2017_Women.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# All Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "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": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['sort', 'pagination', 'cachekey', 'competition', 'leaderboardRows', 'version', 'ordinals', 'totalpages', 'currentpage'])"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "with open('Women/2017_games.json') as f:\n",
    "    data = json.load(f)\n",
    "    \n",
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "leaderboard = data['leaderboardRows']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 13770,\n",
       "   'affiliateName': 13770,\n",
       "   'age': 23,\n",
       "   'bibId': '31',\n",
       "   'competitorId': 163097,\n",
       "   'competitorName': 'Tia-Clair Toomey',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Tia-Clair',\n",
       "   'gender': 'F',\n",
       "   'height': '163 cm',\n",
       "   'lastName': 'Toomey',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b8a69-P163097_3-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '58 kg'},\n",
       "  'overallRank': '1',\n",
       "  'overallScore': '994',\n",
       "  'scores': [{'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '28:45.65, 100 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '28:45.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '28:45.65',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23:06.31, 68 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '23:06.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23:06.31',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:58.18, 94 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '8:58.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:58.18',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 8,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12 pt, 56 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '12 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '202 lb, 94 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '94',\n",
       "    'rank': '2T',\n",
       "    'scoreDisplay': '202 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '202',\n",
       "    'workoutrank': '2T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:54.73, 56 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '12:54.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:54.73',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:30.64, 52 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '3:30.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:30.64',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:02.72, 72 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '5:02.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:02.72',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:12.44, 100 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '7:12.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:12.44',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:01.40, 94 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '8:01.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:01.40',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:55.26, 88 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '17:55.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:55.26',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:38.24, 52 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '11:38.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:38.24',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:47.99, 68 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '3:47.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:47.99',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 269,\n",
       "   'affiliateName': 269,\n",
       "   'age': 27,\n",
       "   'bibId': '23',\n",
       "   'competitorId': 2942,\n",
       "   'competitorName': 'Kara Webb',\n",
       "   'countryShortCode': 'AUS',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kara',\n",
       "   'gender': 'F',\n",
       "   'height': '162 cm',\n",
       "   'lastName': 'Saunders',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '1fb24-P2942_13-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '158 lbs'},\n",
       "  'overallRank': '2',\n",
       "  'overallScore': '992',\n",
       "  'scores': [{'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '31:11.33, 60 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '31:11.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '31:11.33',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:47.90, 34 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '24:47.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:47.90',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:34.56, 76 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '9:34.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:34.56',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17 pt, 46 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '17 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '203 lb, 100 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '203 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '203',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:45.72, 100 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '10:45.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:45.72',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:52.87, 94 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '2:52.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:52.87',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:09.87, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '5:09.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:09.87',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:55.86, 94 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '7:55.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:55.86',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:53.82, 100 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '7:53.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:53.82',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:27.16, 64 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '18:27.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:27.16',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:58.00, 84 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '10:58.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:58.00',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:47.80, 72 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '3:47.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:47.80',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 2025,\n",
       "   'affiliateName': 2025,\n",
       "   'age': 27,\n",
       "   'bibId': '11',\n",
       "   'competitorId': 18588,\n",
       "   'competitorName': 'Annie Thorisdottir',\n",
       "   'countryShortCode': 'ISL',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Annie',\n",
       "   'gender': 'F',\n",
       "   'height': '170 cm',\n",
       "   'lastName': 'Thorisdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '15f17-P18588_4-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '3',\n",
       "  'overallScore': '964',\n",
       "  'scores': [{'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33:08.40, 38 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '33:08.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33:08.40',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '22:50.85, 80 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '22:50.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '22:50.85',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:59.44, 50 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '10:59.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:59.44',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3 pt, 88 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '3 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '198 lb, 76 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': '198 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '198',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:40.47, 88 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '11:40.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:40.47',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:06.41, 84 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '3:06.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:06.41',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:21.85, 88 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '4:21.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:21.85',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:36.75, 80 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '9:36.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:36.75',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:38.31, 54 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '9:38.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:38.31',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:51.14, 50 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '18:51.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:51.14',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:56.42, 94 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '10:56.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:56.42',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:18.09, 94 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '3:18.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:18.09',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 3220,\n",
       "   'affiliateName': 3220,\n",
       "   'age': 24,\n",
       "   'bibId': '24',\n",
       "   'competitorId': 8859,\n",
       "   'competitorName': 'Ragnheiður Sara Sigmundsdottir',\n",
       "   'countryShortCode': 'ISL',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Ragnheiður Sara',\n",
       "   'gender': 'F',\n",
       "   'height': '171 cm',\n",
       "   'lastName': 'Sigmundsdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '53249-P8859_6-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '69 kg'},\n",
       "  'overallRank': '4',\n",
       "  'overallScore': '944',\n",
       "  'scores': [{'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '30:23.04, 72 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '30:23.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '30:23.04',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '22:56.49, 76 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '22:56.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '22:56.49',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:36.34, 56 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '10:36.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:36.34',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9 pt, 64 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '9 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '200 lb, 84 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '84',\n",
       "    'rank': '4T',\n",
       "    'scoreDisplay': '200 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '200',\n",
       "    'workoutrank': '4T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:56.29, 84 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '11:56.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:56.29',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:00.70, 88 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '3:00.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:00.70',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:19.12, 60 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '5:19.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:19.12',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:02.26, 88 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '9:02.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:02.26',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:08.76, 60 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '9:08.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:08.76',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:24.17, 36 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '19:24.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:24.17',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:06.79, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '11:06.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:06.79',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:13.98, 100 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '3:13.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:13.98',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 505,\n",
       "   'affiliateName': 505,\n",
       "   'age': 24,\n",
       "   'bibId': '15',\n",
       "   'competitorId': 55121,\n",
       "   'competitorName': 'Katrin Tanja Davidsdottir',\n",
       "   'countryShortCode': 'ISL',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Katrin Tanja',\n",
       "   'gender': 'F',\n",
       "   'height': '169 cm',\n",
       "   'lastName': 'Davidsdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ee582-P55121_22-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '5',\n",
       "  'overallScore': '914',\n",
       "  'scores': [{'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '32:17.04, 52 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '32:17.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '32:17.04',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '22:19.48, 88 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '22:19.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '22:19.48',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:50.66, 32 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '11:50.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:50.66',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5 pt, 80 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '5 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '197 lb, 68 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '197 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '197',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:07.59, 76 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '12:07.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:07.59',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:10.62, 80 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '3:10.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:10.62',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:55.53, 100 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '3:55.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:55.53',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 32 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:49.37, 68 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '8:49.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:49.37',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:36.59, 54 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '18:36.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:36.59',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:38.09, 100 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '10:38.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:38.09',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:28.86, 84 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '3:28.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:28.86',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': '',\n",
       "   'affiliateName': '',\n",
       "   'age': 29,\n",
       "   'bibId': '21',\n",
       "   'competitorId': 135797,\n",
       "   'competitorName': 'Tennil Reed-Beuerlein',\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",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '158 lbs'},\n",
       "  'overallRank': '6',\n",
       "  'overallScore': '888',\n",
       "  'scores': [{'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '30:18.41, 80 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '30:18.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '30:18.41',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23:01.30, 72 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '23:01.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23:01.30',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:46.33, 52 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '10:46.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:46.33',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1 pt, 100 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '1 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '198 lb, 76 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': '198 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '198',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:24.02, 72 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '12:24.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:24.02',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:18.64, 60 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '3:18.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:18.64',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:17.14, 94 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '4:17.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:17.14',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:54.88, 64 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '10:54.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:54.88',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:11.10, 36 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '10:11.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:11.10',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:04.10, 84 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '18:04.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:04.10',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 38 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:05.95, 60 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '4:05.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:05.95',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 372,\n",
       "   'affiliateName': 372,\n",
       "   'age': 31,\n",
       "   'bibId': '25',\n",
       "   'competitorId': 120480,\n",
       "   'competitorName': 'Kristin Holte',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kristin',\n",
       "   'gender': 'F',\n",
       "   'height': '162 cm',\n",
       "   'lastName': 'Holte',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '32270-P120480_5-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '132 lbs'},\n",
       "  'overallRank': '7',\n",
       "  'overallScore': '826',\n",
       "  'scores': [{'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '31:40.22, 58 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '31:40.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '31:40.22',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '21:43.23, 100 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '21:43.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '21:43.23',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:22.51, 40 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '11:22.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:22.51',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18 pt, 44 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '18 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '165 lb, 18 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '18',\n",
       "    'rank': '31T',\n",
       "    'scoreDisplay': '165 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '165',\n",
       "    'workoutrank': '31T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:27.61, 68 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '12:27.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:27.61',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:28.10, 54 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '3:28.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:28.10',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:50.61, 80 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '4:50.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:50.61',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 44 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:19.54, 88 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '8:19.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:19.54',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:28.95, 94 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '17:28.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:28.95',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:56.78, 88 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '10:56.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:56.78',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:50.79, 50 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '4:50.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:50.79',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 10868,\n",
       "   'affiliateName': 10868,\n",
       "   'age': 26,\n",
       "   'bibId': '49',\n",
       "   'competitorId': 264512,\n",
       "   'competitorName': 'Jamie Greene',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Jamie',\n",
       "   'gender': 'F',\n",
       "   'height': '163 cm',\n",
       "   'lastName': 'Greene',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'e54f9-P264512_1-184.jpg',\n",
       "   'regionCode': 'Africa',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Africa',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '140 lbs'},\n",
       "  'overallRank': '8',\n",
       "  'overallScore': '796',\n",
       "  'scores': [{'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '30:16.79, 84 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '30:16.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '30:16.79',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23:17.02, 58 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '23:17.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23:17.02',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:51.51, 100 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '8:51.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:51.51',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6 pt, 76 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '6 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '171 lb, 28 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '171 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '171',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:04.48, 94 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '11:04.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:04.48',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:01.97, 14 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '5:01.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:01.97',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:27.99, 38 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '6:27.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:27.99',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 60 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:23.13, 58 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '9:23.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:23.13',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:17.51, 76 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '18:17.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:17.51',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:18.39, 68 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '11:18.39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:18.39',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:06.90, 42 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '5:06.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:06.90',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 4098,\n",
