2016_Women.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# All Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "pd.options.display.float_format = '{:.2f}'.format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['sort', 'pagination', 'cachekey', 'dataType', 'competition', 'leaderboardRows', 'version', 'ordinals', 'totalPages', 'currentPage'])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "with open('Women/2016_games.json') as f:\n",
    "    data = json.load(f)\n",
    "    \n",
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "leaderboard = data['leaderboardRows']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71157,\n",
       "   'affiliateName': 'CrossFit New England',\n",
       "   'age': 23,\n",
       "   'bibId': '15',\n",
       "   'competitorId': 55121,\n",
       "   'competitorName': 'Katrin Tanja Davidsdottir',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Katrin Tanja',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Davidsdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ee582-P55121_22-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '1',\n",
       "  'overallScore': '984',\n",
       "  'scores': [{'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:27.21, 84 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '38:27.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:27.21',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '295 lb, 4 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '295 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '295',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:03.27, 80 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '5:03.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:03.27',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:42.78, 58 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '8:42.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:42.78',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:48.43, 94 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '36:48.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:48.43',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:40.85, 52 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '7:40.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:40.85',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:25.40, 100 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '9:25.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:25.40',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:31.67, 76 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '13:31.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:31.67',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:17.29, 94 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '13:17.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:17.29',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:33.96, 72 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '2:33.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:33.96',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:33.68, 50 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '1:33.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:33.68',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':49.38, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': ':49.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':49.38',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:38.48, 50 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '1:38.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:38.48',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:25.76, 84 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '8:25.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:25.76',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 56 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71164,\n",
       "   'affiliateName': 'CrossFit Gladstone',\n",
       "   'age': 22,\n",
       "   'bibId': '28',\n",
       "   'competitorId': 163097,\n",
       "   'competitorName': 'Tia-Clair Toomey',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Tia-Clair',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Toomey',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b8a69-P163097_3-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '128 lbs'},\n",
       "  'overallRank': '2',\n",
       "  'overallScore': '973',\n",
       "  'scores': [{'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:28.80, 76 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '39:28.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:28.80',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '390 lb, 88 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '390 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '390',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:31.41, 54 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '5:31.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:31.41',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:28.23, 100 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '7:28.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:28.23',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:00.45, 44 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '42:00.45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:00.45',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:56.92, 88 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '5:56.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:56.92',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:20.22, 36 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '12:20.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:20.22',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:46.76, 54 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '14:46.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:46.76',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:21.66, 88 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '13:21.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:21.66',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:28.96, 94 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '2:28.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:28.96',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:52.15, 23 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '2:52.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:52.15',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':47.41, 50 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': ':47.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':47.41',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:54.59, 38 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '1:54.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:54.59',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:39.42, 72 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '8:39.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:39.42',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:15.51, 68 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '9:15.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:15.51',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71162,\n",
       "   'affiliateName': 'CrossFit Sudurnes',\n",
       "   'age': 23,\n",
       "   'bibId': '25',\n",
       "   'competitorId': 8859,\n",
       "   'competitorName': 'Ragnheiður Sara Sigmundsdottir',\n",
       "   'countryCode': 'IS',\n",
       "   'countryOfOriginCode': 'IS',\n",
       "   'countryOfOriginName': 'Iceland',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Ragnheiður Sara',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Sigmundsdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '5bee0-P8859_7-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '3',\n",
       "  'overallScore': '919',\n",
       "  'scores': [{'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:45.60, 58 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '40:45.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:45.60',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '365 lb, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': '365 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '365',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:58.14, 84 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '4:58.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:58.14',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:38.22, 84 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '7:38.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:38.22',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:31.08, 58 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '40:31.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:31.08',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:59.25, 46 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '7:59.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:59.25',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:48.72, 88 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '9:48.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:48.72',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:38.62, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '13:38.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:38.62',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:37.17, 80 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '13:37.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:37.17',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:32.87, 80 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '2:32.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:32.87',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:57.46, 22 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '2:57.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:57.46',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.24, 19 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '19',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': ':51.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.24',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:44.46, 44 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '1:44.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:44.46',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:26.58, 80 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '8:26.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:26.58',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 44 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71155,\n",
       "   'affiliateName': 'CrossFit Black Five',\n",
       "   'age': 34,\n",
       "   'bibId': '13',\n",
       "   'competitorId': 2536,\n",
       "   'competitorName': 'Samantha Briggs',\n",
       "   'countryCode': 'GB',\n",
       "   'countryOfOriginCode': 'GB',\n",
       "   'countryOfOriginName': 'United Kingdom',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Samantha',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Briggs',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0e63d-P2536_14-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '4',\n",
       "  'overallScore': '874',\n",
       "  'scores': [{'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:08.65, 100 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '36:08.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:08.65',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '355 lb, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': '355 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '355',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:04.89, 76 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '5:04.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:04.89',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:07.02, 64 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '8:07.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:07.02',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:43.18, 84 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '37:43.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:43.18',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+9, 14 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+9',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+9',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:49.31, 84 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '9:49.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:49.31',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:30.44, 100 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '12:30.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:30.44',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 42 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:50.00, 50 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '2:50.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:50.00',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 14 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '14',\n",
       "    'rank': '26T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '26T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':50.70, 25 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': ':50.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':50.70',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:39.17, 47 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '1:39.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:39.17',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:30.74, 76 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '8:30.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:30.74',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 44 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71181,\n",
       "   'affiliateName': 'CrossFit Spot',\n",
       "   'age': 27,\n",
       "   'bibId': '50',\n",
       "   'competitorId': 305891,\n",
       "   'competitorName': 'Kari Pearce',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kari',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'3\"',\n",
       "   'lastName': 'Pearce',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '17c8c-P305891_3-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '139 lbs'},\n",
       "  'overallRank': '5',\n",
       "  'overallScore': '804',\n",
       "  'scores': [{'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:12.69, 44 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '42:12.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:12.69',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '355 lb, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': '355 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '355',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:53.77, 44 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '5:53.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:53.77',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:26.05, 22 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '9:26.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:26.05',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:42.42, 100 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '36:42.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:42.42',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+13, 4 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+13',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:44.55, 54 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '11:44.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:44.55',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:09.15, 94 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '13:09.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:09.15',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:13.74, 100 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '13:13.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:13.74',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:34.69, 64 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '2:34.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:34.69',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:33.84, 47 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '1:33.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:33.84',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.19, 20 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': ':51.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.19',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '27 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:08.49, 27 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '27',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '2:08.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:08.49',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:54.01, 42 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '9:54.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:54.01',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:25.01, 88 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '8:25.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:25.01',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71176,\n",
       "   'affiliateName': 'CrossFit Fringe',\n",
       "   'age': 21,\n",
       "   'bibId': '43',\n",
       "   'competitorId': 168305,\n",
       "   'competitorName': 'Brooke Wells',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Brooke',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Wells',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '16c0e-P168305_8-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '6',\n",
       "  'overallScore': '796',\n",
       "  'scores': [{'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:08.65, 6 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '47:08.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:08.65',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '415 lb, 100 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '415 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '415',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:52.36, 94 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '4:52.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:52.36',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:09.24, 32 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '9:09.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:09.24',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:20.23, 42 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '42:20.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:20.23',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:10.07, 84 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '6:10.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:10.07',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:43.33, 94 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '9:43.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:43.33',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 4 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:55.60, 76 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '13:55.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:55.60',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:31.39, 88 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '2:31.39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:31.39',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:41.70, 44 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '1:41.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:41.70',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':49.32, 32 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': ':49.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':49.32',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:59.00, 32 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '1:59.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:59.00',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:49.79, 64 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '8:49.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:49.79',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 4 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '4',\n",
       "    'rank': '38T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '38T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71158,\n",
       "   'affiliateName': 'CrossFit Roar',\n",
       "   'age': 26,\n",
       "   'bibId': '20',\n",
       "   'competitorId': 2942,\n",
       "   'competitorName': 'Kara Webb',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kara',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Saunders',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '1fb24-P2942_13-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '158 lbs'},\n",
       "  'overallRank': '7',\n",
       "  'overallScore': '794',\n",
       "  'scores': [{'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:21.40, 38 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '42:21.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:21.40',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '345 lb, 42 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': '345 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '345',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:29.67, 56 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '5:29.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:29.67',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:50.15, 72 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '7:50.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:50.15',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:42.00, 68 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '38:42.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:42.00',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:17.12, 100 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '5:17.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:17.12',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:12.36, 76 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '10:12.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:12.36',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:19.13, 58 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '14:19.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:19.13',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+39, 20 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': 'CAP+39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+39',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:40.52, 58 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '2:40.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:40.52',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 21 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '21',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':52.99, 7 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '7',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': ':52.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':52.99',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:58.00, 34 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '1:58.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:58.00',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:21.14, 88 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '8:21.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:21.14',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 56 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71189,\n",
       "   'affiliateName': 'Four Barrel CrossFit East',\n",
       "   'age': 27,\n",
       "   'bibId': '59',\n",
       "   'competitorId': 310687,\n",
       "   'competitorName': 'Kristi Eramo',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kristi Eramo',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': \"O'Connell\",\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'f3a4c-P310687_4-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Central East',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '132 lbs'},\n",
       "  'overallRank': '8',\n",
       "  'overallScore': '767',\n",
       "  'scores': [{'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:50.61, 88 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '37:50.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:50.61',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '335 lb, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': '335 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '335',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:32.53, 20 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '6:32.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:32.53',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:30.14, 94 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '7:30.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:30.14',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:32.82, 72 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '38:32.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:32.82',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:02.17, 68 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '7:02.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:02.17',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:49.01, 50 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '11:49.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:49.01',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:20.96, 84 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '13:20.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:20.96',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:58.03, 58 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '14:58.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:58.03',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:55.31, 40 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '2:55.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:55.31',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 21 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '21',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':49.51, 29 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': ':49.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':49.51',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 5 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '5',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 22 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:25.76, 84 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '8:25.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:25.76',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71171,\n",
       "   'affiliateName': 'Diablo CrossFit',\n",
       "   'age': 30,\n",
       "   'bibId': '38',\n",
       "   'competitorId': 37537,\n",
       "   'competitorName': 'Alessandra Pichelli',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Alessandra',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Pichelli',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'a0400-P37537_14-184.jpg',\n",
       "   'regionCode': 'Northern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Northern California',\n",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '155 lbs'},\n",
       "  'overallRank': '9',\n",
       "  'overallScore': '745',\n",
       "  'scores': [{'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:24.10, 54 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '41:24.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:24.10',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '385 lb, 84 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '385 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '385',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:59.42, 38 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '5:59.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:59.42',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:40.47, 60 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '8:40.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:40.47',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:36.03, 24 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '43:36.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:36.03',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:04.22, 64 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '7:04.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:04.22',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:57.86, 44 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '11:57.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:57.86',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:01.51, 64 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '14:01.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:01.51',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:30.98, 54 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '15:30.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:30.98',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:24.00, 100 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '2:24.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:24.00',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:26.18, 28 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '28',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '2:26.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:26.18',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '27 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':50.49, 27 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '27',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': ':50.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':50.49',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:54.57, 8 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '8',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '2:54.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:54.57',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:33.18, 40 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '10:33.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:33.18',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 56 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 33,\n",
       "   'bibId': '31',\n",
       "   'competitorId': 9440,\n",
       "   'competitorName': 'Anna Tunnicliffe',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Anna',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Tobias',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '8bf0d-P9440_13-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Mid Atlantic',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '143 lbs'},\n",
       "  'overallRank': '10',\n",
       "  'overallScore': '738',\n",
       "  'scores': [{'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:13.36, 64 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '40:13.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:13.36',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '325 lb, 20 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': '325 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '325',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:47.94, 46 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '5:47.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:47.94',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:46.26, 76 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '7:46.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:46.26',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:39.30, 46 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '41:39.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:39.30',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 16 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:32.49, 58 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '11:32.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:32.49',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:25.71, 56 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '14:25.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:25.71',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:13.90, 72 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '14:13.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:13.90',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:43.88, 56 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '2:43.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:43.88',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:41.07, 25 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '2:41.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:41.07',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.74, 17 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': ':51.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.74',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:51.26, 40 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '1:51.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:51.26',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:06.64, 100 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '8:06.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:06.64',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+22, 46 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': 'CAP+22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+22',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 28,\n",
       "   'bibId': '45',\n",
       "   'competitorId': 135797,\n",
       "   'competitorName': 'Tennil Reed',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Tennil',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Beuerlein',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4de4d-P135797_4-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '158 lbs'},\n",
       "  'overallRank': '11',\n",
       "  'overallScore': '707',\n",
       "  'scores': [{'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:35.59, 72 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '39:35.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:35.59',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '355 lb, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': '355 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '355',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:53.30, 88 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '4:53.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:53.30',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:38.14, 88 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '7:38.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:38.14',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:00.87, 48 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '41:00.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:00.87',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 28 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:56.77, 46 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '11:56.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:56.77',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:09.34, 60 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '14:09.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:09.34',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:57.99, 60 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '14:57.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:57.99',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:15.20, 20 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '3:15.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:15.20',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '27 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:34.59, 27 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '27',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '2:34.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:34.59',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.15, 22 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': ':51.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.15',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:43.32, 14 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '14',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '2:43.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:43.32',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:07.69, 56 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '9:07.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:07.69',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 24 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71174,\n",
       "   'affiliateName': 'CrossFit Oslo',\n",
       "   'age': 30,\n",
       "   'bibId': '41',\n",
       "   'competitorId': 120480,\n",
       "   'competitorName': 'Kristin Holte',\n",
       "   'countryCode': 'NO',\n",
       "   'countryOfOriginCode': 'NO',\n",
       "   'countryOfOriginName': 'Norway',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kristin',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Holte',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'df164-P120480_7-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '12',\n",
       "  'overallScore': '696',\n",
       "  'scores': [{'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:54.61, 94 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '36:54.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:54.61',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '315 lb, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': '315 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '315',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:00.56, 36 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '6:00.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:00.56',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:58.04, 38 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '8:58.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:58.04',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:57.95, 80 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '37:57.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:57.95',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:16.16, 44 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '8:16.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:16.16',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:17.68, 38 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '12:17.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:17.68',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:37.98, 72 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '13:37.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:37.98',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:32.95, 52 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '15:32.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:32.95',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:33.68, 76 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '2:33.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:33.68',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:03.32, 36 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '2:03.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:03.32',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.35, 40 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': ':48.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.35',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 6 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '6',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:01.85, 60 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '9:01.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:01.85',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 12 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71154,\n",
       "   'affiliateName': 'CrossFit Reykjavík',\n",
       "   'age': 26,\n",
       "   'bibId': '11',\n",
       "   'competitorId': 18588,\n",
       "   'competitorName': 'Annie Thorisdottir',\n",
       "   'countryCode': 'IS',\n",
       "   'countryOfOriginCode': 'IS',\n",
       "   'countryOfOriginName': 'Iceland',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Annie',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Thorisdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '15f17-P18588_4-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '13',\n",
       "  'overallScore': '682',\n",
