", "Let's do that step by step." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Toolbox" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's group all the tools at the same place, so the next cells focus on the logic." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import requests\n", "from bs4 import BeautifulSoup\n", "from collections import Counter\n", "\n", "import math\n", "import matplotlib.pyplot as plt;\n", "from matplotlib.ticker import FuncFormatter\n", "% matplotlib inline\n", "plt.rcdefaults()\n", "\n", "import numpy as np\n", "\n", "import itertools\n", "import statistics as stats\n", "import datetime" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Data scraping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data source is divided into 12 different web pages for men, 9 for women, so the web page needs to be scraped several times.\n", "Let's define a function for that." ] }, { "cell_type": "code", "collapsed": false, "input": [ "raceNumber = {\"M\": 8364, \"W\": 8541}\n", "\n", "def scrap_page(gender, runners, p):\n", " page = requests.get(\"http://www.racetimer.se/en/race/resultlist/1997?checkpoint=9999&layout=marathon&page=\" + str(p) + \"&rc_id=\" + str(raceNumber[gender]))\n", " soup = BeautifulSoup(page.text)\n", " if (soup == None):\n", " return\n", " table = soup.body.table.find(id='top3-list')\n", " lines = table.find_all('tr')\n", "\n", " if len(lines) == 0:\n", " return\n", " \n", " for line in lines:\n", " c = line.find_all('td')\n", " if len(c) == 0:\n", " continue\n", " \n", " r = {}\n", " r[\"rank\"] = int(c[0].text)\n", " r[\"fullname\"] = c[1].text.replace(\"\u00bb\", \"\").strip()\n", " split = r[\"fullname\"].rfind(\" \")\n", " r[\"firstname\"] = r[\"fullname\"][:split].strip()\n", " r[\"lastname\"] = r[\"fullname\"][split+1:].strip()\n", " r[\"city\"] = c[3].text.strip()\n", " \n", " # get a proper value for the year of birth\n", " try:\n", " r[\"yob\"] = int(c[2].text.strip()) if c[2].text.strip() != \"\" else -1\n", " except ValueError:\n", " r[\"yob\"] = -1\n", " \n", " r[\"nb\"] = int(c[4].text.strip())\n", " r[\"time\"] = c[5].text.strip()\n", " \n", " # convert the time to seconds\n", " parts = r[\"time\"].split(':')\n", " hours, minutes, seconds = 0, 0, 0\n", " if len(parts) == 2:\n", " minutes, seconds = parts\n", " else:\n", " hours, minutes, seconds = parts\n", " r[\"timeInSeconds\"] = int(hours) * 3600 + int(minutes) * 60 + int(seconds)\n", " \n", " runners[gender].append(r)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Number of runners" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's run that to fetch all the runners, men and women" ] }, { "cell_type": "code", "collapsed": false, "input": [ "runners = { \"M\": [], \"W\": [] }\n", "\n", "for i in range(1, 13):\n", " scrap_page(\"M\", runners, i)\n", " scrap_page(\"W\", runners, i)\n", " \n", "total_men = len(runners[\"M\"])\n", "total_women = len(runners[\"W\"])\n", "print(\"Men:\", total_men)\n", "print(\"Women:\", total_women)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Men: 2982\n", "Women: 2150\n" ] } ], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Time range" ] }, { "cell_type": "code", "collapsed": false, "input": [ "for g in runners.keys():\n", " print(g, \": first in \" + runners[g][0][\"time\"] + \" , last in \" + runners[g][-1][\"time\"])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "W : first in 35:59 , last in 1:40:46\n", "M : first in 29:54 , last in 1:43:10\n" ] } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Most popular firstnames for men" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "List the most popular firstnames for men and women, with the number of occurences" ] }, { "cell_type": "code", "collapsed": false, "input": [ "top = 10\n", "men = Counter([p[\"firstname\"] for p in runners[\"M\"]])\n", "top_men = men.most_common(top)\n", "for i, m in enumerate(top_men):\n", " print(str(i+1) + \". \" + m[0] + \": \" + str(m[1]))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1. Johan: 101\n", "2. Anders: 83\n", "3. Fredrik: 82\n", "4. Peter: 72\n", "5. Martin: 69\n", "6. Mikael: 68\n", "7. Magnus: 64\n", "8. Daniel: 64\n", "9. Jonas: 57\n", "10. Andreas: 54\n" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Most popular firstnames for women" ] }, { "cell_type": "code", "collapsed": false, "input": [ "women = Counter([p[\"firstname\"] for p in runners[\"W\"]])\n", "top_women = women.most_common(top)\n", "for i, w in enumerate(top_women):\n", " print(str(i+1) + \". \" + w[0] + \": \" + str(w[1]))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1. Anna: 90\n", "2. Maria: 62\n", "3. Jenny: 43\n", "4. Malin: 40\n", "5. Karin: 37\n", "6. Emma: 36\n", "7. Sara: 35\n", "8. Cecilia: 32\n", "9. Annika: 32\n", "10. Johanna: 32\n" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Time distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One interesting stat is to compare how the runners expected to perform to how they actually performed.\n", "\n", "Let's redraw the previous start group distribution, which corresponds to the runners own pronostic. The following graph displays the time the participants thought it will take for them to complete the race." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Start group distribution" ] }, { "cell_type": "code", "collapsed": false, "input": [ "url = 'http://www.malmomilen.se/anmaelan/startlista-2014'\n", "page = requests.get(url)\n", "soup = BeautifulSoup(page.text)\n", "table = soup.body.table.find_all('tr')\n", "\n", "ps = {}\n", "for line in table:\n", " c = line.find_all('td')\n", " time = c[4].text if c[4].text != '' else 'N/A'\n", " if time not in ps:\n", " ps[time] = 0\n", " ps[time] += 1\n", "\n", "sorted_groups = ['Elitgruppen', 'Under 42 minuter', 'Under 45 minuter', '45-50 minuter', \n", " '50-55 minuter', '55-60 minuter', '60+ minuter', 'Barnloppet']\n", "groups = [g[:8] for g in sorted_groups]\n", "y_pos = np.arange(len(groups))[::-1]\n", "n = [ps[group] for group in groups]\n", "\n", "rects = plt.barh(y_pos, n, align='center', alpha=0.5)\n", "plt.yticks(y_pos, sorted_groups)\n", "plt.xlabel('Number of participants')\n", "plt.title('Start group distribution')\n", "\n", "for i, rect in enumerate(rects):\n", " plt.text(0.95 * rect.get_width(), rect.get_y() + rect.get_height() / 2.0, ps[groups[i]], ha='right', va='center')\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+L3Lsu3fvjnPnzqF3797497//DT09PbRp0wbvvPNOlTWFhYXhxIkTWL16Nc6ePQtfX19k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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Post race time distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In comparison, we display the same graph, but this time with the final values. Note that there might be a **small gap** between the number of registered runners and the number of people who actually finished the race.\n", "\n", "But anyway the graph still gives a pretty good idea of how the race went, and some differences are quite noticeable. \n", "\n", "For example the \"elite runners\" seem to be quite modest, while a few hundreds of runners more did it in more than 60 minutes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "all_runners = runners[\"M\"] + runners[\"W\"]\n", "intervals = [(0, 40), (41, 42), (43, 45), (46, 50), (51, 55), (56, 60), (61, 200)]\n", "ids = [0] * 1000\n", "for i, inter in enumerate(intervals):\n", " ids[inter[0]:inter[1]] = [i] * (inter[1] - inter[0] + 1)\n", " \n", "c = Counter([ids[int(math.ceil(r[\"timeInSeconds\"] / 60))] for r in all_runners])\n", "results = [cnt[1] for cnt in c.items()]\n", "\n", "# remove barnloppet for this analysis\n", "final_groups = sorted_groups[:-1]\n", "final_y_pos = np.arange(len(final_groups))[::-1]\n", "\n", "rects = plt.barh(final_y_pos, results, align='center', alpha=0.6)\n", "plt.yticks(final_y_pos, final_groups)\n", "plt.xlabel('Number of participants')\n", "plt.title('Final time distribution')\n", "\n", "for i, rect in enumerate(rects):\n", " plt.text(0.95 * rect.get_width(), rect.get_y() + rect.get_height() / 2.0, results[i], ha='right', va='center')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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AAACmRWABAAAAYFoEFgAAAACmRWABAAAAYFoEFgAAAACmRWABAAAAYFoEFgAA\nAACmZfrAEhERoTZt2hR3GaZjtVoVExNT3GUAAAAARapAgWXMmDGyWq06e/asy+VhYWGFHi4sFoss\nFkuhjpkfmZmZqlOnjqxWq9566y2HZcePH1dMTIyaNGmicuXKKSAgQG3atNHq1atva41FfVy2bNmi\nmJgYnT9/vki3c7tlZl7Ujh2jtWJFR82aVU6xsVYdPDjLqd/+/dP01Vet9dln92j6dJvmzq2q1at7\nKyVln8txDxyYrvnza2v6dE998UUN/fTT+0W9KwAAAHe9Qj3DUhThwjCMQh0vv9577z0dP35cknMw\nWLZsmSZNmqQaNWpo/PjxeuWVV3ThwgU9+OCDmjlz5m2pLyMjQyNHjizSbdytgSUj47R27hyn8+d/\nlp9fg/+2On9uk5N3q3Tp6vrTn15Sy5YfqkaNx/Xrr+u0dGlTnTt30KHvvn0facOGQSpXrp5atHhf\ngYHNtGXLUO3ePanodwgAAOAuVqIwByuucJFf2dnZyszMlIeHx3X7/fbbbxo3bpxefvllvfLKK07L\n27Ztq+PHj6tcuXL2tsjISDVo0EDR0dEaMGBAYZfupGTJkkW+jVyF/b6mp6fL09OzUMcsCC+viurX\n76Q8PQN1+nScliy5z2W/li0/cGoLDn5Yixc31uHDc9S4cc6UvCtX0rV9+0gFBT2kdu3mS5Jq1XpS\nhpGtXbvGqXbtwfLwKFt0OwQAAHAXK9JrWNatWyer1aoFCxZo/Pjxqly5sjw9PdWuXTsdOXLEqX9s\nbKyqV68uLy8vNW3aVBs3bnQ57qVLlzR69GiFhobKZrMpKChIL730ki5fvuzQz2q1KioqSnPmzFHd\nunVls9m0atWqG9b98ssvq1atWurbt6/L5XXq1HEIK1JOgOjUqZNOnDihixcvXnf8mTNnymq1atOm\nTXrmmWfk7+8vX19fDRkyRJmZmUpJSVH//v1Vrlw5+fn56aWXXnIa49prWHKn6x05ckQDBgyQr6+v\nypYtqyeeeELp6en2fgkJCbJarZo1y3kKlNVq1dixY+3jDRs2TJJUrVo1Wa1WWa1WJSYm2vvPnj1b\n4eHh8vLykp+fn3r37q0TJ044jBkREaF69eopLi5OrVq1kre3t0aMGHHd41PU3NxKytMz8L+vChbG\nSpWqKkmyWt3tbb/+ulaXLp1V3bp/d+hbt+7Tysy8qMTE5bdULwAAwB9ZoZ5hycvEiRPl5uamYcOG\n6dy5c5p/UUpNAAAgAElEQVQ0aZL69u2rbdu22ftMnz5dkZGRatGihZ5//nkdOXJE3bp1U7ly5RQU\nFGTvl52dra5du2rz5s0aMmSIateurT179mjy5Mk6ePCglixZ4rDtNWvWaP78+YqKipK/v7+qVq16\n3Vq///57ffrpp9q8eXOB9/PkyZPy9vaWl5dXvvpHRUWpYsWKevXVV7V161ZNmzZNPj4+2rhxo0JD\nQ/Xaa69p+fLleuONNxQWFqZ+/fo5rO9q+l3Pnj0VEhKiiRMnKi4uTh9//LECAwM1ceLEG657tR49\neujQoUOaN2+epkyZIn9/f0my/3P8+PGKjo5Wr169NHjwYP32229677331KpVK+3atUs+Pj727SQn\nJ6tz587q3bu3+vfvr/Lly+fr+JhFRkayDCNLqamJiosbK0/P8qpZc6B9+ZkzuyRJAQGNHdbz928k\ni8Wq5OTduvde1+EXAAAA13dbAsulS5e0e/dulSiRszlfX189++yz2rt3r+rWravMzEyNGDFCDRs2\n1Nq1a+396tSpo8GDBzsElrlz52r16tXasGGDmjdvbm8PCwtTZGSktm7dqmbNmtnbDx48qB9//FG1\natW6YZ2GYSgqKkqPPfaYmjZtqoSEhHzv4+HDh7V48WL16tUr39fxVKhQQcuX5/z6HhkZqcOHD+vN\nN9/UU089pQ8+yJmONGjQIAUHB+uTTz5xCiyuNGrUSNOmTbO/Tk5O1vTp050Cy43Uq1dPDRs21Lx5\n8/Twww87vAfHjh3T6NGjNWHCBIezP927d1fDhg01depUDR8+XFLOMT158qQ++ugjDRo0qEA1mMWc\nOZWUlZVz9q5MmRB16bJe3t6V7MvT0pJksbjJZvN3WM/NraRsNj+lpf16W+sFAAC4m9yW2xoPHDjQ\nHkIkqWXLlpKk+Ph4SdKOHTt0+vRpRUZGOvQbMGCA/Zf6XAsWLFDt2rVVs2ZNnTlzxv6Xe3eytWvX\nOvRv3bp1vsKKlDNV66efftLrr79eoP1LS0vTo48+Km9v7wIFgyeffNLhdZMmTZzarVarwsPDdfTo\n0XyNGRkZ6fC6ZcuWSk5OVmpqar7rupHFixfLMAz99a9/dXgPypcvr9DQUKf3wGazaeDAgXmMZn6d\nOq1Sp07f6P7731JWVoZWrGiv1NT/TX3LykqXm5vra4qsVg9duZLuchkAAABurNDPsLg6u3D1r/NS\nzhkWSUpJSZGU84u9JN17772OxZUooZCQEIe2Q4cO6cCBAwoICHC57dOnTzu0VatWLV91//777xo+\nfLiGDRumSpUq3XiF/8rKytJjjz2mAwcO6JtvvtE999yT73WvPS654axKlSpO7bnHqqBjXn2sS5Uq\nle/arufQoUMyDMPp/cp17U0NKlWq5BBE7zQVK7aWJFWp0kHBwd20YEGYdu4cq1atYiVJbm6e9jMw\n18rKylCJEsV3gwEAAIA7XYG+RdpsNklyuIj7amlpafY+V3Nzc3PZPz93n7q2T3Z2turXr6+3337b\nZf/KlSs7vM7v3ajefPNNZWZmqmfPnvapYLkXkJ89e1YJCQmqVKmS3N3dHdYbNGiQli9frrlz5yoi\nIiJf28qV13Fx1Z7fO3Xd6FjnNV0tKysrX+NLOe+BxWLRypUrXW7v2mBUkDuCxcWN1b59Hzm0hYb2\nVmho73yPUZTKlAmRv38D/fbbf+xtXl4VZBhZysg44zAtLCvrsi5dOisvr4rFUSoAAMBNmzdvnubN\nm+fQdu7cuWKppUCBJfeC9QMHDjidhUhLS9Px48fVsWPHAheRO+7BgwcdvvRnZmYqPj5eDRs2tLeF\nhobqhx9+UNu2bQu8nes5fvy4UlJSVLduXadlEyZM0IQJE7R7927Vr1/f3v7iiy9q5syZeuedd9Sr\nV69Craeo5J5xufYDl3uW62p5hZvQ0FAZhqHg4OA8z7LcrPDwaAUF/aVQxyxsV66ky2L5X1Dz98/5\nfP7223YFBXWyt58+vUOGkX3Vs14AAADuDL1791bv3o4/GO/cuVPh4eG3vZYCXcPSrl07lSxZUv/6\n17+cfvGPjY1VVlaWOnXqlMfaeWvcuLECAgL04YcfKjMz094+c+ZMp4cW9uzZU7/88ovDheW50tPT\nlZaWVuDtS9LQoUO1dOlSh7+PPsr5pX/gwIFaunSpgoOD7f3feOMNvfXWWxo5cqSioqJuapsFUVgP\