       "   'affiliateName': 4098,\n",
       "   'age': 35,\n",
       "   'bibId': '13',\n",
       "   'competitorId': 2536,\n",
       "   'competitorName': 'Samantha Briggs',\n",
       "   'countryShortCode': 'GBR',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Samantha',\n",
       "   'gender': 'F',\n",
       "   'height': '170 cm',\n",
       "   'lastName': 'Briggs',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0e63d-P2536_14-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '9',\n",
       "  'overallScore': '762',\n",
       "  'scores': [{'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '29:15.76, 88 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '29:15.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '29:15.76',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '21:44.59, 94 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '21:44.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '21:44.59',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:26.26, 80 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '9:26.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:26.26',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19 pt, 42 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '19 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '156 lb, 12 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '156 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '156',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:44.71, 38 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '13:44.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:44.71',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:33.79, 100 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '2:33.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:33.79',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:51.89, 28 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '6:51.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:51.89',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 12 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:34.23, 80 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '8:34.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:34.23',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:19.26, 100 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '17:19.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:19.26',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:57.60, 48 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '11:57.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:57.60',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:12.55, 40 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '5:12.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:12.55',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 18553,\n",
       "   'affiliateName': 18553,\n",
       "   'age': 28,\n",
       "   'bibId': '36',\n",
       "   'competitorId': 305891,\n",
       "   'competitorName': 'Kari Pearce',\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",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '139 lbs'},\n",
       "  'overallRank': '10',\n",
       "  'overallScore': '742',\n",
       "  'scores': [{'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33:44.47, 30 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '33:44.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33:44.47',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '26:05.26, 20 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '26:05.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '26:05.26',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:51.59, 72 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '9:51.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:51.59',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '21 pt, 38 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '21 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '21',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '192 lb, 64 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': '192 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '192',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:06.69, 80 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '12:06.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:06.69',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:11.35, 36 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '4:11.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:11.35',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:50.07, 84 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '4:50.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:50.07',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 26 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:26.29, 84 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '8:26.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:26.29',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:58.30, 48 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '18:58.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:58.30',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:04.35, 80 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '11:04.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:04.35',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:31.34, 80 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '3:31.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:31.34',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 793,\n",
       "   'affiliateName': 793,\n",
       "   'age': 31,\n",
       "   'bibId': '38',\n",
       "   'competitorId': 37537,\n",
       "   'competitorName': 'Alessandra Pichelli',\n",
       "   'countryShortCode': 'USA',\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",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '155 lbs'},\n",
       "  'overallRank': '11',\n",
       "  'overallScore': '668',\n",
       "  'scores': [{'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33:48.12, 28 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '33:48.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33:48.12',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '25:04.43, 30 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '25:04.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '25:04.43',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:05.63, 24 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '12:05.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:05.63',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '28 pt, 24 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '28 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '28',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '202 lb, 94 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '94',\n",
       "    'rank': '2T',\n",
       "    'scoreDisplay': '202 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '202',\n",
       "    'workoutrank': '2T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:02.31, 52 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '13:02.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:02.31',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:42.54, 46 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '3:42.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:42.54',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:30.65, 56 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '5:30.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:30.65',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:18.05, 84 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '9:18.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:18.05',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:01.28, 42 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '10:01.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:01.28',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:22.91, 72 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '18:22.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:22.91',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:27.00, 60 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '11:27.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:27.00',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:37.38, 56 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '4:37.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:37.38',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 16524,\n",
       "   'affiliateName': 16524,\n",
       "   'age': 29,\n",
       "   'bibId': '27',\n",
       "   'competitorId': 123582,\n",
       "   'competitorName': 'Cassidy Lance-Mcwherter',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Cassidy',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'3\"',\n",
       "   'lastName': 'Lance-Mcwherter',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '415f2-P123582_15-184.jpg',\n",
       "   'regionCode': 'South East',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'South East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '140 lbs'},\n",
       "  'overallRank': '12',\n",
       "  'overallScore': '658',\n",
       "  'scores': [{'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '32:59.14, 42 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '32:59.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '32:59.14',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '25:24.02, 26 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '25:24.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '25:24.02',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:20.17, 64 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '10:20.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:20.17',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 8,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15 pt, 50 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '15 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '200 lb, 84 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '84',\n",
       "    'rank': '4T',\n",
       "    'scoreDisplay': '200 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '200',\n",
       "    'workoutrank': '4T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:02.35, 50 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '13:02.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:02.35',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:20.97, 28 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '4:20.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:20.97',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:29.09, 58 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '5:29.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:29.09',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:56.62, 68 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '9:56.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:56.62',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:52.66, 50 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '9:52.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:52.66',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 16 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:27.94, 58 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '11:27.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:27.94',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:04.26, 64 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '4:04.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:04.26',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 16832,\n",
       "   'affiliateName': 16832,\n",
       "   'age': 28,\n",
       "   'bibId': '32',\n",
       "   'competitorId': 310687,\n",
       "   'competitorName': 'Kristi Eramo',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kristi',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Eramo',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'f3a4c-P310687_4-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '128 lbs'},\n",
       "  'overallRank': '13',\n",
       "  'overallScore': '612',\n",
       "  'scores': [{'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '28:46.51, 94 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '28:46.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '28:46.51',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23:12.84, 60 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '23:12.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23:12.84',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:56.48, 68 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '9:56.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:56.48',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7 pt, 72 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '7 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '160 lb, 14 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '160 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '160',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:22.28, 44 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '13:22.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:22.28',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:37.34, 6 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '5:37.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:37.34',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:54.23, 14 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '7:54.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:54.23',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 48 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:36.58, 56 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '9:36.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:36.58',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:27.18, 60 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '18:27.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:27.18',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 42 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:19.72, 34 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '5:19.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:19.72',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 1741,\n",
       "   'affiliateName': 1741,\n",
       "   'age': 22,\n",
       "   'bibId': '48',\n",
       "   'competitorId': 168305,\n",
       "   'competitorName': 'Brooke Wells',\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",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '14',\n",
       "  'overallScore': '612',\n",
       "  'scores': [{'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '32:31.85, 48 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '32:31.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '32:31.85',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '26:58.00, 10 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '26:58.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '26:58.00',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:27.13, 14 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '13:27.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:27.13',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37 pt, 6 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '37 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '187 lb, 58 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '187 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '187',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:53.62, 58 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '12:53.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:53.62',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:26.20, 24 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '4:26.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:26.20',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:02.62, 76 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '5:02.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:02.62',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 52 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:44.35, 72 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '8:44.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:44.35',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:30.03, 56 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '18:30.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:30.03',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:40.31, 50 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '11:40.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:40.31',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:28.24, 88 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '3:28.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:28.24',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 10990,\n",
       "   'affiliateName': 10990,\n",
       "   'age': 29,\n",
       "   'bibId': '20',\n",
       "   'competitorId': 103389,\n",
       "   'competitorName': 'Carol-Ann Reason-Thibault',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Carol-Ann',\n",
       "   'gender': 'F',\n",
       "   'height': '165 cm',\n",
       "   'lastName': 'Reason-Thibault',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'fb6c4-P103389_9-184.jpg',\n",
       "   'regionCode': 'Canada East',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Canada East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '145 lbs'},\n",
       "  'overallRank': '15',\n",
       "  'overallScore': '612',\n",
       "  'scores': [{'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '31:06.79, 64 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '31:06.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '31:06.79',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '25:00.23, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '25:00.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '25:00.23',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:21.89, 60 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '10:21.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:21.89',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '35 pt, 10 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '35 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '35',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '170 lb, 26 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': '170 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '170',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:43.92, 60 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '12:43.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:43.92',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:55.23, 42 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '3:55.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:55.23',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:41.98, 54 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '5:41.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:41.98',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 28 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:37.83, 76 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '8:37.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:37.83',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:27.58, 58 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '18:27.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:27.58',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 44 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:24.40, 58 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '4:24.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:24.40',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 7576,\n",
       "   'affiliateName': 7576,\n",
       "   'age': 30,\n",
       "   'bibId': '35',\n",
       "   'competitorId': 4925,\n",
       "   'competitorName': 'Emily Bridgers',\n",
       "   'countryShortCode': 'USA',\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",
       "   'regionalCode': 'South East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '134 lbs'},\n",
       "  'overallRank': '16',\n",
       "  'overallScore': '580',\n",
       "  'scores': [{'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33:14.77, 34 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '33:14.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33:14.77',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '25:15.76, 28 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '25:15.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '25:15.76',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:08.36, 88 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '9:08.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:08.36',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13 pt, 54 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '13 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '176 lb, 44 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': '176 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '176',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:03.46, 48 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '13:03.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:03.46',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:26.73, 22 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '4:26.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:26.73',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:16.36, 64 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '5:16.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:16.36',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 46 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:18.58, 32 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '10:18.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:18.58',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:54.57, 30 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '19:54.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:54.57',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 36 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:39.30, 54 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '4:39.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:39.30',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': '',\n",