       "  'scores': [{'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:51.16, 56 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '40:51.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:51.16',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '375 lb, 76 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '375 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '375',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:28.51, 100 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '4:28.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:28.51',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:07.82, 34 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '9:07.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:07.82',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:54.62, 32 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '42:54.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:54.62',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:21.91, 30 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '10:21.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:21.91',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:26.46, 72 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '10:26.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:26.46',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:53.64, 48 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '14:53.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:53.64',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 44 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:39.00, 60 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '2:39.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:39.00',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:08.44, 34 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '2:08.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:08.44',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':52.18, 13 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '13',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': ':52.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':52.18',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:12.68, 23 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '2:12.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:12.68',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 26 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+27, 34 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+27',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71168,\n",
       "   'affiliateName': 'CrossFit Quebec City',\n",
       "   'age': 28,\n",
       "   'bibId': '34',\n",
       "   'competitorId': 103389,\n",
       "   'competitorName': 'Carol-Ann Reason-Thibault',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Carol-Ann',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Reason-Thibault',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'fb6c4-P103389_9-184.jpg',\n",
       "   'regionCode': 'Canada East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada East',\n",
       "   'regionalCode': 'Canada East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '145 lbs'},\n",
       "  'overallRank': '14',\n",
       "  'overallScore': '659',\n",
       "  'scores': [{'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:39.55, 30 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '43:39.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:39.55',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '365 lb, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': '365 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '365',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:29.63, 58 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '5:29.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:29.63',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:48.04, 52 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '8:48.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:48.04',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:22.35, 60 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '39:22.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:22.35',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:30.70, 56 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '7:30.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:30.70',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:45.48, 52 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '11:45.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:45.48',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:06.44, 36 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '16:06.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:06.44',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:10.71, 56 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '15:10.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:10.71',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:54.46, 42 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '2:54.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:54.46',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:25.05, 29 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '2:25.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:25.05',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.91, 15 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': ':51.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.91',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:20.74, 19 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '19',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '2:20.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:20.74',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:46.46, 46 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '9:46.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:46.46',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 44 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71188,\n",
       "   'affiliateName': 'CrossFit Free',\n",
       "   'age': 25,\n",
       "   'bibId': '58',\n",
       "   'competitorId': 149475,\n",
       "   'competitorName': 'Tasia Percevecz',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Tasia',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Percevecz',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b348c-P149475_4-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '160 lbs'},\n",
       "  'overallRank': '15',\n",
       "  'overallScore': '638',\n",
       "  'scores': [{'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:32.75, 32 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '43:32.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:32.75',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '325 lb, 20 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': '325 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '325',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:42.23, 52 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '5:42.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:42.23',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:24.41, 6 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '10:24.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:24.41',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:51.34, 34 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '42:51.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:51.34',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:01.49, 76 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '7:01.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:01.49',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:04.58, 80 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '10:04.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:04.58',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:51.55, 52 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '14:51.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:51.55',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:22.27, 84 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '13:22.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:22.27',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:34.61, 68 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '2:34.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:34.61',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:10.59, 32 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '2:10.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:10.59',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':50.92, 24 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': ':50.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':50.92',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:07.17, 28 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '28',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '2:07.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:07.17',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 16 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+27, 34 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+27',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71175,\n",
       "   'affiliateName': 'Deka CrossFit',\n",
       "   'age': 30,\n",
       "   'bibId': '42',\n",
       "   'competitorId': 3407,\n",
       "   'competitorName': 'Michele Letendre',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Michele',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'1\"',\n",
       "   'lastName': 'Letendre',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '683a1-P3407_14-184.jpg',\n",
       "   'regionCode': 'Canada East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada East',\n",
       "   'regionalCode': 'Canada East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '16',\n",
       "  'overallScore': '613',\n",
       "  'scores': [{'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:59.04, 14 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '45:59.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:59.04',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '355 lb, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': '355 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '355',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:30.38, 24 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '6:30.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:30.38',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:55.82, 68 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '7:55.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:55.82',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:23.07, 18 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '45:23.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:23.07',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:27.83, 80 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '6:27.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:27.83',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:16.05, 64 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '11:16.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:16.05',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:32.40, 30 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '16:32.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:32.40',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:57.44, 64 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '14:57.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:57.44',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:48.86, 52 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '2:48.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:48.86',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:44.80, 24 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '2:44.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:44.80',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':52.94, 8 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '8',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': ':52.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':52.94',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:42.51, 15 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '2:42.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:42.51',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:34.56, 38 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '10:34.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:34.56',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:48.19, 60 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '9:48.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:48.19',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71178,\n",
       "   'affiliateName': 'CrossFit of Fremont',\n",
       "   'age': 29,\n",
       "   'bibId': '46',\n",
       "   'competitorId': 27975,\n",
       "   'competitorName': 'Chyna Cho',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Chyna',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Cho',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '3af5c-P27975_6-184.jpg',\n",
       "   'regionCode': 'Northern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Northern California',\n",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '148 lbs'},\n",
       "  'overallRank': '17',\n",
       "  'overallScore': '612',\n",
       "  'scores': [{'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:49.92, 28 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '43:49.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:49.92',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '335 lb, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': '335 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '335',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:58.37, 40 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '5:58.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:58.37',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:40.59, 80 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '7:40.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:40.59',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:48.42, 54 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '40:48.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:48.42',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 24 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:02.13, 42 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '12:02.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:02.13',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:29.68, 80 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '13:29.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:29.68',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+54, 8 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+54',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:52.23, 46 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '2:52.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:52.23',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 21 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '21',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':52.87, 10 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '10',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': ':52.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':52.87',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:06.40, 29 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '2:06.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:06.40',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:06.80, 94 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '8:06.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:06.80',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 24 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71184,\n",
       "   'affiliateName': 'Torrance CrossFit',\n",
       "   'age': 31,\n",
       "   'bibId': '54',\n",
       "   'competitorId': 196834,\n",
       "   'competitorName': 'Jamie Hagiya',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Jamie',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'3\"',\n",
       "   'lastName': 'Hagiya',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '55c51-P196834_4-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '18',\n",
       "  'overallScore': '574',\n",
       "  'scores': [{'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '51:49.96, 2 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '51:49.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '51:49.96',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '345 lb, 42 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': '345 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '345',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:28.69, 28 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '6:28.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:28.69',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:57.23, 40 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '8:57.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:57.23',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:30.21, 40 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '42:30.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:30.21',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:30.55, 94 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '5:30.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:30.55',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:04.91, 68 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '11:04.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:04.91',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 0 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 38 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:52.58, 44 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '2:52.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:52.58',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 11 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '11',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.17, 21 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': ':51.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.17',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:17.38, 22 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '2:17.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:17.38',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:47.04, 68 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '8:47.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:47.04',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 56 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71187,\n",
       "   'affiliateName': 'CrossFit Sport',\n",
       "   'age': 24,\n",
       "   'bibId': '57',\n",
       "   'competitorId': 19501,\n",
       "   'competitorName': 'Thuridur Erla Helgadottir',\n",
       "   'countryCode': 'IS',\n",
       "   'countryOfOriginCode': 'IS',\n",
       "   'countryOfOriginName': 'Iceland',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Thuridur Erla',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Helgadottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4641e-P19501_6-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '19',\n",
       "  'overallScore': '563',\n",
       "  'scores': [{'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:04.07, 68 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '40:04.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:04.07',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '315 lb, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': '315 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '315',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:46.04, 48 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '5:46.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:46.04',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:54.95, 44 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '8:54.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:54.95',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:54.97, 52 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '40:54.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:54.97',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:40.22, 54 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '7:40.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:40.22',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:40.13, 20 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '13:40.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:40.13',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:19.56, 88 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '13:19.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:19.56',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 34 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:17.04, 18 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '3:17.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:17.04',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:13.70, 30 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '2:13.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:13.70',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':47.96, 42 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': ':47.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':47.96',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:10.97, 25 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '2:10.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:10.97',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+28, 4 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+28',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 24 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71167,\n",
       "   'affiliateName': 'CrossFit Currie Barracks',\n",
       "   'age': 27,\n",
       "   'bibId': '32',\n",
       "   'competitorId': 180250,\n",
       "   'competitorName': 'Emily  Abbott',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Emily',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Abbott',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0e8e1-P180250_1-184.jpg',\n",
       "   'regionCode': 'Canada West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada West',\n",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '157 lbs'},\n",
       "  'overallRank': '20',\n",
       "  'overallScore': '562',\n",
       "  'scores': [{'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:06.18, 22 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '45:06.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:06.18',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '355 lb, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': '355 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '355',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:07.17, 72 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '5:07.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:07.17',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:46.50, 54 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '8:46.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:46.50',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '51:11.42, 4 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '51:11.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '51:11.42',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:28.52, 58 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '7:28.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:28.52',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:33.55, 56 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '11:33.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:33.55',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:29.06, 24 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '17:29.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:29.06',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+75, 6 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+75',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:50.16, 48 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '2:50.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:50.16',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 4 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '4',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':50.52, 26 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': ':50.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':50.52',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:55.44, 36 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '1:55.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:55.44',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:29.35, 54 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '9:29.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:29.35',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 44 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71156,\n",
       "   'affiliateName': 'CrossFit Roots',\n",
       "   'age': 27,\n",
       "   'bibId': '14',\n",
       "   'competitorId': 8404,\n",
       "   'competitorName': 'Camille Leblanc-Bazinet',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Camille',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Leblanc-Bazinet',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'cfdc3-P8404_13-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '21',\n",
       "  'overallScore': '561',\n",
       "  'scores': [{'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:57.95, 48 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '41:57.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:57.95',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '335 lb, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': '335 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '335',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:01.12, 6 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '7:01.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:01.12',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:50.46, 48 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '8:50.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:50.46',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:50.17, 36 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '42:50.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:50.17',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:55.38, 48 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '7:55.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:55.38',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:21.34, 60 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '11:21.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:21.34',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:40.22, 22 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '17:40.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:40.22',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:28.70, 68 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '14:28.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:28.70',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:07.24, 24 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '3:07.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:07.24',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:54.74, 38 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '1:54.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:54.74',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':52.02, 14 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '14',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': ':52.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':52.02',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:19.27, 21 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '2:19.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:19.27',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:49.29, 32 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '10:49.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:49.29',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:29.99, 64 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '9:29.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:29.99',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71173,\n",
       "   'affiliateName': 'ZooTown CrossFit',\n",
       "   'age': 31,\n",
       "   'bibId': '40',\n",
       "   'competitorId': 3678,\n",
       "   'competitorName': 'Margaux Alvarez',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Margaux',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Alvarez',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '10dbd-P3678_15-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '22',\n",
       "  'overallScore': '542',\n",
       "  'scores': [{'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:53.38, 50 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '41:53.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:53.38',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '370 lb, 72 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '72',\n",
       "    'rank': '7T',\n",
       "    'scoreDisplay': '370 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '370',\n",
       "    'workoutrank': '7T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:17.87, 68 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '5:17.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:17.87',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:54.26, 46 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '8:54.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:54.26',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:40.02, 38 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '42:40.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:40.02',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 22 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:26.37, 34 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '12:26.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:26.37',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:34.77, 28 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '16:34.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:34.77',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+40, 18 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+40',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:01.41, 28 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '3:01.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:01.41',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 21 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '21',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.11, 23 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': ':51.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.11',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:09.64, 26 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '2:09.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:09.64',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:52.95, 44 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '9:52.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:52.95',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 24 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71161,\n",
       "   'affiliateName': 'CrossFit Saint Helens',\n",
       "   'age': 32,\n",
       "   'bibId': '24',\n",
       "   'competitorId': 16973,\n",
       "   'competitorName': 'Carleen Mathews',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Carleen',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Mathews',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b663a-P16973_6-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '137 lbs'},\n",
       "  'overallRank': '23',\n",
       "  'overallScore': '532',\n",
       "  'scores': [{'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:03.49, 26 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '44:03.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:03.49',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '345 lb, 42 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': '345 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '345',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:55.20, 14 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '6:55.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:55.20',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:13.23, 28 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '9:13.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:13.23',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:05.19, 88 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '37:05.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:05.19',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:41.47, 32 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '9:41.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:41.47',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:41.36, 18 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '13:41.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:41.36',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:53.52, 50 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '14:53.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:53.52',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+86, 4 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+86',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '02:57.37, 36 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '36',\n",
       "    'rank': '22T',\n",
       "    'scoreDisplay': '02:57.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:57.37',\n",
       "    'workoutrank': '22T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 21 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '21',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.77, 16 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': ':51.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.77',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:43.70, 13 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '13',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '2:43.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:43.70',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:36.67, 50 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '9:36.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:36.67',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:18.65, 94 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '8:18.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:18.65',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71179,\n",
       "   'affiliateName': 'CrossFit Reston',\n",
       "   'age': 31,\n",
       "   'bibId': '47',\n",
       "   'competitorId': 9121,\n",
       "   'competitorName': 'Christy Adkins',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Christy',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Adkins',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '6f28c-P9121_6-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Mid Atlantic',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '24',\n",
       "  'overallScore': '519',\n",
       "  'scores': [{'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:13.52, 60 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '40:13.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:13.52',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '345 lb, 42 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': '345 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '345',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:17.41, 32 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '6:17.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:17.41',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:51.80, 16 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '9:51.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:51.80',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:10.02, 28 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '43:10.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:10.02',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+9, 12 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+9',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+9',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:47.80, 30 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '12:47.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:47.80',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:09.35, 44 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '15:09.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:09.35',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+28, 24 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+28',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:57.52, 32 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '2:57.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:57.52',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 11 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '11',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.79, 36 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': ':48.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.79',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:12.32, 24 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '2:12.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:12.32',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:38.21, 48 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '9:38.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:38.21',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:43.28, 80 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '8:43.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:43.28',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71159,\n",
       "   'affiliateName': 'CrossFit Invictus',\n",
       "   'age': 22,\n",
       "   'bibId': '22',\n",
       "   'competitorId': 19117,\n",
       "   'competitorName': 'Lauren Fisher',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Lauren',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Fisher',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ba43a-P19117_11-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '25',\n",
       "  'overallScore': '495',\n",
       "  'scores': [{'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:41.44, 52 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '41:41.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:41.44',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '370 lb, 72 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '72',\n",
       "    'rank': '7T',\n",
       "    'scoreDisplay': '370 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '370',\n",
       "    'workoutrank': '7T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:42.30, 50 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '5:42.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:42.30',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:48.51, 50 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '8:48.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:48.51',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:05.59, 30 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '43:05.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:05.59',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:51.95, 36 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '8:51.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:51.95',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:01.31, 28 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '13:01.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:01.31',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:57.05, 38 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '15:57.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:57.05',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+22, 26 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': 'CAP+22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+22',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:01.96, 26 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '3:01.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:01.96',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 21 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '21',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':53.10, 6 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '6',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': ':53.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':53.10',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:48.69, 42 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '1:48.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:48.69',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 6 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 12 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71185,\n",
       "   'affiliateName': 'CrossFit Revamped',\n",
       "   'age': 29,\n",
       "   'bibId': '55',\n",
       "   'competitorId': 134076,\n",
       "   'competitorName': 'Alea Helmick',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Alea',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Helmick',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'd5908-P134076_4-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Mid Atlantic',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '148 lbs'},\n",
       "  'overallRank': '26',\n",
       "  'overallScore': '486',\n",