n5CxTpoz8/f21fv16h/apU6c69fX29pYkp+lo3bt3l5ubm8NtlXMZhqGzZ88WSq3FKTs7S5cuOU/D\n++2373X27E+qUOEBe1vFim3l4VFO+/b9y6Hvvn3/kru7t+kDGAAAgJkV6AxLQECAoqOjNWrUKLVq\n1UpdunSRl5eXtmzZos8//1wdOnRQly5dClyEu7u7Xn31VQ0ZMkRt27ZVz549FR8fr5kzZyokJMQh\nHPXr10/z589XZGSk1q5dq+bNmysrK0sHDhzQggUL9O2336pRo0YFrqFhw4YOZ3Ik2aeG1a1bV127\ndrW3L1myRC+99JLuvfde1apVS7Nnz3ZYr3379goMDFRhKsyHN/7tb3/TxIkTNWjQIIWHh2vDhg06\ndOiQU7/GjXNu0zty5Ej16tVL7u7u6tq1q0JCQvTqq69q+PDhSkhIULdu3VS6dGnFx8dr6dKlGjx4\nsP75z38WSe2F5aef3tfly+fsd/A6duxLpabmPGMmLGyoDCNbc+ZUUfXqj8nXt45KlPDW2bM/6uDB\nGfLyukcNGgy3j1WihE333TdOmzY9re++66nKldsrKWmjDh+eoyZNJvDQSAAAgFtQ4CuhR4wYoeDg\nYL3//vsaN26crly5opCQEI0dO9blAw7ze2Zg0KBBysrK0htvvKFhw4apfv36+uqrrzRq1CiHMSwW\ni5YuXarJkyfr008/1ZIlS+Tl5aXq1avrueeeK/QpSq7s2bNHUs6tjF09G2Xt2rU3DCyujovFYilQ\ne377XNseHR2t06dPa+HChZo/f746d+6sb775xqnmxo0ba9y4cfrwww+1cuVKGYah+Ph4+4M6a9So\nocmTJ9sfNhkUFKQOHTqoW7duBaq9OPz441u6cCFnGpzFYlFCwhLFxy+WxWJRjRr95eVVQbVqDVJS\n0lrFxy/UlSvpKlWqimrWfEING46Sl5fjs2Tq1HlKVqu79ux5S8eOfalSpYLUvPkUhYUNLY7dAwAA\nuGtYDDP+/I0/nNw5kR07fn1XT6FKTU1UcvJ4xcaOdLqjGwAAgJnlfl+Li4u7qRlNN+u2PIcFAAAA\nAG4GgQUAAACAaRFYAAAAAJgWgQUAAACAaRFYAAAAAJgWgQUAAACAaRFYAAAAAJgWgQUAAACAaRFY\nAAAAAJgWgQUAAACAaRFYAAAAAJgWgQUAAACAaRFYAAAAAJgWgQUAAACAaRFYAAAAAJgWgQUAAACA\naRFYAAAAAJhWieIuALhaRkayUlMTi7uMIpOWdrK4SwAAALijEFhgKpcuLVNy8ubiLqNIlS0r2Wy2\n4i4DAADgjkBggamMHPmE6tWrV9xlFCmbzabAwMDiLgMAAOCOQGCBqVSoUEFBQUHFXQYAAABMgovu\nAQAAAJgWgQUAAACAaRFYAAAAAJgWgQUAAACAaRFYAAAAAJgWgQUAAACAaRFYAAAAAJgWgQUAAACA\nafHgSJhKUlKSEhMTi7sM4JbYbDYFBgYWdxkAANwVCCwwlfHjP1GZMv7FXQZwS8qWld59dxyhBQCA\nQkBggal4eHSTn19EcZcB3LS0tJM6d266MjIyirsUAADuCgQWmIrN5qdSpYKKuwzglqSnF3cFAADc\nPbjoHgAAAIBpEVgAAAAAmBaBBQAAAIBpEVgAAAAAmBaBBQAAAIBpEVgAAAAAmBaBBQAAAIBpEVgA\nAAAAmBaBBQAAAIBpEVgAAAAAmBaBBQAAAIBpEVgAAAAAmJbpA0tERITatGlT3GWYjtVqVUxMTHGX\nAQAAABSpAgWWMWPGyGq16uzZsy6Xh4WFFXq4sFgsslgshTpmfmRmZqpOnTqyWq166623nJZbrVaX\nf6+//vptq7Goj8uWLVsUExOj8+fPF+l2gMKyc+d4xcZatWBBPadlKSn7tWJFR82YUVqzZvlp7dr+\nysg4c93xTp7cpNhYq2JjrcrIcP3fPQAAULRKFOZgRREuDMMolsDy3nvv6fjx45LyDgbt27dX//79\nHdoaNmxY5LVJUkZGhtzc3Ip0G7mBZeDAgfLx8SnSbQG3KjX1hHbvniB3d2+nf2dTU0/oq69aycPD\nV/fd95oyMy9oz543dfbsj3rkke9ltbo7jWcY2dq8OUru7t66ciXtdu0GAAC4RqEGFsMwCnO4Qped\nna3MzEx5eHhct99vv/2mcePG6eWXX9Yrr7ySZ78aNWqoT58+hV1mvpQsWfK2bauw39f09HR5enoW\n6pjAtm0vqHz55srOvuJ05mT37gm6ciVd3bvvUqlSlSVJgYFNtHz5g/r555mqXXuQ03j798fq4sUT\nqlnzb/rpp3duyz4AAABnRXoNy7p162S1WrVgwQKNHz9elStXlqenp9q1a6cjR4449Y+NjVX16tXl\n5eWlpk2bauPGjS7HvXTpkkaPHq3Q0FDZbDYFBQXppZde0uXLlx36Wa1WRUVFac6cOapbt65sNptW\nrVp1w7pffvll1apVS3379r1uP8MwlJ6eroyMjBuOebWZM2fKarVq06ZNeuaZZ+Tv7y9fX18NGTJE\nmZmZSklJUf/+/VWuXDn5+fnppZdechrj2mtYcqfrHTlyRAMGDJCvr6/Kli2rJ554Qunp6fZ+CQkJ\nslqtmjVrlssxx44dax9v2LBhkqRq1arZp7wlJiba+8+ePVvh4eHy8vKSn5+fevfurRMnTjiMGRER\noXr16ikuLk6tWrWSt7e3RowYUaDjBdxIUtIGxccvUrNmUyQ5n5WNj1+koKCH7GFFkipV+rN8fGro\n6NH5TuNlZJzVjh2vqHHjcSpZkrOLAAAUp0I9w5KXiRMnys3NTcOGDdO5c+c0adIk9e3bV9u2bbP3\nmT59uiIjI9WiRQs9//zzOnLkiLp166Zy5copKCjI3i87O1tdu3bV5s2bNWTIENWuXVt79uzR5MmT\ndfDgQS1ZssRh22vWrNH8+fMVFRUlf39/Va1a9bq1fv/99/r000+1efPmG+7XzJkzNXXqVBmGodq1\na2vUqFHq3bt3vo9LVFSUKlasqFdffVVbt27VtGnT5OPjo40bNyo0NFSvvfaali9frjfeeENhYWHq\n16+fw/qupqr17NlTISEhmjhxouLi4vTxxx8rMDBQEydOvOG6V+vRo4cOHTqkefPmacqUKfL395ck\n+z/Hjx+v6Oho9erVS4MHD9Zvv/2m9957T61atdKuXbvsU8gsFouSk5PVuXNn9e7dW/3791f58uXz\nfYyAG8nOztLmzVGqXXuQypWr67T84sVflJ5+WgEBjZ2WBQTcp+PHv3Fq37HjFXl5VVDt2kMUF8fN\nLQAAKE63JbBcunRJu3fvVokSOZvz9fXVs88+q71796pu3brKzMzUiBEj1LBhQ61du9ber06dOho8\neLBDYJk7d65Wr16tDRs2qHnz5vb2sLAwRUZGauvWrWrWrJm9/eDBg/rxxx9Vq1atG9ZpGIaioqL0\n2GOPqWnTpkpISMizb/PmzdWrVy9Vq1ZNv/zyiz744AP17dtX58+fV2RkZL6OS4UKFbR8+XJJUmRk\npA4fPqw333xTTz31lD744ANJ0qBBgxQcHKxPPvnEKbC40qhRI02bNs3+Ojk5WdOnT3cKLDdSr149\nNWzYUPPmzdPDDz/s8B4cO3ZMo0eP1oQJExzO/nTv3l0NGzbU1KlTNXz4cEk5x/TkyZP66KOPNGiQ\n87Qb4Fbt3/+hUlMT1bjxGpfL09KSJEleXhWclnl5VdClS2eVnZ1pv44lOXmP9u+PVadO3xTL9XMA\nAMDRbbmt8cCBA+0hRJJatmwpSYqPj5ck7dixQ6dPn1ZkZKRDvwEDBjhd7L1gwQLVrl1bNWvW1Jkz\nZ+x/uXcnW7t2rUP/1q1b5yusSDlnTH766ad83elr06ZNioqK0kMPPaQhQ4YoLi5OYWFhGjFiRL6n\niD355JMOr5s0aeLUbrVaFR4erqNHj+ZrzGvDUsuWLZWcnKzU1NR8rZ8fixcvlmEY+utf/+rwHpQv\nX16hoaFO74HNZtPAgQMLbftAroyMZO3YEa1GjaJls/m57HPlSs6USDc352vXSpSwOfSRpC1bhioo\nqLMqV25XBBUDAICCKvQzLK5+kbz613kp5wyLJKWkpEjK+cVeku69917H4kqUUEhIiEPboUOHdODA\nAQUEBLjc9unTpx3aqlWrlq+6f//9dw0fPlzDhg1TpUqV8rXO1dzd3fXMM88oMjJSO3fudDj7k5dr\nj0tuOKtSpYpTe+6xKuiYVx/rUqVK5WuMGzl06JAMw3B6v3Jde1ODSpUqOQRRoLBs3z5KNpu/wsKi\n8uxTokTODR6ysi45LbtyJcOhz5EjX+jUqa169NG9RVAtAAC4GQX6Fmmz5fwaefVF3FdLS0uz97la\nXrffzc/dp67tk52drfr16+vtt9922b9y5coOr/N7N6o333xTmZmZ6tmzp30qWO4F5GfPnlVCQoIq\nVaokd3fn259eu+28nlNzrbyOi6v2/N6p60bHOq8pLllZWfkaX8p5DywWi1auXOlye9cGo4LcESwu\nbqz27fvIoS00tLdCQ/N/bRD+GM6fP6QDB6apWbMpunjxfzd7yMrKUFbWZV24cEwlS5axTwXLnRp2\ntbS0JNlsfvbpYNu2vaiQkEdltbrrwoUESdLly+ckSampicrKypC3d8Ui3jMAAIrfvHnzNG/ePIe2\nc+fOFUstBQosuResHzhwwOksRFpamo4fP66OHTsWuIjccQ8ePKiIiAh7e2ZmpuLj4x2ebRIaGqof\nfvhBbdu2LfB2ruf48eNKSUlR3brOF+1OmDBBEyZM0O7du1W/fv08x8idtuXq7I9Z5J5xufYDl3uW\n62p5hZvQ0FAZhqHg4OA8z7LcrPDwaAUF/aVQx8Td6eLFX2QY2dqyZai2bBnqtHzevGqqV+85NWv2\ntjw9A3T69HanPqdPfy8/vwZXjXlChw/P1eHDc536Ll7cSH5+DdSjx87C3REAAEyod+/eTjeT2rlz\np8LDw297LQUKLO3atVPJkiX1r3/9S23btnX4QhsbG6usrCx16tSpwEU0btxYAQEB+vDDDzVw4ED7\nWYyZM2c6PWW9Z8+eWrFihaZNm+Z0EXd6eroMw5CXl1eBaxg6dKgeeeQRh7ZTp05pyJAhGjhwoLp1\n66bg4GBJ0pkzZ+x3y8p14cIFTZkyRQEBAUXyRhbWxb9lypSRv7+/1q9fr6FD//clb+rUqU59vb29\nJeVMJ7t6qln37t01fPhwxcTEaPbs2Q7rGIahlJQUlStXrlDqBfJSrlw9tW+/RNLV/24Y2r59lK5c\nSVWzZu+oTJnqkqRq1Xro4MFZSk09Yb+18S+/rNb584dUv/4/7Ws7jycdOTJPR458oTZtPpO3t+MZ\nXAAAUPQKFFgCAgIUHR2tUaNGqVWrVurSpYu8vLy0ZcsWff755+rQoYO6dOlS4CLc3d316quvasiQ\nIWrbtq169uyp+Ph4zZw5UyEhIQ7Tofr166f58+crMjJSa9euVfPmzZWVlaUDBw5owYIF+vbbb9Wo\nUaMC19CwYUOnp9TnTg2rW7euunbtam9///33tXTpUnXt2lVVqlRRUlKSPvnkE504cUKfffZZkVyv\nUZgPb/zb3/6miRMnatCgQQoPD9eGDRt06NAhp36NG+fcBnbkyJHq1auX3N3d1bVrV4WEhOjVV1/V\n8OHDlZCQoG7duql06dKKj4/X0qVLNXjwYP3zn//7Emj2B4rizmSz+Sk4uJtT+48/TlZGhhQc/L9/\nZxs0GKGjRxfo66/bKCzs2f8+6f4N+fnVV82a/7shhKvxzpzJOaNSpUon2WwEcQAAbrcCf7MeMWKE\ngoOD9f7772vcuHG6cuWKQkJCNHbsWJcPOMzvmYFBgwYpKytLb7zxhoYNG6b69evrq6++0qhRoxzG\nsFgsWrp0qSZPnqxPP/1US5YskZeXl6pXr67nnnuu0KcoudKyZUtt3bpVH3/8sZKTk+Xt7a2mTZtq\n5syZDlParsfVcbFYLAVqz2+fa9ujo6N1+vRpLVy4UPPnz1fnzp31zTffKDAw0KFf48aNNW7cOH34\n4YdauXKlDMNQfHy8/UGdNWrU0OTJk+0PmwwKClKHDh3UrVs3h21za1jcXs6fuVKlKqtLl/XauvV5\nff/9y3Jz81BQ0EO6//637Nev5Dkan2EAAIqVxeDnb5hA7pzIjh2/5hoW3NFSUxOVnDxesbEjne7a\nBwDAnSz3+1pcXNxNzWi6WbflOSwAAAAAcDMILAAAAABMi8ACAAAAwLQILAAAAABMi8ACAAAAwLQI\nLAAAAABMi8ACAAAAwLQILAAAAABMi8ACAAAAwLQILAAAAABMi8ACAAAAwLQILAAAAABMi8ACAAAA\nwLQILAAAAABMi8ACAAAAwLQILAAAAABMi8ACAAAAwLRKFHcBwNUyMpKVmppY3GUANy0t7WRxlwAA\nwF2FwAJTuXRpmZKTNxd3GcAtKVtWstlsxV0GAAB3BQILTGXkyCdUr1694i4DuCU2m02BgYHFXQYA\nAHcFAgtMpUKFCgoKCiruMgAAAGASXHQPAAAAwLQILAAAAABMi8ACAAAAwLQILAAAAABMi8ACAAAA\nwLQILAAAAABMi8ACAAAAwLQILAAAAABMiwdHwlSSkpKUmJhY3GUAAHBb2Gw2BQYGFncZgKkRWGAq\n48d/ojJl/Iu7DAAAbouyZaV33x1HaAGug8ACU/Hw6CY/v4jiLgMAgCKXlnZS585NV0ZGRnGXApga\ngQWmYrP5qVSpoOIuAwCA2yI9vbgrAMyPi+4BAAAAmBaBBQAAAIBpEVgAAAAAmBaBBQAAAIBpEVgA\nAAAAmBaBBQAAAIBpEVgAAAAAmBaBBQAAAIBpEVgAAAAAmBaBBQAAAIBpEVgAAAAAmBaBBQAAAIBp\nEVjuQGPGjJHVylsHAACAu98d9a13/PjxslqtqlevntOyAQMGyGq1Ov3Vrl07X2MnJCS4XN9qtWr+\n/PlO/X/55Rf17NlTvr6+8vHx0cMPP6z4+Phb3sf8sFgsslgsRb6dCRMmaNmyZUW+HQAAJCkz86J2\n7BitFSs6atascoqNtergwVku+6ak7NeKFR01Y0ZpzZrlp7Vr+ysj44xTv337/qV///tRzZkTpNhY\nq9atG5jn9i9dOqcNGwbr008D9MknpfT112115syuQts/ADenRHEXkF8nTpzQhAkT5O3tneeXdQ8P\nD02fPt2hzcfHp0Db6dOnjzp37uzQdv/99zu8Tk1NVZs2bXThwgWNHDlSJUqU0OTJk9W6dWvt3r1b\n5cqVK9A2C2rUqFEaPnx4kW5DygksPXv2VLdu3Yp8WwAAZGSc1s6d41S6dFX5+TXQr7+uk+T8//zU\n1BP66qtW8vDw1X33vabMzAvas+dNnT37ox555HtZre72vj/8MEmZmakKCGii9PSTLseTJMPI1sqV\nf9HZs3v0pz8Nk4eHn/btm6qvvopQ9+5x8vEJLZJ9BnBjd0xgeeGFF9S8eXNduXJFZ844/4IiSe7u\n7urTp88tbadRo0Y3HGPq1Kk6fPiwtm/frvDwcElSp06dFBYWprfeekvjx4+/pRpuxM3NTW5ubkW6\nDSnnTI5hGIU6ZkZGhjw8PG7LGSIAwJ3Fy6ui+vU7KU/PQJ0+HaclS+5z2W/37gm6ciVd3bvvUqlS\nlSVJgYFNtHz5g/r555mqXXuQvW+XLhtUqlQVSdKMGaXz3PbRowt16tRWPfjgQlWr1l2SVL16T33x\nRQ3FxY1W27ZzCms3ARTQHTElbMOGDVq0aJGmTJkiwzDy/LJrGIays7P1+++/3/S2DMPQxYsXdfny\n5Tz7LFy4UE2aNLGHFUmqWbOm/vznP7ucPnat4OBgdenSRatXr1Z4eLi8vLxUv359rVu3TpK0aNEi\nhYWFydPTU40bN9bu3bsd1nd1DYvValVUVJSWLl2qsLAw2Ww2hYWFadWqVQ79BgwYoGrVqjnVdO2Y\nVqtVFy9e1KxZs+xT4wYO/N9p9F9++UVPPPGEypcvb9/WjBkzHMZct26drFarvvjiC40aNUqVKlWS\nt7e3Lly4cMNjBAD443FzKylPz8D/vsr7B7P4+EUKCnrIHlYkqVKlP8vHp4aOHnX8/3BuWLmR+PiF\n8vK6xx5WJMlm81dISE8lJCxTdnZm/ncEQKEyfWDJyspSVFSUBg0apLp16163b1pamsqUKaOyZcvK\nz89PzzzzjC5evFig7cXExKh06dLy9PRUkyZN9O9//9theXZ2tvbs2aPGjRs7rXvffffpyJEjN9ym\nxWLRoUOH1K9fPz388MN67bXXlJKSoq5du2rGjBl6/vnn9fjjjysmJkZHjhxRz549nc50uAptmzZt\n0tNPP60+ffpo0qRJysjIUI8ePXT27Nkbrntt+2effSYPDw+1atVKs2fP1uzZsxUZGSlJOnXqlO6/\n/36tWbNGQ4cO1bvvvqvQ0FA9+eSTeuedd5zGHTdunL755hsNGzZMr732mtzd3Z36AACQHxcv/qL0\n9NMKCHD+/3BAwH03fc3JmTO75O/fyOWYV66k6dy5gzc1LoBbZ/opYR9++KESExO1Zs2a6/arWLGi\nXnrpJTVq1EjZ2dn65ptvNHXqVP3www9at27dDadQubm5qX379urevbsqVaqkI0eO6O2331anTp30\n5Zdf2q9rOXv2rC5fvqwKFSo4jZHb9uuvv+ree+/Nc1uGYejQoUPasmWLmjZtKkmqU6eOOnTooKef\nfloHDx5U5co5vxr5+vpqyJAh2rBhg1q3bu0wxrUOHDigffv22c+gtGnTRn/60580b948Pf3009dd\n9yugX98AACAASURBVNr2vn37KjIyUiEhIU5T5EaOHCnDMLRr1y75+vpKkgYPHqw+ffpozJgxioyM\nlIeHh73/pUuXFBcX59AGAMDNSEtLkiR5eTn/f9jLq4IuXTqr7OxMh+tY8jtuxYoRLsfMWf6rypW7\n/g+nAIqGqQNLcnKyoqOjFR0dLT8/v+v2nTBhgsPrnj17qkaNGho5cqQWLlyoXr16XXf9KlWqaOXK\nlQ5t/fr1U506dfTPf/7THljS09MlyeWXb5vN5tDneurUqWMPK5LUpEkTSVK7du3sYeXq9vj4eIfA\n4kq7du0cpnvVq1dPZcqUKdS7lxmGoUWLFumxxx77f/buPC6qcvEf+OcMy8zAsI6AoBICoSIobrj8\ncjfDq7jkCqWG5VJe9WqlmXzNJMW8LpXVxSWX0szc0uvNTEjrmgsGaJoLuAuCsss2rOf3B5fR4wyK\nCM5RP+/Xi9ereeY5z3nOAznnM+d5zkF5eblkPVHfvn3x3XffIT4+Hp07d9aXjx07lmGFiIjqRFlZ\n5WesmZnh54q5uUpfx9Ly4QJLebkOCoVhm2Zmd9okItOQ9ZSw8PBwNGjQAFOmTKnV9tOnT4dCoUBM\nTIy+LC0tTfKj0+mq3d7BwQFhYWE4f/48bty4AQBQq9UAKq8a3Kuqrao69+Pu7i55XXU3syZNmhgt\nz87Ofug2gcpjqMm2NZWeno7c3FysXLkSzs7Okp9x48ZBEATcunVLso2xNTNERES1YW5e+RlbXm74\nOVxWppPUedh2KyoM2ywvr32bRFQ3ZHuFJSkpCatXr8Ynn3yC5ORkfblOp0NJSQmuXr0KW1tb/ZQk\nY1QqFRwdHSVrONzc3CR11q9fjzFjxlTbRtXVjqysLLi5ucHR0RFKpRKpqakGdavK7t2HMdVNUauu\nvCZ366rJttWtXykvL39g+0DlGh6g8urT2LFjjda59zk5NQlwVeLi5uPMmZWSMm/vEHh7h9S4DSIi\nenrdmaJl+DlcWJgKlUr70NPBqtotKLhhtM3K9x/82U70NNm8eTM2b94sKcvJyTFJX2QbWFJSUlBR\nUYGpU6di6tSpBu83bdoU//jHP7Bs2bJq28jLy0NGRgacnJz0ZdHR0ZI6vr6+9+3HpUuXAEDfRtWD\nK48fP25Q99ixY/Dy8oK1tfV92zQlBwcHo39sV69eNSgzFm6cnJxgY2ODsrIy9OrVq877167dXLi7\n96/zdomI6Olgbd0IarUT0tMNP4fT02Oh1QbUql2tNgCpqf81uBvprVvHYGFhDXt7n1r3mehJFBIS\ngpAQ6RfG8fHxkrvkPi6yDSz+/v7YuXOn5B8NURQRHh6O/Px8fPrpp/Dy8gJQOT2rpKQENjbS+6tH\nREQAAIKCgvRl1Z1kZ2RkoEGDBpKylJQUrF27Fq1bt4aLi4u+fNiwYXjvvfcQFxen/6WdP38eBw4c\nwLvvvvsIR13/vL29kZubi1OnTumvhKSmphqMNQBYW1sbTCczMzPD0KFD8e233+L99983uHNbenq6\nJCASERHVtaZNhyIxcQPy85P1tzZOSYlBbm4SWrV6u5ZtDsOlS9tw+fIOeHoOBQDodBm4dGkr3N2D\na3XVhojqhmwDi1arNfqE9eXLlwMABg4cqC9LTU1FmzZtEBoaimbNmgEA9u3bh71796Jfv341elL7\nu+++i0uXLqF3795wdXXFlStXsHLlShQVFRncqvett97C6tWr0b9/f7zzzjswNzfHsmXL0LBhQ7z9\ndu3+oawv904lGzVqFGbNmoUhQ4Zg6tSpKCgoQFRUFJo1a4b4+HhJ3Xbt2iE6OhrLly+Hq6srPD09\nERgYiEWLFuHAgQPo2LEjxo8fjxYtWiArKwvx8fGIiYlBZmbm4zxEIiJ6ipw+/TlKSnJQWFg5Pevq\n1d3Iz78GAPDzmwpLS1sEBLyPS5e2Ys+envDzm/a/J93/E1ptKzRrFiZp7+rVfyMz8yQAoKKiFFlZ\nJxEf/xEAwMNjEBwdK7+88/QchtOnO+HXX8OQk3NG/6R7QET79h8+pqMnImNkG1iqIwiCwZUABwcH\nBAcHY//+/diwYQPKy8vx/PPPIzIyEu+8806N2n3ppZcQFRWFL774AtnZ2XBwcECPHj0QHh6OgADp\n5WWNRoODBw9i+vTp+Oijj1BRUYGePXti+fLlD7ybWdUxPApjY1DTfTk6OmLnzp2YMWMGZs6cCU9P\nTyxatAiJiYlISJDeu37ZsmWYMGECwsPDUVRUhNdeew2BgYFwdnZGbGws5s+fjx07diAtLQ1arRZ+\nfn5YvHhxnR4rERE9W06dWoq8vMppyoIg4MqVnbh8eQcEQYCPzxhYWtpCo2mM4OBfceTIDMTGvgcz\nMyXc3QegU6elBldCLl/egcTEDfr2MjNPICMjAYIgQKNx1wcWQVAgKOhHHDv2Lk6f/gxlZUVwdg5E\nz55fw86u+kcVEFH9E8SarOYmqmdVcyKDgvZwDQsRET0T8vOvITNzAVatmmP0Tp9EclN1vhYXF4e2\nbQ0ftFpfZH1bYyIiIiIierYxsBARERERkWwxsBARERERkWwxsBARERERkWwxsBARERERkWwxsBAR\nERERkWwxsBARERERkWwxsBARERERkWwxsBARERERkWwxsBARERERkWwxsBARERERkWwxsBARERER\nkWwxsBARERERkWwxsBARERERkWwxsBARERERkWwxsBARERERkWwxsBARERERkWyZm7oDRHfT6TKR\nn3/N1N0gIiKqd4WFaabuAtETgYGFZKW4eBcyM383dTeIiIgeC3t7QKVSmbobRLLGwEKyMmfOOPj7\n+5u6G0RERI+FSqWCs7OzqbtBJGsMLCQrrq6ucHd3N3U3iIiIiEgmuOieiIiIiIhki4GFiIiIiIhk\ni4GFiIiIiIhki4GFiIiIiIhki4GFiIiIiIhki4GFiIiIiIhki4GFiIiIiIhki4GFiIiIiIhkiw+O\nJFlJTU3FtWvXTN0NIiKiJ5ZKpYKzs7Opu0FUZxhYSFYWLFgLW9sGpu4GERHRE8veHvjsswiGFnpq\nMLCQrCiVg6DV9jB1N4iIiJ5IhYVpyMn5CjqdztRdIaozDCwkKyqVFhqNu6m7QURE9MQqKjJ1D4jq\nFhfdExERERGRbDGwEBERERGRbDGwEBERERGRbDGwEBERERGRbDGwEBERERGRbDGwEBERERGRbDGw\nEBERERGRbDGwEBERERGRbDGwEBERERGRbDGwEBERERGRbDGwEBERERGRbDGwEBERERGRbDGwPIHm\nzZsHhYK/OiIiIiJ6+pmbugP3c/DgQfTq1cvoe0ePHkVgYKCk7OzZs5g+fTp+//13WFpaon///li2\nbBkaNGjwwH1duXIFnp6eRt/77rvvMGLECP3refPmYf78+Qb1lEolioqKHrivRyUIAgRBqPf9LFy4\nEC1btsSgQYPqfV9ERER1rbS0ACdPLsatW8eQnh6L4uIc9OixDj4+Yw3qZmefxZEj03Hz5u9QKCzh\n7t4fnTsvg0olPYdYtcr4F4aBgZEICJilf/3vf/dAaupvRusqFOZ4442SRzgyomeLrANLlWnTpqFD\nhw6SMi8vL8nr5ORkdOvWDQ4ODoiMjEReXh6WLFmCU6dOITY2FhYWFjXaV2hoKP72t79Jyjp16mS0\nblRUFDQajf61mZlZjfbxqMLDwzF79ux638/ChQsxYsQIBhYiInoi6XTpiI+PgI3Nc9BqA3DjxkEA\nhl/45ecn49//7gal0gEdOkSitDQPf/65BFlZpzBkSCwUCuk5ROPGfeHjM0ZSptW2kbxu0yYcLVrc\nkpSVlubjv/+dhMaNX6qLwyN6ZjwRgaVr1654+eWX71tn4cKFKCoqQkJCAho3bgwACAwMxIsvvoj1\n69dj/PjxNdpX27ZtERoaWqO6w4YNg6OjY43q1iUzM7PHEo4EQYAoinXapk6ng1KpfCxXiIiI6Nlm\nZeWG0aPToFY7Iz09Djt3djBa78SJhSgrK8LLLydAo6k8h3B2DsR//vMizp9fjxYtpOcQdnY+8Pa+\n/7lC48Z9DMqSkjYCALy9X6nN4RA9s56IhRCiKCIvLw9lZWXV1tm+fTsGDBigDysA0Lt3b/j4+OD7\n779/qH0VFBSgpOTBl2orKipw+/bthz6p9/DwQHBwMGJiYtCuXTtYWVmhVatWOHjwoP5Y/Pz8oFar\n0b59e5w4cUKyvbE1LAqFAlOmTMEPP/wAPz8/qFQq+Pn5Yd++fZJ6r732Gpo2bWrQp3vbVCgUKCgo\nwIYNG6BQKKBQKBAWFqZ/PyUlBePGjYOLi4t+X+vWrZO0efDgQSgUCmzZsgXh4eFo1KgRrK2tkZeX\n91DjRUREVBtmZpZQq53/96r6z+rLl7fD3X2APqwAQKNGvWFn54NLl4ydQ4goKytCWZnuofpz4cK3\nsLDQwMODMxeIHsYTEVjCwsJgZ2cHtVqNXr16IS4uTvJ+SkoK0tPT0b59e4NtO3TogISEhBrv68MP\nP4SNjQ3UajUCAwOxf//+aut6enrC3t4etra2GD16NG7dulVt3bsJgoCkpCSMHj0agwcPRmRkJLKz\nszFw4ECsW7cOM2bMwNixY/Hhhx/i4sWLGDFihEEoMnaF4tChQ5g8eTJCQ0OxePFi6HQ6DB06FFlZ\nWQ/c9t7yb775BkqlEt26dcPGjRuxceNGTJo0CQBw8+ZNdOrUCb/88gumTp2Kzz77DN7e3nj99dfx\n6aefGrQbERGBvXv3YubMmYiMjKzx9DwiIqL6VlCQgqKidDg5GZ5DODl1QEaG4TlEYuJ6rFunwdq1\nVti6tSUuXNj8wP0UFaUjOXk/PDwGw9xcXSd9J3pWyHpKmFKpxLBhw/C3v/0NDRo0wF9//YUlS5ag\na9euOHz4MAICAgAAqampAABXV1eDNlxdXZGVlYXS0tL7niibmZmhb9++ePnll9GoUSNcvHgRy5Yt\nQ79+/bB7927JuhZHR0dMmTIFnTt3hlKpxG+//YYvvvgCsbGx+OOPP2BjY3Pf4xJFEUlJSTh8+DA6\nduwIAPD19cVLL72EyZMnIzExUX+lyMHBARMnTsRvv/2G7t27S9q417lz53DmzBn9FZSePXuidevW\n2Lx5MyZPnnzfbe8tf+WVVzBp0iR4enoaTJGbM2cORFFEQkICHBwcAAATJkxAaGgo5s2bh0mTJkGp\nVOrrFxcXIy4uTlJGREQkB4WFlecQVlaG5xBWVq4oLs5CRUWpfh2Li0sXeHmNhI1NUxQUpODMmS/w\nyy+voKQkF76+k6rdz8WLWyCK5ZwORlQLsg4snTt3RufOnfWvBwwYgGHDhqFVq1aYPXs29u7dCwD6\nO3MZOyFWqVT6OvcLLE2aNMFPP/0kKRs9ejR8fX3x9ttvSwLL1KlTJfWGDBmCwMBAvPLKK/jyyy8x\na9YsPIivr68+rADQ3/GsT58+kmltVeWXL1+WBBZj+vTpI5nu5e/vD1tbW1y+fPmB/akpURSxfft2\njBo1CuXl5cjIyNC/17dvX3z33XeIj4+X/N7Gjh3LsEJERLJUVlZ5DmFmZvg5ZW6u0textKw8hxg0\n6JCkTvPm47BjRzscP/4+fHxe029zr4sXv4Va7YzGjV+sy+4TPROeiClhd/Py8sKgQYNw4MAB/RUB\ntbry0mpxcbFBfZ1OJ6mTlpYm+al63xgHBweEhYXh/PnzuHHjxn37FRISgoYNGyImJqZGx+Hu7i55\nbWdnB6AyOBkrz87Ofug2gcpjqMm2NZWeno7c3FysXLkSzs7Okp9x48ZBEASDqXHG1swQERHJQdX0\nrPJyw3OIqjUq95vCpVBYoGXLv6O4OAcZGfFG69y+fQk3bx6Fl9dICMITd+pFZHKyvsJSncaNG6Ok\npAQFBQXQaDT6qWBVU8PulpqaCq1Wq7+64ubmJnl//fr1GDNmjMF2d+8LALKysgy2NVb33vUi1anu\nLl/VlddkYX9Ntq1u/Up5efkD2wcqbzQAVF59GjvW8D72QOWVnbtVhcWaiIubjzNnVkrKvL1D4O0d\nUuM2iIiIaqpqKljV1LC7FRamQqXSGtzW+F7W1pXnCsXFxs8BLlz4FgDvDkZPls2bN2PzZun6rJyc\nHJP05YkMLJcuXYJardY/A6VRo0ZwcnLC8ePHDerGxsbq17oAQHR0tOR9X1/fB+4LAJycnO5bTxRF\nXLlyBe3atavRMZiKg4OD0T+2q1evGpQZCzdOTk6wsbFBWVlZtQ/1fBTt2s2Fu3v/Om+XiIjIGGvr\nRlCrnZCebngOkZ4eC602wMhWUrdvV54rqNXGzxUuXPgWdnbecHYONPo+kRyFhIQgJET6hXF8fLxJ\nznVlfV0yPT3doOzkyZPYvXs3+vbtKykfOnQo9uzZg+TkZH1ZTEwMkpKSMHz4cH1Zr169JD8NGzYE\nAMlajCopKSlYu3YtWrduDRcXl/v261//+hcyMjIQFBT08Af6GHl7eyM3NxenTp3Sl6WmpmLnzp0G\nAcXa2tpgOpmZmRmGDh2K7du346+//jJo39jYEBERyVnTpkNx7doe5OffOYdISYlBbm4SPD3vnEPo\ndIbnCiUleTh9+hOo1U5o0MDwRC4jIwE5Oefg5VWzZ7wRkSFZX2EZOXIkrKys0LlzZzg7O+PMmTNY\ntWoVNBoNFi1aJKn7/vvvY+vWrejZsyemTZuGvLw8/POf/0SrVq0kzw+pzrvvvotLly6hd+/ecHV1\nxZUrV7By5UoUFRUZ3Kr3ueeew6hRo/TPOzl06BC2bNmCNm3aYOLEiXU6Bo/q3qlko0aNwqxZszBk\nyBBMnToVBQUFiIqKQrNmzRAfL517265dO0RHR2P58uVwdXWFp6cnAgMDsWjRIhw4cAAdO3bE+PHj\n0aJFC2RlZSE+Ph4xMTHIzMx8nIdIRERUrdOnP0dJSQ4KCyvXol69uhv5+dcAAH5+U2FpaYuAgPdx\n6dJW7NnTE35+0/73pPt/QqtthWbNwiRtXb36A557biCsrZugsDAV58+vRUFBMnr2/AYKheFp1YUL\nmwAAzz/P6WBEtSXrwDJkyBBs2rQJy5cvx+3bt+Hs7Ixhw4bhgw8+gKenp6Ru48aN8euvv2LGjBl4\n7733oFQqMWDAACxdurRGz/146aWXEBUVhS+++ALZ2dlwcHBAjx49EB4eLplSBgCvvvoqDh8+jO3b\nt0On08HDwwOzZs3CnDlz9Hclu59Hfcq7IAg1buPeeo6Ojti5cydmzJiBmTNnwtPTE4sWLUJiYqLB\n82qWLVuGCRMmIDw8HEVFRXjttdcQGBgIZ2dnxMbGYv78+dixYwfS0tKg1Wrh5+eHxYsX1+mxEhER\nPYpTp5YiL69y2rMgCLhyZScuX94BQRDg4zMGlpa20GgaIzj4Vxw5MgOxse/BzEwJd/cB6NRpqWT9\nSsOGL+DWrSM4d24NdLpMWFhYw9m5I3r0WA83tx4G+xbFCly8uAVOTu1gZ/f84zpkoqeOID7sY9qJ\n6kHVnMigoD1cw0JERFRL+fnXkJm5AKtWzTF691CiR1F1vhYXF4e2bds+tv3Keg0LERERERE92xhY\niIiIiIhIthhYiIiIiIhIthhYiIiIiIhIthhYiIiIiIhIthhYiIiIiIhIthhYiIiIiIhIthhYiIiI\niIhIthhYiIiIiIhIthhYiIiIiIhIthhYiIiIiIhIthhYiIiIiIhIthhYiIiIiIhIthhYiIiIiIhI\nthhYiIiIiIhIthhYiIiIiIhIthhYiIiIiIhItsxN3QGiu+l0mcjPv2bqbhARET2RCgvTTN0FojrH\nwEKyUly8C5mZv5u6G0RERE8se3tApVKZuhtEdYaBhWRlzpxx8Pf3N3U3iIiInlgqlQrOzs6m7gZR\nnWFgIVlxdXWFu7u7qbtBRERERDLBRfdERERERCRbDCxERERERCRbDCxERERERCRbDCxERERERCRb\nDCxERERERCRbDCxERERERCRbDCxERERERCRbDCxERERERCRbfHAkyUpqaiquXbtm6m4QERHJFp9k\nT88aBhaSlQUL1sLWtoGpu0FERCRb9vbAZ59FMLTQM4OBhWRFqRwErbaHqbtBREQkS4WFacjJ+Qo6\nnc7UXSF6bBhYSFZUKi00GndTd4OIiEi2iopM3QOix4uL7omIiIiISLYYWIiIiIiISLYYWIiIiIiI\nSLYYWIiIiIiISLYYWIiIiIiISLYYWIiIiIiISLYYWIiIiIiISLYYWIiIiIiISLYYWIiIiIiISLYY\nWIiIiIiISLYYWIiIiIiISLYYWIiIiIiISLYYWJ5A8+bNg0LBXx0RERERPf1kfdZ78OBBKBQKoz+x\nsbGSuq+99prRei1atHiofV68eBGhoaFwcXGBlZUVfHx8EB4eblAvJSUFI0aMgIODA+zs7DB48GBc\nvnz5kY63pgRBgCAI9b6fhQsXYteuXfW+HyIioodVWlqAP/74AD/+GIQNGxyxapUCiYkbjNbNzj6L\nH38Mwrp1NtiwQYsDB8ZAp8uQ1Ckr0+HXX1/H1q1+WL/eHmvXarB1qx/i4xegrKzQoM3k5Gjs2dMb\nX3/tjHXrbLBtW2ucPr0ColhRL8dL9CwzN3UHamLatGno0KGDpMzLy8ugnlKpxFdffSUps7Ozq/F+\nTpw4gR49eqBJkyZ45513oNVqcfXqVSQnJ0vq5efno2fPnsjLy8OcOXNgbm6O5cuXo3v37jhx4gQc\nHR0f4ugeXnh4OGbPnl2v+wAqA8uIESMwaNCget8XERHRw9Dp0hEfHwEbm+eg1Qbgxo2DAAy/zMvP\nT8a//90NSqUDOnSIRGlpHv78cwmysk5hyJBYKBQWAICyskJkZ5+Bu/sA2Nh4QBAUSEv7HXFxc5Ga\nehD9++/Xt3n9+k/Yu/dvcHT0Q5s2c2BuboXr13/E4cPTcPv2RXTp8snjGQSiZ8QTEVi6du2Kl19+\n+YH1LCwsEBoaWqt9VFRUYPTo0fD19cWBAwegVCqrrfvll1/iwoULOH78ONq1awcA6NevH/z8/LB0\n6VIsWLCgVn2oKTMzM5iZmdXrPoDKKzmiKNZpmzqdDkql8rFcISIioqeXlZUbRo9Og1rtjPT0OOzc\n2cFovRMnFqKsrAgvv5wAjaYxAMDZORD/+c+LOH9+PVq0GA8AUKkcMXjwEcm2LVpMgKWlHf7663Pk\n5V2BjY0HACAp6RuYmSkRHPwblEr7/9Udj3//uwcSE9czsBDVMVlPCasiiiLy8vJQVlb2wHoVFRW4\nffv2Q+/j559/xl9//YUPPvgASqUShYWFKC8vN1p327ZtCAwM1IcVAGjWrBl69+6N77///oH78vDw\nQHBwMGJiYtCuXTtYWVmhVatWOHjwIABg+/bt8PPzg1qtRvv27XHixAnJ9sbWsCgUCkyZMgU//PAD\n/Pz8oFKp4Ofnh3379knqvfbaa2jatKlBn+5tU6FQoKCgABs2bNBPrwsLC9O/n5KSgnHjxsHFxUW/\nr3Xr1knarJrSt2XLFoSHh6NRo0awtrZGXl7eA8eIiIjofszMLKFWO//vVfVfrl2+vB3u7gP0YQUA\nGjXqDTs7H1y69ODPbBub5wAAgnDnO14zMzXMzJSwtJTO4lCrG8Lc3OohjoKIauKJCCxhYWGws7OD\nWq1Gr169EBcXZ7ReYWEhbG1tYW9vD61Wi7///e8oKCio0T6io6MBAJaWlmjfvj00Gg2sra0REhKC\n7Oxsfb2Kigr8+eefaN++vUEbHTp0wMWLFx+4T0EQkJSUhNGjR2Pw4MGIjIxEdnY2Bg4ciHXr1mHG\njBkYO3YsPvzwQ1y8eBEjRowwuNJh7ArFoUOHMHnyZISGhmLx4sXQ6XQYOnQosrKyHrjtveXffPMN\nlEolunXrho0bN2Ljxo2YNGkSAODmzZvo1KkTfvnlF0ydOhWfffYZvL298frrr+PTTz81aDciIgJ7\n9+7FzJkzERkZCQsLi/uODxERUV0oKEhBUVE6nJwMP7OdnDogIyPBoLyiohQ6XQby86/j8uWd+PPP\npfD2DpEEHj+/KRDFCvz3vxORk3MOeXlXceZMFK5c2YmAgPqfsk30rJH1lDClUolhw4bhb3/7Gxo0\naIC//voLS5YsQdeuXXH48GEEBATo67q5uWHWrFlo27YtKioqsHfvXnz55Zc4efIkDh48+MApVElJ\nSQCAESNGoF+/fpgzZw5OnDiByMhIXL9+HYcOHQIAZGVloaSkBK6urgZtVJXduHEDzz//fLX7EkUR\nSUlJOHz4MDp27AgA8PX1xUsvvYTJkycjMTERjRtX/sPo4OCAiRMn4rfffkP37t0lbdzr3LlzOHPm\njP4KSs+ePdG6dWts3rwZkydPvu+295a/8sormDRpEjw9PQ2m2c2ZMweiKCIhIQEODg4AgAkTJiA0\nNBTz5s3DpEmTJFPqiouLERcXd99pdkRERHWtsDAVAGBlZfiZbWXliuLiLFRUlOrXsQDApUvb8csv\ndz73fHzGolu3NZJttdrWGDDgF/z0UzDOnat8TxDM8MILX6BFiwn1cShEzzRZB5bOnTujc+fO+tcD\nBgzAsGHD0KpVK8yePRt79+7Vv7dw4ULJtiNGjICPjw/mzJmDbdu2YeTIkffdV35+PgAgMDAQX3/9\nNQBgyJAhsLKywuzZsxETE4PevXujqKgIAIyefKtUKgDQ17kfX19ffVip2i8A9OnTRx9W7i6/fPmy\nJLAY06dPH8l0L39/f9ja2tbp3ctEUcT27dsxatQolJeXIyPjzl1W+vbti++++w7x8fGS39vYsWMZ\nVoiI6LErK6v8PDYzM/wMMjdX6etYWt4JLI0a9UL//tEoKclBSko0zp5dDUFQoHv3Ozf1yck5h59+\n6g+N5jl06vRPmJmpcOHCt/j9979DrXaBhwdvVkNUl56IKWF38/LywqBBg3DgwIEHLgifPn06FAoF\nYmJi9GVpaWmSH51OBwBQq9UAgJCQEEkbVVcXjhw5IqlXXFxssL9727ofd3d3yeuqu5k1adLEUASj\nIAAAIABJREFUaPnd09Jq2iZQeYWmJtvWVHp6OnJzc7Fy5Uo4OztLfsaNGwdBEHDr1i3JNsbWzBAR\nEdU3c/PKz+PycsPP7LIynaROFbXaGY0a9ULTpi/jhRe+RPv283H+/DqkpR3W1zl69B0IgjmCgw/i\n+edfhafnMPTtuwMNG76A33+fjIoK42tgiah2ZH2FpTqNGzdGSUkJCgoKoNFoqq2nUqng6OgoWcPh\n5uYmqbN+/XqMGTNGX+7i4iJ538nJCcCdwODo6AilUonU1FSD/VWV3bsPY6qbolZdeU3u1lWTbatb\nv1LdDQbuVVFReX/50aNHY+zYsUbr+Pv7S17XJMBViYubjzNnVkrKvL1D4O0dUs0WRERExlVNBaua\nGna3wsJUqFRayXQwY5o2HYrjx+cgPT0WDRt2AQCkpR2Cu3uwwQJ7d/dgHD36NvLzr8LW1rOOjoLI\nNDZv3ozNmzdLynJyckzSlycysFy6dAlqtfq+YQUA8vLykJGRoQ8dwJ3F9VV8fX0BAO3bt8eaNWsM\nnrly48YNAHeCi0KhgL+/P44fP26wv2PHjsHLywvW1tYPf1CPiYODg9E/tqtXrxqUGQs3Tk5OsLGx\nQVlZGXr16lXn/WvXbi7c3fvXebtERPTssbZuBLXaCenphp/Z6emx0GoDjGwlVV5eOa1MEO5MSqmo\nKIMoGn7RV1FRqn+f6EkXEhJiMPMoPj5ecpfcx0XWU8LS09MNyk6ePIndu3ejb9+++rLi4mKjt8qN\niIgAAAQFBenLevXqJflp2LAhAGDQoEFQKpVYt26d5IrEmjWVi+lefPFFfdmwYcNw/Phxyd3Kzp8/\njwMHDmD48OG1PdzHwtvbG7m5uTh16pS+LDU1FTt37jQIKNbW1gbTyczMzDB06FBs374df/31l0H7\nxn5nREREptK06VBcu7YH+fl3vpBMSYlBbm4SPD3vfGbrdJlGt69aVN+wYVd9WYMGbZCc/DN0ujsz\nOCoqynHp0vewtLSFra3hw62JqPZkfYVl5MiRsLKyQufOneHs7IwzZ85g1apV0Gg0WLRokb5eamoq\n2rRpg9DQUDRr1gwAsG/fPuzduxf9+vWr0ZPaXVxcMGfOHMydOxdBQUEYNGgQTp48iTVr1iA0NFSS\nJt966y2sXr0a/fv3xzvvvANzc3MsW7YMDRs2xNtvv133A/EI7p1KNmrUKMyaNQtDhgzB1KlTUVBQ\ngKioKDRr1gzx8fGSuu3atUN0dDSWL18OV1dXeHp6IjAwEIsWLcKBAwfQsWNHjB8/Hi1atEBWVhbi\n4+MRExODzEzj/+gTERHVpdOnP0dJSQ4KCytnQ1y9uhv5+dcAAH5+U2FpaYuAgPdx6dJW7NnTE35+\n0/73pPt/QqtthWbN7jxfLCnpG5w5E4WmTYfAxqYpSkvzcP36PqSkRKNZszA0aNBGX7dNmzn46af+\n+OGHjmjRYgLMzFS4eHEzMjLi0aHDAigU9f9wZ6JniawDy5AhQ7Bp0yYsX74ct2/fhrOzM4YNG4YP\nPvgAnp535oY6ODggODgY+/fvx4YNG1BeXo7nn38ekZGReOedd2q8v/DwcDg4OGDFihWYPn06XF1d\nER4ejrlz50rqaTQaHDx4ENOnT8dHH32EiooK9OzZE8uXL4dWq33gfh71Ke+CINS4jXvrOTo6YufO\nnZgxYwZmzpwJT09PLFq0CImJiUhIkN6PftmyZZgwYQLCw8NRVFSE1157DYGBgXB2dkZsbCzmz5+P\nHTt2IC0tDVqtFn5+fli8eHGdHisREVF1Tp1airy8yinNgiDgypWduHx5BwRBgI/PGFha2kKjaYzg\n4F9x5MgMxMa+BzMzJdzdB6BTp6WS9SsNG3bFzZtHcOHCZhQV3YRCYQ4HBz907RplcKviJk2CEBT0\nIxISFiAu7kOIYhns7Zuja9eVaNFi/GMdA6JngSDWZDU3UT2rmhMZFLSHa1iIiIiqkZ9/DZmZC7Bq\n1Ryjdwclqk9V52txcXFo27btY9uvrNewEBERERHRs42BhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiI\nZIuBhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiIZIuB\nhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiIZIuBhYiIiIiIZIuBhYiI\niIiIZMvc1B0guptOl4n8/Gum7gYREZEsFRammboLRI8dAwvJSnHxLmRm/m7qbhAREcmWvT2gUqlM\n3Q2ix4aBhWRlzpxx8Pf3N3U3iIiIZEulUsHZ2dnU3SB6bBhYSFZcXV3h7u5u6m4QERERkUxw0T0R\nEREREckWAwsREREREckWAwsREREREckWAwsREREREckWAwsREREREckWAwsREREREckWAwsRERER\nEckWAwsREREREckWHxxJspKamopr166ZuhtERERE9U6lUsHZ2dnU3ZA9BhaSlQUL1sLWtoGpu0FE\nRERU7+ztgc8+i2BoeQAGFpIVpXIQtNoepu4GERERUb0qLExDTs5X0Ol0pu6K7DGwkKyoVFpoNO6m\n7gYRERFRvSsqMnUPngxcdE9ERERERLLFwEJERERERLLFwEJERERERLLFwEJERERERLLFwEJERERE\nRLLFwEJERERERLLFwEJERERERLLFwEJERERERLLFwEJERERERLLFwEJERERERLLFwEJERERERLLF\nwEJERERERLLFwPKE6tGjB3r27GnqbhARERER1aunOrDEx8dj4MCB0Gq1sLa2hr+/P1asWGFQ7+zZ\nswgKCoKNjQ20Wi3GjBmDjIwME/S45gRBgCAI9bqPGzduYN68eTh58mS97oeIiIieDaWlBfjjjw/w\n449B2LDBEatWKZCYuEFSRxRFnD+/Hj/9NBCbNrlj7VoNtm71R3z8ApSXFxu0WVh4EwcPhuHrr53x\n1VdW2LGjHS5d2mZ0/8nJ+7Fr1wtYu9YaGzY4Yv/+4cjLu1ovx0p1x9zUHagvP//8M4KDg9GuXTvM\nnTsXGo0GFy5cQEpKiqRecnIyunXrBgcHB0RGRiIvLw9LlizBqVOnEBsbCwsLCxMdwf3t37+/3vdx\n48YNzJ8/H56enmjdunW974+IiIiebjpdOuLjI2Bj8xy02gDcuHEQgPQL2LKyAvz66zi4uHSGr++b\nUKudcfPmYcTFfYAbN2IwYMAv+rolJbexe/cL0OnS4ec3DVZWDXHx4hZER49Ar16b4O0doq979eoe\n/PzzIDRo0B6BgR+jpCQXp09/it27X8DQoQlQqRo8nkGgh/ZUBpbbt29jzJgxCA4OxrZtxhN2lYUL\nF6KoqAgJCQlo3LgxACAwMBAvvvgi1q9fj/Hjx1e77bx587BhwwZcvny5TvtfE+bmj+9XJ4pinbZX\nUFAAa2vrOm2TiIiI5M/Kyg2jR6dBrXZGenocdu7sYFDHzEyJQYMOw8Wlk76sefPXYWPjgT/++AAp\nKTFo1Kg3AODs2ZW4ffsiBgz4BW5uPQAALVpMwg8/dMLRo2/D03MYFIrKL59jY2fB1tYbgwb9DoWi\n8jzqueeCsWNHW5w4sQidOi2p56On2noqp4R9++23uHXrFhYsWACg8gS5oqLCaN3t27djwIAB+rAC\nAL1794aPjw++//77B+6rNtOyrly5AoVCgaVLl2LFihVo2rQprK2t0bdvX1y/fh0VFRWIiIhA48aN\nYWVlhSFDhiA7O1vSxr1rWA4ePAiFQoGtW7diwYIFaNy4MdRqNfr06YOLFy9KtvXw8EBYWJhBv+5u\n8+DBgwgMDAQAhIWFQaFQQKFQ4Ouvv9bXP3bsGIKCgmBvbw9ra2v06NEDhw8flrQ5b948KBQKnD17\nFqGhoXB0dETXrl0fesyIiIjoyWdmZgm12vl/r4x/IapQWEjCShUPj8EAgJycc/qy1NT/Qq121ocV\noPLczNNzOAoL03Djxq8AAJ0uC9nZZ+HhMUQfVgBAq20Fe/vmuHjxu0c8MqpPT2VgiY6Ohq2tLa5f\nv45mzZrBxsYGdnZ2eOutt1BcfGfuY0pKCtLT09G+fXuDNjp06ICEhIQH7utRrj5s3LgRq1atwj/+\n8Q+8/fbb+O233zBy5EjMmjUL+/btw+zZszFhwgTs3r0b77zzjmTb6tawLFq0CLt27cLMmTMxe/Zs\nHD16FK+88kqNtr273NfXF/PnzwcATJw4ERs3bsTGjRvRrVs3AMAvv/yCbt26IT8/H/PmzcPChQuR\nk5ODXr164fjx4wZtDx8+HDqdDpGRkZgwYULtBoyIiIieWYWFaQAgmbpVUVEMc3O1QV1zcysAQEZG\nvL5eZbnxuoWFqSgqulXnfaa68VROCUtKSkJZWRkGDx6MN954Ax9//DEOHDiAFStWICcnB99++y0A\nIDU1FQDg6upq0IarqyuysrJQWlpab+tYUlNTkZSUBBsbGwBAeXk5IiMjUVRUhLi4OCgUlXkyPT0d\nmzZtQlRUlL4voigaDR3FxcU4ceKEfsqYg4MDpk2bhr/++gstW7a8b3/ubtPZ2RlBQUGYO3cuOnfu\njNDQUEm9SZMmoXfv3vjxxx/15RMnTkTLli0RHh6Offv2SdoOCAjAxo0bH3aIiIiIiAAAJ08uhqWl\nHZo06acvs7dvjpSUGOTnX4NG464vT0v7LwCgsLBy7bJa7QKl0h5paYckbep0mcjOPgMAKChIuevq\nD8nJU3mFJT8/H4WFhRg7diw++eQTDB48GJ9++ikmTpyI7777DhcuXAAAFBUVAQCUSqVBGyqVSlIH\nADIyMiQ/hYWFqKioQGZmpqS8pKSkRv0cPny4PqwA0E/BGj16tD6sVJWXlJQY3DDAmLCwMMn6lhde\neAEA6nSdzYkTJ3DhwgWEhIRIjjs/Px+9evXCb7/9ZrDNpEmT6mz/RERE9GxJSFiIlJQYBAYugqWl\nrb68efM3IAhmiI4egZs3j+D27YtISIjElSs/AADKyirP4wRBgRYtJiIlJQaxse8jNzcJ6elxiI4e\ngYqKUoiiqK9L8vNUXmFRqysv94WEhEjKQ0JCsHLlShw9ehTe3t76endPE6ui0+kkbQGVVx2McXJy\nkrxev349xowZ88B+uru7S17b2dkBAJo0aWK0PDs7Gx4eHg/VpoODg37bupKUlAQAGDt2rNH3BUFA\nbm6uvt8A0LRp0zrbPxERET07Ll7cgj/++D80b/4GfH0nSt5zdPRHr17f4tChSdi16/8BAKysXNG5\n8yc4dOhNWFho9HXbt58PnS4DJ08uxokTiwAATZq8hObNX8eZM1GSuiQvT2VgcXNzw5kzZ+Di4iIp\nrwocVSfvVVPBqqaG3S01NRVarVYyHSw6OlpSZ8OGDfj555+xadMmSbmvr2+N+mlmZvZQ5TVZL1OT\nbau7UUB5ebnkyk51qm5gsGTJEgQEBBitc+9dwO4OfvcTFzcfZ86slJR5e4dIbktIREREz4bk5P04\ncGAM3N0HoGvXKKN1PD2HwsNjIDIz/4QolqNBg7a4caPy1sd2dj76egqFBbp1W40OHRYgNzcJarUL\n7Oy8ERMTCkEwg52d92M5pifF5s2bsXnzZklZTk6OSfryVAaW9u3bIzo6GsnJyXj++ef15Tdu3ABw\n54pIo0aN4OTkZHSReGxsrMHJeK9evSSvf/vtN6hUKoNyuXNwcDB6xeXq1avw9r7zP2t1wcbLywsA\nYGNjU+fH3q7dXLi796/TNomIiOjJc+vWMfz88xA4OweiT5/vIQjVf6mqUFjAyamd/nVycuWXzI0a\n9TGoq1Y769eqVFSUIzX1IJydO+oX6lOlkJAQg9lK8fHxaNeuXTVb1J+ncg3LiBEjAABfffWVpHzN\nmjWwsLBAjx499GVDhw7Fnj17kJycrC+LiYlBUlIShg8f/lj6+7h5eXnh6NGjKC0t1ZfdOwbAnask\n94ab9u3bw8vLC0uWLEFBQYFB++np6fXQayIiInpWZGefxd69/WFr64mgoD0wMzNcb1yd3NwknD0b\nheeeC37gVZM//1yCwsI0tGr19qN2merRU3mFJSAgAOPGjcPatWtRVlaGbt264eDBg9i2bRvef/99\nNGzYUF/3/fffx9atW9GzZ09MmzYNeXl5+Oc//4lWrVoZfVaJnNT2lspvvPEGtm3bhqCgIAwfPhwX\nL17Epk2b4OXlJWnTy8sL9vb2iIqKgkajgbW1NTp16gQPDw+sWbMG/fr1Q8uWLREWFgY3NzekpKTg\nwIEDsLOzw+7du+vqMImIiOgpcvr05ygpyUFhYeXMl6tXdyM//xoAwM9vKgABP/74EkpKctC69Uxc\nvfpvyfa2tt6S57R8/70vPD1HQKNpgry8yzhz5l9QqRoYTCFLStqIy5e3w9W1O8zNrZGSEo1Ll7ai\nefPxaNp0SP0eND2SpzKwAEBUVBTc3d2xbt067Ny5Ex4eHvjkk08wdepUSb3GjRvj119/xYwZM/De\ne+9BqVRiwIABWLp06QNvZ1zd80weRXXt3VtubN817Uvfvn2xdOlSLFu2DNOnT0eHDh3wn//8BzNm\nzJC0YWFhgQ0bNmD27Nl48803UV5ejnXr1sHDwwPdu3fHkSNHEBERgc8//xz5+flwdXVFx44dMXHi\nnQVx9TFGRERE9OQ6dWop8vKuAqg8T7hyZScuX94BQRDg4zMGoliBgoJkCIKA2Nj3DLb38XlNEli0\n2gAkJq5DUdFNqFRO8PIahfbtP5Q8rwUA7Oyaobg4G/HxESgrK4K9fXN07boSLVqMr98DpkcmiI/y\n5EOiOlI1JzIoaA/XsBAREdFTLz//GjIzF2DVqjkGd3mVq6rztbi4OLRt2/ax7fepXMNCRERERERP\nBwYWIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYW\nIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYWIiIi\nIiKSLQYWIiIiIiKSLQYWIiIiIiKSLQYWIiIiIiKSLXNTd4DobjpdJvLzr5m6G0RERET1qrAwzdRd\neGIwsJCsFBfvQmbm76buBhEREVG9s7cHVCqVqbshewwsJCtz5oyDv7+/qbtBREREVO9UKhWcnZ1N\n3Q3ZY2AhWXF1dYW7u7upu0FEREREMsFF90REREREJFsMLEREREREJFsMLEREREREJFsMLERERERE\nJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsM\nLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLERE\nREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLERERERE\nJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLEREREREJFsMLETPkM2bN5u6C081jm/94xjX\nL45v/eMY1z+O8dOHgYXoGcJ/xOsXx7f+cYzrF8e3/nGM6x/H+OnDwEJERERERLLFwEJERERERLLF\nwEJERERERLJlbuoOEN3t7Nmzpu7CUy0nJwfx8fGm7sZTi+Nb/zjG9YvjW/84xvWPY1x/THWeJoii\nKJpkz0R3SU1NRa9evXDu3DlTd4WIiIiIqtG8eXP88ssvcHV1fWz7ZGAh2UhNTUVqaqqpu0FERERE\n1XB1dX2sYQVgYCEiIiIiIhnjonsiIiIiIpItBhYiIiIiIpItBhYiIiIiIpItBhYiIiIiIpItBhYy\nqeLiYsyaNQtubm6wsrJCp06dEB0dbepuydrx48fx97//HS1btoRGo8Fzzz2HkSNHIikpyaDu2bNn\nERQUBBsbG2i1WowZMwYZGRlG2/3qq6/QokULqNVq+Pj44PPPP6/vQ3liLFiwAAqFAv7+/gbvcYxr\nLz4+HgMHDoRWq4W1tTX8/f2xYsUKSR2Ob+398ccfGDRoENzc3GBtbY0WLVogIiICRUVFknoc4/sr\nKCjABx98gKCgIDg6OkKhUGDDhg1G69bHWObk5GDChAlwcnKCRqNBr169kJCQUGfHJwc1GWNRFLF+\n/XoMHDgQ7u7u0Gg08Pf3x4IFC1BcXGy0XY5xpYf5G65SWloKX19fKBQKLF261Gidxzq+IpEJjRo1\nSrSwsBBnzpwprl69WuzSpYtoYWEhHjp0yNRdk62hQ4eKbm5u4rRp08SvvvpK/Oijj8SGDRuKGo1G\nPH36tL7e9evXxQYNGojPP/+8uGLFCnHhwoWio6OjGBAQIJaUlEjajIqKEgVBEIcPHy6uWbNGHDNm\njCgIgvjxxx8/7sOTnevXr4tWVlaiRqMR/f39Dd7jGNfOvn37REtLS7Fz587iJ598Iq5Zs0Z87733\nxFmzZunrcHxr788//xSVSqXYtGlT8eOPPxZXr14thoWFiYIgiIMGDdLX4xg/2OXLl0VBEEQPDw+x\nZ8+eoiAI4oYNGwzq1cdYlpeXi126dBE1Go04f/588YsvvhBbtmwp2traiklJSfV63I9TTcY4Ly9P\nFARB7NKli7hw4UJxzZo14rhx40QzMzOxZ8+eBm1yjO+o6d/w3ZYuXSpqNBpREARx6dKlBu8/7vFl\nYCGTOXbsmMH/CDqdTvT29ha7dOliwp7J2+HDh8XS0lJJWVJSkqhSqcRXX31VX/bmm2+K1tbW4vXr\n1/Vl0dHRoiAI4qpVq/RlhYWFolarFYODgyVtvvrqq6JGoxGzs7Pr6UieDCNHjhT79Okj9ujRQ/Tz\n85O8xzGundzcXNHFxUUcOnTofetxfGvv/fffFwVBEM+cOSMpHzt2rCgIgpiTkyOKIse4JoqLi8Wb\nN2+KoiiKf/zxR7Une/Uxllu2bBEFQRC3b9+uL0tPTxcdHBzE0NDQOjtGU6vJGJeUlIhHjhwx2Hb+\n/PmiIAhidHS0voxjLFXTv+EqN2/eFO3t7cWPPvrIaGAxxfgysJDJvPvuu6KFhYWYl5cnKY+MjBQF\nQRCTk5NN1LMnU9u2bcX27dvrXzs7O4sjR440qNesWTOxT58++tf/+c9/REEQxL1790rqHTlyRBQE\