       "   'affiliateName': '',\n",
       "   'age': 30,\n",
       "   'bibId': '22',\n",
       "   'competitorId': 27975,\n",
       "   'competitorName': 'Chyna Cho',\n",
       "   'countryShortCode': 'USA',\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",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '143 lbs'},\n",
       "  'overallRank': '17',\n",
       "  'overallScore': '562',\n",
       "  'scores': [{'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '30:22.14, 76 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '30:22.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '30:22.14',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:30.38, 38 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '24:30.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:30.38',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:14.55, 46 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '11:14.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:14.55',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '20 pt, 40 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '20 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '20',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '183 lb, 50 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '183 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '183',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:42.65, 16 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '14:42.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:42.65',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:21.35, 58 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '3:21.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:21.35',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:58.38, 24 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '6:58.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:58.38',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 20 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:03.53, 38 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '10:03.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:03.53',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:25.20, 68 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '18:25.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:25.20',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:15.91, 72 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '11:15.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:15.91',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+11, 16 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+11',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 443,\n",
       "   'affiliateName': 443,\n",
       "   'age': 25,\n",
       "   'bibId': '57',\n",
       "   'competitorId': 19501,\n",
       "   'competitorName': 'Thuridur Erla Helgadottir',\n",
       "   'countryShortCode': 'ISL',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Thuridur Erla',\n",
       "   'gender': 'F',\n",
       "   'height': '164 cm',\n",
       "   'lastName': 'Helgadottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4641e-P19501_6-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '59 kg'},\n",
       "  'overallRank': '18',\n",
       "  'overallScore': '556',\n",
       "  'scores': [{'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33:08.35, 40 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '33:08.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33:08.35',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23:57.87, 52 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '23:57.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23:57.87',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:12.19, 48 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '11:12.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:12.19',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 8,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10 pt, 60 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '10 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '176 lb, 44 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': '176 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '176',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:58.23, 12 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '14:58.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:58.23',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:25.21, 26 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '4:25.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:25.21',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:40.38, 34 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '6:40.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:40.38',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 36 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:21.07, 30 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '10:21.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:21.07',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:08.67, 80 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '18:08.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:08.67',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:29.65, 56 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '11:29.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:29.65',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:13.46, 38 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '5:13.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:13.46',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 4412,\n",
       "   'affiliateName': 4412,\n",
       "   'age': 28,\n",
       "   'bibId': '42',\n",
       "   'competitorId': 180250,\n",
       "   'competitorName': 'Emily Abbott',\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",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '159 lbs'},\n",
       "  'overallRank': '19',\n",
       "  'overallScore': '554',\n",
       "  'scores': [{'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33:31.84, 32 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '33:31.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33:31.84',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:08.62, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '24:08.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:08.62',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:04.09, 26 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '12:04.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:04.09',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11 pt, 58 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '11 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '187 lb, 58 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '187 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '187',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 8 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:10.92, 72 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '3:10.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:10.92',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:00.99, 22 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '7:00.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:00.99',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 54 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:02.20, 40 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '10:02.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:02.20',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:19.19, 40 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '19:19.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:19.19',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 46 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:47.49, 52 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '4:47.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:47.49',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 2080,\n",
       "   'affiliateName': 2080,\n",
       "   'age': 29,\n",
       "   'bibId': '44',\n",
       "   'competitorId': 3200,\n",
       "   'competitorName': 'Dani Horan',\n",
       "   'countryShortCode': 'USA',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Dani',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Horan',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ce2c0-P3200_11-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '148 lbs'},\n",
       "  'overallRank': '20',\n",
       "  'overallScore': '518',\n",
       "  'scores': [{'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:01.71, 12 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '37:01.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:01.71',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:44.63, 36 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '24:44.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:44.63',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:16.75, 42 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '11:16.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:16.75',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14 pt, 52 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '14 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '192 lb, 64 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': '192 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '192',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:50.60, 36 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '13:50.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:50.60',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:36.35, 50 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '3:36.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:36.35',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:03.11, 50 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '6:03.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:03.11',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:40.74, 76 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '9:40.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:40.74',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:50.51, 20 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '10:50.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:50.51',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 16 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 34 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:37.37, 30 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '5:37.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:37.37',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 12517,\n",
       "   'affiliateName': 12517,\n",
       "   'age': 33,\n",
       "   'bibId': '39',\n",
       "   'competitorId': 235218,\n",
       "   'competitorName': 'Alethea Boon',\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",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '21',\n",
       "  'overallScore': '514',\n",
       "  'scores': [{'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:08.74, 2 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '41:08.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:08.74',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '28:26.16, 0 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '28:26.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '28:26.16',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:25.08, 84 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '9:25.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:25.08',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8 pt, 68 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '8 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '180 lb, 48 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '180 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '180',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:31.09, 64 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '12:31.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:31.09',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:44.83, 16 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '4:44.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:44.83',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:15.50, 48 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '6:15.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:15.50',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 22 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:11.76, 18 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '11:11.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:11.76',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 26 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 42 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:42.31, 76 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '3:42.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:42.31',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': '',\n",
       "   'affiliateName': '',\n",
       "   'age': 23,\n",
       "   'bibId': '45',\n",
       "   'competitorId': 592472,\n",
       "   'competitorName': 'Bethany Branham',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Bethany',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Shadburne',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '69340-P592472_6-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '145 lbs'},\n",
       "  'overallRank': '22',\n",
       "  'overallScore': '502',\n",
       "  'scores': [{'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '30:48.20, 68 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '30:48.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '30:48.20',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23:08.50, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '23:08.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23:08.50',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:20.01, 18 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '13:20.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:20.01',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4 pt, 84 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '4 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '155 lb, 10 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '155 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '155',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:05.62, 46 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '13:05.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:05.62',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:15.01, 30 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '4:15.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:15.01',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:24.25, 40 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '6:24.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:24.25',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 10 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:41.46, 22 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '10:41.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:41.46',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18:37.32, 52 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '18:37.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18:37.32',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+21, 22 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': 'CAP+21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+21',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:17.53, 36 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '5:17.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:17.53',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 5124,\n",
       "   'affiliateName': 5124,\n",
       "   'age': 29,\n",
       "   'bibId': '43',\n",
       "   'competitorId': 93497,\n",
       "   'competitorName': 'Mekenzie Riley',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Mekenzie',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Riley',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'd678c-P93497_6-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '155 lbs'},\n",
       "  'overallRank': '23',\n",
       "  'overallScore': '484',\n",
       "  'scores': [{'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '31:42.22, 56 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '31:42.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '31:42.22',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:00.87, 50 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '24:00.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:00.87',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:36.78, 12 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '13:36.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:36.78',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '29 pt, 22 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '29 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '29',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '179 lb, 46 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '179 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '179',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:52.93, 34 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '13:52.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:52.93',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:13.03, 68 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '3:13.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:13.03',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:55.72, 26 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '6:55.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:55.72',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 30 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:08.65, 64 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '9:08.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:08.65',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:17.32, 42 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '19:17.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:17.32',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+35, 8 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+35',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:50.82, 26 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '5:50.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:50.82',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 18811,\n",
       "   'affiliateName': 18811,\n",
       "   'age': 32,\n",
       "   'bibId': '37',\n",
       "   'competitorId': 3678,\n",
       "   'competitorName': 'Margaux Alvarez',\n",
       "   'countryShortCode': 'USA',\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': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '148 lbs'},\n",
       "  'overallRank': '24',\n",
       "  'overallScore': '478',\n",
       "  'scores': [{'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '35:47.05, 20 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '35:47.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '35:47.05',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '26:12.82, 16 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '26:12.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '26:12.82',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:35.99, 58 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '10:35.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:35.99',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '22 pt, 36 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '22 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '22',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '172 lb, 30 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '172 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '172',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:01.32, 54 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '13:01.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:01.32',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:02.39, 38 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '4:02.39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:02.39',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:17.40, 46 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '6:17.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:17.40',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 42 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:41.58, 52 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '9:41.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:41.58',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:13.60, 44 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '19:13.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:13.60',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 34 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+35, 8 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+35',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 16998,\n",
       "   'affiliateName': 16998,\n",
       "   'age': 34,\n",
       "   'bibId': '59',\n",
       "   'competitorId': 9440,\n",
       "   'competitorName': 'Anna Tobias',\n",
       "   'countryShortCode': 'USA',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Anna',\n",
       "   'gender': 'F',\n",
       "   'height': '167 cm',\n",
       "   'lastName': 'Tobias',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '8bf0d-P9440_13-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '143 lbs'},\n",
       "  'overallRank': '25',\n",
       "  'overallScore': '450',\n",
       "  'scores': [{'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '32:44.04, 46 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '32:44.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '32:44.04',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '22:34.58, 84 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '22:34.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '22:34.58',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:51.88, 10 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '13:51.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:51.88',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2 pt, 94 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '2 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '155 lb, 10 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '155 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '155',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:54.15, 32 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '13:54.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:54.15',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:42.10, 18 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '4:42.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:42.10',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:15.04, 12 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '8:15.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:15.04',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 8 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:55.90, 48 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '9:55.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:55.90',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 10 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:26.81, 64 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '11:26.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:26.81',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 14 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 10851,\n",