       "  'scores': [{'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:30.87, 36 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '42:30.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:30.87',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '315 lb, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': '315 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '315',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:58.41, 10 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '6:58.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:58.41',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:44.22, 18 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '9:44.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:44.22',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:47.81, 20 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '44:47.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:47.81',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:06.25, 60 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '7:06.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:06.25',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:13.96, 26 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '13:13.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:13.96',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:03.94, 20 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '18:03.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:03.94',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:41.51, 50 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '15:41.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:41.51',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:32.40, 84 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '2:32.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:32.40',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 8 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '8',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':47.68, 47 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': ':47.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':47.68',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '1 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 1 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '1',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 22 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:09.01, 72 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '9:09.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:09.01',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71183,\n",
       "   'affiliateName': 'CrossFit Iron Horse',\n",
       "   'age': 31,\n",
       "   'bibId': '53',\n",
       "   'competitorId': 11460,\n",
       "   'competitorName': 'Candice Wagner',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Candice',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'3\"',\n",
       "   'lastName': 'Wagner',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '8e906-P11460_5-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South Central',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '133 lbs'},\n",
       "  'overallRank': '27',\n",
       "  'overallScore': '471',\n",
       "  'scores': [{'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:26.12, 80 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '39:26.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:26.12',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '395 lb, 94 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '395 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '395',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:57.51, 12 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '6:57.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:57.51',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:57.79, 4 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '10:57.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:57.79',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:22.58, 26 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '43:22.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:22.58',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 18 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:54.24, 8 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '14:54.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:54.24',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:05.74, 46 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '15:05.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:05.74',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+33, 22 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': 'CAP+33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+33',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:57.98, 30 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '2:57.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:57.98',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 8 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '8',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.85, 34 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': ':48.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.85',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 3 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '3',\n",
       "    'rank': '37T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '37T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:59.17, 28 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '10:59.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:59.17',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 58 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71169,\n",
       "   'affiliateName': 'CrossFit Omaha',\n",
       "   'age': 31,\n",
       "   'bibId': '35',\n",
       "   'competitorId': 5512,\n",
       "   'competitorName': 'Stacie Tovar',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Stacie',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Tovar',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '788f1-P5512_16-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '143 lbs'},\n",
       "  'overallRank': '28',\n",
       "  'overallScore': '454',\n",
       "  'scores': [{'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:39.76, 24 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '44:39.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:39.76',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '355 lb, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': '355 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '355',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:21.45, 64 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '5:21.45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:21.45',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:23.89, 24 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '9:23.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:23.89',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:25.94, 22 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '44:25.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:25.94',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:53.92, 50 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '7:53.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:53.92',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:51.71, 48 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '11:51.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:51.71',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:42.93, 8 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '19:42.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:42.93',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+47, 10 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+47',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:36.53, 8 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '3:36.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:36.53',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 15 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.43, 38 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': ':48.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.43',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:59.41, 7 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '7',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '2:59.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:59.41',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:06.74, 58 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '9:06.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:06.74',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 24 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71160,\n",
       "   'affiliateName': 'CrossFit Terminus',\n",
       "   'age': 29,\n",
       "   'bibId': '23',\n",
       "   'competitorId': 4925,\n",
       "   'competitorName': 'Emily Bridgers',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Emily',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'1\"',\n",
       "   'lastName': 'Bridgers',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '6785a-P4925_5-184.jpg',\n",
       "   'regionCode': 'South East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South East',\n",
       "   'regionalCode': 'South East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '29',\n",
       "  'overallScore': '433',\n",
       "  'scores': [{'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:14.09, 42 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '42:14.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:14.09',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '335 lb, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': '335 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '335',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:58.54, 8 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '6:58.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:58.54',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:55.68, 42 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '8:55.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:55.68',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:45.33, 56 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '40:45.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:45.33',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 26 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:52.47, 10 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '14:52.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:52.47',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:07.60, 34 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '16:07.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:07.60',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+12, 32 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': 'CAP+12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+12',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:23.00, 12 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '3:23.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:23.00',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:51.51, 42 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '1:51.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:51.51',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':53.82, 4 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '4',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': ':53.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':53.82',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 3 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '3',\n",
       "    'rank': '37T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '37T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 14 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:44.96, 76 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '8:44.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:44.96',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71165,\n",
       "   'affiliateName': 'CrossFit Albuquerque',\n",
       "   'age': 28,\n",
       "   'bibId': '29',\n",
       "   'competitorId': 25565,\n",
       "   'competitorName': 'Whitney Cappellucci',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Whitney',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Elks',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'f577b-P25565_2-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '155 lbs'},\n",
       "  'overallRank': '30',\n",
       "  'overallScore': '416',\n",
       "  'scores': [{'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:20.40, 10 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '46:20.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:20.40',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '380 lb, 80 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '380 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '380',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:57.70, 42 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '5:57.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:57.70',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:11.20, 30 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '9:11.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:11.20',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '53:40.56, 2 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '53:40.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '53:40.56',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:16.74, 42 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '8:16.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:16.74',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:10.67, 16 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '14:10.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:10.67',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:29.00, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '16:29.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:29.00',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+41, 16 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+41',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '02:57.37, 36 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '36',\n",
       "    'rank': '22T',\n",
       "    'scoreDisplay': '02:57.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:57.37',\n",
       "    'workoutrank': '22T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 4 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '4',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':52.37, 12 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '12',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': ':52.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':52.37',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:40.28, 16 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '2:40.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:40.28',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:41.57, 34 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '10:41.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:41.57',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 44 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71170,\n",
       "   'affiliateName': 'AllSport CrossFit',\n",
       "   'age': 25,\n",
       "   'bibId': '37',\n",
       "   'competitorId': 208293,\n",
       "   'competitorName': 'Alexis Johnson',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Alexis',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Johnson',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '921ac-P208293_4-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South Central',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '140 lbs'},\n",
       "  'overallRank': '31',\n",
       "  'overallScore': '413',\n",
       "  'scores': [{'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:29.94, 20 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '45:29.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:29.94',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '335 lb, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': '335 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '335',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:04.14, 4 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '7:04.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:04.14',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:17.84, 8 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '10:17.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:17.84',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:58.74, 50 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '40:58.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:58.74',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+16, 0 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+16',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:41.48, 32 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '12:41.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:41.48',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:22.44, 16 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '18:22.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:22.44',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:54.00, 48 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '15:54.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:54.00',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:22.82, 16 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '3:22.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:22.82',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:54.11, 40 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '1:54.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:54.11',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':53.19, 5 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '5',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': ':53.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':53.19',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:19.41, 20 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '2:19.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:19.41',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 22 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:31.34, 100 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '7:31.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:31.34',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71186,\n",
       "   'affiliateName': 'CrossFit Calgary',\n",
       "   'age': 26,\n",
       "   'bibId': '56',\n",
       "   'competitorId': 68808,\n",
       "   'competitorName': 'Christina Seeley',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Christina',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Seeley',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '10364-P68808_5-184.jpg',\n",
       "   'regionCode': 'Canada West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada West',\n",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '32',\n",
       "  'overallScore': '377',\n",
       "  'scores': [{'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:18.83, 34 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '43:18.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:18.83',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '365 lb, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': '365 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '365',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:30.19, 26 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '6:30.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:30.19',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:00.70, 12 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '10:00.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:00.70',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:24.86, 10 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '47:24.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:24.86',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:01.69, 72 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '7:01.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:01.69',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:33.90, 14 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '14:33.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:33.90',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:56.27, 26 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '16:56.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:56.27',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 40 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:22.83, 14 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '3:22.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:22.83',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 11 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '11',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '9 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':52.92, 9 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '9',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': ':52.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':52.92',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '9 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:54.04, 9 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '9',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '2:54.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:54.04',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 24 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 12 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71172,\n",
       "   'affiliateName': '12th State CrossFit',\n",
       "   'age': 24,\n",
       "   'bibId': '39',\n",
       "   'competitorId': 115892,\n",
       "   'competitorName': 'Meg Reardon',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Meg',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Reardon',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '55677-P115892_12-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Mid Atlantic',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '33',\n",
       "  'overallScore': '364',\n",
       "  'scores': [{'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:43.13, 18 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '45:43.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:43.13',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '345 lb, 42 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': '345 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '345',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:43.89, 18 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '6:43.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:43.89',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:20.58, 26 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '9:20.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:20.58',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:24.60, 6 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '50:24.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:24.60',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:53.35, 34 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '8:53.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:53.35',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:59.07, 6 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '14:59.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:59.07',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:08.34, 18 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '18:08.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:08.34',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+90, 2 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+90',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:46.14, 54 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '2:46.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:46.14',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 8 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '8',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':47.78, 44 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': ':47.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':47.78',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:45.44, 12 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '12',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '2:45.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:45.44',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:36.52, 52 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '9:36.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:36.52',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 24 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71163,\n",
       "   'affiliateName': 'CrossFit Kinesis',\n",
       "   'age': 28,\n",
       "   'bibId': '27',\n",
       "   'competitorId': 23856,\n",
       "   'competitorName': 'Sheila Barden',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Sheila',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'0\"',\n",
       "   'lastName': 'Barden',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '2ae08-P23856_8-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '34',\n",
       "  'overallScore': '363',\n",
       "  'scores': [{'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:09.29, 46 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '42:09.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:09.29',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '315 lb, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': '315 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '315',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:08.61, 2 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '7:08.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:08.61',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:32.62, 20 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '9:32.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:32.62',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:20.84, 76 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '38:20.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:20.84',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 20 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:36.15, 12 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '14:36.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:36.15',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:42.17, 42 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '15:42.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:42.17',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+19, 28 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': 'CAP+19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+19',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:23.28, 10 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '3:23.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:23.28',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 14 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '14',\n",
       "    'rank': '26T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '26T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':55.36, 3 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '3',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': ':55.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':55.36',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:48.45, 10 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '10',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '2:48.45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:48.45',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 12 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 56 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71166,\n",
       "   'affiliateName': 'CrossFit Training Yard',\n",
       "   'age': 35,\n",
       "   'bibId': '30',\n",
       "   'competitorId': 8015,\n",
       "   'competitorName': 'Rebecca Voigt',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Rebecca',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Voigt Miller',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ca744-P8015_6-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '35',\n",
       "  'overallScore': '350',\n",
       "  'scores': [{'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:02.23, 12 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '46:02.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:02.23',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '365 lb, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': '365 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '365',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:05.65, 34 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '6:05.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:05.65',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:06.25, 36 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '9:06.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:06.25',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:49.57, 8 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '47:49.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:49.57',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 8 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:17.79, 24 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '13:17.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:17.79',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:37.27, 12 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '18:37.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:37.27',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+46, 14 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+46',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:13.54, 22 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '3:13.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:13.54',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:36.82, 26 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '2:36.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:36.82',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':56.69, 2 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '2',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': ':56.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':56.69',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:29.49, 18 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '18',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '2:29.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:29.49',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:38.97, 36 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '10:38.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:38.97',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+27, 34 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+27',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 30,\n",
       "   'bibId': '51',\n",
       "   'competitorId': 45491,\n",
       "   'competitorName': 'Jennifer Smith',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Jennifer',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Smith',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '40d7e-P45491_12-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Central East',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '140 lbs'},\n",
       "  'overallRank': '36',\n",
       "  'overallScore': '288',\n",
       "  'scores': [{'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 0 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '000 lb, 0 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '000 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:27.25, 60 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '5:27.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:27.25',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:44.00, 56 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '8:44.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:44.00',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 0 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:51.46, 38 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '8:51.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:51.46',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:23.19, 22 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '13:23.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:23.19',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 6 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 36 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:11.05, 2 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '4:11.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:11.05',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 14 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '14',\n",
       "    'rank': '26T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '26T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '1 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:37.30, 1 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '1',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '1:37.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:37.30',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:36.81, 17 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '2:36.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:36.81',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+66, 2 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+66',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+27, 34 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+27',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71180,\n",
       "   'affiliateName': 'Oregon CrossFit',\n",
       "   'age': 25,\n",
       "   'bibId': '48',\n",
       "   'competitorId': 102114,\n",
       "   'competitorName': 'Carly Fuhrer',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Carly',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'3\"',\n",
       "   'lastName': 'Fuhrer',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '312d5-P102114_5-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '37',\n",
       "  'overallScore': '237',\n",
       "  'scores': [{'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:41.06, 4 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '47:41.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:41.06',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '325 lb, 20 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': '325 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '325',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:44.50, 16 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '6:44.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:44.50',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:15.26, 10 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '10:15.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:15.26',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:32.27, 16 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '45:32.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:32.27',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 10 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 2 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:25.42, 14 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '18:25.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:25.42',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+47, 13 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '13',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+47',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:56.88, 38 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '2:56.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:56.88',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 4 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '4',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.44, 18 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '18',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': ':51.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.44',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:01.48, 30 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '2:01.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:01.48',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 8 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+27, 34 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+27',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71177,\n",
       "   'affiliateName': 'CrossFit Lower Mountains',\n",
       "   'age': 26,\n",
       "   'bibId': '44',\n",
       "   'competitorId': 60656,\n",
       "   'competitorName': 'Justine Beath',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Justine',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Beath',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'a9913-P60656_3-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '140 lbs'},\n",
       "  'overallRank': '38',\n",
       "  'overallScore': '224',\n",
       "  'scores': [{'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:37.12, 8 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '46:37.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:37.12',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '335 lb, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': '335 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '335',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:20.66, 30 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '6:20.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:20.66',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:22.58, 2 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '11:22.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:22.58',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:32.28, 14 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '45:32.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:32.28',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:46.36, 40 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '8:46.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:46.36',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+32, 0 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+32',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:03.08, 10 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '19:03.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:03.08',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+12, 30 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': 'CAP+12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+12',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:59.79, 4 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '3:59.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:59.79',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 4 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '4',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':52.41, 11 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': ':52.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':52.41',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 5 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '5',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:56.16, 30 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '10:56.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:56.16',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 4 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '4',\n",
       "    'rank': '38T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '38T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71182,\n",
       "   'affiliateName': 'CrossFit Newcastle',\n",
       "   'age': 19,\n",
       "   'bibId': '52',\n",
       "   'competitorId': 21556,\n",
       "   'competitorName': 'Madeline Sturt',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Madeline',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Sturt',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b807b-P21556_9-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '139 lbs'},\n",
       "  'overallRank': '39',\n",
       "  'overallScore': '147',\n",
       "  'scores': [{'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:53.33, 16 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '45:53.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:53.33',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '325 lb, 20 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': '325 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '325',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:15.61, 0 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '7:15.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:15.61',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:59.32, 14 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '9:59.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:59.32',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:06.11, 12 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '47:06.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:06.11',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+15, 2 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+15',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 4 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 2 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+91, 0 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+91',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:59.56, 6 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '3:59.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:59.56',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 8 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '8',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':50.21, 28 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '28',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': ':50.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':50.21',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:48.02, 11 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '2:48.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:48.02',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 12 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 12 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 32,\n",
       "   'bibId': '36',\n",
       "   'competitorId': 235218,\n",