nQdy4cWP9dVrmfv31V9Hc3Fw8ffq02L17d4MrLBzj2vnXv/4lCoIgnjt3ThRFUczPzxfLy8sN6nF8\nay8iIkIUBEHMyMiQlM+aNUs0NzcXCwsLRVHkGD+s48ePV3uyVx9jOXz4cNHV1dWgzYkTJ4rW1tYG\nV26eBvcbY2P+/PNPURAE8fPPP9eXcYyrV5PxDQsLEzt16qS/MnNvYDHF+HINC5lMQkICfHx8oNFo\nJOUdOnQAAJw4ccIU3XoiiaKImzdvokGDBgCAlJQUpKeno3379gZ1O3ToIJk7WvXf99Zt27YtFArF\nM/t7KC8vx5QpUzB+/Hi0bNnS4H2Oce1FR0fD1tYW169fR7NmzWBjYwM7Ozu89dZb+rnoHN9HM27c\nOLi4uOD111/HyZMncf36dWzZsgVRUVGYOnUq1Go1x7gO1ddYJiQkoG3btkbbLCwsRGJiYl0dwhMr\nLS0NAPSffwDH+FHExsbi66+/xieffFJtHVOMLwMLmUxqaipcXV0NyqvKbty48bi79MTatGkTbty4\ngZEjRwKoHFsA1Y5vVlYWSktL9XXNzMwk/9gDgKWlJbRa7TP7e4iKisK1a9cQERFh9H2Oce0lJSWh\nrKwMgwcPRr9+/bBjxw6MGzcOUVFRCAsLA8DxfVRubm74/fffce7cObRp0wbPPfccQkJCMHXqVP0C\nWo5x3amvseTn5IMtXrwYdnZ26Nevn76MY1w7oihiypQpGDVqFDp27FhtPVOMr3mNahHVg6KiIiiV\nSoNylUqlf58e7Ny5c5g8eTK6dOmCsWPHArgzdg8aXwsLCxQVFcHS0tJo20ql8pn8PWRmZmLu3LmY\nO3cutFqt0Toc49rLz89HYWEh3nzzTf23eIMHD0ZJSQlWrlyJ+fPnc3wf0c2bN/UncKtXr4ZWq8We\nPXuwYMECuLi4YPLkyRzjOlRfY6nT6fg5eR8LFy5ETEwM/vWvf8HW1lZfzjGunfXr1+P06dPYsWPH\nfeuZYnwZWMhk1Gq10VsR6nQ6/ft0f2lpaejfvz8cHBywbds2CIIA4M7Y1WR81Wo1SkpKjLav0+me\nyd9DeHg4GjRogClTplRbh2Nce1XHGxISIikPCQnBypUrcfToUTRv3hwAx7e2IiIikJKSgsTERLi5\nuQGoDIUVFRWYNWsWQkJC+Ddch+prLPk5Wb0tW7bg//7v//DGG29g4sSJkvc4xg/v9u3bmD17NmbO\nnIlGjRrdt64pxpdTwshkXF1djV4KrLq0XvUhS8bl5uaiX79+uH37Nn766Sc0bNhQ/17Vpdaqsbxb\namoqtFotLCws9HXLy8sNnhVQUlKCrKysZ+73kJSUhNWrV2PKlClITk7GlStXcOXKFeh0OpSUlODq\n1avIzs7mGD+CquN1cXGRlDs7OwMAsrOz9XU4vrVz6NAhtGnTxuDYg4ODUVhYiBMnTvBvuA7V11jy\nc9K4/fv3Y8yYMRgwYACioqIM3ucYP7wlS5agtLQUI0aM0H/uJScnAwCysrJw5coV/bRGU4wvAwuZ\nTJs2bZCYmIi8vDxJ+bFjxwAAAQEBpujWE0Gn0yE4OBgXLlzAnj179N9GV2nUqBGcnJxw/Phxg21j\nY2MlY9umTRsAMKj7xx9/oKKi4pn7PaSkpKCiogJTp06Fp6en/ic2NhaJiYlo2rQpIiIiOMaPoGqh\nZtWHYZWqDzUnJye4ublxfB9BaWkpysvLjZYDQFlZGf+G61B9jWVAQADi4+MhiqKk7rFjx2BtbQ0f\nH5+6PIwnwrFjxzBkyBAEBgbi+++/h0JheCrLMX54169fR3Z2Nlq2bKn/3OvWrRuAyqnACpl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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Has the year of birth an influence on the time?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is not 100% good, some year of birth are missing. Let's remove them." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# remove runners without a proper year of birth\n", "weird_yob = [r for r in all_runners if r[\"yob\"] == -1 or r[\"yob\"] >= 2014 or r[\"yob\"] < 1914]\n", "all_runners_yob = [r for r in all_runners if r not in weird_yob]\n", "\n", "print(str(len(weird_yob)) + \" people have a weird year of birth ... Examples: \" + str([r[\"yob\"] for r in weird_yob[:15]]))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "256 people have a weird year of birth ... Examples: [2203, 6711, 6703, -1, -1, -1, -1, -1, -1, -1, -1, 7307, -1, 6008, 9010]\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "group_by_yob = itertools.groupby(sorted(all_runners_yob, key=lambda x: x[\"yob\"]), lambda x: x[\"yob\"])\n", "avg_by_yob = [(k, stats.mean([r[\"timeInSeconds\"] for r in g])) for k, g in group_by_yob]\n", "\n", "def secondsToHumanTime(x, pos):\n", " return str(datetime.timedelta(seconds=x))\n", " \n", "avg_by_yob = sorted(avg_by_yob, key=lambda x: x[0])\n", " \n", "yob_x = [x[0] for x in avg_by_yob]\n", "yob_y = [x[1] for x in avg_by_yob]\n", "\n", "plt.xlabel('Year of birth')\n", "plt.ylabel('Average time per year of birth')\n", "plt.title('Variation of the time given the year of birth')\n", "\n", "plt.plot(yob_x, yob_y, 'bo')\n", "plt.gca().yaxis.set_major_formatter(FuncFormatter(secondsToHumanTime))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": 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f9cWZCgDg4cOHyM3NRVpaGr766ivExcWpXIhS2b5Onz6N5s2bq/w82alTJwD6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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The time value plotted above represents the average time per year. The age distribution is maybe weird, let's have a look at it." ] }, { "cell_type": "code", "collapsed": false, "input": [ "group_by_yob = itertools.groupby(sorted(all_runners_yob, key=lambda x: x[\"yob\"]), lambda x: x[\"yob\"])\n", "sum_by_yob = [(k, len(list(g))) for k, g in group_by_yob]\n", "\n", "sum_x = [x[0] for x in sum_by_yob]\n", "sum_y = [x[1] for x in sum_by_yob]\n", "\n", "plt.xlabel('Year of birth')\n", "plt.ylabel('Number of runners')\n", "plt.title('Number of runners per year of birth')\n", "\n", "plt.plot(sum_x, sum_y, 'bo', linewidth=2)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/IDwDAMpcYGCWJLOQ0ezc8bLnr3UB8B+EZwBAmYuKipSUUMhoQu542fPXugD4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\nPCljjEpKSjw+sCtqLk+dOuU+1lTi5u1rLSIiQn379nX/XnGj7+llfXa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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Fun facts" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "How many people with a lastname finishing by \"sson\"?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "total_number = len(all_runners)\n", "total_sson = sum([1 if r[\"lastname\"][-4:] == \"sson\" else 0 for r in all_runners])\n", "print(str(total_sson) + \" runners have a lastname finishing with \\\"sson\\\". Welcome to Sweden.\")\n", "\n", "labels = 'Lastnames finishing in \"sson\"', 'Others'\n", "sizes = [total_sson, total_number - total_sson]\n", "colors = ['gold', 'lightskyblue']\n", "explode = (0.1, 0)\n", "\n", "plt.pie(sizes, explode=explode, labels=labels, colors=colors, autopct='%1.1f%%', shadow=True, startangle=90)\n", "plt.axis('equal')\n", "\n", "plt.show()\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1438 runners have a lastname finishing with \"sson\". Welcome to Sweden.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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mpxKRjKaEVz1e++lvOoyYxvI/VlGufHmmTJmioUmSZaksiEiGd/z4cby9vfh9+UIWfAvj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U5ErkJggg==\n", 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