       "   'affiliateName': 10851,\n",
       "   'age': 32,\n",
       "   'bibId': '51',\n",
       "   'competitorId': 110918,\n",
       "   'competitorName': 'Whitney Gelin',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Whitney',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Gelin',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'c55c0-P110918_3-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '165 lbs'},\n",
       "  'overallRank': '26',\n",
       "  'overallScore': '446',\n",
       "  'scores': [{'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '31:57.63, 54 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '31:57.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '31:57.63',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:17.03, 44 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '24:17.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:17.03',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:45.36, 20 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '12:45.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:45.36',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24 pt, 32 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '24 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '186 lb, 52 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '186 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '186',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:34.92, 40 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '13:34.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:34.92',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:15.84, 64 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '3:15.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:15.84',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:45.26, 16 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '7:45.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:45.26',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 56 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:31.19, 14 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '11:31.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:31.19',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:32.58, 34 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '19:32.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:32.58',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+30, 10 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+30',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+33, 10 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+33',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 1033,\n",
       "   'affiliateName': 1033,\n",
       "   'age': 32,\n",
       "   'bibId': '40',\n",
       "   'competitorId': 5512,\n",
       "   'competitorName': 'Stacie Tovar',\n",
       "   'countryShortCode': 'USA',\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",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '143 lbs'},\n",
       "  'overallRank': '27',\n",
       "  'overallScore': '442',\n",
       "  'scores': [{'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '34:38.78, 24 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '34:38.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '34:38.78',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:07.41, 48 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '24:07.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:07.41',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:43.91, 54 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '10:43.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:43.91',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '32 pt, 16 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '32 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '32',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '175 lb, 38 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '175 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '175',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:10.83, 24 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '14:10.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:10.83',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:22.00, 56 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '3:22.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:22.00',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:19.85, 44 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '6:19.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:19.85',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\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': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:13.94, 34 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '10:13.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:13.94',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 26 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+12, 28 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': 'CAP+12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+12',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+18, 12 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+18',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 18423,\n",
       "   'affiliateName': 18423,\n",
       "   'age': 35,\n",
       "   'bibId': '30',\n",
       "   'competitorId': 10760,\n",
       "   'competitorName': 'Kirsten Pedri',\n",
       "   'countryShortCode': 'USA',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kirsten',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Pedri',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '61f76-P10760_8-184.jpg',\n",
       "   'regionCode': 'Northern California',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '28',\n",
       "  'overallScore': '408',\n",
       "  'scores': [{'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '34:38.98, 22 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '34:38.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '34:38.98',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23:37.96, 56 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '23:37.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23:37.96',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:53.47, 8 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '13:53.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:53.47',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '34 pt, 12 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '34 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '34',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '175 lb, 38 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '175 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '175',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:42.63, 18 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '14:42.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:42.63',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:10.86, 76 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '3:10.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:10.86',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:03.05, 20 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '7:03.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:03.05',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 6 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:56.66, 46 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '9:56.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:56.66',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:32.88, 32 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '19:32.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:32.88',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:36.25, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '11:36.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:36.25',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 20 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 1792,\n",
       "   'affiliateName': 1792,\n",
       "   'age': 30,\n",
       "   'bibId': '34',\n",
       "   'competitorId': 159681,\n",
       "   'competitorName': 'Regan Huckaby',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Regan',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Huckaby',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '45862-P159681_4-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '146 lbs'},\n",
       "  'overallRank': '29',\n",
       "  'overallScore': '408',\n",
       "  'scores': [{'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:21.07, 4 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '39:21.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:21.07',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '27:52.10, 8 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '27:52.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '27:52.10',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:15.35, 44 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '11:15.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:15.35',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '26 pt, 28 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '26 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '26',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '187 lb, 58 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '187 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '187',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:41.57, 20 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '14:41.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:41.57',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:14.88, 32 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '4:14.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:14.88',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:20.19, 42 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '6:20.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:20.19',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:43.08, 72 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '9:43.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:43.08',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:40.92, 12 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '11:40.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:40.92',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 18 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+19, 24 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+19',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:04.97, 46 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '5:04.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:04.97',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 600,\n",
       "   'affiliateName': 600,\n",
       "   'age': 23,\n",
       "   'bibId': '54',\n",
       "   'competitorId': 19117,\n",
       "   'competitorName': 'Lauren Fisher',\n",
       "   'countryShortCode': 'USA',\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",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '30',\n",
       "  'overallScore': '386',\n",
       "  'scores': [{'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '32:18.87, 50 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '32:18.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '32:18.87',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:25.20, 42 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '24:25.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:25.20',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:00.85, 28 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '12:00.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:00.85',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '31 pt, 18 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '31 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '31',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '170 lb, 26 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': '170 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '170',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 6 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:14.61, 34 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '4:14.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:14.61',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:45.00, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '6:45.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:45.00',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 58 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:36.54, 24 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '10:36.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:36.54',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 16 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+11, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': 'CAP+11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+11',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 22 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 7025,\n",
       "   'affiliateName': 7025,\n",
       "   'age': 26,\n",
       "   'bibId': '50',\n",
       "   'competitorId': 102114,\n",
       "   'competitorName': 'Carly Fuhrer',\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",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '31',\n",
       "  'overallScore': '362',\n",
       "  'scores': [{'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:02.79, 18 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '36:02.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:02.79',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24:26.77, 40 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '24:26.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24:26.77',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:32.55, 34 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '11:32.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:32.55',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23 pt, 34 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '23 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '168 lb, 22 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': '168 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '168',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:04.03, 28 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '14:04.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:04.03',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:39.60, 48 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '3:39.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:39.60',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:43.53, 6 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '9:43.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:43.53',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 14 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:56.80, 44 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '9:56.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:56.80',\n",
       "    'workoutrank': '18',\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': 11,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+22, 20 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+22',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:29.28, 32 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '5:29.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:29.28',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 17014,\n",
       "   'affiliateName': 17014,\n",
       "   'age': 38,\n",
       "   'bibId': '46',\n",
       "   'competitorId': 50601,\n",
       "   'competitorName': 'Valerie Voboril',\n",
       "   'countryShortCode': 'USA',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Valerie',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Voboril',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '1058d-P50601_11-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '138 lbs'},\n",
       "  'overallRank': '32',\n",
       "  'overallScore': '346',\n",
       "  'scores': [{'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '34:36.20, 26 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '34:36.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '34:36.20',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23:48.66, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '23:48.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23:48.66',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:00.75, 30 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '12:00.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:00.75',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '25 pt, 30 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '25 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '25',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '150 lb, 6 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '150 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '150',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:45.26, 14 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '14:45.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:45.26',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:33.05, 20 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '4:33.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:33.05',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:29.03, 36 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '6:29.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:29.03',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+13, 16 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+13',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:30.68, 26 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '10:30.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:30.68',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:08.92, 46 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '19:08.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:08.92',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+24, 14 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+24',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:37.78, 28 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '5:37.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:37.78',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 2867,\n",
       "   'affiliateName': 2867,\n",
       "   'age': 26,\n",
       "   'bibId': '53',\n",
       "   'competitorId': 208293,\n",
       "   'competitorName': 'Alexis Johnson',\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",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '141 lbs'},\n",
       "  'overallRank': '33',\n",
       "  'overallScore': '340',\n",
       "  'scores': [{'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:05.45, 6 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '39:05.45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:05.45',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '26:05.64, 18 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '26:05.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '26:05.64',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:25.01, 38 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '11:25.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:25.01',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 8,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '27 pt, 26 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '27 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '27',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '176 lb, 44 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': '176 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '176',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:13.45, 22 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '14:13.45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:13.45',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:01.70, 40 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '4:01.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:01.70',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:11.62, 18 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '7:11.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:11.62',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 42 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+35, 8 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+35',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 10 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+22, 20 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+22',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:59.34, 48 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '4:59.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:59.34',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 2205,\n",
       "   'affiliateName': 2205,\n",
       "   'age': 25,\n",
       "   'bibId': '56',\n",
       "   'competitorId': 254313,\n",
       "   'competitorName': 'Jessica Griffith',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Jessica',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Griffith',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '36c45-P254313_10-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '140 lbs'},\n",
       "  'overallRank': '34',\n",
       "  'overallScore': '326',\n",
       "  'scores': [{'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33:10.86, 36 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '33:10.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33:10.86',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '27:57.23, 4 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '27:57.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '27:57.23',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 6 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16 pt, 48 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '16 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '175 lb, 38 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '175 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '175',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 10 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:18.58, 12 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '5:18.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:18.58',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:49.06, 30 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '6:49.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:49.06',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 34 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:42.86, 10 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '11:42.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:42.86',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:55.75, 28 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '19:55.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:55.75',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+15, 26 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': 'CAP+15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+15',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:06.75, 44 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '5:06.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:06.75',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 7846,\n",