       "   'competitorName': 'Alethea Boon',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Alethea',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'3\"',\n",
       "   'lastName': 'Boon',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '619ba-P235218_4-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '40',\n",
       "  'overallScore': '260',\n",
       "  'scores': [{'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:18.04, 40 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '42:18.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:18.04',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '285 lb, 2 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '285 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '285',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:31.74, 22 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '6:31.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:31.74',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:07.28, 0 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '13:07.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:07.28',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:58.06, 64 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '38:58.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:58.06',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+13, 6 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+13',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:02.87, 40 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '12:02.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:02.87',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:56.09, 40 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '15:56.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:56.09',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:56.30, 46 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '15:56.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:56.30',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+47, 0 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+47',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 11,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'ordinal': 12,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 13,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 14,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 15,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}}]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "leaderboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "database = []\n",
    "for i in range(len(leaderboard)):\n",
    "    competitors = leaderboard[i]['entrant']['competitorName']\n",
    "    for j in range(len(leaderboard[i]['scores'])):\n",
    "        workout_number = leaderboard[i]['scores'][j]['ordinal']\n",
    "        times = leaderboard[i]['scores'][j]['time']\n",
    "        ranks = leaderboard[i]['scores'][j]['rank']\n",
    "        score = leaderboard[i]['scores'][j]['breakdown']\n",
    "        database.append([competitors, workout_number, times, ranks, score])\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data = pd.DataFrame(database, columns=['competitors', 'ordinals', 'times', 'ranks', 'score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>38:27.21</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>295</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>5:03.27</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>8:42.78</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>36:48.43</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>7:40.85</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>9:25.40</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>13:31.67</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>13:17.29</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>2:33.96</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>1:33.68</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>:49.38</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>1:38.48</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>14</td>\n",
       "      <td>8:25.76</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>1</td>\n",
       "      <td>39:28.80</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>2</td>\n",
       "      <td>390</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>3</td>\n",
       "      <td>5:31.41</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>4</td>\n",
       "      <td>7:28.23</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>5</td>\n",
       "      <td>42:00.45</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>6</td>\n",
       "      <td>5:56.92</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>7</td>\n",
       "      <td>12:20.22</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>8</td>\n",
       "      <td>14:46.76</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>9</td>\n",
       "      <td>13:21.66</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>10</td>\n",
       "      <td>2:28.96</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>11</td>\n",
       "      <td>2:52.15</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.41</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>13</td>\n",
       "      <td>1:54.59</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>14</td>\n",
       "      <td>8:39.42</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>15</td>\n",
       "      <td>9:15.51</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>1</td>\n",
       "      <td>45:53.33</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>2</td>\n",
       "      <td>325</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>3</td>\n",
       "      <td>7:15.61</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>4</td>\n",
       "      <td>9:59.32</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>5</td>\n",
       "      <td>47:06.11</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+15</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+91</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>10</td>\n",
       "      <td>3:59.56</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>32T</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.21</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>13</td>\n",
       "      <td>2:48.02</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>1</td>\n",
       "      <td>42:18.04</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>2</td>\n",
       "      <td>285</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>3</td>\n",
       "      <td>6:31.74</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>4</td>\n",
       "      <td>13:07.28</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>5</td>\n",
       "      <td>38:58.06</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>7</td>\n",
       "      <td>12:02.87</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>8</td>\n",
       "      <td>15:56.09</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>9</td>\n",
       "      <td>15:56.30</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+47</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>11</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>600 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score\n",
       "0    Katrin Tanja Davidsdottir         1  38:27.21     4   84 pts\n",
       "1    Katrin Tanja Davidsdottir         2       295    38    4 pts\n",
       "2    Katrin Tanja Davidsdottir         3   5:03.27     5   80 pts\n",
       "3    Katrin Tanja Davidsdottir         4   8:42.78    11   58 pts\n",
       "4    Katrin Tanja Davidsdottir         5  36:48.43     2   94 pts\n",
       "5    Katrin Tanja Davidsdottir         6   7:40.85    14   52 pts\n",
       "6    Katrin Tanja Davidsdottir         7   9:25.40     1  100 pts\n",
       "7    Katrin Tanja Davidsdottir         8  13:31.67     6   76 pts\n",
       "8    Katrin Tanja Davidsdottir         9  13:17.29     2   94 pts\n",
       "9    Katrin Tanja Davidsdottir        10   2:33.96     7   72 pts\n",
       "10   Katrin Tanja Davidsdottir        11   1:33.68     1   50 pts\n",
       "11   Katrin Tanja Davidsdottir        12    :49.38    10   30 pts\n",
       "12   Katrin Tanja Davidsdottir        13   1:38.48     1   50 pts\n",
       "13   Katrin Tanja Davidsdottir        14   8:25.76     4   84 pts\n",
       "14   Katrin Tanja Davidsdottir        15    CAP+10   12T   56 pts\n",
       "15            Tia-Clair Toomey         1  39:28.80     6   76 pts\n",
       "16            Tia-Clair Toomey         2       390     3   88 pts\n",
       "17            Tia-Clair Toomey         3   5:31.41    13   54 pts\n",
       "18            Tia-Clair Toomey         4   7:28.23     1  100 pts\n",
       "19            Tia-Clair Toomey         5  42:00.45    18   44 pts\n",
       "20            Tia-Clair Toomey         6   5:56.92     3   88 pts\n",
       "21            Tia-Clair Toomey         7  12:20.22    22   36 pts\n",
       "22            Tia-Clair Toomey         8  14:46.76    13   54 pts\n",
       "23            Tia-Clair Toomey         9  13:21.66     3   88 pts\n",
       "24            Tia-Clair Toomey        10   2:28.96     2   94 pts\n",
       "25            Tia-Clair Toomey        11   2:52.15    17   23 pts\n",
       "26            Tia-Clair Toomey        12    :47.41     1   50 pts\n",
       "27            Tia-Clair Toomey        13   1:54.59     6   38 pts\n",
       "28            Tia-Clair Toomey        14   8:39.42     7   72 pts\n",
       "29            Tia-Clair Toomey        15   9:15.51     8   68 pts\n",
       "..                         ...       ...       ...   ...      ...\n",
       "570             Madeline Sturt         1  45:53.33    32   16 pts\n",
       "571             Madeline Sturt         2       325   30T   20 pts\n",
       "572             Madeline Sturt         3   7:15.61    40    0 pts\n",
       "573             Madeline Sturt         4   9:59.32    33   14 pts\n",
       "574             Madeline Sturt         5  47:06.11    34   12 pts\n",
       "575             Madeline Sturt         6    CAP+15    39    2 pts\n",
       "576             Madeline Sturt         7     CAP+6    38    4 pts\n",
       "577             Madeline Sturt         8     CAP+4    39    2 pts\n",
       "578             Madeline Sturt         9    CAP+91    40    0 pts\n",
       "579             Madeline Sturt        10   3:59.56    37    6 pts\n",
       "580             Madeline Sturt        11     CAP+5   32T    8 pts\n",
       "581             Madeline Sturt        12    :50.21    12   28 pts\n",
       "582             Madeline Sturt        13   2:48.02    29   11 pts\n",
       "583             Madeline Sturt        14     CAP+6   34T   12 pts\n",
       "584             Madeline Sturt        15    CAP+50   34T   12 pts\n",
       "585               Alethea Boon         1  42:18.04    20   40 pts\n",
       "586               Alethea Boon         2       285    39    2 pts\n",
       "587               Alethea Boon         3   6:31.74    29   22 pts\n",
       "588               Alethea Boon         4  13:07.28    40    0 pts\n",
       "589               Alethea Boon         5  38:58.06     9   64 pts\n",
       "590               Alethea Boon         6    CAP+13    37    6 pts\n",
       "591               Alethea Boon         7  12:02.87    20   40 pts\n",
       "592               Alethea Boon         8  15:56.09    20   40 pts\n",
       "593               Alethea Boon         9  15:56.30    17   46 pts\n",
       "594               Alethea Boon        10    CAP+47    40    0 pts\n",
       "595               Alethea Boon        11              WD         \n",
       "596               Alethea Boon        12              WD         \n",
       "597               Alethea Boon        13              WD         \n",
       "598               Alethea Boon        14              WD         \n",
       "599               Alethea Boon        15              WD         \n",
       "\n",
       "[600 rows x 5 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_1 = full_data[full_data['ordinals']==1].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_1.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        total_seconds.append(60*60)\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_1['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_1['total_seconds']-min(event_1['total_seconds']))\n",
    "event_1['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>1</td>\n",
       "      <td>36:08.65</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>2168</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>1</td>\n",
       "      <td>36:54.61</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>2214</td>\n",
       "      <td>96.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>1</td>\n",
       "      <td>37:50.61</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>2270</td>\n",
       "      <td>92.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>38:27.21</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>2307</td>\n",
       "      <td>90.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>1</td>\n",
       "      <td>39:26.12</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>2366</td>\n",
       "      <td>86.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>1</td>\n",
       "      <td>39:28.80</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>2368</td>\n",
       "      <td>86.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>1</td>\n",
       "      <td>39:35.59</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>2375</td>\n",
       "      <td>85.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>1</td>\n",
       "      <td>40:04.07</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>2404</td>\n",
       "      <td>83.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>1</td>\n",
       "      <td>40:13.36</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>2413</td>\n",
       "      <td>82.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>1</td>\n",
       "      <td>40:13.52</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>2413</td>\n",
       "      <td>82.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>40:45.60</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>2445</td>\n",
       "      <td>80.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>40:51.16</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>2451</td>\n",
       "      <td>80.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>1</td>\n",
       "      <td>41:24.10</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>2484</td>\n",
       "      <td>77.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>1</td>\n",
       "      <td>41:41.44</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>2501</td>\n",
       "      <td>76.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>1</td>\n",
       "      <td>41:53.38</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>2513</td>\n",
       "      <td>75.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>1</td>\n",
       "      <td>41:57.95</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>2517</td>\n",
       "      <td>75.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>1</td>\n",
       "      <td>42:09.29</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>2529</td>\n",
       "      <td>74.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>1</td>\n",
       "      <td>42:12.69</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>2532</td>\n",
       "      <td>74.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>1</td>\n",
       "      <td>42:14.09</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>2534</td>\n",
       "      <td>74.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>1</td>\n",
       "      <td>42:18.04</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>2538</td>\n",
       "      <td>74.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>1</td>\n",
       "      <td>42:21.40</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>2541</td>\n",
       "      <td>73.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>1</td>\n",
       "      <td>42:30.87</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>2550</td>\n",
       "      <td>73.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>1</td>\n",
       "      <td>43:18.83</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>2598</td>\n",
       "      <td>69.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>1</td>\n",
       "      <td>43:32.75</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>2612</td>\n",
       "      <td>68.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>1</td>\n",
       "      <td>43:39.55</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>2619</td>\n",
       "      <td>68.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>1</td>\n",
       "      <td>43:49.92</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>2629</td>\n",
       "      <td>67.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>1</td>\n",
       "      <td>44:03.49</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>2643</td>\n",
       "      <td>66.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>1</td>\n",
       "      <td>44:39.76</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>2679</td>\n",
       "      <td>64.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>1</td>\n",
       "      <td>45:06.18</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>2706</td>\n",
       "      <td>62.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>1</td>\n",
       "      <td>45:29.94</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>2729</td>\n",
       "      <td>60.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>1</td>\n",
       "      <td>45:43.13</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>2743</td>\n",
       "      <td>59.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>1</td>\n",
       "      <td>45:53.33</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>2753</td>\n",
       "      <td>59.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>1</td>\n",
       "      <td>45:59.04</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>2759</td>\n",
       "      <td>58.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>1</td>\n",
       "      <td>46:02.23</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>2762</td>\n",
       "      <td>58.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>1</td>\n",
       "      <td>46:20.40</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>2780</td>\n",
       "      <td>57.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>1</td>\n",
       "      <td>46:37.12</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>2797</td>\n",
       "      <td>56.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>1</td>\n",
       "      <td>47:08.65</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>2828</td>\n",
       "      <td>53.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>1</td>\n",
       "      <td>47:41.06</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>2861</td>\n",
       "      <td>51.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>1</td>\n",
       "      <td>51:49.96</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>3109</td>\n",
       "      <td>34.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>3600</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "45                  Samantha Briggs         1  36:08.65     1  100 pts   \n",
       "165                   Kristin Holte         1  36:54.61     2   94 pts   \n",
       "105                    Kristi Eramo         1  37:50.61     3   88 pts   \n",
       "0         Katrin Tanja Davidsdottir         1  38:27.21     4   84 pts   \n",
       "390                  Candice Wagner         1  39:26.12     5   80 pts   \n",
       "15                 Tia-Clair Toomey         1  39:28.80     6   76 pts   \n",
       "150                     Tennil Reed         1  39:35.59     7   72 pts   \n",
       "270       Thuridur Erla Helgadottir         1  40:04.07     8   68 pts   \n",
       "135                Anna Tunnicliffe         1  40:13.36     9   64 pts   \n",
       "345                  Christy Adkins         1  40:13.52    10   60 pts   \n",
       "30   Ragnheiður Sara Sigmundsdottir         1  40:45.60    11   58 pts   \n",
       "180              Annie Thorisdottir         1  40:51.16    12   56 pts   \n",
       "120             Alessandra Pichelli         1  41:24.10    13   54 pts   \n",
       "360                   Lauren Fisher         1  41:41.44    14   52 pts   \n",
       "315                 Margaux Alvarez         1  41:53.38    15   50 pts   \n",
       "300         Camille Leblanc-Bazinet         1  41:57.95    16   48 pts   \n",
       "495                   Sheila Barden         1  42:09.29    17   46 pts   \n",
       "60                      Kari Pearce         1  42:12.69    18   44 pts   \n",
       "420                  Emily Bridgers         1  42:14.09    19   42 pts   \n",
       "585                    Alethea Boon         1  42:18.04    20   40 pts   \n",
       "90                        Kara Webb         1  42:21.40    21   38 pts   \n",
       "375                    Alea Helmick         1  42:30.87    22   36 pts   \n",
       "465                Christina Seeley         1  43:18.83    23   34 pts   \n",
       "210                 Tasia Percevecz         1  43:32.75    24   32 pts   \n",
       "195       Carol-Ann Reason-Thibault         1  43:39.55    25   30 pts   \n",
       "240                       Chyna Cho         1  43:49.92    26   28 pts   \n",
       "330                 Carleen Mathews         1  44:03.49    27   26 pts   \n",
       "405                    Stacie Tovar         1  44:39.76    28   24 pts   \n",
       "285                   Emily  Abbott         1  45:06.18    29   22 pts   \n",
       "450                  Alexis Johnson         1  45:29.94    30   20 pts   \n",
       "480                     Meg Reardon         1  45:43.13    31   18 pts   \n",
       "570                  Madeline Sturt         1  45:53.33    32   16 pts   \n",
       "225                Michele Letendre         1  45:59.04    33   14 pts   \n",
       "510                   Rebecca Voigt         1  46:02.23    34   12 pts   \n",
       "435             Whitney Cappellucci         1  46:20.40    35   10 pts   \n",
       "555                   Justine Beath         1  46:37.12    36    8 pts   \n",
       "75                     Brooke Wells         1  47:08.65    37    6 pts   \n",
       "540                    Carly Fuhrer         1  47:41.06    38    4 pts   \n",
       "255                    Jamie Hagiya         1  51:49.96    39    2 pts   \n",
       "525                  Jennifer Smith         1       CAP    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "45            2168          100.00  \n",
       "165           2214           96.79  \n",
       "105           2270           92.88  \n",
       "0             2307           90.29  \n",
       "390           2366           86.17  \n",
       "15            2368           86.03  \n",
       "150           2375           85.54  \n",
       "270           2404           83.52  \n",
       "135           2413           82.89  \n",
       "345           2413           82.89  \n",
       "30            2445           80.66  \n",
       "180           2451           80.24  \n",
       "120           2484           77.93  \n",
       "360           2501           76.75  \n",
       "315           2513           75.91  \n",
       "300           2517           75.63  \n",
       "495           2529           74.79  \n",
       "60            2532           74.58  \n",
       "420           2534           74.44  \n",
       "585           2538           74.16  \n",
       "90            2541           73.95  \n",
       "375           2550           73.32  \n",
       "465           2598           69.97  \n",
       "210           2612           68.99  \n",
       "195           2619           68.51  \n",
       "240           2629           67.81  \n",
       "330           2643           66.83  \n",
       "405           2679           64.32  \n",
       "285           2706           62.43  \n",
       "450           2729           60.82  \n",
       "480           2743           59.85  \n",
       "570           2753           59.15  \n",
       "225           2759           58.73  \n",
       "510           2762           58.52  \n",
       "435           2780           57.26  \n",
       "555           2797           56.08  \n",
       "75            2828           53.91  \n",
       "540           2861           51.61  \n",
       "255           3109           34.29  \n",
       "525           3600            0.00  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_1.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_2 = full_data[full_data['ordinals']==2].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "times = []\n",
    "for i, j in event_2.iterrows():\n",
    "    if len(j['times'])==0:\n",
    "        times.append('275')\n",
    "    else:\n",
    "        times.append(j['times'])\n",
    "        \n",
    "event_2['times'] = times"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_2['times'] = [int(i) for i in event_2['times']]\n",
    "lst = list(event_2['times']-min(event_2['times']))\n",
    "event_2['adjusted_score'] = [i*(100/max(lst)) for i in lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>2</td>\n",
       "      <td>415</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>2</td>\n",
       "      <td>395</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>85.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>2</td>\n",
       "      <td>390</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>82.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>2</td>\n",
       "      <td>385</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>78.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>2</td>\n",
       "      <td>380</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>75.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>375</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>71.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>2</td>\n",
       "      <td>370</td>\n",
       "      <td>7T</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>67.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>2</td>\n",
       "      <td>370</td>\n",
       "      <td>7T</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>67.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>2</td>\n",
       "      <td>365</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>64.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>365</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>64.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>2</td>\n",
       "      <td>365</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>64.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>2</td>\n",
       "      <td>365</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>64.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>2</td>\n",
       "      <td>355</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>57.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>2</td>\n",
       "      <td>355</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>57.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>2</td>\n",
       "      <td>355</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>57.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>2</td>\n",
       "      <td>355</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>57.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>2</td>\n",
       "      <td>355</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>57.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>2</td>\n",
       "      <td>355</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>57.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>2</td>\n",
       "      <td>345</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>2</td>\n",
       "      <td>345</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>2</td>\n",
       "      <td>345</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>2</td>\n",
       "      <td>345</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>2</td>\n",
       "      <td>345</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>2</td>\n",
       "      <td>335</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>42.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>2</td>\n",
       "      <td>335</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>42.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>2</td>\n",
       "      <td>335</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>42.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>2</td>\n",
       "      <td>335</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>42.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>2</td>\n",
       "      <td>335</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>42.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>2</td>\n",
       "      <td>335</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>42.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>2</td>\n",
       "      <td>325</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>35.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>2</td>\n",
       "      <td>325</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>35.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>2</td>\n",
       "      <td>325</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>35.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>2</td>\n",
       "      <td>325</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>35.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>2</td>\n",
       "      <td>315</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>28.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>2</td>\n",
       "      <td>315</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>28.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>2</td>\n",
       "      <td>315</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>28.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>2</td>\n",
       "      <td>315</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>28.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>295</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>14.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>2</td>\n",
       "      <td>285</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>7.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>2</td>\n",
       "      <td>275</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals  times ranks    score  \\\n",
       "76                     Brooke Wells         2    415     1  100 pts   \n",
       "391                  Candice Wagner         2    395     2   94 pts   \n",
       "16                 Tia-Clair Toomey         2    390     3   88 pts   \n",
       "121             Alessandra Pichelli         2    385     4   84 pts   \n",
       "436             Whitney Cappellucci         2    380     5   80 pts   \n",
       "181              Annie Thorisdottir         2    375     6   76 pts   \n",
       "316                 Margaux Alvarez         2    370    7T   72 pts   \n",
       "361                   Lauren Fisher         2    370    7T   72 pts   \n",
       "196       Carol-Ann Reason-Thibault         2    365    9T   64 pts   \n",
       "31   Ragnheiður Sara Sigmundsdottir         2    365    9T   64 pts   \n",
       "511                   Rebecca Voigt         2    365    9T   64 pts   \n",
       "466                Christina Seeley         2    365    9T   64 pts   \n",
       "61                      Kari Pearce         2    355   13T   54 pts   \n",
       "151                     Tennil Reed         2    355   13T   54 pts   \n",
       "226                Michele Letendre         2    355   13T   54 pts   \n",
       "286                   Emily  Abbott         2    355   13T   54 pts   \n",
       "46                  Samantha Briggs         2    355   13T   54 pts   \n",
       "406                    Stacie Tovar         2    355   13T   54 pts   \n",
       "256                    Jamie Hagiya         2    345   19T   42 pts   \n",
       "91                        Kara Webb         2    345   19T   42 pts   \n",
       "331                 Carleen Mathews         2    345   19T   42 pts   \n",
       "346                  Christy Adkins         2    345   19T   42 pts   \n",
       "481                     Meg Reardon         2    345   19T   42 pts   \n",
       "421                  Emily Bridgers         2    335   24T   32 pts   \n",
       "241                       Chyna Cho         2    335   24T   32 pts   \n",
       "451                  Alexis Johnson         2    335   24T   32 pts   \n",
       "301         Camille Leblanc-Bazinet         2    335   24T   32 pts   \n",
       "106                    Kristi Eramo         2    335   24T   32 pts   \n",
       "556                   Justine Beath         2    335   24T   32 pts   \n",
       "136                Anna Tunnicliffe         2    325   30T   20 pts   \n",
       "541                    Carly Fuhrer         2    325   30T   20 pts   \n",
       "211                 Tasia Percevecz         2    325   30T   20 pts   \n",
       "571                  Madeline Sturt         2    325   30T   20 pts   \n",
       "271       Thuridur Erla Helgadottir         2    315   34T   12 pts   \n",
       "166                   Kristin Holte         2    315   34T   12 pts   \n",
       "496                   Sheila Barden         2    315   34T   12 pts   \n",
       "376                    Alea Helmick         2    315   34T   12 pts   \n",
       "1         Katrin Tanja Davidsdottir         2    295    38    4 pts   \n",
       "586                    Alethea Boon         2    285    39    2 pts   \n",
       "526                  Jennifer Smith         2    275    40    0 pts   \n",
       "\n",
       "     adjusted_score  \n",
       "76           100.00  \n",
       "391           85.71  \n",
       "16            82.14  \n",
       "121           78.57  \n",
       "436           75.00  \n",
       "181           71.43  \n",
       "316           67.86  \n",
       "361           67.86  \n",
       "196           64.29  \n",
       "31            64.29  \n",
       "511           64.29  \n",
       "466           64.29  \n",
       "61            57.14  \n",
       "151           57.14  \n",
       "226           57.14  \n",
       "286           57.14  \n",
       "46            57.14  \n",
       "406           57.14  \n",
       "256           50.00  \n",
       "91            50.00  \n",
       "331           50.00  \n",
       "346           50.00  \n",
       "481           50.00  \n",
       "421           42.86  \n",
       "241           42.86  \n",
       "451           42.86  \n",
       "301           42.86  \n",
       "106           42.86  \n",
       "556           42.86  \n",
       "136           35.71  \n",
       "541           35.71  \n",
       "211           35.71  \n",
       "571           35.71  \n",
       "271           28.57  \n",
       "166           28.57  \n",
       "496           28.57  \n",
       "376           28.57  \n",
       "1             14.29  \n",
       "586            7.14  \n",
       "526            0.00  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_2.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_3 = full_data[full_data['ordinals']==3].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_3.iterrows():\n",
    "    datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "    total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_3['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_3['total_seconds']-min(event_3['total_seconds']))\n",
    "event_3['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>4:28.51</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>268</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>3</td>\n",
       "      <td>4:52.36</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>292</td>\n",
       "      <td>85.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>3</td>\n",
       "      <td>4:53.30</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>293</td>\n",
       "      <td>85.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>4:58.14</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>298</td>\n",
       "      <td>82.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>5:03.27</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>303</td>\n",
       "      <td>79.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>3</td>\n",
       "      <td>5:04.89</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>304</td>\n",
       "      <td>78.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>3</td>\n",
       "      <td>5:07.17</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>307</td>\n",
       "      <td>76.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>3</td>\n",
       "      <td>5:17.87</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>317</td>\n",
       "      <td>70.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>3</td>\n",
       "      <td>5:21.45</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>321</td>\n",
       "      <td>68.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>3</td>\n",
       "      <td>5:27.25</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>327</td>\n",
       "      <td>64.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>3</td>\n",
       "      <td>5:29.67</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>329</td>\n",
       "      <td>63.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>3</td>\n",
       "      <td>5:29.63</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>329</td>\n",
       "      <td>63.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>3</td>\n",
       "      <td>5:31.41</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>331</td>\n",
       "      <td>62.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>3</td>\n",
       "      <td>5:42.23</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>342</td>\n",
       "      <td>55.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>3</td>\n",
       "      <td>5:42.30</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>342</td>\n",
       "      <td>55.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>3</td>\n",
       "      <td>5:46.04</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>346</td>\n",
       "      <td>53.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>3</td>\n",
       "      <td>5:47.94</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>347</td>\n",
       "      <td>52.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>3</td>\n",
       "      <td>5:53.77</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>353</td>\n",
       "      <td>49.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>3</td>\n",
       "      <td>5:57.70</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>357</td>\n",
       "      <td>46.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>3</td>\n",
       "      <td>5:58.37</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>358</td>\n",
       "      <td>46.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>3</td>\n",
       "      <td>5:59.42</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>359</td>\n",
       "      <td>45.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>3</td>\n",
       "      <td>6:00.56</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>360</td>\n",
       "      <td>44.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>3</td>\n",
       "      <td>6:05.65</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>365</td>\n",
       "      <td>41.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>3</td>\n",
       "      <td>6:17.41</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>377</td>\n",
       "      <td>34.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>3</td>\n",
       "      <td>6:20.66</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>380</td>\n",
       "      <td>32.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>3</td>\n",
       "      <td>6:28.69</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>388</td>\n",
       "      <td>28.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>3</td>\n",
       "      <td>6:30.19</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>390</td>\n",
       "      <td>26.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>3</td>\n",
       "      <td>6:30.38</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>390</td>\n",
       "      <td>26.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>3</td>\n",
       "      <td>6:31.74</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>391</td>\n",
       "      <td>26.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>3</td>\n",
       "      <td>6:32.53</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>392</td>\n",
       "      <td>25.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>3</td>\n",
       "      <td>6:43.89</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>403</td>\n",
       "      <td>19.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>3</td>\n",
       "      <td>6:44.50</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>404</td>\n",
       "      <td>18.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>3</td>\n",
       "      <td>6:55.20</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>415</td>\n",