       "   'affiliateName': 7846,\n",
       "   'age': 20,\n",
       "   'bibId': '47',\n",
       "   'competitorId': 21556,\n",
       "   'competitorName': 'Madeline Sturt',\n",
       "   'countryShortCode': 'AUS',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Madeline',\n",
       "   'gender': 'F',\n",
       "   'height': '158 cm',\n",
       "   'lastName': 'Sturt',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4dc64-P21556_7-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '60 kg'},\n",
       "  'overallRank': '35',\n",
       "  'overallScore': '298',\n",
       "  'scores': [{'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:28.60, 10 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '38:28.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:28.60',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '25:26.72, 24 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '25:26.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '25:26.72',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:32.29, 36 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '11:32.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:32.29',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 8,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '30 pt, 20 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '30 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '30',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '165 lb, 18 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '18',\n",
       "    'rank': '31T',\n",
       "    'scoreDisplay': '165 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '165',\n",
       "    'workoutrank': '31T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:24.02, 42 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '13:24.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:24.02',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:43.78, 44 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '3:43.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:43.78',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:56.55, 10 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '8:56.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:56.55',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 18 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:15.74, 16 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '11:15.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:15.74',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 22 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+22, 20 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+22',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 18 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 580,\n",
       "   'affiliateName': 580,\n",
       "   'age': 28,\n",
       "   'bibId': '55',\n",
       "   'competitorId': 16173,\n",
       "   'competitorName': 'Jessica Coughlan',\n",
       "   'countryShortCode': 'AUS',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Jessica',\n",
       "   'gender': 'F',\n",
       "   'height': '166 cm',\n",
       "   'lastName': 'Coughlan',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0428c-P16173_6-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '145 lbs'},\n",
       "  'overallRank': '36',\n",
       "  'overallScore': '284',\n",
       "  'scores': [{'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:56.54, 14 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '36:56.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:56.54',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '27:55.04, 6 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '27:55.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '27:55.04',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:11.82, 22 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '12:11.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:11.82',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36 pt, 8 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '36 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '175 lb, 38 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '175 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '175',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:05.46, 26 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '14:05.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:05.46',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:26.87, 8 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '5:26.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:26.87',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:37.87, 8 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '9:37.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:37.87',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 50 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:29.15, 28 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '10:29.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:29.15',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19:21.33, 38 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '19:21.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19:21.33',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+24, 14 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+24',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 24 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 1291,\n",
       "   'affiliateName': 1291,\n",
       "   'age': 31,\n",
       "   'bibId': '58',\n",
       "   'competitorId': 252100,\n",
       "   'competitorName': 'Casey Campbell',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Casey',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Campbell',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '944cc-P252100_5-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '145 lbs'},\n",
       "  'overallRank': '37',\n",
       "  'overallScore': '206',\n",
       "  'scores': [{'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:36.03, 8 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '38:36.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:36.03',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '28:15.81, 2 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '28:15.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '28:15.81',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:20.98, 16 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '13:20.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:20.98',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33 pt, 14 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '33 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '168 lb, 22 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': '168 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '168',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:56.94, 30 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '13:56.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:56.94',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:18.93, 10 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '5:18.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:18.93',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:44.34, 52 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '5:44.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:44.34',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 24 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+38, 6 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+38',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 10 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+36, 6 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+36',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+38, 6 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+38',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 10471,\n",
       "   'affiliateName': 10471,\n",
       "   'age': 33,\n",
       "   'bibId': '26',\n",
       "   'competitorId': 16973,\n",
       "   'competitorName': 'Carleen Mathews',\n",
       "   'countryShortCode': 'USA',\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",
       "   'regionalCode': 'North West',\n",
       "   'status': 'DNF',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '38',\n",
       "  'overallScore': '38',\n",
       "  'scores': [{'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:24.08, 16 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '36:24.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:24.08',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '25:48.28, 22 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '25:48.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '25:48.28',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'ordinal': 3,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 4,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 5,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 6,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 7,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 8,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 9,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 10,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 11,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 12,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 13,\n",
       "    'points': 0,\n",
       "    'rank': 'DNF',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'DNF',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 386,\n",
       "   'affiliateName': 386,\n",
       "   'age': 28,\n",
       "   'bibId': '14',\n",
       "   'competitorId': 8404,\n",
       "   'competitorName': 'Camille Leblanc-Bazinet',\n",
       "   'countryShortCode': 'CAN',\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",
       "   'regionalCode': 'South West',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '39',\n",
       "  'overallScore': '58',\n",
       "  'scores': [{'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '32:53.51, 44 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '32:53.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '32:53.51',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '26:12.98, 14 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '26:12.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '26:12.98',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 3,\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': 4,\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': 5,\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': 6,\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': 7,\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': 8,\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': 9,\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': 10,\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': 11,\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': 12,\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': 13,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 11617,\n",
       "   'affiliateName': 11617,\n",
       "   'age': 31,\n",
       "   'bibId': '52',\n",
       "   'competitorId': 189706,\n",
       "   'competitorName': 'Chelsey Hughes',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Chelsey',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Hughes',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'f55f8-P189706_3-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '40',\n",
       "  'overallScore': '12',\n",
       "  'scores': [{'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'ordinal': 1,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '26:31.34, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '26:31.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '26:31.34',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'ordinal': 3,\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': 4,\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': 5,\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': 6,\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': 7,\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': 8,\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': 9,\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': 10,\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': 11,\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': 12,\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': 13,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'drawBlueHR': False, 'highlight': False}}]"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "leaderboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "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": 116,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data = pd.DataFrame(database, columns=['competitors', 'ordinals', 'times', 'ranks', 'score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data = full_data[(full_data.ranks != 'WD') & (full_data.ranks != 'CUT') & (full_data.ranks != 'DNF')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_1 = full_data[full_data['ordinals']==1].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_1.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 60*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",
    "\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "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": 121,
   "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>0</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>1</td>\n",
       "      <td>28:45.65</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>1725.65</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>1</td>\n",
       "      <td>28:46.51</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>1726.51</td>\n",
       "      <td>99.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>1</td>\n",
       "      <td>29:15.76</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>1755.76</td>\n",
       "      <td>95.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>1</td>\n",
       "      <td>30:16.79</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>1816.79</td>\n",
       "      <td>87.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>1</td>\n",
       "      <td>30:18.41</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>1818.41</td>\n",
       "      <td>87.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>1</td>\n",
       "      <td>30:22.14</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>1822.14</td>\n",
       "      <td>87.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>30:23.04</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>1823.04</td>\n",
       "      <td>86.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>1</td>\n",
       "      <td>30:48.20</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>1848.20</td>\n",
       "      <td>83.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>1</td>\n",
       "      <td>31:06.79</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>1866.79</td>\n",
       "      <td>81.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>1</td>\n",
       "      <td>31:11.33</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>1871.33</td>\n",
       "      <td>80.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>1</td>\n",
       "      <td>31:40.22</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>1900.22</td>\n",
       "      <td>76.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>1</td>\n",
       "      <td>31:42.22</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>1902.22</td>\n",
       "      <td>76.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>1</td>\n",
       "      <td>31:57.63</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>1917.63</td>\n",
       "      <td>74.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>32:17.04</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>1937.04</td>\n",
       "      <td>71.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>1</td>\n",
       "      <td>32:18.87</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>1938.87</td>\n",
       "      <td>71.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>1</td>\n",
       "      <td>32:31.85</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>1951.85</td>\n",
       "      <td>69.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>1</td>\n",
       "      <td>32:44.04</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>1964.04</td>\n",
       "      <td>67.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>1</td>\n",
       "      <td>32:53.51</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>1973.51</td>\n",
       "      <td>66.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>1</td>\n",
       "      <td>32:59.14</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>1979.14</td>\n",
       "      <td>65.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>1</td>\n",
       "      <td>33:08.35</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>1988.35</td>\n",
       "      <td>64.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>33:08.40</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>1988.40</td>\n",
       "      <td>64.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>1</td>\n",
       "      <td>33:10.86</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>1990.86</td>\n",
       "      <td>64.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>1</td>\n",
       "      <td>33:14.77</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>1994.77</td>\n",
       "      <td>63.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>1</td>\n",
       "      <td>33:31.84</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>2011.84</td>\n",
       "      <td>61.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>1</td>\n",
       "      <td>33:44.47</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>2024.47</td>\n",
       "      <td>59.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>1</td>\n",
       "      <td>33:48.12</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>2028.12</td>\n",
       "      <td>59.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>1</td>\n",
       "      <td>34:36.20</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>2076.20</td>\n",
       "      <td>52.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>1</td>\n",
       "      <td>34:38.78</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>2078.78</td>\n",
       "      <td>52.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>1</td>\n",
       "      <td>34:38.98</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>2078.98</td>\n",
       "      <td>52.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>1</td>\n",
       "      <td>35:47.05</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>2147.05</td>\n",
       "      <td>43.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>1</td>\n",
       "      <td>36:02.79</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>2162.79</td>\n",
       "      <td>41.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>1</td>\n",
       "      <td>36:24.08</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>2184.08</td>\n",
       "      <td>38.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>1</td>\n",
       "      <td>36:56.54</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>2216.54</td>\n",
       "      <td>33.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>1</td>\n",
       "      <td>37:01.71</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>2221.71</td>\n",
       "      <td>33.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>1</td>\n",
       "      <td>38:28.60</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>2308.60</td>\n",
       "      <td>21.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>1</td>\n",
       "      <td>38:36.03</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>2316.03</td>\n",
       "      <td>20.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>1</td>\n",
       "      <td>39:05.45</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>2345.45</td>\n",
       "      <td>16.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>1</td>\n",
       "      <td>39:21.07</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>2361.07</td>\n",
       "      <td>14.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>1</td>\n",
       "      <td>41:08.74</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>2468.74</td>\n",
       "      <td>-0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "0                  Tia-Clair Toomey         1  28:45.65     1  100 pts   \n",
       "156                    Kristi Eramo         1  28:46.51     2   94 pts   \n",
       "104                 Samantha Briggs         1  29:15.76     3   88 pts   \n",
       "91                     Jamie Greene         1  30:16.79     4   84 pts   \n",
       "65            Tennil Reed-Beuerlein         1  30:18.41     5   80 pts   \n",
       "208                       Chyna Cho         1  30:22.14     6   76 pts   \n",
       "39   Ragnheiður Sara Sigmundsdottir         1  30:23.04     7   72 pts   \n",
       "273                 Bethany Branham         1  30:48.20     8   68 pts   \n",
       "182       Carol-Ann Reason-Thibault         1  31:06.79     9   64 pts   \n",
       "13                        Kara Webb         1  31:11.33    10   60 pts   \n",
       "78                    Kristin Holte         1  31:40.22    11   58 pts   \n",
       "286                  Mekenzie Riley         1  31:42.22    12   56 pts   \n",
       "325                   Whitney Gelin         1  31:57.63    13   54 pts   \n",
       "52        Katrin Tanja Davidsdottir         1  32:17.04    14   52 pts   \n",
       "377                   Lauren Fisher         1  32:18.87    15   50 pts   \n",
       "169                    Brooke Wells         1  32:31.85    16   48 pts   \n",
       "312                     Anna Tobias         1  32:44.04    17   46 pts   \n",
       "494         Camille Leblanc-Bazinet         1  32:53.51    18   44 pts   \n",
       "143         Cassidy Lance-Mcwherter         1  32:59.14    19   42 pts   \n",
       "221       Thuridur Erla Helgadottir         1  33:08.35    20   40 pts   \n",
       "26               Annie Thorisdottir         1  33:08.40    21   38 pts   \n",
       "429                Jessica Griffith         1  33:10.86    22   36 pts   \n",
       "195                  Emily Bridgers         1  33:14.77    23   34 pts   \n",
       "234                    Emily Abbott         1  33:31.84    24   32 pts   \n",
       "117                     Kari Pearce         1  33:44.47    25   30 pts   \n",
       "130             Alessandra Pichelli         1  33:48.12    26   28 pts   \n",
       "403                 Valerie Voboril         1  34:36.20    27   26 pts   \n",
       "338                    Stacie Tovar         1  34:38.78    28   24 pts   \n",
       "351                   Kirsten Pedri         1  34:38.98    29   22 pts   \n",
       "299                 Margaux Alvarez         1  35:47.05    30   20 pts   \n",
       "390                    Carly Fuhrer         1  36:02.79    31   18 pts   \n",
       "481                 Carleen Mathews         1  36:24.08    32   16 pts   \n",
       "455                Jessica Coughlan         1  36:56.54    33   14 pts   \n",
       "247                      Dani Horan         1  37:01.71    34   12 pts   \n",
       "442                  Madeline Sturt         1  38:28.60    35   10 pts   \n",
       "468                  Casey Campbell         1  38:36.03    36    8 pts   \n",
       "416                  Alexis Johnson         1  39:05.45    37    6 pts   \n",
       "364                   Regan Huckaby         1  39:21.07    38    4 pts   \n",
       "260                    Alethea Boon         1  41:08.74    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "0          1725.65          100.00  \n",
       "156        1726.51           99.88  \n",
       "104        1755.76           95.95  \n",
       "91         1816.79           87.73  \n",
       "65         1818.41           87.52  \n",
       "208        1822.14           87.02  \n",
       "39         1823.04           86.89  \n",
       "273        1848.20           83.51  \n",
       "182        1866.79           81.01  \n",
       "13         1871.33           80.40  \n",
       "78         1900.22           76.51  \n",
       "286        1902.22           76.24  \n",
       "325        1917.63           74.16  \n",
       "52         1937.04           71.55  \n",
       "377        1938.87           71.31  \n",
       "169        1951.85           69.56  \n",
       "312        1964.04           67.92  \n",
       "494        1973.51           66.64  \n",
       "143        1979.14           65.89  \n",
       "221        1988.35           64.65  \n",
       "26         1988.40           64.64  \n",
       "429        1990.86           64.31  \n",
       "195        1994.77           63.78  \n",
       "234        2011.84           61.49  \n",
       "117        2024.47           59.79  \n",
       "130        2028.12           59.30  \n",
       "403        2076.20           52.83  \n",
       "338        2078.78           52.48  \n",
       "351        2078.98           52.45  \n",
       "299        2147.05           43.29  \n",
       "390        2162.79           41.17  \n",
       "481        2184.08           38.31  \n",
       "455        2216.54           33.94  \n",
       "247        2221.71           33.24  \n",
       "442        2308.60           21.55  \n",
       "468        2316.03           20.55  \n",
       "416        2345.45           16.59  \n",
       "364        2361.07           14.49  \n",
       "260        2468.74           -0.00  "
      ]
     },
     "execution_count": 121,
     "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": 122,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_2 = full_data[full_data['ordinals']==2].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_2.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 30*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": 124,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_2['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_2['total_seconds']-min(event_2['total_seconds']))\n",
    "event_2['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "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>79</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>2</td>\n",
       "      <td>21:43.23</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>1303.23</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>2</td>\n",
       "      <td>21:44.59</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>1304.59</td>\n",
       "      <td>99.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>22:19.48</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>1339.48</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>2</td>\n",
       "      <td>22:34.58</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>1354.58</td>\n",
       "      <td>87.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>22:50.85</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>1370.85</td>\n",
       "      <td>83.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>22:56.49</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>1376.49</td>\n",
       "      <td>81.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>2</td>\n",
       "      <td>23:01.30</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>1381.30</td>\n",
       "      <td>80.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>2</td>\n",
       "      <td>23:06.31</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>1386.31</td>\n",
       "      <td>79.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>2</td>\n",
       "      <td>23:08.50</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>1388.50</td>\n",
       "      <td>78.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>2</td>\n",
       "      <td>23:12.84</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>1392.84</td>\n",
       "      <td>77.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>2</td>\n",
       "      <td>23:17.02</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>1397.02</td>\n",
       "      <td>76.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>2</td>\n",
       "      <td>23:37.96</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>1417.96</td>\n",
       "      <td>71.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>2</td>\n",
       "      <td>23:48.66</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>1428.66</td>\n",
       "      <td>68.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>2</td>\n",
       "      <td>23:57.87</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>1437.87</td>\n",
       "      <td>66.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>2</td>\n",
       "      <td>24:00.87</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>1440.87</td>\n",
       "      <td>65.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>2</td>\n",
       "      <td>24:07.41</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>1447.41</td>\n",
       "      <td>64.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>2</td>\n",
       "      <td>24:08.62</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>1448.62</td>\n",
       "      <td>63.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>2</td>\n",
       "      <td>24:17.03</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>1457.03</td>\n",
       "      <td>61.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>2</td>\n",
       "      <td>24:25.20</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>1465.20</td>\n",
       "      <td>59.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>2</td>\n",
       "      <td>24:26.77</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>1466.77</td>\n",
       "      <td>59.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>2</td>\n",
       "      <td>24:30.38</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>1470.38</td>\n",
       "      <td>58.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>2</td>\n",
       "      <td>24:44.63</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>1484.63</td>\n",
       "      <td>54.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>2</td>\n",
       "      <td>24:47.90</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>1487.90</td>\n",
       "      <td>54.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>2</td>\n",
       "      <td>25:00.23</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>1500.23</td>\n",
       "      <td>51.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>2</td>\n",
       "      <td>25:04.43</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>1504.43</td>\n",
       "      <td>50.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>2</td>\n",
       "      <td>25:15.76</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>1515.76</td>\n",
       "      <td>47.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>2</td>\n",
       "      <td>25:24.02</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1524.02</td>\n",
       "      <td>45.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>2</td>\n",
       "      <td>25:26.72</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>1526.72</td>\n",
       "      <td>44.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>2</td>\n",
       "      <td>25:48.28</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>1548.28</td>\n",
       "      <td>39.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>2</td>\n",
       "      <td>26:05.26</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>1565.26</td>\n",
       "      <td>34.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>2</td>\n",
       "      <td>26:05.64</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>1565.64</td>\n",
       "      <td>34.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>2</td>\n",
       "      <td>26:12.82</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1572.82</td>\n",
       "      <td>33.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>2</td>\n",
       "      <td>26:12.98</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>1572.98</td>\n",
       "      <td>33.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Chelsey Hughes</td>\n",
       "      <td>2</td>\n",
       "      <td>26:31.34</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>1591.34</td>\n",
       "      <td>28.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>2</td>\n",
       "      <td>26:58.00</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>1618.00</td>\n",
       "      <td>21.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>2</td>\n",
       "      <td>27:52.10</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>1672.10</td>\n",
       "      <td>8.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>2</td>\n",
       "      <td>27:55.04</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>1675.04</td>\n",
       "      <td>7.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>2</td>\n",
       "      <td>27:57.23</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>1677.23</td>\n",
       "      <td>7.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>2</td>\n",
       "      <td>28:15.81</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>1695.81</td>\n",
       "      <td>2.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>2</td>\n",
       "      <td>28:26.16</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>1706.16</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "79                    Kristin Holte         2  21:43.23     1  100 pts   \n",
       "105                 Samantha Briggs         2  21:44.59     2   94 pts   \n",
       "53        Katrin Tanja Davidsdottir         2  22:19.48     3   88 pts   \n",
       "313                     Anna Tobias         2  22:34.58     4   84 pts   \n",
       "27               Annie Thorisdottir         2  22:50.85     5   80 pts   \n",
       "40   Ragnheiður Sara Sigmundsdottir         2  22:56.49     6   76 pts   \n",
       "66            Tennil Reed-Beuerlein         2  23:01.30     7   72 pts   \n",
       "1                  Tia-Clair Toomey         2  23:06.31     8   68 pts   \n",
       "274                 Bethany Branham         2  23:08.50     9   64 pts   \n",
       "157                    Kristi Eramo         2  23:12.84    10   60 pts   \n",
       "92                     Jamie Greene         2  23:17.02    11   58 pts   \n",
       "352                   Kirsten Pedri         2  23:37.96    12   56 pts   \n",
       "404                 Valerie Voboril         2  23:48.66    13   54 pts   \n",
       "222       Thuridur Erla Helgadottir         2  23:57.87    14   52 pts   \n",
       "287                  Mekenzie Riley         2  24:00.87    15   50 pts   \n",
       "339                    Stacie Tovar         2  24:07.41    16   48 pts   \n",
       "235                    Emily Abbott         2  24:08.62    17   46 pts   \n",
       "326                   Whitney Gelin         2  24:17.03    18   44 pts   \n",
       "378                   Lauren Fisher         2  24:25.20    19   42 pts   \n",
       "391                    Carly Fuhrer         2  24:26.77    20   40 pts   \n",
       "209                       Chyna Cho         2  24:30.38    21   38 pts   \n",
       "248                      Dani Horan         2  24:44.63    22   36 pts   \n",
       "14                        Kara Webb         2  24:47.90    23   34 pts   \n",
       "183       Carol-Ann Reason-Thibault         2  25:00.23    24   32 pts   \n",
       "131             Alessandra Pichelli         2  25:04.43    25   30 pts   \n",
       "196                  Emily Bridgers         2  25:15.76    26   28 pts   \n",
       "144         Cassidy Lance-Mcwherter         2  25:24.02    27   26 pts   \n",
       "443                  Madeline Sturt         2  25:26.72    28   24 pts   \n",
       "482                 Carleen Mathews         2  25:48.28    29   22 pts   \n",
       "118                     Kari Pearce         2  26:05.26    30   20 pts   \n",
       "417                  Alexis Johnson         2  26:05.64    31   18 pts   \n",
       "300                 Margaux Alvarez         2  26:12.82    32   16 pts   \n",
       "495         Camille Leblanc-Bazinet         2  26:12.98    33   14 pts   \n",
       "508                  Chelsey Hughes         2  26:31.34    34   12 pts   \n",
       "170                    Brooke Wells         2  26:58.00    35   10 pts   \n",
       "365                   Regan Huckaby         2  27:52.10    36    8 pts   \n",
       "456                Jessica Coughlan         2  27:55.04    37    6 pts   \n",
       "430                Jessica Griffith         2  27:57.23    38    4 pts   \n",
       "469                  Casey Campbell         2  28:15.81    39    2 pts   \n",
       "261                    Alethea Boon         2  28:26.16    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "79         1303.23          100.00  \n",
       "105        1304.59           99.66  \n",
       "53         1339.48           91.00  \n",
       "313        1354.58           87.26  \n",
       "27         1370.85           83.22  \n",
       "40         1376.49           81.82  \n",
       "66         1381.30           80.62  \n",
       "1          1386.31           79.38  \n",
       "274        1388.50           78.84  \n",
       "157        1392.84           77.76  \n",
       "92         1397.02           76.72  \n",
       "352        1417.96           71.53  \n",
       "404        1428.66           68.87  \n",
       "222        1437.87           66.58  \n",
       "287        1440.87           65.84  \n",
       "339        1447.41           64.22  \n",
       "235        1448.62           63.92  \n",
       "326        1457.03           61.83  \n",
       "378        1465.20           59.80  \n",
       "391        1466.77           59.41  \n",
       "209        1470.38           58.52  \n",
       "248        1484.63           54.98  \n",
       "14         1487.90           54.17  \n",
       "183        1500.23           51.11  \n",
       "131        1504.43           50.07  \n",
       "196        1515.76           47.25  \n",
       "144        1524.02           45.20  \n",
       "443        1526.72           44.53  \n",
       "482        1548.28           39.18  \n",
       "118        1565.26           34.97  \n",
       "417        1565.64           34.87  \n",
       "300        1572.82           33.09  \n",
       "495        1572.98           33.05  \n",
       "508        1591.34           28.50  \n",
       "170        1618.00           21.88  \n",
       "365        1672.10            8.45  \n",
       "456        1675.04            7.72  \n",
       "430        1677.23            7.18  \n",
       "469        1695.81            2.57  \n",
       "261        1706.16            0.00  "
      ]
     },
     "execution_count": 125,
     "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": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_3 = full_data[full_data['ordinals']==3].sort_values('times')\n",
    "event_3 = event_3[event_3.competitors != 'Carleen Mathews']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_3.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 15*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": 128,
   "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": 129,
   "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>93</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>3</td>\n",
       "      <td>8:51.51</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>531.51</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>3</td>\n",
       "      <td>8:58.18</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>538.18</td>\n",
       "      <td>98.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>3</td>\n",
       "      <td>9:08.36</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>548.36</td>\n",
       "      <td>95.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>3</td>\n",
       "      <td>9:25.08</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>565.08</td>\n",
       "      <td>91.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>3</td>\n",
       "      <td>9:26.26</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>566.26</td>\n",
       "      <td>90.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>3</td>\n",
       "      <td>9:34.56</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>574.56</td>\n",
       "      <td>88.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>3</td>\n",
       "      <td>9:51.59</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>591.59</td>\n",
       "      <td>84.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>3</td>\n",
       "      <td>9:56.48</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>596.48</td>\n",
       "      <td>82.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>3</td>\n",
       "      <td>10:20.17</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>620.17</td>\n",
       "      <td>76.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>3</td>\n",
       "      <td>10:21.89</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>621.89</td>\n",
       "      <td>75.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>3</td>\n",
       "      <td>10:35.99</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>635.99</td>\n",
       "      <td>72.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>10:36.34</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>636.34</td>\n",
       "      <td>72.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>3</td>\n",
       "      <td>10:43.91</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>643.91</td>\n",
       "      <td>70.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>3</td>\n",
       "      <td>10:46.33</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>646.33</td>\n",
       "      <td>69.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>10:59.44</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>659.44</td>\n",
       "      <td>65.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>3</td>\n",
       "      <td>11:12.19</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>672.19</td>\n",
       "      <td>62.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>3</td>\n",
       "      <td>11:14.55</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>674.55</td>\n",
       "      <td>61.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>3</td>\n",
       "      <td>11:15.35</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>675.35</td>\n",
       "      <td>61.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>3</td>\n",
       "      <td>11:16.75</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>676.75</td>\n",
       "      <td>61.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>3</td>\n",
       "      <td>11:22.51</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>682.51</td>\n",
       "      <td>59.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>3</td>\n",
       "      <td>11:25.01</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>685.01</td>\n",
       "      <td>59.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>3</td>\n",
       "      <td>11:32.29</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>692.29</td>\n",
       "      <td>57.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>3</td>\n",
       "      <td>11:32.55</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>692.55</td>\n",
       "      <td>57.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>11:50.66</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>710.66</td>\n",
       "      <td>52.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>3</td>\n",
       "      <td>12:00.75</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>720.75</td>\n",
       "      <td>49.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>3</td>\n",
       "      <td>12:00.85</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>720.85</td>\n",
       "      <td>49.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>3</td>\n",
       "      <td>12:04.09</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>724.09</td>\n",
       "      <td>48.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>3</td>\n",
       "      <td>12:05.63</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>725.63</td>\n",
       "      <td>48.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>3</td>\n",
       "      <td>12:11.82</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>731.82</td>\n",
       "      <td>46.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>3</td>\n",
       "      <td>12:45.36</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>765.36</td>\n",
       "      <td>37.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>3</td>\n",
       "      <td>13:20.01</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>800.01</td>\n",
       "      <td>28.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>3</td>\n",
       "      <td>13:20.98</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>800.98</td>\n",
       "      <td>28.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>3</td>\n",
       "      <td>13:27.13</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>807.13</td>\n",
       "      <td>26.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>3</td>\n",
       "      <td>13:36.78</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>816.78</td>\n",
       "      <td>24.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>3</td>\n",
       "      <td>13:51.88</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>831.88</td>\n",