       "      <td>11.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>3</td>\n",
       "      <td>6:57.51</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>417</td>\n",
       "      <td>10.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>3</td>\n",
       "      <td>6:58.41</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>418</td>\n",
       "      <td>10.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>3</td>\n",
       "      <td>6:58.54</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>418</td>\n",
       "      <td>10.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>3</td>\n",
       "      <td>7:01.12</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>421</td>\n",
       "      <td>8.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>3</td>\n",
       "      <td>7:04.14</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>424</td>\n",
       "      <td>6.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>3</td>\n",
       "      <td>7:08.61</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>428</td>\n",
       "      <td>4.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>3</td>\n",
       "      <td>7:15.61</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>435</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks    score  \\\n",
       "182              Annie Thorisdottir         3  4:28.51     1  100 pts   \n",
       "77                     Brooke Wells         3  4:52.36     2   94 pts   \n",
       "152                     Tennil Reed         3  4:53.30     3   88 pts   \n",
       "32   Ragnheiður Sara Sigmundsdottir         3  4:58.14     4   84 pts   \n",
       "2         Katrin Tanja Davidsdottir         3  5:03.27     5   80 pts   \n",
       "47                  Samantha Briggs         3  5:04.89     6   76 pts   \n",
       "287                   Emily  Abbott         3  5:07.17     7   72 pts   \n",
       "317                 Margaux Alvarez         3  5:17.87     8   68 pts   \n",
       "407                    Stacie Tovar         3  5:21.45     9   64 pts   \n",
       "527                  Jennifer Smith         3  5:27.25    10   60 pts   \n",
       "92                        Kara Webb         3  5:29.67    12   56 pts   \n",
       "197       Carol-Ann Reason-Thibault         3  5:29.63    11   58 pts   \n",
       "17                 Tia-Clair Toomey         3  5:31.41    13   54 pts   \n",
       "212                 Tasia Percevecz         3  5:42.23    14   52 pts   \n",
       "362                   Lauren Fisher         3  5:42.30    15   50 pts   \n",
       "272       Thuridur Erla Helgadottir         3  5:46.04    16   48 pts   \n",
       "137                Anna Tunnicliffe         3  5:47.94    17   46 pts   \n",
       "62                      Kari Pearce         3  5:53.77    18   44 pts   \n",
       "437             Whitney Cappellucci         3  5:57.70    19   42 pts   \n",
       "242                       Chyna Cho         3  5:58.37    20   40 pts   \n",
       "122             Alessandra Pichelli         3  5:59.42    21   38 pts   \n",
       "167                   Kristin Holte         3  6:00.56    22   36 pts   \n",
       "512                   Rebecca Voigt         3  6:05.65    23   34 pts   \n",
       "347                  Christy Adkins         3  6:17.41    24   32 pts   \n",
       "557                   Justine Beath         3  6:20.66    25   30 pts   \n",
       "257                    Jamie Hagiya         3  6:28.69    26   28 pts   \n",
       "467                Christina Seeley         3  6:30.19    27   26 pts   \n",
       "227                Michele Letendre         3  6:30.38    28   24 pts   \n",
       "587                    Alethea Boon         3  6:31.74    29   22 pts   \n",
       "107                    Kristi Eramo         3  6:32.53    30   20 pts   \n",
       "482                     Meg Reardon         3  6:43.89    31   18 pts   \n",
       "542                    Carly Fuhrer         3  6:44.50    32   16 pts   \n",
       "332                 Carleen Mathews         3  6:55.20    33   14 pts   \n",
       "392                  Candice Wagner         3  6:57.51    34   12 pts   \n",
       "377                    Alea Helmick         3  6:58.41    35   10 pts   \n",
       "422                  Emily Bridgers         3  6:58.54    36    8 pts   \n",
       "302         Camille Leblanc-Bazinet         3  7:01.12    37    6 pts   \n",
       "452                  Alexis Johnson         3  7:04.14    38    4 pts   \n",
       "497                   Sheila Barden         3  7:08.61    39    2 pts   \n",
       "572                  Madeline Sturt         3  7:15.61    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "182            268          100.00  \n",
       "77             292           85.63  \n",
       "152            293           85.03  \n",
       "32             298           82.04  \n",
       "2              303           79.04  \n",
       "47             304           78.44  \n",
       "287            307           76.65  \n",
       "317            317           70.66  \n",
       "407            321           68.26  \n",
       "527            327           64.67  \n",
       "92             329           63.47  \n",
       "197            329           63.47  \n",
       "17             331           62.28  \n",
       "212            342           55.69  \n",
       "362            342           55.69  \n",
       "272            346           53.29  \n",
       "137            347           52.69  \n",
       "62             353           49.10  \n",
       "437            357           46.71  \n",
       "242            358           46.11  \n",
       "122            359           45.51  \n",
       "167            360           44.91  \n",
       "512            365           41.92  \n",
       "347            377           34.73  \n",
       "557            380           32.93  \n",
       "257            388           28.14  \n",
       "467            390           26.95  \n",
       "227            390           26.95  \n",
       "587            391           26.35  \n",
       "107            392           25.75  \n",
       "482            403           19.16  \n",
       "542            404           18.56  \n",
       "332            415           11.98  \n",
       "392            417           10.78  \n",
       "377            418           10.18  \n",
       "422            418           10.18  \n",
       "302            421            8.38  \n",
       "452            424            6.59  \n",
       "497            428            4.19  \n",
       "572            435            0.00  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_3.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_4 = full_data[full_data['ordinals']==4].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_4.iterrows():\n",
    "    datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "    total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_4['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_4['total_seconds']-min(event_4['total_seconds']))\n",
    "event_4['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>4</td>\n",
       "      <td>7:28.23</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>448</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>4</td>\n",
       "      <td>7:30.14</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>450</td>\n",
       "      <td>99.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>4</td>\n",
       "      <td>7:38.14</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>458</td>\n",
       "      <td>97.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>7:38.22</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>458</td>\n",
       "      <td>97.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>4</td>\n",
       "      <td>7:40.59</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>460</td>\n",
       "      <td>96.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>4</td>\n",
       "      <td>7:46.26</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>466</td>\n",
       "      <td>94.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>4</td>\n",
       "      <td>7:50.15</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>470</td>\n",
       "      <td>93.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>4</td>\n",
       "      <td>7:55.82</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>475</td>\n",
       "      <td>92.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>4</td>\n",
       "      <td>8:07.02</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>487</td>\n",
       "      <td>88.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>4</td>\n",
       "      <td>8:40.47</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>520</td>\n",
       "      <td>78.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>8:42.78</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>522</td>\n",
       "      <td>78.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>4</td>\n",
       "      <td>8:44.00</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>524</td>\n",
       "      <td>77.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>4</td>\n",
       "      <td>8:46.50</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>526</td>\n",
       "      <td>76.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>4</td>\n",
       "      <td>8:48.51</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>528</td>\n",
       "      <td>76.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>4</td>\n",
       "      <td>8:48.04</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>528</td>\n",
       "      <td>76.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>4</td>\n",
       "      <td>8:50.46</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>530</td>\n",
       "      <td>75.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>4</td>\n",
       "      <td>8:54.26</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>534</td>\n",
       "      <td>74.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>4</td>\n",
       "      <td>8:54.95</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>534</td>\n",
       "      <td>74.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>4</td>\n",
       "      <td>8:55.68</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>535</td>\n",
       "      <td>74.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>4</td>\n",
       "      <td>8:57.23</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>537</td>\n",
       "      <td>73.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>4</td>\n",
       "      <td>8:58.04</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>538</td>\n",
       "      <td>73.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>4</td>\n",
       "      <td>9:06.25</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>546</td>\n",
       "      <td>71.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>9:07.82</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>547</td>\n",
       "      <td>70.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>4</td>\n",
       "      <td>9:09.24</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>549</td>\n",
       "      <td>70.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>4</td>\n",
       "      <td>9:11.20</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>551</td>\n",
       "      <td>69.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>4</td>\n",
       "      <td>9:13.23</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>553</td>\n",
       "      <td>69.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>4</td>\n",
       "      <td>9:20.58</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>560</td>\n",
       "      <td>66.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>4</td>\n",
       "      <td>9:23.89</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>563</td>\n",
       "      <td>66.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>4</td>\n",
       "      <td>9:26.05</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>566</td>\n",
       "      <td>65.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>4</td>\n",
       "      <td>9:32.62</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>572</td>\n",
       "      <td>63.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>4</td>\n",
       "      <td>9:44.22</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>584</td>\n",
       "      <td>59.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>4</td>\n",
       "      <td>9:51.80</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>591</td>\n",
       "      <td>57.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>4</td>\n",
       "      <td>9:59.32</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>599</td>\n",
       "      <td>55.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>4</td>\n",
       "      <td>10:00.70</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>600</td>\n",
       "      <td>55.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>4</td>\n",
       "      <td>10:15.26</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>615</td>\n",
       "      <td>50.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>4</td>\n",
       "      <td>10:17.84</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>617</td>\n",
       "      <td>50.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>4</td>\n",
       "      <td>10:24.41</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>624</td>\n",
       "      <td>48.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>4</td>\n",
       "      <td>10:57.79</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>657</td>\n",
       "      <td>38.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>4</td>\n",
       "      <td>11:22.58</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>682</td>\n",
       "      <td>30.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>4</td>\n",
       "      <td>13:07.28</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>787</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "18                 Tia-Clair Toomey         4   7:28.23     1  100 pts   \n",
       "108                    Kristi Eramo         4   7:30.14     2   94 pts   \n",
       "153                     Tennil Reed         4   7:38.14     3   88 pts   \n",
       "33   Ragnheiður Sara Sigmundsdottir         4   7:38.22     4   84 pts   \n",
       "243                       Chyna Cho         4   7:40.59     5   80 pts   \n",
       "138                Anna Tunnicliffe         4   7:46.26     6   76 pts   \n",
       "93                        Kara Webb         4   7:50.15     7   72 pts   \n",
       "228                Michele Letendre         4   7:55.82     8   68 pts   \n",
       "48                  Samantha Briggs         4   8:07.02     9   64 pts   \n",
       "123             Alessandra Pichelli         4   8:40.47    10   60 pts   \n",
       "3         Katrin Tanja Davidsdottir         4   8:42.78    11   58 pts   \n",
       "528                  Jennifer Smith         4   8:44.00    12   56 pts   \n",
       "288                   Emily  Abbott         4   8:46.50    13   54 pts   \n",
       "363                   Lauren Fisher         4   8:48.51    15   50 pts   \n",
       "198       Carol-Ann Reason-Thibault         4   8:48.04    14   52 pts   \n",
       "303         Camille Leblanc-Bazinet         4   8:50.46    16   48 pts   \n",
       "318                 Margaux Alvarez         4   8:54.26    17   46 pts   \n",
       "273       Thuridur Erla Helgadottir         4   8:54.95    18   44 pts   \n",
       "423                  Emily Bridgers         4   8:55.68    19   42 pts   \n",
       "258                    Jamie Hagiya         4   8:57.23    20   40 pts   \n",
       "168                   Kristin Holte         4   8:58.04    21   38 pts   \n",
       "513                   Rebecca Voigt         4   9:06.25    22   36 pts   \n",
       "183              Annie Thorisdottir         4   9:07.82    23   34 pts   \n",
       "78                     Brooke Wells         4   9:09.24    24   32 pts   \n",
       "438             Whitney Cappellucci         4   9:11.20    25   30 pts   \n",
       "333                 Carleen Mathews         4   9:13.23    26   28 pts   \n",
       "483                     Meg Reardon         4   9:20.58    27   26 pts   \n",
       "408                    Stacie Tovar         4   9:23.89    28   24 pts   \n",
       "63                      Kari Pearce         4   9:26.05    29   22 pts   \n",
       "498                   Sheila Barden         4   9:32.62    30   20 pts   \n",
       "378                    Alea Helmick         4   9:44.22    31   18 pts   \n",
       "348                  Christy Adkins         4   9:51.80    32   16 pts   \n",
       "573                  Madeline Sturt         4   9:59.32    33   14 pts   \n",
       "468                Christina Seeley         4  10:00.70    34   12 pts   \n",
       "543                    Carly Fuhrer         4  10:15.26    35   10 pts   \n",
       "453                  Alexis Johnson         4  10:17.84    36    8 pts   \n",
       "213                 Tasia Percevecz         4  10:24.41    37    6 pts   \n",
       "393                  Candice Wagner         4  10:57.79    38    4 pts   \n",
       "558                   Justine Beath         4  11:22.58    39    2 pts   \n",
       "588                    Alethea Boon         4  13:07.28    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "18             448          100.00  \n",
       "108            450           99.41  \n",
       "153            458           97.05  \n",
       "33             458           97.05  \n",
       "243            460           96.46  \n",
       "138            466           94.69  \n",
       "93             470           93.51  \n",
       "228            475           92.04  \n",
       "48             487           88.50  \n",
       "123            520           78.76  \n",
       "3              522           78.17  \n",
       "528            524           77.58  \n",
       "288            526           76.99  \n",
       "363            528           76.40  \n",
       "198            528           76.40  \n",
       "303            530           75.81  \n",
       "318            534           74.63  \n",
       "273            534           74.63  \n",
       "423            535           74.34  \n",
       "258            537           73.75  \n",
       "168            538           73.45  \n",
       "513            546           71.09  \n",
       "183            547           70.80  \n",
       "78             549           70.21  \n",
       "438            551           69.62  \n",
       "333            553           69.03  \n",
       "483            560           66.96  \n",
       "408            563           66.08  \n",
       "63             566           65.19  \n",
       "498            572           63.42  \n",
       "378            584           59.88  \n",
       "348            591           57.82  \n",
       "573            599           55.46  \n",
       "468            600           55.16  \n",
       "543            615           50.74  \n",
       "453            617           50.15  \n",
       "213            624           48.08  \n",
       "393            657           38.35  \n",
       "558            682           30.97  \n",
       "588            787            0.00  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_4.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_5 = full_data[full_data['ordinals']==5].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_5.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        total_seconds.append(55*60)\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_5['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_5['total_seconds']-min(event_5['total_seconds']))\n",
    "event_5['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>5</td>\n",
       "      <td>36:42.42</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>2202</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>36:48.43</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>2208</td>\n",
       "      <td>99.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>5</td>\n",
       "      <td>37:05.19</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>2225</td>\n",
       "      <td>97.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>5</td>\n",
       "      <td>37:43.18</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>2263</td>\n",
       "      <td>94.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>5</td>\n",
       "      <td>37:57.95</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>2277</td>\n",
       "      <td>93.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>5</td>\n",
       "      <td>38:20.84</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>2300</td>\n",
       "      <td>91.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>5</td>\n",
       "      <td>38:32.82</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>2312</td>\n",
       "      <td>89.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>5</td>\n",
       "      <td>38:42.00</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>2322</td>\n",
       "      <td>89.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>5</td>\n",
       "      <td>38:58.06</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>2338</td>\n",
       "      <td>87.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>5</td>\n",
       "      <td>39:22.35</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>2362</td>\n",
       "      <td>85.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>40:31.08</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>2431</td>\n",
       "      <td>79.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>5</td>\n",
       "      <td>40:45.33</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>2445</td>\n",
       "      <td>77.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>5</td>\n",
       "      <td>40:48.42</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>2448</td>\n",
       "      <td>77.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>5</td>\n",
       "      <td>40:54.97</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>2454</td>\n",
       "      <td>77.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>5</td>\n",
       "      <td>40:58.74</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>2458</td>\n",
       "      <td>76.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>5</td>\n",
       "      <td>41:00.87</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>2460</td>\n",
       "      <td>76.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>5</td>\n",
       "      <td>41:39.30</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>2499</td>\n",
       "      <td>72.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>5</td>\n",
       "      <td>42:00.45</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>2520</td>\n",
       "      <td>71.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>5</td>\n",
       "      <td>42:20.23</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>2540</td>\n",
       "      <td>69.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>5</td>\n",
       "      <td>42:30.21</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>2550</td>\n",
       "      <td>68.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>5</td>\n",
       "      <td>42:40.02</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>2560</td>\n",
       "      <td>67.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>5</td>\n",
       "      <td>42:50.17</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>2570</td>\n",
       "      <td>66.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>5</td>\n",
       "      <td>42:51.34</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>2571</td>\n",
       "      <td>66.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>42:54.62</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>2574</td>\n",
       "      <td>66.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>5</td>\n",
       "      <td>43:05.59</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>2585</td>\n",
       "      <td>65.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>5</td>\n",
       "      <td>43:10.02</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>2590</td>\n",
       "      <td>64.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>5</td>\n",
       "      <td>43:22.58</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>2602</td>\n",
       "      <td>63.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>5</td>\n",
       "      <td>43:36.03</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>2616</td>\n",
       "      <td>62.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>5</td>\n",
       "      <td>44:25.94</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>2665</td>\n",
       "      <td>57.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>5</td>\n",
       "      <td>44:47.81</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>2687</td>\n",
       "      <td>55.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>5</td>\n",
       "      <td>45:23.07</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>2723</td>\n",
       "      <td>52.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>5</td>\n",
       "      <td>45:32.27</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>2732</td>\n",
       "      <td>51.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>5</td>\n",
       "      <td>45:32.28</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>2732</td>\n",
       "      <td>51.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>5</td>\n",
       "      <td>47:06.11</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>2826</td>\n",
       "      <td>43.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>5</td>\n",
       "      <td>47:24.86</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>2844</td>\n",
       "      <td>41.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>5</td>\n",
       "      <td>47:49.57</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>2869</td>\n",
       "      <td>39.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>5</td>\n",
       "      <td>50:24.60</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>3024</td>\n",
       "      <td>25.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>5</td>\n",
       "      <td>51:11.42</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>3071</td>\n",
       "      <td>20.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>5</td>\n",
       "      <td>53:40.56</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>3220</td>\n",
       "      <td>7.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>3300</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "64                      Kari Pearce         5  36:42.42     1  100 pts   \n",
       "4         Katrin Tanja Davidsdottir         5  36:48.43     2   94 pts   \n",
       "334                 Carleen Mathews         5  37:05.19     3   88 pts   \n",
       "49                  Samantha Briggs         5  37:43.18     4   84 pts   \n",
       "169                   Kristin Holte         5  37:57.95     5   80 pts   \n",
       "499                   Sheila Barden         5  38:20.84     6   76 pts   \n",
       "109                    Kristi Eramo         5  38:32.82     7   72 pts   \n",
       "94                        Kara Webb         5  38:42.00     8   68 pts   \n",
       "589                    Alethea Boon         5  38:58.06     9   64 pts   \n",
       "199       Carol-Ann Reason-Thibault         5  39:22.35    10   60 pts   \n",
       "34   Ragnheiður Sara Sigmundsdottir         5  40:31.08    11   58 pts   \n",
       "424                  Emily Bridgers         5  40:45.33    12   56 pts   \n",
       "244                       Chyna Cho         5  40:48.42    13   54 pts   \n",
       "274       Thuridur Erla Helgadottir         5  40:54.97    14   52 pts   \n",
       "454                  Alexis Johnson         5  40:58.74    15   50 pts   \n",
       "154                     Tennil Reed         5  41:00.87    16   48 pts   \n",
       "139                Anna Tunnicliffe         5  41:39.30    17   46 pts   \n",
       "19                 Tia-Clair Toomey         5  42:00.45    18   44 pts   \n",
       "79                     Brooke Wells         5  42:20.23    19   42 pts   \n",
       "259                    Jamie Hagiya         5  42:30.21    20   40 pts   \n",
       "319                 Margaux Alvarez         5  42:40.02    21   38 pts   \n",
       "304         Camille Leblanc-Bazinet         5  42:50.17    22   36 pts   \n",
       "214                 Tasia Percevecz         5  42:51.34    23   34 pts   \n",
       "184              Annie Thorisdottir         5  42:54.62    24   32 pts   \n",
       "364                   Lauren Fisher         5  43:05.59    25   30 pts   \n",
       "349                  Christy Adkins         5  43:10.02    26   28 pts   \n",
       "394                  Candice Wagner         5  43:22.58    27   26 pts   \n",
       "124             Alessandra Pichelli         5  43:36.03    28   24 pts   \n",
       "409                    Stacie Tovar         5  44:25.94    29   22 pts   \n",
       "379                    Alea Helmick         5  44:47.81    30   20 pts   \n",
       "229                Michele Letendre         5  45:23.07    31   18 pts   \n",
       "544                    Carly Fuhrer         5  45:32.27    32   16 pts   \n",
       "559                   Justine Beath         5  45:32.28    33   14 pts   \n",
       "574                  Madeline Sturt         5  47:06.11    34   12 pts   \n",
       "469                Christina Seeley         5  47:24.86    35   10 pts   \n",
       "514                   Rebecca Voigt         5  47:49.57    36    8 pts   \n",
       "484                     Meg Reardon         5  50:24.60    37    6 pts   \n",
       "289                   Emily  Abbott         5  51:11.42    38    4 pts   \n",
       "439             Whitney Cappellucci         5  53:40.56    39    2 pts   \n",
       "529                  Jennifer Smith         5     CAP+1    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "64            2202          100.00  \n",
       "4             2208           99.45  \n",
       "334           2225           97.91  \n",
       "49            2263           94.44  \n",
       "169           2277           93.17  \n",
       "499           2300           91.07  \n",
       "109           2312           89.98  \n",
       "94            2322           89.07  \n",
       "589           2338           87.61  \n",
       "199           2362           85.43  \n",
       "34            2431           79.14  \n",
       "424           2445           77.87  \n",
       "244           2448           77.60  \n",
       "274           2454           77.05  \n",
       "454           2458           76.68  \n",
       "154           2460           76.50  \n",
       "139           2499           72.95  \n",
       "19            2520           71.04  \n",
       "79            2540           69.22  \n",
       "259           2550           68.31  \n",
       "319           2560           67.40  \n",
       "304           2570           66.48  \n",
       "214           2571           66.39  \n",
       "184           2574           66.12  \n",
       "364           2585           65.12  \n",
       "349           2590           64.66  \n",
       "394           2602           63.57  \n",
       "124           2616           62.30  \n",
       "409           2665           57.83  \n",
       "379           2687           55.83  \n",
       "229           2723           52.55  \n",
       "544           2732           51.73  \n",
       "559           2732           51.73  \n",
       "574           2826           43.17  \n",
       "469           2844           41.53  \n",
       "514           2869           39.25  \n",
       "484           3024           25.14  \n",
       "289           3071           20.86  \n",
       "439           3220            7.29  \n",
       "529           3300            0.00  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_5.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_6 = full_data[full_data['ordinals']==6].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_6.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 11*60\n",
    "        total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_6['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_6['total_seconds']-min(event_6['total_seconds']))\n",
    "event_6['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>6</td>\n",
       "      <td>5:17.12</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>317</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>6</td>\n",
       "      <td>5:30.55</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>330</td>\n",
       "      <td>96.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>6</td>\n",
       "      <td>5:56.92</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>356</td>\n",
       "      <td>89.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>6</td>\n",
       "      <td>6:10.07</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>370</td>\n",
       "      <td>85.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>6</td>\n",
       "      <td>6:27.83</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>387</td>\n",
       "      <td>80.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>6</td>\n",
       "      <td>7:01.49</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>421</td>\n",
       "      <td>71.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>6</td>\n",
       "      <td>7:01.69</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>421</td>\n",
       "      <td>71.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>6</td>\n",
       "      <td>7:02.17</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>422</td>\n",
       "      <td>70.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>6</td>\n",
       "      <td>7:04.22</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>424</td>\n",
       "      <td>70.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>6</td>\n",
       "      <td>7:06.25</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>426</td>\n",
       "      <td>69.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>6</td>\n",
       "      <td>7:28.52</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>448</td>\n",
       "      <td>63.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>6</td>\n",
       "      <td>7:30.70</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>450</td>\n",
       "      <td>62.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>6</td>\n",
       "      <td>7:40.22</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>460</td>\n",
       "      <td>60.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>7:40.85</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>460</td>\n",
       "      <td>60.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>6</td>\n",
       "      <td>7:53.92</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>473</td>\n",
       "      <td>56.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>6</td>\n",
       "      <td>7:55.38</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>475</td>\n",
       "      <td>55.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>7:59.25</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>479</td>\n",
       "      <td>54.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>6</td>\n",
       "      <td>8:16.74</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>496</td>\n",
       "      <td>50.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>6</td>\n",
       "      <td>8:16.16</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>496</td>\n",
       "      <td>50.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>6</td>\n",
       "      <td>8:46.36</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>526</td>\n",
       "      <td>41.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>6</td>\n",
       "      <td>8:51.46</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>531</td>\n",
       "      <td>40.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>6</td>\n",
       "      <td>8:51.95</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>531</td>\n",
       "      <td>40.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>6</td>\n",
       "      <td>8:53.35</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>533</td>\n",
       "      <td>39.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>6</td>\n",
       "      <td>9:41.47</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>581</td>\n",
       "      <td>26.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>10:21.91</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>621</td>\n",
       "      <td>15.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>661</td>\n",
       "      <td>4.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>662</td>\n",
       "      <td>3.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>663</td>\n",
       "      <td>3.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>667</td>\n",
       "      <td>2.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>667</td>\n",
       "      <td>2.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>667</td>\n",
       "      <td>2.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>668</td>\n",
       "      <td>2.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+9</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>669</td>\n",
       "      <td>1.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+9</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>669</td>\n",
       "      <td>1.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>670</td>\n",
       "      <td>1.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>670</td>\n",
       "      <td>1.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>673</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>673</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+15</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>675</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+16</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>676</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "95                        Kara Webb         6   5:17.12     1  100 pts   \n",
       "260                    Jamie Hagiya         6   5:30.55     2   94 pts   \n",
       "20                 Tia-Clair Toomey         6   5:56.92     3   88 pts   \n",
       "80                     Brooke Wells         6   6:10.07     4   84 pts   \n",
       "230                Michele Letendre         6   6:27.83     5   80 pts   \n",
       "215                 Tasia Percevecz         6   7:01.49     6   76 pts   \n",
       "470                Christina Seeley         6   7:01.69     7   72 pts   \n",
       "110                    Kristi Eramo         6   7:02.17     8   68 pts   \n",
       "125             Alessandra Pichelli         6   7:04.22     9   64 pts   \n",
       "380                    Alea Helmick         6   7:06.25    10   60 pts   \n",
       "290                   Emily  Abbott         6   7:28.52    11   58 pts   \n",
       "200       Carol-Ann Reason-Thibault         6   7:30.70    12   56 pts   \n",
       "275       Thuridur Erla Helgadottir         6   7:40.22    13   54 pts   \n",
       "5         Katrin Tanja Davidsdottir         6   7:40.85    14   52 pts   \n",
       "410                    Stacie Tovar         6   7:53.92    15   50 pts   \n",
       "305         Camille Leblanc-Bazinet         6   7:55.38    16   48 pts   \n",
       "35   Ragnheiður Sara Sigmundsdottir         6   7:59.25    17   46 pts   \n",
       "440             Whitney Cappellucci         6   8:16.74    19   42 pts   \n",
       "170                   Kristin Holte         6   8:16.16    18   44 pts   \n",
       "560                   Justine Beath         6   8:46.36    20   40 pts   \n",
       "530                  Jennifer Smith         6   8:51.46    21   38 pts   \n",
       "365                   Lauren Fisher         6   8:51.95    22   36 pts   \n",
       "485                     Meg Reardon         6   8:53.35    23   34 pts   \n",
       "335                 Carleen Mathews         6   9:41.47    24   32 pts   \n",
       "185              Annie Thorisdottir         6  10:21.91    25   30 pts   \n",
       "155                     Tennil Reed         6     CAP+1    26   28 pts   \n",
       "425                  Emily Bridgers         6     CAP+2    27   26 pts   \n",
       "245                       Chyna Cho         6     CAP+3    28   24 pts   \n",
       "395                  Candice Wagner         6     CAP+7    31   18 pts   \n",
       "320                 Margaux Alvarez         6     CAP+7    29   22 pts   \n",
       "500                   Sheila Barden         6     CAP+7    30   20 pts   \n",
       "140                Anna Tunnicliffe         6     CAP+8    32   16 pts   \n",
       "350                  Christy Adkins         6     CAP+9    34   12 pts   \n",
       "50                  Samantha Briggs         6     CAP+9    33   14 pts   \n",
       "515                   Rebecca Voigt         6    CAP+10    36    8 pts   \n",
       "545                    Carly Fuhrer         6    CAP+10    35   10 pts   \n",