       "      <td>20.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>3</td>\n",
       "      <td>13:53.47</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>833.47</td>\n",
       "      <td>19.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>907.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "93                     Jamie Greene         3   8:51.51     1  100 pts   \n",
       "2                  Tia-Clair Toomey         3   8:58.18     2   94 pts   \n",
       "197                  Emily Bridgers         3   9:08.36     3   88 pts   \n",
       "262                    Alethea Boon         3   9:25.08     4   84 pts   \n",
       "106                 Samantha Briggs         3   9:26.26     5   80 pts   \n",
       "15                        Kara Webb         3   9:34.56     6   76 pts   \n",
       "119                     Kari Pearce         3   9:51.59     7   72 pts   \n",
       "158                    Kristi Eramo         3   9:56.48     8   68 pts   \n",
       "145         Cassidy Lance-Mcwherter         3  10:20.17     9   64 pts   \n",
       "184       Carol-Ann Reason-Thibault         3  10:21.89    10   60 pts   \n",
       "301                 Margaux Alvarez         3  10:35.99    11   58 pts   \n",
       "41   Ragnheiður Sara Sigmundsdottir         3  10:36.34    12   56 pts   \n",
       "340                    Stacie Tovar         3  10:43.91    13   54 pts   \n",
       "67            Tennil Reed-Beuerlein         3  10:46.33    14   52 pts   \n",
       "28               Annie Thorisdottir         3  10:59.44    15   50 pts   \n",
       "223       Thuridur Erla Helgadottir         3  11:12.19    16   48 pts   \n",
       "210                       Chyna Cho         3  11:14.55    17   46 pts   \n",
       "366                   Regan Huckaby         3  11:15.35    18   44 pts   \n",
       "249                      Dani Horan         3  11:16.75    19   42 pts   \n",
       "80                    Kristin Holte         3  11:22.51    20   40 pts   \n",
       "418                  Alexis Johnson         3  11:25.01    21   38 pts   \n",
       "444                  Madeline Sturt         3  11:32.29    22   36 pts   \n",
       "392                    Carly Fuhrer         3  11:32.55    23   34 pts   \n",
       "54        Katrin Tanja Davidsdottir         3  11:50.66    24   32 pts   \n",
       "405                 Valerie Voboril         3  12:00.75    25   30 pts   \n",
       "379                   Lauren Fisher         3  12:00.85    26   28 pts   \n",
       "236                    Emily Abbott         3  12:04.09    27   26 pts   \n",
       "132             Alessandra Pichelli         3  12:05.63    28   24 pts   \n",
       "457                Jessica Coughlan         3  12:11.82    29   22 pts   \n",
       "327                   Whitney Gelin         3  12:45.36    30   20 pts   \n",
       "275                 Bethany Branham         3  13:20.01    31   18 pts   \n",
       "470                  Casey Campbell         3  13:20.98    32   16 pts   \n",
       "171                    Brooke Wells         3  13:27.13    33   14 pts   \n",
       "288                  Mekenzie Riley         3  13:36.78    34   12 pts   \n",
       "314                     Anna Tobias         3  13:51.88    35   10 pts   \n",
       "353                   Kirsten Pedri         3  13:53.47    36    8 pts   \n",
       "431                Jessica Griffith         3     CAP+7    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "93          531.51          100.00  \n",
       "2           538.18           98.22  \n",
       "197         548.36           95.51  \n",
       "262         565.08           91.06  \n",
       "106         566.26           90.75  \n",
       "15          574.56           88.53  \n",
       "119         591.59           84.00  \n",
       "158         596.48           82.70  \n",
       "145         620.17           76.39  \n",
       "184         621.89           75.93  \n",
       "301         635.99           72.18  \n",
       "41          636.34           72.08  \n",
       "340         643.91           70.07  \n",
       "67          646.33           69.42  \n",
       "28          659.44           65.93  \n",
       "223         672.19           62.53  \n",
       "210         674.55           61.91  \n",
       "366         675.35           61.69  \n",
       "249         676.75           61.32  \n",
       "80          682.51           59.79  \n",
       "418         685.01           59.12  \n",
       "444         692.29           57.18  \n",
       "392         692.55           57.11  \n",
       "54          710.66           52.29  \n",
       "405         720.75           49.60  \n",
       "379         720.85           49.58  \n",
       "236         724.09           48.71  \n",
       "132         725.63           48.30  \n",
       "457         731.82           46.65  \n",
       "327         765.36           37.72  \n",
       "275         800.01           28.49  \n",
       "470         800.98           28.24  \n",
       "171         807.13           26.60  \n",
       "288         816.78           24.03  \n",
       "314         831.88           20.01  \n",
       "353         833.47           19.58  \n",
       "431         907.00            0.00  "
      ]
     },
     "execution_count": 129,
     "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": 130,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>4</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals times ranks    score\n",
       "68            Tennil Reed-Beuerlein         4     1     1  100 pts\n",
       "224       Thuridur Erla Helgadottir         4    10    10   60 pts\n",
       "237                    Emily Abbott         4    11    11   58 pts\n",
       "3                  Tia-Clair Toomey         4    12    12   56 pts\n",
       "198                  Emily Bridgers         4    13    13   54 pts\n",
       "250                      Dani Horan         4    14    14   52 pts\n",
       "146         Cassidy Lance-Mcwherter         4    15    15   50 pts\n",
       "432                Jessica Griffith         4    16    16   48 pts\n",
       "16                        Kara Webb         4    17    17   46 pts\n",
       "81                    Kristin Holte         4    18    18   44 pts\n",
       "107                 Samantha Briggs         4    19    19   42 pts\n",
       "315                     Anna Tobias         4     2     2   94 pts\n",
       "211                       Chyna Cho         4    20    20   40 pts\n",
       "120                     Kari Pearce         4    21    21   38 pts\n",
       "302                 Margaux Alvarez         4    22    22   36 pts\n",
       "393                    Carly Fuhrer         4    23    23   34 pts\n",
       "328                   Whitney Gelin         4    24    24   32 pts\n",
       "406                 Valerie Voboril         4    25    25   30 pts\n",
       "367                   Regan Huckaby         4    26    26   28 pts\n",
       "419                  Alexis Johnson         4    27    27   26 pts\n",
       "133             Alessandra Pichelli         4    28    28   24 pts\n",
       "289                  Mekenzie Riley         4    29    29   22 pts\n",
       "29               Annie Thorisdottir         4     3     3   88 pts\n",
       "445                  Madeline Sturt         4    30    30   20 pts\n",
       "380                   Lauren Fisher         4    31    31   18 pts\n",
       "341                    Stacie Tovar         4    32    32   16 pts\n",
       "471                  Casey Campbell         4    33    33   14 pts\n",
       "354                   Kirsten Pedri         4    34    34   12 pts\n",
       "185       Carol-Ann Reason-Thibault         4    35    35   10 pts\n",
       "458                Jessica Coughlan         4    36    36    8 pts\n",
       "172                    Brooke Wells         4    37    37    6 pts\n",
       "276                 Bethany Branham         4     4     4   84 pts\n",
       "55        Katrin Tanja Davidsdottir         4     5     5   80 pts\n",
       "94                     Jamie Greene         4     6     6   76 pts\n",
       "159                    Kristi Eramo         4     7     7   72 pts\n",
       "263                    Alethea Boon         4     8     8   68 pts\n",
       "42   Ragnheiður Sara Sigmundsdottir         4     9     9   64 pts"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_4 = full_data[full_data['ordinals']==4].sort_values('times')\n",
    "event_4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_4.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 55*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')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "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": 133,
   "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>68</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>60.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>120.00</td>\n",
       "      <td>97.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>180.00</td>\n",
       "      <td>94.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>240.00</td>\n",
       "      <td>91.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>300.00</td>\n",
       "      <td>88.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>360.00</td>\n",
       "      <td>86.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>420.00</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>480.00</td>\n",
       "      <td>80.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>540.00</td>\n",
       "      <td>77.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>600.00</td>\n",
       "      <td>75.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>660.00</td>\n",
       "      <td>72.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>720.00</td>\n",
       "      <td>69.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>780.00</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>840.00</td>\n",
       "      <td>63.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>900.00</td>\n",
       "      <td>61.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>960.00</td>\n",
       "      <td>58.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>1020.00</td>\n",
       "      <td>55.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>1080.00</td>\n",
       "      <td>52.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>1140.00</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>47.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>4</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>1260.00</td>\n",
       "      <td>44.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>41.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>1380.00</td>\n",
       "      <td>38.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>1440.00</td>\n",
       "      <td>36.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>1560.00</td>\n",
       "      <td>30.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1620.00</td>\n",
       "      <td>27.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>1680.00</td>\n",
       "      <td>25.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>1740.00</td>\n",
       "      <td>22.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>19.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>1860.00</td>\n",
       "      <td>16.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1920.00</td>\n",
       "      <td>13.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>1980.00</td>\n",
       "      <td>11.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>2040.00</td>\n",
       "      <td>8.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>2100.00</td>\n",
       "      <td>5.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>2160.00</td>\n",
       "      <td>2.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>2220.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals times ranks    score  \\\n",
       "68            Tennil Reed-Beuerlein         4     1     1  100 pts   \n",
       "315                     Anna Tobias         4     2     2   94 pts   \n",
       "29               Annie Thorisdottir         4     3     3   88 pts   \n",
       "276                 Bethany Branham         4     4     4   84 pts   \n",
       "55        Katrin Tanja Davidsdottir         4     5     5   80 pts   \n",
       "94                     Jamie Greene         4     6     6   76 pts   \n",
       "159                    Kristi Eramo         4     7     7   72 pts   \n",
       "263                    Alethea Boon         4     8     8   68 pts   \n",
       "42   Ragnheiður Sara Sigmundsdottir         4     9     9   64 pts   \n",
       "224       Thuridur Erla Helgadottir         4    10    10   60 pts   \n",
       "237                    Emily Abbott         4    11    11   58 pts   \n",
       "3                  Tia-Clair Toomey         4    12    12   56 pts   \n",
       "198                  Emily Bridgers         4    13    13   54 pts   \n",
       "250                      Dani Horan         4    14    14   52 pts   \n",
       "146         Cassidy Lance-Mcwherter         4    15    15   50 pts   \n",
       "432                Jessica Griffith         4    16    16   48 pts   \n",
       "16                        Kara Webb         4    17    17   46 pts   \n",
       "81                    Kristin Holte         4    18    18   44 pts   \n",
       "107                 Samantha Briggs         4    19    19   42 pts   \n",
       "211                       Chyna Cho         4    20    20   40 pts   \n",
       "120                     Kari Pearce         4    21    21   38 pts   \n",
       "302                 Margaux Alvarez         4    22    22   36 pts   \n",
       "393                    Carly Fuhrer         4    23    23   34 pts   \n",
       "328                   Whitney Gelin         4    24    24   32 pts   \n",
       "406                 Valerie Voboril         4    25    25   30 pts   \n",
       "367                   Regan Huckaby         4    26    26   28 pts   \n",
       "419                  Alexis Johnson         4    27    27   26 pts   \n",
       "133             Alessandra Pichelli         4    28    28   24 pts   \n",
       "289                  Mekenzie Riley         4    29    29   22 pts   \n",
       "445                  Madeline Sturt         4    30    30   20 pts   \n",
       "380                   Lauren Fisher         4    31    31   18 pts   \n",
       "341                    Stacie Tovar         4    32    32   16 pts   \n",
       "471                  Casey Campbell         4    33    33   14 pts   \n",
       "354                   Kirsten Pedri         4    34    34   12 pts   \n",
       "185       Carol-Ann Reason-Thibault         4    35    35   10 pts   \n",
       "458                Jessica Coughlan         4    36    36    8 pts   \n",
       "172                    Brooke Wells         4    37    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "68           60.00          100.00  \n",
       "315         120.00           97.22  \n",
       "29          180.00           94.44  \n",
       "276         240.00           91.67  \n",
       "55          300.00           88.89  \n",
       "94          360.00           86.11  \n",
       "159         420.00           83.33  \n",
       "263         480.00           80.56  \n",
       "42          540.00           77.78  \n",
       "224         600.00           75.00  \n",
       "237         660.00           72.22  \n",
       "3           720.00           69.44  \n",
       "198         780.00           66.67  \n",
       "250         840.00           63.89  \n",
       "146         900.00           61.11  \n",
       "432         960.00           58.33  \n",
       "16         1020.00           55.56  \n",
       "81         1080.00           52.78  \n",
       "107        1140.00           50.00  \n",
       "211        1200.00           47.22  \n",
       "120        1260.00           44.44  \n",
       "302        1320.00           41.67  \n",
       "393        1380.00           38.89  \n",
       "328        1440.00           36.11  \n",
       "406        1500.00           33.33  \n",
       "367        1560.00           30.56  \n",
       "419        1620.00           27.78  \n",
       "133        1680.00           25.00  \n",
       "289        1740.00           22.22  \n",
       "445        1800.00           19.44  \n",
       "380        1860.00           16.67  \n",
       "341        1920.00           13.89  \n",
       "471        1980.00           11.11  \n",
       "354        2040.00            8.33  \n",
       "185        2100.00            5.56  \n",
       "458        2160.00            2.78  \n",
       "172        2220.00            0.00  "
      ]
     },
     "execution_count": 133,
     "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": 134,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_5 = full_data[full_data['ordinals']==5].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_5['times'] = [int(i) for i in event_5['times']]\n",
    "lst = list(event_5['times']-min(event_5['times']))\n",
    "event_5['adjusted_score'] = [i*(100/max(lst)) for i in lst]"
   ]
  },
  {
   "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>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>5</td>\n",
       "      <td>203</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>5</td>\n",
       "      <td>202</td>\n",
       "      <td>2T</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>98.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>5</td>\n",
       "      <td>202</td>\n",
       "      <td>2T</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>98.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>200</td>\n",
       "      <td>4T</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>94.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>5</td>\n",
       "      <td>200</td>\n",
       "      <td>4T</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>94.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>198</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>90.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>5</td>\n",
       "      <td>198</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>90.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>197</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>88.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>5</td>\n",
       "      <td>192</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>79.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>5</td>\n",
       "      <td>192</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>79.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>5</td>\n",
       "      <td>187</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>69.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>5</td>\n",
       "      <td>187</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>69.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>5</td>\n",
       "      <td>187</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>69.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>5</td>\n",
       "      <td>186</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>67.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>5</td>\n",
       "      <td>183</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>62.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>5</td>\n",
       "      <td>180</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>56.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>5</td>\n",
       "      <td>179</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>54.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>5</td>\n",
       "      <td>176</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>49.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>5</td>\n",
       "      <td>176</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>49.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>5</td>\n",
       "      <td>176</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>49.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>5</td>\n",
       "      <td>175</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>47.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>5</td>\n",
       "      <td>175</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>47.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>5</td>\n",
       "      <td>175</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>47.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>5</td>\n",
       "      <td>175</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>47.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>5</td>\n",
       "      <td>172</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>41.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>5</td>\n",
       "      <td>171</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>39.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>5</td>\n",
       "      <td>170</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>37.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>5</td>\n",
       "      <td>170</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>37.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>5</td>\n",
       "      <td>168</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>33.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>5</td>\n",
       "      <td>168</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>33.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>5</td>\n",
       "      <td>165</td>\n",
       "      <td>31T</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>28.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>5</td>\n",
       "      <td>165</td>\n",
       "      <td>31T</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>28.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>5</td>\n",
       "      <td>160</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>18.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>5</td>\n",
       "      <td>156</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>11.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>5</td>\n",
       "      <td>155</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>9.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>5</td>\n",
       "      <td>155</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>9.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>5</td>\n",
       "      <td>150</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals  times ranks    score  \\\n",
       "17                        Kara Webb         5    203     1  100 pts   \n",
       "4                  Tia-Clair Toomey         5    202    2T   94 pts   \n",
       "134             Alessandra Pichelli         5    202    2T   94 pts   \n",
       "43   Ragnheiður Sara Sigmundsdottir         5    200    4T   84 pts   \n",
       "147         Cassidy Lance-Mcwherter         5    200    4T   84 pts   \n",
       "30               Annie Thorisdottir         5    198    6T   76 pts   \n",
       "69            Tennil Reed-Beuerlein         5    198    6T   76 pts   \n",