       "65                      Kari Pearce         6    CAP+13    38    4 pts   \n",
       "590                    Alethea Boon         6    CAP+13    37    6 pts   \n",
       "575                  Madeline Sturt         6    CAP+15    39    2 pts   \n",
       "455                  Alexis Johnson         6    CAP+16    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "95             317          100.00  \n",
       "260            330           96.38  \n",
       "20             356           89.14  \n",
       "80             370           85.24  \n",
       "230            387           80.50  \n",
       "215            421           71.03  \n",
       "470            421           71.03  \n",
       "110            422           70.75  \n",
       "125            424           70.19  \n",
       "380            426           69.64  \n",
       "290            448           63.51  \n",
       "200            450           62.95  \n",
       "275            460           60.17  \n",
       "5              460           60.17  \n",
       "410            473           56.55  \n",
       "305            475           55.99  \n",
       "35             479           54.87  \n",
       "440            496           50.14  \n",
       "170            496           50.14  \n",
       "560            526           41.78  \n",
       "530            531           40.39  \n",
       "365            531           40.39  \n",
       "485            533           39.83  \n",
       "335            581           26.46  \n",
       "185            621           15.32  \n",
       "155            661            4.18  \n",
       "425            662            3.90  \n",
       "245            663            3.62  \n",
       "395            667            2.51  \n",
       "320            667            2.51  \n",
       "500            667            2.51  \n",
       "140            668            2.23  \n",
       "350            669            1.95  \n",
       "50             669            1.95  \n",
       "515            670            1.67  \n",
       "545            670            1.67  \n",
       "65             673            0.84  \n",
       "590            673            0.84  \n",
       "575            675            0.28  \n",
       "455            676            0.00  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_6.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_7 = full_data[full_data['ordinals']==7].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_7.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 15*60\n",
    "        total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_7['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_7['total_seconds']-min(event_7['total_seconds']))\n",
    "event_7['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>9:25.40</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>565</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>7</td>\n",
       "      <td>9:43.33</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>583</td>\n",
       "      <td>95.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>9:48.72</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>588</td>\n",
       "      <td>93.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>7</td>\n",
       "      <td>9:49.31</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>589</td>\n",
       "      <td>93.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>7</td>\n",
       "      <td>10:04.58</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>604</td>\n",
       "      <td>89.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>7</td>\n",
       "      <td>10:12.36</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>612</td>\n",
       "      <td>87.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>10:26.46</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>626</td>\n",
       "      <td>83.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>7</td>\n",
       "      <td>11:04.91</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>664</td>\n",
       "      <td>73.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>7</td>\n",
       "      <td>11:16.05</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>676</td>\n",
       "      <td>69.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>7</td>\n",
       "      <td>11:21.34</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>681</td>\n",
       "      <td>68.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>7</td>\n",
       "      <td>11:32.49</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>692</td>\n",
       "      <td>65.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>7</td>\n",
       "      <td>11:33.55</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>693</td>\n",
       "      <td>65.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>7</td>\n",
       "      <td>11:44.55</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>704</td>\n",
       "      <td>62.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>7</td>\n",
       "      <td>11:45.48</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>705</td>\n",
       "      <td>61.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>7</td>\n",
       "      <td>11:49.01</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>709</td>\n",
       "      <td>60.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>7</td>\n",
       "      <td>11:51.71</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>711</td>\n",
       "      <td>60.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>7</td>\n",
       "      <td>11:56.77</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>716</td>\n",
       "      <td>58.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>7</td>\n",
       "      <td>11:57.86</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>717</td>\n",
       "      <td>58.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>7</td>\n",
       "      <td>12:02.87</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>722</td>\n",
       "      <td>57.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>7</td>\n",
       "      <td>12:02.13</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>722</td>\n",
       "      <td>57.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>7</td>\n",
       "      <td>12:17.68</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>737</td>\n",
       "      <td>53.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>7</td>\n",
       "      <td>12:20.22</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>740</td>\n",
       "      <td>52.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>7</td>\n",
       "      <td>12:26.37</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>746</td>\n",
       "      <td>50.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>7</td>\n",
       "      <td>12:41.48</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>761</td>\n",
       "      <td>46.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>7</td>\n",
       "      <td>12:47.80</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>767</td>\n",
       "      <td>44.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>7</td>\n",
       "      <td>13:01.31</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>781</td>\n",
       "      <td>41.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>7</td>\n",
       "      <td>13:13.96</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>793</td>\n",
       "      <td>37.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>7</td>\n",
       "      <td>13:17.79</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>797</td>\n",
       "      <td>36.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>7</td>\n",
       "      <td>13:23.19</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>803</td>\n",
       "      <td>35.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>7</td>\n",
       "      <td>13:40.13</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>820</td>\n",
       "      <td>30.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>7</td>\n",
       "      <td>13:41.36</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>821</td>\n",
       "      <td>30.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>7</td>\n",
       "      <td>14:10.67</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>850</td>\n",
       "      <td>22.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>7</td>\n",
       "      <td>14:33.90</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>873</td>\n",
       "      <td>16.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>7</td>\n",
       "      <td>14:36.15</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>876</td>\n",
       "      <td>15.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>7</td>\n",
       "      <td>14:52.47</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>892</td>\n",
       "      <td>10.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>7</td>\n",
       "      <td>14:54.24</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>894</td>\n",
       "      <td>10.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>7</td>\n",
       "      <td>14:59.07</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>899</td>\n",
       "      <td>8.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>906</td>\n",
       "      <td>7.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>914</td>\n",
       "      <td>4.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+32</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>932</td>\n",
       "      <td>-0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "6         Katrin Tanja Davidsdottir         7   9:25.40     1  100 pts   \n",
       "81                     Brooke Wells         7   9:43.33     2   94 pts   \n",
       "36   Ragnheiður Sara Sigmundsdottir         7   9:48.72     3   88 pts   \n",
       "51                  Samantha Briggs         7   9:49.31     4   84 pts   \n",
       "216                 Tasia Percevecz         7  10:04.58     5   80 pts   \n",
       "96                        Kara Webb         7  10:12.36     6   76 pts   \n",
       "186              Annie Thorisdottir         7  10:26.46     7   72 pts   \n",
       "261                    Jamie Hagiya         7  11:04.91     8   68 pts   \n",
       "231                Michele Letendre         7  11:16.05     9   64 pts   \n",
       "306         Camille Leblanc-Bazinet         7  11:21.34    10   60 pts   \n",
       "141                Anna Tunnicliffe         7  11:32.49    11   58 pts   \n",
       "291                   Emily  Abbott         7  11:33.55    12   56 pts   \n",
       "66                      Kari Pearce         7  11:44.55    13   54 pts   \n",
       "201       Carol-Ann Reason-Thibault         7  11:45.48    14   52 pts   \n",
       "111                    Kristi Eramo         7  11:49.01    15   50 pts   \n",
       "411                    Stacie Tovar         7  11:51.71    16   48 pts   \n",
       "156                     Tennil Reed         7  11:56.77    17   46 pts   \n",
       "126             Alessandra Pichelli         7  11:57.86    18   44 pts   \n",
       "591                    Alethea Boon         7  12:02.87    20   40 pts   \n",
       "246                       Chyna Cho         7  12:02.13    19   42 pts   \n",
       "171                   Kristin Holte         7  12:17.68    21   38 pts   \n",
       "21                 Tia-Clair Toomey         7  12:20.22    22   36 pts   \n",
       "321                 Margaux Alvarez         7  12:26.37    23   34 pts   \n",
       "456                  Alexis Johnson         7  12:41.48    24   32 pts   \n",
       "351                  Christy Adkins         7  12:47.80    25   30 pts   \n",
       "366                   Lauren Fisher         7  13:01.31    26   28 pts   \n",
       "381                    Alea Helmick         7  13:13.96    27   26 pts   \n",
       "516                   Rebecca Voigt         7  13:17.79    28   24 pts   \n",
       "531                  Jennifer Smith         7  13:23.19    29   22 pts   \n",
       "276       Thuridur Erla Helgadottir         7  13:40.13    30   20 pts   \n",
       "336                 Carleen Mathews         7  13:41.36    31   18 pts   \n",
       "441             Whitney Cappellucci         7  14:10.67    32   16 pts   \n",
       "471                Christina Seeley         7  14:33.90    33   14 pts   \n",
       "501                   Sheila Barden         7  14:36.15    34   12 pts   \n",
       "426                  Emily Bridgers         7  14:52.47    35   10 pts   \n",
       "396                  Candice Wagner         7  14:54.24    36    8 pts   \n",
       "486                     Meg Reardon         7  14:59.07    37    6 pts   \n",
       "576                  Madeline Sturt         7     CAP+6    38    4 pts   \n",
       "546                    Carly Fuhrer         7    CAP+14    39    2 pts   \n",
       "561                   Justine Beath         7    CAP+32    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "6              565          100.00  \n",
       "81             583           95.10  \n",
       "36             588           93.73  \n",
       "51             589           93.46  \n",
       "216            604           89.37  \n",
       "96             612           87.19  \n",
       "186            626           83.38  \n",
       "261            664           73.02  \n",
       "231            676           69.75  \n",
       "306            681           68.39  \n",
       "141            692           65.40  \n",
       "291            693           65.12  \n",
       "66             704           62.13  \n",
       "201            705           61.85  \n",
       "111            709           60.76  \n",
       "411            711           60.22  \n",
       "156            716           58.86  \n",
       "126            717           58.58  \n",
       "591            722           57.22  \n",
       "246            722           57.22  \n",
       "171            737           53.13  \n",
       "21             740           52.32  \n",
       "321            746           50.68  \n",
       "456            761           46.59  \n",
       "351            767           44.96  \n",
       "366            781           41.14  \n",
       "381            793           37.87  \n",
       "516            797           36.78  \n",
       "531            803           35.15  \n",
       "276            820           30.52  \n",
       "336            821           30.25  \n",
       "441            850           22.34  \n",
       "471            873           16.08  \n",
       "501            876           15.26  \n",
       "426            892           10.90  \n",
       "396            894           10.35  \n",
       "486            899            8.99  \n",
       "576            906            7.08  \n",
       "546            914            4.90  \n",
       "561            932           -0.00  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_7.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_8 = full_data[full_data['ordinals']==8].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_8.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 21*60\n",
    "        total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_8['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_8['total_seconds']-min(event_8['total_seconds']))\n",
    "event_8['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>8</td>\n",
       "      <td>12:30.44</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>750</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>8</td>\n",
       "      <td>13:09.15</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>789</td>\n",
       "      <td>92.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>8</td>\n",
       "      <td>13:19.56</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>799</td>\n",
       "      <td>90.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>8</td>\n",
       "      <td>13:20.96</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>800</td>\n",
       "      <td>90.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>8</td>\n",
       "      <td>13:29.68</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>809</td>\n",
       "      <td>88.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>13:31.67</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>811</td>\n",
       "      <td>88.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>8</td>\n",
       "      <td>13:37.98</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>817</td>\n",
       "      <td>87.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>13:38.62</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>818</td>\n",
       "      <td>86.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>8</td>\n",
       "      <td>14:01.51</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>841</td>\n",
       "      <td>82.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>8</td>\n",
       "      <td>14:09.34</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>849</td>\n",
       "      <td>80.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>8</td>\n",
       "      <td>14:19.13</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>859</td>\n",
       "      <td>78.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>8</td>\n",
       "      <td>14:25.71</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>865</td>\n",
       "      <td>77.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>8</td>\n",
       "      <td>14:46.76</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>886</td>\n",
       "      <td>73.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>8</td>\n",
       "      <td>14:51.55</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>891</td>\n",
       "      <td>72.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>8</td>\n",
       "      <td>14:53.52</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>893</td>\n",
       "      <td>72.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>14:53.64</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>893</td>\n",
       "      <td>72.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>8</td>\n",
       "      <td>15:05.74</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>905</td>\n",
       "      <td>69.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>8</td>\n",
       "      <td>15:09.35</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>909</td>\n",
       "      <td>69.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>8</td>\n",
       "      <td>15:42.17</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>942</td>\n",
       "      <td>62.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>8</td>\n",
       "      <td>15:56.09</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>956</td>\n",
       "      <td>60.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>8</td>\n",
       "      <td>15:57.05</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>957</td>\n",
       "      <td>59.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>8</td>\n",
       "      <td>16:06.44</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>966</td>\n",
       "      <td>58.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>8</td>\n",
       "      <td>16:07.60</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>967</td>\n",
       "      <td>57.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>8</td>\n",
       "      <td>16:29.00</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>989</td>\n",
       "      <td>53.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>8</td>\n",
       "      <td>16:32.40</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>992</td>\n",
       "      <td>53.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>8</td>\n",
       "      <td>16:34.77</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>994</td>\n",
       "      <td>52.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>8</td>\n",
       "      <td>16:56.27</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1016</td>\n",
       "      <td>48.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>8</td>\n",
       "      <td>17:29.06</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>1049</td>\n",
       "      <td>42.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>8</td>\n",
       "      <td>17:40.22</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>1060</td>\n",
       "      <td>39.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>8</td>\n",
       "      <td>18:03.94</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>1083</td>\n",
       "      <td>35.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>8</td>\n",
       "      <td>18:08.34</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>1088</td>\n",
       "      <td>34.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>8</td>\n",
       "      <td>18:22.44</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1102</td>\n",
       "      <td>31.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>8</td>\n",
       "      <td>18:25.42</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>1105</td>\n",
       "      <td>31.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>8</td>\n",
       "      <td>18:37.27</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>1117</td>\n",
       "      <td>28.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>8</td>\n",
       "      <td>19:03.08</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>1143</td>\n",
       "      <td>23.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>8</td>\n",
       "      <td>19:42.93</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>1182</td>\n",
       "      <td>16.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>1262</td>\n",
       "      <td>0.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>1263</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>1264</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>1266</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "52                  Samantha Briggs         8  12:30.44     1  100 pts   \n",
       "67                      Kari Pearce         8  13:09.15     2   94 pts   \n",
       "277       Thuridur Erla Helgadottir         8  13:19.56     3   88 pts   \n",
       "112                    Kristi Eramo         8  13:20.96     4   84 pts   \n",
       "247                       Chyna Cho         8  13:29.68     5   80 pts   \n",
       "7         Katrin Tanja Davidsdottir         8  13:31.67     6   76 pts   \n",
       "172                   Kristin Holte         8  13:37.98     7   72 pts   \n",
       "37   Ragnheiður Sara Sigmundsdottir         8  13:38.62     8   68 pts   \n",
       "127             Alessandra Pichelli         8  14:01.51     9   64 pts   \n",
       "157                     Tennil Reed         8  14:09.34    10   60 pts   \n",
       "97                        Kara Webb         8  14:19.13    11   58 pts   \n",
       "142                Anna Tunnicliffe         8  14:25.71    12   56 pts   \n",
       "22                 Tia-Clair Toomey         8  14:46.76    13   54 pts   \n",
       "217                 Tasia Percevecz         8  14:51.55    14   52 pts   \n",
       "337                 Carleen Mathews         8  14:53.52    15   50 pts   \n",
       "187              Annie Thorisdottir         8  14:53.64    16   48 pts   \n",
       "397                  Candice Wagner         8  15:05.74    17   46 pts   \n",
       "352                  Christy Adkins         8  15:09.35    18   44 pts   \n",
       "502                   Sheila Barden         8  15:42.17    19   42 pts   \n",
       "592                    Alethea Boon         8  15:56.09    20   40 pts   \n",
       "367                   Lauren Fisher         8  15:57.05    21   38 pts   \n",
       "202       Carol-Ann Reason-Thibault         8  16:06.44    22   36 pts   \n",
       "427                  Emily Bridgers         8  16:07.60    23   34 pts   \n",
       "442             Whitney Cappellucci         8  16:29.00    24   32 pts   \n",
       "232                Michele Letendre         8  16:32.40    25   30 pts   \n",
       "322                 Margaux Alvarez         8  16:34.77    26   28 pts   \n",
       "472                Christina Seeley         8  16:56.27    27   26 pts   \n",
       "292                   Emily  Abbott         8  17:29.06    28   24 pts   \n",
       "307         Camille Leblanc-Bazinet         8  17:40.22    29   22 pts   \n",
       "382                    Alea Helmick         8  18:03.94    30   20 pts   \n",
       "487                     Meg Reardon         8  18:08.34    31   18 pts   \n",
       "457                  Alexis Johnson         8  18:22.44    32   16 pts   \n",
       "547                    Carly Fuhrer         8  18:25.42    33   14 pts   \n",
       "517                   Rebecca Voigt         8  18:37.27    34   12 pts   \n",
       "562                   Justine Beath         8  19:03.08    35   10 pts   \n",
       "412                    Stacie Tovar         8  19:42.93    36    8 pts   \n",
       "532                  Jennifer Smith         8     CAP+2    37    6 pts   \n",
       "82                     Brooke Wells         8     CAP+3    38    4 pts   \n",
       "577                  Madeline Sturt         8     CAP+4    39    2 pts   \n",
       "262                    Jamie Hagiya         8     CAP+6    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "52             750          100.00  \n",
       "67             789           92.44  \n",
       "277            799           90.50  \n",
       "112            800           90.31  \n",
       "247            809           88.57  \n",
       "7              811           88.18  \n",
       "172            817           87.02  \n",
       "37             818           86.82  \n",
       "127            841           82.36  \n",
       "157            849           80.81  \n",
       "97             859           78.88  \n",
       "142            865           77.71  \n",
       "22             886           73.64  \n",
       "217            891           72.67  \n",
       "337            893           72.29  \n",
       "187            893           72.29  \n",
       "397            905           69.96  \n",
       "352            909           69.19  \n",
       "502            942           62.79  \n",
       "592            956           60.08  \n",
       "367            957           59.88  \n",
       "202            966           58.14  \n",
       "427            967           57.95  \n",
       "442            989           53.68  \n",
       "232            992           53.10  \n",
       "322            994           52.71  \n",
       "472           1016           48.45  \n",
       "292           1049           42.05  \n",
       "307           1060           39.92  \n",
       "382           1083           35.47  \n",
       "487           1088           34.50  \n",
       "457           1102           31.78  \n",
       "547           1105           31.20  \n",
       "517           1117           28.88  \n",
       "562           1143           23.84  \n",
       "412           1182           16.28  \n",
       "532           1262            0.78  \n",
       "82            1263            0.58  \n",
       "577           1264            0.39  \n",
       "262           1266            0.00  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_8.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_9 = full_data[full_data['ordinals']==9].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_9.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 16*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_9['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_9['total_seconds']-min(event_9['total_seconds']))\n",
    "event_9['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>9</td>\n",
       "      <td>13:13.74</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>793</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>13:17.29</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>797</td>\n",
       "      <td>98.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>9</td>\n",
       "      <td>13:21.66</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>801</td>\n",
       "      <td>96.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>9</td>\n",
       "      <td>13:22.27</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>802</td>\n",
       "      <td>96.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>13:37.17</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>817</td>\n",
       "      <td>90.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>9</td>\n",
       "      <td>13:55.60</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>835</td>\n",
       "      <td>83.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>9</td>\n",
       "      <td>14:13.90</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>853</td>\n",
       "      <td>76.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>9</td>\n",
       "      <td>14:28.70</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>868</td>\n",
       "      <td>70.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>9</td>\n",
       "      <td>14:57.44</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>897</td>\n",
       "      <td>59.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>9</td>\n",
       "      <td>14:57.99</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>897</td>\n",
       "      <td>59.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>9</td>\n",
       "      <td>14:58.03</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>898</td>\n",
       "      <td>59.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>9</td>\n",
       "      <td>15:10.71</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>910</td>\n",
       "      <td>54.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>9</td>\n",
       "      <td>15:30.98</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>930</td>\n",
       "      <td>46.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>9</td>\n",
       "      <td>15:32.95</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>932</td>\n",
       "      <td>46.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>9</td>\n",
       "      <td>15:41.51</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>941</td>\n",
       "      <td>42.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>9</td>\n",
       "      <td>15:54.00</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>954</td>\n",
       "      <td>37.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>9</td>\n",
       "      <td>15:56.30</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>956</td>\n",
       "      <td>36.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>960</td>\n",
       "      <td>35.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>961</td>\n",
       "      <td>34.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>962</td>\n",
       "      <td>34.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>962</td>\n",
       "      <td>34.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>968</td>\n",
       "      <td>32.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>968</td>\n",
       "      <td>32.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>972</td>\n",
       "      <td>30.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>972</td>\n",
       "      <td>30.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+19</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>979</td>\n",
       "      <td>27.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+22</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>982</td>\n",
       "      <td>26.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+28</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>988</td>\n",
       "      <td>24.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+33</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>993</td>\n",
       "      <td>22.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+39</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>999</td>\n",
       "      <td>20.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+40</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>1000</td>\n",
       "      <td>19.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+41</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1001</td>\n",
       "      <td>19.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+46</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>1006</td>\n",
       "      <td>17.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+47</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>1007</td>\n",
       "      <td>17.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+47</td>\n",
       "      <td>34</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>1007</td>\n",
       "      <td>17.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+54</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>1014</td>\n",
       "      <td>14.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+75</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>1035</td>\n",
       "      <td>6.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+86</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>1046</td>\n",
       "      <td>1.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+90</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>1050</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+91</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>1051</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "68                      Kari Pearce         9  13:13.74     1  100 pts   \n",
       "8         Katrin Tanja Davidsdottir         9  13:17.29     2   94 pts   \n",
       "23                 Tia-Clair Toomey         9  13:21.66     3   88 pts   \n",
       "218                 Tasia Percevecz         9  13:22.27     4   84 pts   \n",
       "38   Ragnheiður Sara Sigmundsdottir         9  13:37.17     5   80 pts   \n",
       "83                     Brooke Wells         9  13:55.60     6   76 pts   \n",
       "143                Anna Tunnicliffe         9  14:13.90     7   72 pts   \n",
       "308         Camille Leblanc-Bazinet         9  14:28.70     8   68 pts   \n",
       "233                Michele Letendre         9  14:57.44     9   64 pts   \n",
       "158                     Tennil Reed         9  14:57.99    10   60 pts   \n",
       "113                    Kristi Eramo         9  14:58.03    11   58 pts   \n",
       "203       Carol-Ann Reason-Thibault         9  15:10.71    12   56 pts   \n",
       "128             Alessandra Pichelli         9  15:30.98    13   54 pts   \n",
       "173                   Kristin Holte         9  15:32.95    14   52 pts   \n",
       "383                    Alea Helmick         9  15:41.51    15   50 pts   \n",
       "458                  Alexis Johnson         9  15:54.00    16   48 pts   \n",
       "593                    Alethea Boon         9  15:56.30    17   46 pts   \n",
       "188              Annie Thorisdottir         9       CAP    18   44 pts   \n",
       "53                  Samantha Briggs         9     CAP+1    19   42 pts   \n",
       "263                    Jamie Hagiya         9     CAP+2    21   38 pts   \n",
       "473                Christina Seeley         9     CAP+2    20   40 pts   \n",
       "278       Thuridur Erla Helgadottir         9     CAP+8    23   34 pts   \n",
       "533                  Jennifer Smith         9     CAP+8    22   36 pts   \n",
       "563                   Justine Beath         9    CAP+12    25   30 pts   \n",
       "428                  Emily Bridgers         9    CAP+12    24   32 pts   \n",
       "503                   Sheila Barden         9    CAP+19    26   28 pts   \n",
       "368                   Lauren Fisher         9    CAP+22    27   26 pts   \n",
       "353                  Christy Adkins         9    CAP+28    28   24 pts   \n",
       "398                  Candice Wagner         9    CAP+33    29   22 pts   \n",
       "98                        Kara Webb         9    CAP+39    30   20 pts   \n",
       "323                 Margaux Alvarez         9    CAP+40    31   18 pts   \n",
       "443             Whitney Cappellucci         9    CAP+41    32   16 pts   \n",
       "518                   Rebecca Voigt         9    CAP+46    33   14 pts   \n",
       "413                    Stacie Tovar         9    CAP+47    35   10 pts   \n",
       "548                    Carly Fuhrer         9    CAP+47    34   13 pts   \n",
       "248                       Chyna Cho         9    CAP+54    36    8 pts   \n",
       "293                   Emily  Abbott         9    CAP+75    37    6 pts   \n",
       "338                 Carleen Mathews         9    CAP+86    38    4 pts   \n",
       "488                     Meg Reardon         9    CAP+90    39    2 pts   \n",
       "578                  Madeline Sturt         9    CAP+91    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "68             793          100.00  \n",
       "8              797           98.45  \n",
       "23             801           96.90  \n",
       "218            802           96.51  \n",
       "38             817           90.70  \n",
       "83             835           83.72  \n",
       "143            853           76.74  \n",
       "308            868           70.93  \n",
       "233            897           59.69  \n",
       "158            897           59.69  \n",
       "113            898           59.30  \n",
       "203            910           54.65  \n",
       "128            930           46.90  \n",
       "173            932           46.12  \n",
       "383            941           42.64  \n",
       "458            954           37.60  \n",
       "593            956           36.82  \n",
       "188            960           35.27  \n",
       "53             961           34.88  \n",
       "263            962           34.50  \n",
       "473            962           34.50  \n",
       "278            968           32.17  \n",
       "533            968           32.17  \n",
       "563            972           30.62  \n",
       "428            972           30.62  \n",
       "503            979           27.91  \n",
       "368            982           26.74  \n",
       "353            988           24.42  \n",
       "398            993           22.48  \n",
       "98             999           20.16  \n",
       "323           1000           19.77  \n",
       "443           1001           19.38  \n",
       "518           1006           17.44  \n",
       "413           1007           17.05  \n",
       "548           1007           17.05  \n",
       "248           1014           14.34  \n",
       "293           1035            6.20  \n",
       "338           1046            1.94  \n",
       "488           1050            0.39  \n",
       "578           1051            0.00  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_9.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_10 = full_data[full_data['ordinals']==10].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_10.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 5*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_10['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_10['total_seconds']-min(event_10['total_seconds']))\n",
    "event_10['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>10</td>\n",
       "      <td>2:24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>144</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>10</td>\n",
       "      <td>2:28.96</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>148</td>\n",
       "      <td>98.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>10</td>\n",
       "      <td>2:31.39</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>151</td>\n",
       "      <td>96.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>10</td>\n",
       "      <td>2:32.40</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>152</td>\n",
       "      <td>96.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>2:32.87</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>152</td>\n",
       "      <td>96.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>10</td>\n",
       "      <td>2:33.68</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>153</td>\n",
       "      <td>95.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>2:33.96</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>153</td>\n",
       "      <td>95.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>10</td>\n",
       "      <td>2:34.61</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>154</td>\n",
       "      <td>95.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>10</td>\n",
       "      <td>2:34.69</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>154</td>\n",
       "      <td>95.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>2:39.00</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>159</td>\n",
       "      <td>92.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>10</td>\n",
       "      <td>2:40.52</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>160</td>\n",
       "      <td>92.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>10</td>\n",
       "      <td>2:43.88</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>163</td>\n",
       "      <td>90.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>10</td>\n",
       "      <td>2:46.14</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>166</td>\n",
       "      <td>89.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>10</td>\n",
       "      <td>2:48.86</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>168</td>\n",
       "      <td>88.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>10</td>\n",
       "      <td>2:50.00</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>170</td>\n",
       "      <td>87.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>10</td>\n",
       "      <td>2:50.16</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>170</td>\n",
       "      <td>87.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>10</td>\n",
       "      <td>2:52.23</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>172</td>\n",
       "      <td>86.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>10</td>\n",
       "      <td>2:52.58</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>172</td>\n",
       "      <td>86.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>10</td>\n",
       "      <td>2:54.46</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>174</td>\n",
       "      <td>85.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>10</td>\n",
       "      <td>2:55.31</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>175</td>\n",
       "      <td>84.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>10</td>\n",
       "      <td>2:56.88</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>176</td>\n",
       "      <td>84.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>10</td>\n",
       "      <td>2:57.37</td>\n",
       "      <td>22T</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>177</td>\n",
       "      <td>83.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>10</td>\n",
       "      <td>2:57.37</td>\n",
       "      <td>22T</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>177</td>\n",
       "      <td>83.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>10</td>\n",
       "      <td>2:57.52</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>177</td>\n",
       "      <td>83.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>10</td>\n",
       "      <td>2:57.98</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>177</td>\n",
       "      <td>83.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>10</td>\n",
       "      <td>3:01.41</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>181</td>\n",
       "      <td>81.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>10</td>\n",
       "      <td>3:01.96</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>181</td>\n",
       "      <td>81.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>10</td>\n",
       "      <td>3:07.24</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>187</td>\n",
       "      <td>78.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>10</td>\n",
       "      <td>3:13.54</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>193</td>\n",
       "      <td>75.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>10</td>\n",
       "      <td>3:15.20</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>195</td>\n",
       "      <td>74.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>10</td>\n",
       "      <td>3:17.04</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>197</td>\n",
       "      <td>73.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>10</td>\n",
       "      <td>3:22.82</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>202</td>\n",
       "      <td>71.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>10</td>\n",
       "      <td>3:22.83</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>202</td>\n",
       "      <td>71.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>10</td>\n",
       "      <td>3:23.00</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>203</td>\n",
       "      <td>70.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>10</td>\n",
       "      <td>3:23.28</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>203</td>\n",
       "      <td>70.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>10</td>\n",
       "      <td>3:36.53</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>216</td>\n",
       "      <td>64.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>10</td>\n",
       "      <td>3:59.56</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>239</td>\n",
       "      <td>53.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>10</td>\n",
       "      <td>3:59.79</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>239</td>\n",
       "      <td>53.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>10</td>\n",
       "      <td>4:11.05</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>251</td>\n",
       "      <td>47.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+47</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>347</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks    score  \\\n",
       "129             Alessandra Pichelli        10  2:24.00     1  100 pts   \n",
       "24                 Tia-Clair Toomey        10  2:28.96     2   94 pts   \n",
       "84                     Brooke Wells        10  2:31.39     3   88 pts   \n",
       "384                    Alea Helmick        10  2:32.40     4   84 pts   \n",
       "39   Ragnheiður Sara Sigmundsdottir        10  2:32.87     5   80 pts   \n",
       "174                   Kristin Holte        10  2:33.68     6   76 pts   \n",
       "9         Katrin Tanja Davidsdottir        10  2:33.96     7   72 pts   \n",
       "219                 Tasia Percevecz        10  2:34.61     8   68 pts   \n",
       "69                      Kari Pearce        10  2:34.69     9   64 pts   \n",
       "189              Annie Thorisdottir        10  2:39.00    10   60 pts   \n",
       "99                        Kara Webb        10  2:40.52    11   58 pts   \n",
       "144                Anna Tunnicliffe        10  2:43.88    12   56 pts   \n",
       "489                     Meg Reardon        10  2:46.14    13   54 pts   \n",
       "234                Michele Letendre        10  2:48.86    14   52 pts   \n",
       "54                  Samantha Briggs        10  2:50.00    15   50 pts   \n",
       "294                   Emily  Abbott        10  2:50.16    16   48 pts   \n",
       "249                       Chyna Cho        10  2:52.23    17   46 pts   \n",
       "264                    Jamie Hagiya        10  2:52.58    18   44 pts   \n",
       "204       Carol-Ann Reason-Thibault        10  2:54.46    19   42 pts   \n",
       "114                    Kristi Eramo        10  2:55.31    20   40 pts   \n",
       "549                    Carly Fuhrer        10  2:56.88    21   38 pts   \n",
       "339                 Carleen Mathews        10  2:57.37   22T   36 pts   \n",
       "444             Whitney Cappellucci        10  2:57.37   22T   36 pts   \n",
       "354                  Christy Adkins        10  2:57.52    24   32 pts   \n",
       "399                  Candice Wagner        10  2:57.98    25   30 pts   \n",
       "324                 Margaux Alvarez        10  3:01.41    26   28 pts   \n",
       "369                   Lauren Fisher        10  3:01.96    27   26 pts   \n",
       "309         Camille Leblanc-Bazinet        10  3:07.24    28   24 pts   \n",
       "519                   Rebecca Voigt        10  3:13.54    29   22 pts   \n",
       "159                     Tennil Reed        10  3:15.20    30   20 pts   \n",
       "279       Thuridur Erla Helgadottir        10  3:17.04    31   18 pts   \n",
       "459                  Alexis Johnson        10  3:22.82    32   16 pts   \n",
       "474                Christina Seeley        10  3:22.83    33   14 pts   \n",
       "429                  Emily Bridgers        10  3:23.00    34   12 pts   \n",
       "504                   Sheila Barden        10  3:23.28    35   10 pts   \n",
       "414                    Stacie Tovar        10  3:36.53    36    8 pts   \n",
       "579                  Madeline Sturt        10  3:59.56    37    6 pts   \n",
       "564                   Justine Beath        10  3:59.79    38    4 pts   \n",
       "534                  Jennifer Smith        10  4:11.05    39    2 pts   \n",
       "594                    Alethea Boon        10   CAP+47    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "129            144          100.00  \n",
       "24             148           98.03  \n",
       "84             151           96.55  \n",
       "384            152           96.06  \n",
       "39             152           96.06  \n",
       "174            153           95.57  \n",
       "9              153           95.57  \n",
       "219            154           95.07  \n",
       "69             154           95.07  \n",
       "189            159           92.61  \n",
       "99             160           92.12  \n",
       "144            163           90.64  \n",
       "489            166           89.16  \n",
       "234            168           88.18  \n",
       "54             170           87.19  \n",
       "294            170           87.19  \n",
       "249            172           86.21  \n",
       "264            172           86.21  \n",
       "204            174           85.22  \n",
       "114            175           84.73  \n",
       "549            176           84.24  \n",
       "339            177           83.74  \n",
       "444            177           83.74  \n",
       "354            177           83.74  \n",
       "399            177           83.74  \n",
       "324            181           81.77  \n",
       "369            181           81.77  \n",
       "309            187           78.82  \n",
       "519            193           75.86  \n",
       "159            195           74.88  \n",
       "279            197           73.89  \n",
       "459            202           71.43  \n",
       "474            202           71.43  \n",
       "429            203           70.94  \n",
       "504            203           70.94  \n",
       "414            216           64.53  \n",
       "579            239           53.20  \n",
       "564            239           53.20  \n",
       "534            251           47.29  \n",
       "594            347            0.00  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_10.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_11 = full_data[full_data['ordinals']==11].sort_values('times')\n",
    "event_11 = event_11.drop(index=595)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_11.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 5*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_11['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_11['total_seconds']-min(event_11['total_seconds']))\n",
    "event_11['adjusted_score'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>1:33.68</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>93.68</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>11</td>\n",
       "      <td>1:33.84</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>93.84</td>\n",
       "      <td>49.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>11</td>\n",
       "      <td>1:41.70</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>101.70</td>\n",
       "      <td>48.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>11</td>\n",
       "      <td>1:51.51</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>111.51</td>\n",
       "      <td>45.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>11</td>\n",
       "      <td>1:54.11</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>114.11</td>\n",
       "      <td>45.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>11</td>\n",
       "      <td>1:54.74</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>114.74</td>\n",
       "      <td>45.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>11</td>\n",
       "      <td>2:03.32</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>123.32</td>\n",
       "      <td>43.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>2:08.44</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>128.44</td>\n",
       "      <td>41.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>11</td>\n",
       "      <td>2:10.59</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>130.59</td>\n",
       "      <td>41.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>11</td>\n",
       "      <td>2:13.70</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>133.70</td>\n",
       "      <td>40.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>11</td>\n",
       "      <td>2:25.05</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>145.05</td>\n",
       "      <td>37.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>11</td>\n",
       "      <td>2:26.18</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>146.18</td>\n",
       "      <td>37.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>11</td>\n",
       "      <td>2:34.59</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "      <td>154.59</td>\n",
       "      <td>35.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>11</td>\n",
       "      <td>2:36.82</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>156.82</td>\n",
       "      <td>35.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>11</td>\n",
       "      <td>2:41.07</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>161.07</td>\n",
       "      <td>34.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>11</td>\n",
       "      <td>2:44.80</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>164.80</td>\n",
       "      <td>33.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>11</td>\n",
       "      <td>2:52.15</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>172.15</td>\n",
       "      <td>31.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>2:57.46</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>177.46</td>\n",
       "      <td>30.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>19T</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>1.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>19T</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>1.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>19T</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>1.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>19T</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>1.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>19T</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>1.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>19T</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>1.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>302.00</td>\n",
       "      <td>0.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>26T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>303.00</td>\n",
       "      <td>0.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>26T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>303.00</td>\n",
       "      <td>0.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>26T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>303.00</td>\n",
       "      <td>0.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>29T</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>304.00</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>29T</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>304.00</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>29T</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>304.00</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>32T</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>305.00</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>32T</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>305.00</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>32T</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>305.00</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>32T</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>305.00</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>36T</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>306.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>36T</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>306.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>36T</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>306.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>36T</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>306.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks   score  \\\n",
       "10        Katrin Tanja Davidsdottir        11  1:33.68     1  50 pts   \n",
       "70                      Kari Pearce        11  1:33.84     2  47 pts   \n",
       "85                     Brooke Wells        11  1:41.70     3  44 pts   \n",
       "430                  Emily Bridgers        11  1:51.51     4  42 pts   \n",
       "460                  Alexis Johnson        11  1:54.11     5  40 pts   \n",
       "310         Camille Leblanc-Bazinet        11  1:54.74     6  38 pts   \n",
       "175                   Kristin Holte        11  2:03.32     7  36 pts   \n",
       "190              Annie Thorisdottir        11  2:08.44     8  34 pts   \n",
       "220                 Tasia Percevecz        11  2:10.59     9  32 pts   \n",
       "280       Thuridur Erla Helgadottir        11  2:13.70    10  30 pts   \n",
       "205       Carol-Ann Reason-Thibault        11  2:25.05    11  29 pts   \n",
       "130             Alessandra Pichelli        11  2:26.18    12  28 pts   \n",
       "160                     Tennil Reed        11  2:34.59    13  27 pts   \n",
       "520                   Rebecca Voigt        11  2:36.82    14  26 pts   \n",
       "145                Anna Tunnicliffe        11  2:41.07    15  25 pts   \n",
       "235                Michele Letendre        11  2:44.80    16  24 pts   \n",
       "25                 Tia-Clair Toomey        11  2:52.15    17  23 pts   \n",
       "40   Ragnheiður Sara Sigmundsdottir        11  2:57.46    18  22 pts   \n",
       "100                       Kara Webb        11    CAP+1   19T  21 pts   \n",
       "370                   Lauren Fisher        11    CAP+1   19T  21 pts   \n",
       "115                    Kristi Eramo        11    CAP+1   19T  21 pts   \n",
       "325                 Margaux Alvarez        11    CAP+1   19T  21 pts   \n",
       "340                 Carleen Mathews        11    CAP+1   19T  21 pts   \n",
       "250                       Chyna Cho        11    CAP+1   19T  21 pts   \n",
       "415                    Stacie Tovar        11    CAP+2    25  15 pts   \n",
       "55                  Samantha Briggs        11    CAP+3   26T  14 pts   \n",
       "505                   Sheila Barden        11    CAP+3   26T  14 pts   \n",
       "535                  Jennifer Smith        11    CAP+3   26T  14 pts   \n",
       "265                    Jamie Hagiya        11    CAP+4   29T  11 pts   \n",
       "475                Christina Seeley        11    CAP+4   29T  11 pts   \n",
       "355                  Christy Adkins        11    CAP+4   29T  11 pts   \n",
       "580                  Madeline Sturt        11    CAP+5   32T   8 pts   \n",
       "400                  Candice Wagner        11    CAP+5   32T   8 pts   \n",
       "385                    Alea Helmick        11    CAP+5   32T   8 pts   \n",
       "490                     Meg Reardon        11    CAP+5   32T   8 pts   \n",
       "565                   Justine Beath        11    CAP+6   36T   4 pts   \n",
       "445             Whitney Cappellucci        11    CAP+6   36T   4 pts   \n",
       "550                    Carly Fuhrer        11    CAP+6   36T   4 pts   \n",
       "295                   Emily  Abbott        11    CAP+6   36T   4 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "10           93.68           50.00  \n",
       "70           93.84           49.96  \n",
       "85          101.70           48.11  \n",
       "430         111.51           45.80  \n",
       "460         114.11           45.19  \n",
       "310         114.74           45.04  \n",
       "175         123.32           43.02  \n",
       "190         128.44           41.81  \n",
       "220         130.59           41.31  \n",
       "280         133.70           40.58  \n",
       "205         145.05           37.90  \n",
       "130         146.18           37.64  \n",
       "160         154.59           35.66  \n",
       "520         156.82           35.13  \n",
       "145         161.07           34.13  \n",
       "235         164.80           33.25  \n",
       "25          172.15           31.52  \n",
       "40          177.46           30.27  \n",
       "100         301.00            1.18  \n",
       "370         301.00            1.18  \n",
       "115         301.00            1.18  \n",
       "325         301.00            1.18  \n",
       "340         301.00            1.18  \n",
       "250         301.00            1.18  \n",
       "415         302.00            0.94  \n",
       "55          303.00            0.71  \n",
       "505         303.00            0.71  \n",
       "535         303.00            0.71  \n",
       "265         304.00            0.47  \n",
       "475         304.00            0.47  \n",
       "355         304.00            0.47  \n",
       "580         305.00            0.24  \n",
       "400         305.00            0.24  \n",
       "385         305.00            0.24  \n",
       "490         305.00            0.24  \n",
       "565         306.00            0.00  \n",
       "445         306.00            0.00  \n",
       "550         306.00            0.00  \n",
       "295         306.00            0.00  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_11.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_12 = full_data[full_data['ordinals']==12].sort_values('times')\n",
    "event_12 = event_12.drop(index=596)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(event_12['times'].iloc[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_12.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 5*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        if len(j['times'])==7:\n",
    "            datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "            total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)\n",
    "        else:\n",
    "            datetime_convert = datetime.strptime(j['times'],':%S.%f')\n",
    "            total_seconds.append(datetime_convert.second+datetime_convert.microsecond*1e-6)            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_12['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_12['total_seconds']-min(event_12['total_seconds']))\n",
    "event_12['adjusted_score'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.41</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>47.41</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.68</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>47.68</td>\n",
       "      <td>49.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.78</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>47.78</td>\n",
       "      <td>49.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.96</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>47.96</td>\n",
       "      <td>49.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.35</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>48.35</td>\n",
       "      <td>49.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.43</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>48.43</td>\n",
       "      <td>48.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.79</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>48.79</td>\n",
       "      <td>48.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.85</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>48.85</td>\n",
       "      <td>48.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>12</td>\n",
       "      <td>:49.32</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>49.32</td>\n",
       "      <td>48.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>:49.38</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>49.38</td>\n",
       "      <td>48.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>12</td>\n",
       "      <td>:49.51</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>49.51</td>\n",
       "      <td>47.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.21</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>50.21</td>\n",
       "      <td>47.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.49</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "      <td>50.49</td>\n",
       "      <td>46.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.52</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>50.52</td>\n",
       "      <td>46.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.70</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>50.70</td>\n",
       "      <td>46.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.92</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>50.92</td>\n",
       "      <td>46.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.11</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>51.11</td>\n",
       "      <td>46.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.15</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>51.15</td>\n",
       "      <td>46.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.17</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>51.17</td>\n",
       "      <td>46.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.19</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>51.19</td>\n",
       "      <td>46.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.24</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>51.24</td>\n",
       "      <td>46.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.44</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>51.44</td>\n",
       "      <td>45.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.74</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>51.74</td>\n",
       "      <td>45.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.77</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>51.77</td>\n",
       "      <td>45.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.91</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>51.91</td>\n",
       "      <td>45.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>12</td>\n",
       "      <td>:52.02</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>52.02</td>\n",
       "      <td>45.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>:52.18</td>\n",
       "      <td>27</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>52.18</td>\n",
       "      <td>45.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>12</td>\n",
       "      <td>:52.37</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>52.37</td>\n",
       "      <td>45.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>12</td>\n",
       "      <td>:52.41</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>52.41</td>\n",
       "      <td>44.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>12</td>\n",
       "      <td>:52.87</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>52.87</td>\n",
       "      <td>44.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>12</td>\n",
       "      <td>:52.92</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "      <td>52.92</td>\n",
       "      <td>44.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>12</td>\n",
       "      <td>:52.94</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>52.94</td>\n",
       "      <td>44.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>12</td>\n",
       "      <td>:52.99</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>52.99</td>\n",
       "      <td>44.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>12</td>\n",
       "      <td>:53.10</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>53.10</td>\n",
       "      <td>44.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>12</td>\n",
       "      <td>:53.19</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>53.19</td>\n",
       "      <td>44.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>12</td>\n",
       "      <td>:53.82</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>53.82</td>\n",
       "      <td>43.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>12</td>\n",
       "      <td>:55.36</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>55.36</td>\n",
       "      <td>42.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>12</td>\n",
       "      <td>:56.69</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>56.69</td>\n",
       "      <td>40.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>12</td>\n",
       "      <td>1:37.30</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "      <td>97.30</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks   score  \\\n",
       "26                 Tia-Clair Toomey        12   :47.41     1  50 pts   \n",
       "386                    Alea Helmick        12   :47.68     2  47 pts   \n",
       "491                     Meg Reardon        12   :47.78     3  44 pts   \n",
       "281       Thuridur Erla Helgadottir        12   :47.96     4  42 pts   \n",
       "176                   Kristin Holte        12   :48.35     5  40 pts   \n",
       "416                    Stacie Tovar        12   :48.43     6  38 pts   \n",
       "356                  Christy Adkins        12   :48.79     7  36 pts   \n",
       "401                  Candice Wagner        12   :48.85     8  34 pts   \n",
       "86                     Brooke Wells        12   :49.32     9  32 pts   \n",
       "11        Katrin Tanja Davidsdottir        12   :49.38    10  30 pts   \n",
       "116                    Kristi Eramo        12   :49.51    11  29 pts   \n",
       "581                  Madeline Sturt        12   :50.21    12  28 pts   \n",
       "131             Alessandra Pichelli        12   :50.49    13  27 pts   \n",
       "296                   Emily  Abbott        12   :50.52    14  26 pts   \n",
       "56                  Samantha Briggs        12   :50.70    15  25 pts   \n",
       "221                 Tasia Percevecz        12   :50.92    16  24 pts   \n",
       "326                 Margaux Alvarez        12   :51.11    17  23 pts   \n",
       "161                     Tennil Reed        12   :51.15    18  22 pts   \n",
       "266                    Jamie Hagiya        12   :51.17    19  21 pts   \n",
       "71                      Kari Pearce        12   :51.19    20  20 pts   \n",
       "41   Ragnheiður Sara Sigmundsdottir        12   :51.24    21  19 pts   \n",
       "551                    Carly Fuhrer        12   :51.44    22  18 pts   \n",
       "146                Anna Tunnicliffe        12   :51.74    23  17 pts   \n",
       "341                 Carleen Mathews        12   :51.77    24  16 pts   \n",
       "206       Carol-Ann Reason-Thibault        12   :51.91    25  15 pts   \n",
       "311         Camille Leblanc-Bazinet        12   :52.02    26  14 pts   \n",
       "191              Annie Thorisdottir        12   :52.18    27  13 pts   \n",
       "446             Whitney Cappellucci        12   :52.37    28  12 pts   \n",
       "566                   Justine Beath        12   :52.41    29  11 pts   \n",
       "251                       Chyna Cho        12   :52.87    30  10 pts   \n",
       "476                Christina Seeley        12   :52.92    31   9 pts   \n",
       "236                Michele Letendre        12   :52.94    32   8 pts   \n",
       "101                       Kara Webb        12   :52.99    33   7 pts   \n",
       "371                   Lauren Fisher        12   :53.10    34   6 pts   \n",
       "461                  Alexis Johnson        12   :53.19    35   5 pts   \n",
       "431                  Emily Bridgers        12   :53.82    36   4 pts   \n",
       "506                   Sheila Barden        12   :55.36    37   3 pts   \n",
       "521                   Rebecca Voigt        12   :56.69    38   2 pts   \n",
       "536                  Jennifer Smith        12  1:37.30    39   1 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "26           47.41           50.00  \n",
       "386          47.68           49.73  \n",
       "491          47.78           49.63  \n",
       "281          47.96           49.45  \n",
       "176          48.35           49.06  \n",
       "416          48.43           48.98  \n",
       "356          48.79           48.62  \n",
       "401          48.85           48.56  \n",
       "86           49.32           48.09  \n",
       "11           49.38           48.03  \n",
       "116          49.51           47.90  \n",
       "581          50.21           47.19  \n",
       "131          50.49           46.91  \n",
       "296          50.52           46.88  \n",
       "56           50.70           46.70  \n",
       "221          50.92           46.48  \n",
       "326          51.11           46.29  \n",
       "161          51.15           46.25  \n",
       "266          51.17           46.23  \n",
       "71           51.19           46.21  \n",
       "41           51.24           46.16  \n",
       "551          51.44           45.96  \n",
       "146          51.74           45.66  \n",
       "341          51.77           45.63  \n",
       "206          51.91           45.49  \n",
       "311          52.02           45.38  \n",
       "191          52.18           45.22  \n",
       "446          52.37           45.03  \n",
       "566          52.41           44.99  \n",
       "251          52.87           44.53  \n",
       "476          52.92           44.48  \n",
       "236          52.94           44.46  \n",
       "101          52.99           44.41  \n",
       "371          53.10           44.30  \n",
       "461          53.19           44.21  \n",
       "431          53.82           43.58  \n",
       "506          55.36           42.03  \n",
       "521          56.69           40.70  \n",
       "536          97.30            0.00  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_12.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_13 = full_data[full_data['ordinals']==13].sort_values('times')\n",
    "event_13 = event_13.drop(index=597)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_13.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 3*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_13['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_13['total_seconds']-min(event_13['total_seconds']))\n",
    "event_13['adjusted_score'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>1:38.48</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>98.48</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>13</td>\n",
       "      <td>1:39.17</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>99.17</td>\n",
       "      <td>49.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>1:44.46</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>104.46</td>\n",
       "      <td>46.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>13</td>\n",
       "      <td>1:48.69</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>108.69</td>\n",
       "      <td>44.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>13</td>\n",
       "      <td>1:51.26</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>111.26</td>\n",
       "      <td>42.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>13</td>\n",
       "      <td>1:54.59</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>114.59</td>\n",
       "      <td>40.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>13</td>\n",
       "      <td>1:55.44</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>115.44</td>\n",
       "      <td>40.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>13</td>\n",
       "      <td>1:58.00</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>118.00</td>\n",
       "      <td>38.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>13</td>\n",
       "      <td>1:59.00</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>119.00</td>\n",
       "      <td>38.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>13</td>\n",
       "      <td>2:01.48</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>121.48</td>\n",
       "      <td>36.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>13</td>\n",
       "      <td>2:06.40</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>126.40</td>\n",
       "      <td>33.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>13</td>\n",
       "      <td>2:07.17</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>127.17</td>\n",
       "      <td>33.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>13</td>\n",
       "      <td>2:08.49</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "      <td>128.49</td>\n",
       "      <td>32.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>13</td>\n",
       "      <td>2:09.64</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>129.64</td>\n",
       "      <td>31.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>13</td>\n",
       "      <td>2:10.97</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>130.97</td>\n",
       "      <td>31.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>13</td>\n",
       "      <td>2:12.32</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>132.32</td>\n",
       "      <td>30.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>2:12.68</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>132.68</td>\n",
       "      <td>30.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>13</td>\n",
       "      <td>2:17.38</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>137.38</td>\n",
       "      <td>27.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>13</td>\n",
       "      <td>2:19.27</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>139.27</td>\n",
       "      <td>26.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>13</td>\n",
       "      <td>2:19.41</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>139.41</td>\n",
       "      <td>26.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>13</td>\n",
       "      <td>2:20.74</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>140.74</td>\n",
       "      <td>25.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>13</td>\n",
       "      <td>2:29.49</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>149.49</td>\n",
       "      <td>20.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>13</td>\n",
       "      <td>2:36.81</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>156.81</td>\n",
       "      <td>15.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>13</td>\n",
       "      <td>2:40.28</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>160.28</td>\n",
       "      <td>13.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>13</td>\n",
       "      <td>2:42.51</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>162.51</td>\n",
       "      <td>12.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>13</td>\n",
       "      <td>2:43.32</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>163.32</td>\n",
       "      <td>12.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>13</td>\n",
       "      <td>2:43.70</td>\n",
       "      <td>27</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>163.70</td>\n",
       "      <td>11.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>13</td>\n",
       "      <td>2:45.44</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>165.44</td>\n",
       "      <td>10.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>13</td>\n",
       "      <td>2:48.02</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>168.02</td>\n",
       "      <td>9.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>13</td>\n",
       "      <td>2:48.45</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>168.45</td>\n",
       "      <td>9.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>13</td>\n",
       "      <td>2:54.04</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "      <td>174.04</td>\n",
       "      <td>5.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>13</td>\n",
       "      <td>2:54.57</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>174.57</td>\n",
       "      <td>5.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>13</td>\n",
       "      <td>2:59.41</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>179.41</td>\n",
       "      <td>2.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>181.00</td>\n",
       "      <td>1.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>35T</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>182.00</td>\n",
       "      <td>1.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>35T</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>182.00</td>\n",
       "      <td>1.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>37T</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>183.00</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>37T</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>183.00</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "      <td>184.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks   score  \\\n",
       "12        Katrin Tanja Davidsdottir        13  1:38.48     1  50 pts   \n",
       "57                  Samantha Briggs        13  1:39.17     2  47 pts   \n",
       "42   Ragnheiður Sara Sigmundsdottir        13  1:44.46     3  44 pts   \n",
       "372                   Lauren Fisher        13  1:48.69     4  42 pts   \n",
       "147                Anna Tunnicliffe        13  1:51.26     5  40 pts   \n",
       "27                 Tia-Clair Toomey        13  1:54.59     6  38 pts   \n",
       "297                   Emily  Abbott        13  1:55.44     7  36 pts   \n",
       "102                       Kara Webb        13  1:58.00     8  34 pts   \n",
       "87                     Brooke Wells        13  1:59.00     9  32 pts   \n",
       "552                    Carly Fuhrer        13  2:01.48    10  30 pts   \n",
       "252                       Chyna Cho        13  2:06.40    11  29 pts   \n",
       "222                 Tasia Percevecz        13  2:07.17    12  28 pts   \n",
       "72                      Kari Pearce        13  2:08.49    13  27 pts   \n",
       "327                 Margaux Alvarez        13  2:09.64    14  26 pts   \n",
       "282       Thuridur Erla Helgadottir        13  2:10.97    15  25 pts   \n",
       "357                  Christy Adkins        13  2:12.32    16  24 pts   \n",
       "192              Annie Thorisdottir        13  2:12.68    17  23 pts   \n",
       "267                    Jamie Hagiya        13  2:17.38    18  22 pts   \n",
       "312         Camille Leblanc-Bazinet        13  2:19.27    19  21 pts   \n",
       "462                  Alexis Johnson        13  2:19.41    20  20 pts   \n",
       "207       Carol-Ann Reason-Thibault        13  2:20.74    21  19 pts   \n",
       "522                   Rebecca Voigt        13  2:29.49    22  18 pts   \n",
       "537                  Jennifer Smith        13  2:36.81    23  17 pts   \n",
       "447             Whitney Cappellucci        13  2:40.28    24  16 pts   \n",
       "237                Michele Letendre        13  2:42.51    25  15 pts   \n",
       "162                     Tennil Reed        13  2:43.32    26  14 pts   \n",
       "342                 Carleen Mathews        13  2:43.70    27  13 pts   \n",
       "492                     Meg Reardon        13  2:45.44    28  12 pts   \n",
       "582                  Madeline Sturt        13  2:48.02    29  11 pts   \n",
       "507                   Sheila Barden        13  2:48.45    30  10 pts   \n",
       "477                Christina Seeley        13  2:54.04    31   9 pts   \n",
       "132             Alessandra Pichelli        13  2:54.57    32   8 pts   \n",
       "417                    Stacie Tovar        13  2:59.41    33   7 pts   \n",
       "177                   Kristin Holte        13    CAP+1    34   6 pts   \n",
       "117                    Kristi Eramo        13    CAP+2   35T   5 pts   \n",
       "567                   Justine Beath        13    CAP+2   35T   5 pts   \n",
       "402                  Candice Wagner        13    CAP+3   37T   3 pts   \n",
       "432                  Emily Bridgers        13    CAP+3   37T   3 pts   \n",
       "387                    Alea Helmick        13    CAP+4    39   1 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "12           98.48           50.00  \n",
       "57           99.17           49.60  \n",
       "42          104.46           46.50  \n",
       "372         108.69           44.03  \n",
       "147         111.26           42.53  \n",
       "27          114.59           40.58  \n",
       "297         115.44           40.08  \n",
       "102         118.00           38.59  \n",
       "87          119.00           38.00  \n",
       "552         121.48           36.55  \n",
       "252         126.40           33.68  \n",
       "222         127.17           33.23  \n",
       "72          128.49           32.45  \n",
       "327         129.64           31.78  \n",
       "282         130.97           31.00  \n",
       "357         132.32           30.22  \n",
       "192         132.68           30.00  \n",
       "267         137.38           27.26  \n",
       "312         139.27           26.15  \n",
       "462         139.41           26.07  \n",
       "207         140.74           25.29  \n",
       "522         149.49           20.18  \n",
       "537         156.81           15.90  \n",
       "447         160.28           13.87  \n",
       "237         162.51           12.56  \n",
       "162         163.32           12.09  \n",
       "342         163.70           11.87  \n",
       "492         165.44           10.85  \n",
       "582         168.02            9.34  \n",
       "507         168.45            9.09  \n",
       "477         174.04            5.82  \n",
       "132         174.57            5.51  \n",
       "417         179.41            2.68  \n",
       "177         181.00            1.75  \n",
       "117         182.00            1.17  \n",
       "567         182.00            1.17  \n",
       "402         183.00            0.58  \n",
       "432         183.00            0.58  \n",
       "387         184.00            0.00  "
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_13.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_14 = full_data[full_data['ordinals']==14].sort_values('times')\n",
    "event_14 = event_14.drop(index=598)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_14.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 11*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_14['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_14['total_seconds']-min(event_14['total_seconds']))\n",
    "event_14['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>14</td>\n",
       "      <td>8:06.64</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>486.64</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>14</td>\n",
       "      <td>8:06.80</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>486.80</td>\n",
       "      <td>99.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>14</td>\n",
       "      <td>8:21.14</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>501.14</td>\n",
       "      <td>93.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>14</td>\n",
       "      <td>8:25.76</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>505.76</td>\n",
       "      <td>92.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>14</td>\n",
       "      <td>8:26.58</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>506.58</td>\n",
       "      <td>91.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>14</td>\n",
       "      <td>8:30.74</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>510.74</td>\n",
       "      <td>89.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>14</td>\n",
       "      <td>8:39.42</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>519.42</td>\n",
       "      <td>86.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>14</td>\n",
       "      <td>8:47.04</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>527.04</td>\n",
       "      <td>83.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>14</td>\n",
       "      <td>8:49.79</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>529.79</td>\n",
       "      <td>81.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>14</td>\n",
       "      <td>9:01.85</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>541.85</td>\n",
       "      <td>76.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>14</td>\n",
       "      <td>9:06.74</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>546.74</td>\n",
       "      <td>74.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>14</td>\n",
       "      <td>9:07.69</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>547.69</td>\n",
       "      <td>74.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>14</td>\n",
       "      <td>9:29.35</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>569.35</td>\n",
       "      <td>65.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>14</td>\n",
       "      <td>9:36.52</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>576.52</td>\n",
       "      <td>62.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>14</td>\n",
       "      <td>9:36.67</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>576.67</td>\n",
       "      <td>62.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>14</td>\n",
       "      <td>9:38.21</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>578.21</td>\n",
       "      <td>61.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>14</td>\n",
       "      <td>9:46.46</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>586.46</td>\n",
       "      <td>58.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>14</td>\n",
       "      <td>9:52.95</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>592.95</td>\n",
       "      <td>55.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>14</td>\n",
       "      <td>9:54.01</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>594.01</td>\n",
       "      <td>55.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>14</td>\n",
       "      <td>10:33.18</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>633.18</td>\n",
       "      <td>38.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>14</td>\n",
       "      <td>10:34.56</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>634.56</td>\n",
       "      <td>38.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>14</td>\n",
       "      <td>10:38.97</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>638.97</td>\n",
       "      <td>36.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>14</td>\n",
       "      <td>10:41.57</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>641.57</td>\n",
       "      <td>35.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>14</td>\n",
       "      <td>10:49.29</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>649.29</td>\n",
       "      <td>32.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>14</td>\n",
       "      <td>10:56.16</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>656.16</td>\n",
       "      <td>29.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>14</td>\n",
       "      <td>10:59.17</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>659.17</td>\n",
       "      <td>27.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>660.00</td>\n",
       "      <td>27.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>662.00</td>\n",
       "      <td>26.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>663.00</td>\n",
       "      <td>26.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>663.00</td>\n",
       "      <td>26.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>663.00</td>\n",
       "      <td>26.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>664.00</td>\n",
       "      <td>25.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>665.00</td>\n",
       "      <td>25.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>666.00</td>\n",
       "      <td>25.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>666.00</td>\n",
       "      <td>25.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>667.00</td>\n",
       "      <td>24.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>668.00</td>\n",
       "      <td>24.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+28</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>688.00</td>\n",
       "      <td>15.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+66</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>726.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "148                Anna Tunnicliffe        14   8:06.64     1  100 pts   \n",
       "253                       Chyna Cho        14   8:06.80     2   94 pts   \n",
       "103                       Kara Webb        14   8:21.14     3   88 pts   \n",
       "13        Katrin Tanja Davidsdottir        14   8:25.76     4   84 pts   \n",
       "43   Ragnheiður Sara Sigmundsdottir        14   8:26.58     5   80 pts   \n",
       "58                  Samantha Briggs        14   8:30.74     6   76 pts   \n",
       "28                 Tia-Clair Toomey        14   8:39.42     7   72 pts   \n",
       "268                    Jamie Hagiya        14   8:47.04     8   68 pts   \n",
       "88                     Brooke Wells        14   8:49.79     9   64 pts   \n",
       "178                   Kristin Holte        14   9:01.85    10   60 pts   \n",
       "418                    Stacie Tovar        14   9:06.74    11   58 pts   \n",
       "163                     Tennil Reed        14   9:07.69    12   56 pts   \n",
       "298                   Emily  Abbott        14   9:29.35    13   54 pts   \n",
       "493                     Meg Reardon        14   9:36.52    14   52 pts   \n",
       "343                 Carleen Mathews        14   9:36.67    15   50 pts   \n",
       "358                  Christy Adkins        14   9:38.21    16   48 pts   \n",
       "208       Carol-Ann Reason-Thibault        14   9:46.46    17   46 pts   \n",
       "328                 Margaux Alvarez        14   9:52.95    18   44 pts   \n",
       "73                      Kari Pearce        14   9:54.01    19   42 pts   \n",
       "133             Alessandra Pichelli        14  10:33.18    20   40 pts   \n",
       "238                Michele Letendre        14  10:34.56    21   38 pts   \n",
       "523                   Rebecca Voigt        14  10:38.97    22   36 pts   \n",
       "448             Whitney Cappellucci        14  10:41.57    23   34 pts   \n",
       "313         Camille Leblanc-Bazinet        14  10:49.29    24   32 pts   \n",
       "568                   Justine Beath        14  10:56.16    25   30 pts   \n",
       "403                  Candice Wagner        14  10:59.17    26   28 pts   \n",
       "193              Annie Thorisdottir        14       CAP    27   26 pts   \n",
       "478                Christina Seeley        14     CAP+2    28   24 pts   \n",
       "118                    Kristi Eramo        14     CAP+3   29T   22 pts   \n",
       "388                    Alea Helmick        14     CAP+3   29T   22 pts   \n",
       "463                  Alexis Johnson        14     CAP+3   29T   22 pts   \n",
       "223                 Tasia Percevecz        14     CAP+4    32   16 pts   \n",
       "433                  Emily Bridgers        14     CAP+5    33   14 pts   \n",
       "583                  Madeline Sturt        14     CAP+6   34T   12 pts   \n",
       "508                   Sheila Barden        14     CAP+6   34T   12 pts   \n",
       "553                    Carly Fuhrer        14     CAP+7    36    8 pts   \n",
       "373                   Lauren Fisher        14     CAP+8    37    6 pts   \n",
       "283       Thuridur Erla Helgadottir        14    CAP+28    38    4 pts   \n",
       "538                  Jennifer Smith        14    CAP+66    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "148         486.64          100.00  \n",
       "253         486.80           99.93  \n",
       "103         501.14           93.94  \n",
       "13          505.76           92.01  \n",
       "43          506.58           91.67  \n",
       "58          510.74           89.93  \n",
       "28          519.42           86.31  \n",
       "268         527.04           83.12  \n",
       "88          529.79           81.97  \n",
       "178         541.85           76.93  \n",
       "418         546.74           74.89  \n",
       "163         547.69           74.49  \n",
       "298         569.35           65.45  \n",
       "493         576.52           62.45  \n",
       "343         576.67           62.39  \n",
       "358         578.21           61.74  \n",
       "208         586.46           58.30  \n",
       "328         592.95           55.59  \n",
       "73          594.01           55.14  \n",
       "133         633.18           38.78  \n",
       "238         634.56           38.20  \n",
       "523         638.97           36.36  \n",
       "448         641.57           35.27  \n",
       "313         649.29           32.05  \n",
       "568         656.16           29.18  \n",
       "403         659.17           27.92  \n",
       "193         660.00           27.57  \n",
       "478         662.00           26.74  \n",
       "118         663.00           26.32  \n",
       "388         663.00           26.32  \n",
       "463         663.00           26.32  \n",
       "223         664.00           25.90  \n",
       "433         665.00           25.48  \n",
       "583         666.00           25.07  \n",
       "508         666.00           25.07  \n",
       "553         667.00           24.65  \n",
       "373         668.00           24.23  \n",
       "283         688.00           15.88  \n",
       "538         726.00            0.00  "
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_14.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_15 = full_data[full_data['ordinals']==15].sort_values('times')\n",
    "event_15 = event_15.drop(index=599)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_15.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 10*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_15['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_15['total_seconds']-min(event_15['total_seconds']))\n",
    "event_15['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>15</td>\n",
       "      <td>7:31.34</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>451.34</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>15</td>\n",
       "      <td>8:18.65</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>498.65</td>\n",
       "      <td>76.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>15</td>\n",
       "      <td>8:25.01</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>505.01</td>\n",
       "      <td>73.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>15</td>\n",
       "      <td>8:25.76</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>505.76</td>\n",
       "      <td>72.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>15</td>\n",
       "      <td>8:43.28</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>523.28</td>\n",
       "      <td>63.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>15</td>\n",
       "      <td>8:44.96</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>524.96</td>\n",
       "      <td>63.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>15</td>\n",
       "      <td>9:09.01</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>549.01</td>\n",
       "      <td>51.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>15</td>\n",
       "      <td>9:15.51</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>555.51</td>\n",
       "      <td>47.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>15</td>\n",
       "      <td>9:29.99</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>569.99</td>\n",
       "      <td>40.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>15</td>\n",
       "      <td>9:48.19</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>588.19</td>\n",
       "      <td>31.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>604.00</td>\n",
       "      <td>23.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>610.00</td>\n",
       "      <td>20.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>610.00</td>\n",
       "      <td>20.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>610.00</td>\n",
       "      <td>20.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>610.00</td>\n",
       "      <td>20.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>610.00</td>\n",
       "      <td>20.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+22</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>622.00</td>\n",
       "      <td>14.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>12.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>12.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>12.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>12.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>12.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+27</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>627.00</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+27</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>627.00</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+27</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>627.00</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+27</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>627.00</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+27</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>627.00</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>649.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>649.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>649.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>649.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>649.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>649.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>650.00</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>650.00</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>650.00</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>650.00</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>38T</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>651.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>38T</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>651.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks    score  \\\n",
       "464                  Alexis Johnson        15  7:31.34     1  100 pts   \n",
       "344                 Carleen Mathews        15  8:18.65     2   94 pts   \n",
       "74                      Kari Pearce        15  8:25.01     3   88 pts   \n",
       "119                    Kristi Eramo        15  8:25.76     4   84 pts   \n",
       "359                  Christy Adkins        15  8:43.28     5   80 pts   \n",
       "434                  Emily Bridgers        15  8:44.96     6   76 pts   \n",
       "389                    Alea Helmick        15  9:09.01     7   72 pts   \n",
       "29                 Tia-Clair Toomey        15  9:15.51     8   68 pts   \n",
       "314         Camille Leblanc-Bazinet        15  9:29.99     9   64 pts   \n",
       "239                Michele Letendre        15  9:48.19    10   60 pts   \n",
       "404                  Candice Wagner        15    CAP+4    11   58 pts   \n",
       "509                   Sheila Barden        15   CAP+10   12T   56 pts   \n",
       "269                    Jamie Hagiya        15   CAP+10   12T   56 pts   \n",
       "14        Katrin Tanja Davidsdottir        15   CAP+10   12T   56 pts   \n",
       "134             Alessandra Pichelli        15   CAP+10   12T   56 pts   \n",
       "104                       Kara Webb        15   CAP+10   12T   56 pts   \n",
       "149                Anna Tunnicliffe        15   CAP+22    17   46 pts   \n",
       "209       Carol-Ann Reason-Thibault        15   CAP+26   18T   44 pts   \n",
       "449             Whitney Cappellucci        15   CAP+26   18T   44 pts   \n",
       "59                  Samantha Briggs        15   CAP+26   18T   44 pts   \n",
       "299                   Emily  Abbott        15   CAP+26   18T   44 pts   \n",
       "44   Ragnheiður Sara Sigmundsdottir        15   CAP+26   18T   44 pts   \n",
       "554                    Carly Fuhrer        15   CAP+27   23T   34 pts   \n",
       "539                  Jennifer Smith        15   CAP+27   23T   34 pts   \n",
       "524                   Rebecca Voigt        15   CAP+27   23T   34 pts   \n",
       "224                 Tasia Percevecz        15   CAP+27   23T   34 pts   \n",
       "194              Annie Thorisdottir        15   CAP+27   23T   34 pts   \n",
       "494                     Meg Reardon        15   CAP+49   28T   24 pts   \n",
       "254                       Chyna Cho        15   CAP+49   28T   24 pts   \n",
       "284       Thuridur Erla Helgadottir        15   CAP+49   28T   24 pts   \n",
       "164                     Tennil Reed        15   CAP+49   28T   24 pts   \n",
       "419                    Stacie Tovar        15   CAP+49   28T   24 pts   \n",
       "329                 Margaux Alvarez        15   CAP+49   28T   24 pts   \n",
       "584                  Madeline Sturt        15   CAP+50   34T   12 pts   \n",
       "479                Christina Seeley        15   CAP+50   34T   12 pts   \n",
       "179                   Kristin Holte        15   CAP+50   34T   12 pts   \n",
       "374                   Lauren Fisher        15   CAP+50   34T   12 pts   \n",
       "89                     Brooke Wells        15   CAP+51   38T    4 pts   \n",
       "569                   Justine Beath        15   CAP+51   38T    4 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "464         451.34          100.00  \n",
       "344         498.65           76.30  \n",
       "74          505.01           73.12  \n",
       "119         505.76           72.74  \n",
       "359         523.28           63.97  \n",
       "434         524.96           63.13  \n",
       "389         549.01           51.08  \n",
       "29          555.51           47.83  \n",
       "314         569.99           40.57  \n",
       "239         588.19           31.46  \n",
       "404         604.00           23.54  \n",
       "509         610.00           20.53  \n",
       "269         610.00           20.53  \n",
       "14          610.00           20.53  \n",
       "134         610.00           20.53  \n",
       "104         610.00           20.53  \n",
       "149         622.00           14.52  \n",
       "209         626.00           12.52  \n",
       "449         626.00           12.52  \n",
       "59          626.00           12.52  \n",
       "299         626.00           12.52  \n",
       "44          626.00           12.52  \n",
       "554         627.00           12.02  \n",
       "539         627.00           12.02  \n",
       "524         627.00           12.02  \n",
       "224         627.00           12.02  \n",
       "194         627.00           12.02  \n",
       "494         649.00            1.00  \n",
       "254         649.00            1.00  \n",
       "284         649.00            1.00  \n",
       "164         649.00            1.00  \n",
       "419         649.00            1.00  \n",
       "329         649.00            1.00  \n",
       "584         650.00            0.50  \n",
       "479         650.00            0.50  \n",
       "179         650.00            0.50  \n",
       "374         650.00            0.50  \n",
       "89          651.00            0.00  \n",
       "569         651.00            0.00  "
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_15.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:2: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "frames = [event_1, event_2, event_3, event_4, event_5, event_6, event_7, event_8, event_9, event_10, event_11, event_12, event_13, event_14, event_15]\n",
    "final_df = pd.concat(frames)[['competitors','adjusted_score', 'score']]\n",
    "final_df['score'] = [int(i[:-4]) for i in final_df['score']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adjusted_placements = final_df.groupby('competitors').agg({'adjusted_score':'sum','score':'sum'}).sort_values('adjusted_score', ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adjusted_placements['adjusted_placement'] = [i+1 for i in range(len(adjusted_placements))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "actual_placement = []\n",
    "\n",
    "for i in range(len(leaderboard)):\n",
    "    competitors = leaderboard[i]['entrant']['competitorName']\n",
    "    placement = leaderboard[i]['overallRank']\n",
    "    actual_placement.append((competitors, placement))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_placements = pd.DataFrame(actual_placement, columns=['competitors','actual_placement'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>actual_placement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       competitors actual_placement\n",
       "0        Katrin Tanja Davidsdottir                1\n",
       "1                 Tia-Clair Toomey                2\n",
       "2   Ragnheiður Sara Sigmundsdottir                3\n",
       "3                  Samantha Briggs                4\n",
       "4                      Kari Pearce                5\n",
       "5                     Brooke Wells                6\n",
       "6                        Kara Webb                7\n",
       "7                     Kristi Eramo                8\n",
       "8              Alessandra Pichelli                9\n",
       "9                 Anna Tunnicliffe               10\n",
       "10                     Tennil Reed               11\n",
       "11                   Kristin Holte               12\n",
       "12              Annie Thorisdottir               13\n",
       "13       Carol-Ann Reason-Thibault               14\n",
       "14                 Tasia Percevecz               15\n",
       "15                Michele Letendre               16\n",
       "16                       Chyna Cho               17\n",
       "17                    Jamie Hagiya               18\n",
       "18       Thuridur Erla Helgadottir               19\n",
       "19                   Emily  Abbott               20\n",
       "20         Camille Leblanc-Bazinet               21\n",
       "21                 Margaux Alvarez               22\n",
       "22                 Carleen Mathews               23\n",
       "23                  Christy Adkins               24\n",
       "24                   Lauren Fisher               25\n",
       "25                    Alea Helmick               26\n",
       "26                  Candice Wagner               27\n",
       "27                    Stacie Tovar               28\n",
       "28                  Emily Bridgers               29\n",
       "29             Whitney Cappellucci               30\n",
       "30                  Alexis Johnson               31\n",
       "31                Christina Seeley               32\n",
       "32                     Meg Reardon               33\n",
       "33                   Sheila Barden               34\n",
       "34                   Rebecca Voigt               35\n",
       "35                  Jennifer Smith               36\n",
       "36                    Carly Fuhrer               37\n",
       "37                   Justine Beath               38\n",
       "38                  Madeline Sturt               39\n",
       "39                    Alethea Boon               40"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_placements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = final_placements.join(adjusted_placements, how='inner', on='competitors')\n",
    "df = df[['competitors','score','actual_placement','adjusted_score','adjusted_placement']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>score</th>\n",
       "      <th>actual_placement</th>\n",
       "      <th>adjusted_score</th>\n",
       "      <th>adjusted_placement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>984</td>\n",
       "      <td>1</td>\n",
       "      <td>1064.18</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>973</td>\n",
       "      <td>2</td>\n",
       "      <td>1067.75</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>919</td>\n",
       "      <td>3</td>\n",
       "      <td>1052.48</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>874</td>\n",
       "      <td>4</td>\n",
       "      <td>935.47</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>804</td>\n",
       "      <td>5</td>\n",
       "      <td>953.38</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>796</td>\n",
       "      <td>6</td>\n",
       "      <td>956.32</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>794</td>\n",
       "      <td>7</td>\n",
       "      <td>947.00</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>767</td>\n",
       "      <td>8</td>\n",
       "      <td>866.04</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>745</td>\n",
       "      <td>9</td>\n",
       "      <td>850.49</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>738</td>\n",
       "      <td>10</td>\n",
       "      <td>888.51</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tennil Reed</td>\n",
       "      <td>707</td>\n",
       "      <td>11</td>\n",
       "      <td>849.18</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>696</td>\n",
       "      <td>12</td>\n",
       "      <td>840.14</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>682</td>\n",
       "      <td>13</td>\n",
       "      <td>844.08</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>659</td>\n",
       "      <td>14</td>\n",
       "      <td>860.41</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tasia Percevecz</td>\n",
       "      <td>638</td>\n",
       "      <td>15</td>\n",
       "      <td>858.48</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>613</td>\n",
       "      <td>16</td>\n",
       "      <td>798.56</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>612</td>\n",
       "      <td>17</td>\n",
       "      <td>761.10</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Jamie Hagiya</td>\n",
       "      <td>574</td>\n",
       "      <td>18</td>\n",
       "      <td>722.21</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>563</td>\n",
       "      <td>19</td>\n",
       "      <td>742.22</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Emily  Abbott</td>\n",
       "      <td>562</td>\n",
       "      <td>20</td>\n",
       "      <td>723.08</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>561</td>\n",
       "      <td>21</td>\n",
       "      <td>772.41</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>542</td>\n",
       "      <td>22</td>\n",
       "      <td>699.73</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>532</td>\n",
       "      <td>23</td>\n",
       "      <td>707.78</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Christy Adkins</td>\n",
       "      <td>519</td>\n",
       "      <td>24</td>\n",
       "      <td>719.37</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>495</td>\n",
       "      <td>25</td>\n",
       "      <td>705.98</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alea Helmick</td>\n",
       "      <td>486</td>\n",
       "      <td>26</td>\n",
       "      <td>636.83</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Candice Wagner</td>\n",
       "      <td>471</td>\n",
       "      <td>27</td>\n",
       "      <td>574.47</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>454</td>\n",
       "      <td>28</td>\n",
       "      <td>656.76</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>433</td>\n",
       "      <td>29</td>\n",
       "      <td>632.56</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Whitney Cappellucci</td>\n",
       "      <td>416</td>\n",
       "      <td>30</td>\n",
       "      <td>591.85</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>413</td>\n",
       "      <td>31</td>\n",
       "      <td>666.29</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Christina Seeley</td>\n",
       "      <td>377</td>\n",
       "      <td>32</td>\n",
       "      <td>577.39</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Meg Reardon</td>\n",
       "      <td>364</td>\n",
       "      <td>33</td>\n",
       "      <td>518.14</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Sheila Barden</td>\n",
       "      <td>363</td>\n",
       "      <td>34</td>\n",
       "      <td>538.88</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>350</td>\n",
       "      <td>35</td>\n",
       "      <td>580.09</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Jennifer Smith</td>\n",
       "      <td>288</td>\n",
       "      <td>36</td>\n",
       "      <td>326.65</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>237</td>\n",
       "      <td>37</td>\n",
       "      <td>466.60</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Justine Beath</td>\n",
       "      <td>224</td>\n",
       "      <td>38</td>\n",
       "      <td>439.35</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>147</td>\n",
       "      <td>39</td>\n",
       "      <td>336.78</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>260</td>\n",
       "      <td>40</td>\n",
       "      <td>350.22</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       competitors  score actual_placement  adjusted_score  \\\n",
       "0        Katrin Tanja Davidsdottir    984                1         1064.18   \n",
       "1                 Tia-Clair Toomey    973                2         1067.75   \n",
       "2   Ragnheiður Sara Sigmundsdottir    919                3         1052.48   \n",
       "3                  Samantha Briggs    874                4          935.47   \n",
       "4                      Kari Pearce    804                5          953.38   \n",
       "5                     Brooke Wells    796                6          956.32   \n",
       "6                        Kara Webb    794                7          947.00   \n",
       "7                     Kristi Eramo    767                8          866.04   \n",
       "8              Alessandra Pichelli    745                9          850.49   \n",
       "9                 Anna Tunnicliffe    738               10          888.51   \n",
       "10                     Tennil Reed    707               11          849.18   \n",
       "11                   Kristin Holte    696               12          840.14   \n",
       "12              Annie Thorisdottir    682               13          844.08   \n",
       "13       Carol-Ann Reason-Thibault    659               14          860.41   \n",
       "14                 Tasia Percevecz    638               15          858.48   \n",
       "15                Michele Letendre    613               16          798.56   \n",
       "16                       Chyna Cho    612               17          761.10   \n",
       "17                    Jamie Hagiya    574               18          722.21   \n",
       "18       Thuridur Erla Helgadottir    563               19          742.22   \n",
       "19                   Emily  Abbott    562               20          723.08   \n",
       "20         Camille Leblanc-Bazinet    561               21          772.41   \n",
       "21                 Margaux Alvarez    542               22          699.73   \n",
       "22                 Carleen Mathews    532               23          707.78   \n",
       "23                  Christy Adkins    519               24          719.37   \n",
       "24                   Lauren Fisher    495               25          705.98   \n",
       "25                    Alea Helmick    486               26          636.83   \n",
       "26                  Candice Wagner    471               27          574.47   \n",
       "27                    Stacie Tovar    454               28          656.76   \n",
       "28                  Emily Bridgers    433               29          632.56   \n",
       "29             Whitney Cappellucci    416               30          591.85   \n",
       "30                  Alexis Johnson    413               31          666.29   \n",
       "31                Christina Seeley    377               32          577.39   \n",
       "32                     Meg Reardon    364               33          518.14   \n",
       "33                   Sheila Barden    363               34          538.88   \n",
       "34                   Rebecca Voigt    350               35          580.09   \n",
       "35                  Jennifer Smith    288               36          326.65   \n",
       "36                    Carly Fuhrer    237               37          466.60   \n",
       "37                   Justine Beath    224               38          439.35   \n",
       "38                  Madeline Sturt    147               39          336.78   \n",
       "39                    Alethea Boon    260               40          350.22   \n",
       "\n",
       "    adjusted_placement  \n",
       "0                    2  \n",
       "1                    1  \n",
       "2                    3  \n",
       "3                    7  \n",
       "4                    5  \n",
       "5                    4  \n",
       "6                    6  \n",
       "7                    9  \n",
       "8                   12  \n",
       "9                    8  \n",
       "10                  13  \n",
       "11                  15  \n",
       "12                  14  \n",
       "13                  10  \n",
       "14                  11  \n",
       "15                  16  \n",
       "16                  18  \n",
       "17                  21  \n",
       "18                  19  \n",
       "19                  20  \n",
       "20                  17  \n",
       "21                  25  \n",
       "22                  23  \n",
       "23                  22  \n",
       "24                  24  \n",
       "25                  28  \n",
       "26                  33  \n",
       "27                  27  \n",
       "28                  29  \n",
       "29                  30  \n",
       "30                  26  \n",
       "31                  32  \n",
       "32                  35  \n",
       "33                  34  \n",
       "34                  31  \n",
       "35                  40  \n",
       "36                  36  \n",
       "37                  37  \n",
       "38                  39  \n",
       "39                  38  "
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.to_csv('Adjusted_Results/Women_2016.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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