       "56        Katrin Tanja Davidsdottir         5    197     8   68 pts   \n",
       "121                     Kari Pearce         5    192    9T   64 pts   \n",
       "251                      Dani Horan         5    192    9T   64 pts   \n",
       "173                    Brooke Wells         5    187   11T   58 pts   \n",
       "238                    Emily Abbott         5    187   11T   58 pts   \n",
       "368                   Regan Huckaby         5    187   11T   58 pts   \n",
       "329                   Whitney Gelin         5    186    14   52 pts   \n",
       "212                       Chyna Cho         5    183    15   50 pts   \n",
       "264                    Alethea Boon         5    180    16   48 pts   \n",
       "290                  Mekenzie Riley         5    179    17   46 pts   \n",
       "225       Thuridur Erla Helgadottir         5    176   18T   44 pts   \n",
       "199                  Emily Bridgers         5    176   18T   44 pts   \n",
       "420                  Alexis Johnson         5    176   18T   44 pts   \n",
       "433                Jessica Griffith         5    175   21T   38 pts   \n",
       "459                Jessica Coughlan         5    175   21T   38 pts   \n",
       "342                    Stacie Tovar         5    175   21T   38 pts   \n",
       "355                   Kirsten Pedri         5    175   21T   38 pts   \n",
       "303                 Margaux Alvarez         5    172    25   30 pts   \n",
       "95                     Jamie Greene         5    171    26   28 pts   \n",
       "381                   Lauren Fisher         5    170   27T   26 pts   \n",
       "186       Carol-Ann Reason-Thibault         5    170   27T   26 pts   \n",
       "472                  Casey Campbell         5    168   29T   22 pts   \n",
       "394                    Carly Fuhrer         5    168   29T   22 pts   \n",
       "446                  Madeline Sturt         5    165   31T   18 pts   \n",
       "82                    Kristin Holte         5    165   31T   18 pts   \n",
       "160                    Kristi Eramo         5    160    33   14 pts   \n",
       "108                 Samantha Briggs         5    156    34   12 pts   \n",
       "277                 Bethany Branham         5    155   35T   10 pts   \n",
       "316                     Anna Tobias         5    155   35T   10 pts   \n",
       "407                 Valerie Voboril         5    150    37    6 pts   \n",
       "\n",
       "     adjusted_score  \n",
       "17           100.00  \n",
       "4             98.11  \n",
       "134           98.11  \n",
       "43            94.34  \n",
       "147           94.34  \n",
       "30            90.57  \n",
       "69            90.57  \n",
       "56            88.68  \n",
       "121           79.25  \n",
       "251           79.25  \n",
       "173           69.81  \n",
       "238           69.81  \n",
       "368           69.81  \n",
       "329           67.92  \n",
       "212           62.26  \n",
       "264           56.60  \n",
       "290           54.72  \n",
       "225           49.06  \n",
       "199           49.06  \n",
       "420           49.06  \n",
       "433           47.17  \n",
       "459           47.17  \n",
       "342           47.17  \n",
       "355           47.17  \n",
       "303           41.51  \n",
       "95            39.62  \n",
       "381           37.74  \n",
       "186           37.74  \n",
       "472           33.96  \n",
       "394           33.96  \n",
       "446           28.30  \n",
       "82            28.30  \n",
       "160           18.87  \n",
       "108           11.32  \n",
       "277            9.43  \n",
       "316            9.43  \n",
       "407            0.00  "
      ]
     },
     "execution_count": 136,
     "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": 137,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_6 = full_data[full_data['ordinals']==6].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "collapsed": true
   },
   "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 = 15*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",
    "        try:\n",
    "            datetime_convert = datetime.strptime(j['times'],':%S.%f')\n",
    "        except:\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": 139,
   "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": 140,
   "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>18</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>6</td>\n",
       "      <td>10:45.72</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>645.72</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>6</td>\n",
       "      <td>11:04.48</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>664.48</td>\n",
       "      <td>92.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>11:40.47</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>700.47</td>\n",
       "      <td>79.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>11:56.29</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>716.29</td>\n",
       "      <td>72.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>6</td>\n",
       "      <td>12:06.69</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>726.69</td>\n",
       "      <td>69.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>12:07.59</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>727.59</td>\n",
       "      <td>68.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>6</td>\n",
       "      <td>12:24.02</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>744.02</td>\n",
       "      <td>62.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>6</td>\n",
       "      <td>12:27.61</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>747.61</td>\n",
       "      <td>61.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>6</td>\n",
       "      <td>12:31.09</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>751.09</td>\n",
       "      <td>59.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>6</td>\n",
       "      <td>12:43.92</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>763.92</td>\n",
       "      <td>54.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>6</td>\n",
       "      <td>12:53.62</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>773.62</td>\n",
       "      <td>51.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>6</td>\n",
       "      <td>12:54.73</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>774.73</td>\n",
       "      <td>50.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>6</td>\n",
       "      <td>13:01.32</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>781.32</td>\n",
       "      <td>48.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>6</td>\n",
       "      <td>13:02.31</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>782.31</td>\n",
       "      <td>47.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>6</td>\n",
       "      <td>13:02.35</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>782.35</td>\n",
       "      <td>47.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>6</td>\n",
       "      <td>13:03.46</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>783.46</td>\n",
       "      <td>47.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>6</td>\n",
       "      <td>13:05.62</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>785.62</td>\n",
       "      <td>46.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>6</td>\n",
       "      <td>13:22.28</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>802.28</td>\n",
       "      <td>40.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>6</td>\n",
       "      <td>13:24.02</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>804.02</td>\n",
       "      <td>39.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>6</td>\n",
       "      <td>13:34.92</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>814.92</td>\n",
       "      <td>35.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>6</td>\n",
       "      <td>13:44.71</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>824.71</td>\n",
       "      <td>31.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>6</td>\n",
       "      <td>13:50.60</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>830.60</td>\n",
       "      <td>29.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>6</td>\n",
       "      <td>13:52.93</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>832.93</td>\n",
       "      <td>28.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>6</td>\n",
       "      <td>13:54.15</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>834.15</td>\n",
       "      <td>27.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>6</td>\n",
       "      <td>13:56.94</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>836.94</td>\n",
       "      <td>26.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>6</td>\n",
       "      <td>14:04.03</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>844.03</td>\n",
       "      <td>24.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>6</td>\n",
       "      <td>14:05.46</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>845.46</td>\n",
       "      <td>23.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>6</td>\n",
       "      <td>14:10.83</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>850.83</td>\n",
       "      <td>21.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>6</td>\n",
       "      <td>14:13.45</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>853.45</td>\n",
       "      <td>20.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>6</td>\n",
       "      <td>14:41.57</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>881.57</td>\n",
       "      <td>9.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>6</td>\n",
       "      <td>14:42.63</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>882.63</td>\n",
       "      <td>9.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>6</td>\n",
       "      <td>14:42.65</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>882.65</td>\n",
       "      <td>9.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>6</td>\n",
       "      <td>14:45.26</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>885.26</td>\n",
       "      <td>8.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>6</td>\n",
       "      <td>14:58.23</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>898.23</td>\n",
       "      <td>3.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>2.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>903.00</td>\n",
       "      <td>1.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>907.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "18                        Kara Webb         6  10:45.72     1  100 pts   \n",
       "96                     Jamie Greene         6  11:04.48     2   94 pts   \n",
       "31               Annie Thorisdottir         6  11:40.47     3   88 pts   \n",
       "44   Ragnheiður Sara Sigmundsdottir         6  11:56.29     4   84 pts   \n",
       "122                     Kari Pearce         6  12:06.69     5   80 pts   \n",
       "57        Katrin Tanja Davidsdottir         6  12:07.59     6   76 pts   \n",
       "70            Tennil Reed-Beuerlein         6  12:24.02     7   72 pts   \n",
       "83                    Kristin Holte         6  12:27.61     8   68 pts   \n",
       "265                    Alethea Boon         6  12:31.09     9   64 pts   \n",
       "187       Carol-Ann Reason-Thibault         6  12:43.92    10   60 pts   \n",
       "174                    Brooke Wells         6  12:53.62    11   58 pts   \n",
       "5                  Tia-Clair Toomey         6  12:54.73    12   56 pts   \n",
       "304                 Margaux Alvarez         6  13:01.32    13   54 pts   \n",
       "135             Alessandra Pichelli         6  13:02.31    14   52 pts   \n",
       "148         Cassidy Lance-Mcwherter         6  13:02.35    15   50 pts   \n",
       "200                  Emily Bridgers         6  13:03.46    16   48 pts   \n",
       "278                 Bethany Branham         6  13:05.62    17   46 pts   \n",
       "161                    Kristi Eramo         6  13:22.28    18   44 pts   \n",
       "447                  Madeline Sturt         6  13:24.02    19   42 pts   \n",
       "330                   Whitney Gelin         6  13:34.92    20   40 pts   \n",
       "109                 Samantha Briggs         6  13:44.71    21   38 pts   \n",
       "252                      Dani Horan         6  13:50.60    22   36 pts   \n",
       "291                  Mekenzie Riley         6  13:52.93    23   34 pts   \n",
       "317                     Anna Tobias         6  13:54.15    24   32 pts   \n",
       "473                  Casey Campbell         6  13:56.94    25   30 pts   \n",
       "395                    Carly Fuhrer         6  14:04.03    26   28 pts   \n",
       "460                Jessica Coughlan         6  14:05.46    27   26 pts   \n",
       "343                    Stacie Tovar         6  14:10.83    28   24 pts   \n",
       "421                  Alexis Johnson         6  14:13.45    29   22 pts   \n",
       "369                   Regan Huckaby         6  14:41.57    30   20 pts   \n",
       "356                   Kirsten Pedri         6  14:42.63    31   18 pts   \n",
       "213                       Chyna Cho         6  14:42.65    32   16 pts   \n",
       "408                 Valerie Voboril         6  14:45.26    33   14 pts   \n",
       "226       Thuridur Erla Helgadottir         6  14:58.23    34   12 pts   \n",
       "434                Jessica Griffith         6     CAP+1    35   10 pts   \n",
       "239                    Emily Abbott         6     CAP+3    36    8 pts   \n",
       "382                   Lauren Fisher         6     CAP+7    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "18          645.72          100.00  \n",
       "96          664.48           92.82  \n",
       "31          700.47           79.05  \n",
       "44          716.29           72.99  \n",
       "122         726.69           69.01  \n",
       "57          727.59           68.67  \n",
       "70          744.02           62.38  \n",
       "83          747.61           61.00  \n",
       "265         751.09           59.67  \n",
       "187         763.92           54.76  \n",
       "174         773.62           51.05  \n",
       "5           774.73           50.62  \n",
       "304         781.32           48.10  \n",
       "135         782.31           47.72  \n",
       "148         782.35           47.71  \n",
       "200         783.46           47.28  \n",
       "278         785.62           46.46  \n",
       "161         802.28           40.08  \n",
       "447         804.02           39.41  \n",
       "330         814.92           35.24  \n",
       "109         824.71           31.49  \n",
       "252         830.60           29.24  \n",
       "291         832.93           28.35  \n",
       "317         834.15           27.88  \n",
       "473         836.94           26.81  \n",
       "395         844.03           24.10  \n",
       "460         845.46           23.55  \n",
       "343         850.83           21.50  \n",
       "421         853.45           20.50  \n",
       "369         881.57            9.73  \n",
       "356         882.63            9.33  \n",
       "213         882.65            9.32  \n",
       "408         885.26            8.32  \n",
       "226         898.23            3.36  \n",
       "434         901.00            2.30  \n",
       "239         903.00            1.53  \n",
       "382         907.00            0.00  "
      ]
     },
     "execution_count": 140,
     "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": 141,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_7 = full_data[full_data['ordinals']==7].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "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 = 6*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_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": 144,
   "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>110</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>7</td>\n",
       "      <td>2:33.79</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>153.79</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>7</td>\n",
       "      <td>2:52.87</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>172.87</td>\n",
       "      <td>89.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>3:00.70</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>180.70</td>\n",
       "      <td>85.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>3:06.41</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>186.41</td>\n",
       "      <td>82.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>3:10.62</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>190.62</td>\n",
       "      <td>79.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>7</td>\n",
       "      <td>3:10.86</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>190.86</td>\n",
       "      <td>79.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>7</td>\n",
       "      <td>3:10.92</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>190.92</td>\n",
       "      <td>79.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>7</td>\n",
       "      <td>3:13.03</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>193.03</td>\n",
       "      <td>78.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>7</td>\n",
       "      <td>3:15.84</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>195.84</td>\n",
       "      <td>77.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>7</td>\n",
       "      <td>3:18.64</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>198.64</td>\n",
       "      <td>75.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>7</td>\n",
       "      <td>3:21.35</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>201.35</td>\n",
       "      <td>74.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>7</td>\n",
       "      <td>3:22.00</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>202.00</td>\n",
       "      <td>73.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>7</td>\n",
       "      <td>3:28.10</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>208.10</td>\n",
       "      <td>70.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>7</td>\n",
       "      <td>3:30.64</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>210.64</td>\n",
       "      <td>69.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>7</td>\n",
       "      <td>3:36.35</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>216.35</td>\n",
       "      <td>65.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>7</td>\n",
       "      <td>3:39.60</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>219.60</td>\n",
       "      <td>64.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>7</td>\n",
       "      <td>3:42.54</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>222.54</td>\n",
       "      <td>62.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>7</td>\n",
       "      <td>3:43.78</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>223.78</td>\n",
       "      <td>61.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>7</td>\n",
       "      <td>3:55.23</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>235.23</td>\n",
       "      <td>55.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>7</td>\n",
       "      <td>4:01.70</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>241.70</td>\n",
       "      <td>52.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>7</td>\n",
       "      <td>4:02.39</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>242.39</td>\n",
       "      <td>51.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>7</td>\n",
       "      <td>4:11.35</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>251.35</td>\n",
       "      <td>46.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>7</td>\n",
       "      <td>4:14.61</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>254.61</td>\n",
       "      <td>45.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>7</td>\n",
       "      <td>4:14.88</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>254.88</td>\n",
       "      <td>44.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>7</td>\n",
       "      <td>4:15.01</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>255.01</td>\n",
       "      <td>44.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>7</td>\n",
       "      <td>4:20.97</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>260.97</td>\n",
       "      <td>41.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>7</td>\n",
       "      <td>4:25.21</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>265.21</td>\n",
       "      <td>39.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>7</td>\n",
       "      <td>4:26.20</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>266.20</td>\n",
       "      <td>38.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>7</td>\n",
       "      <td>4:26.73</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>266.73</td>\n",
       "      <td>38.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>7</td>\n",
       "      <td>4:33.05</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>273.05</td>\n",
       "      <td>35.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>7</td>\n",
       "      <td>4:42.10</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>282.10</td>\n",
       "      <td>30.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>7</td>\n",
       "      <td>4:44.83</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>284.83</td>\n",
       "      <td>28.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>7</td>\n",
       "      <td>5:01.97</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>301.97</td>\n",
       "      <td>19.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>7</td>\n",
       "      <td>5:18.58</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>318.58</td>\n",
       "      <td>10.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>7</td>\n",
       "      <td>5:18.93</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>318.93</td>\n",
       "      <td>10.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>7</td>\n",
       "      <td>5:26.87</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>326.87</td>\n",
       "      <td>5.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>7</td>\n",
       "      <td>5:37.34</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>337.34</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks    score  \\\n",
       "110                 Samantha Briggs         7  2:33.79     1  100 pts   \n",
       "19                        Kara Webb         7  2:52.87     2   94 pts   \n",
       "45   Ragnheiður Sara Sigmundsdottir         7  3:00.70     3   88 pts   \n",
       "32               Annie Thorisdottir         7  3:06.41     4   84 pts   \n",
       "58        Katrin Tanja Davidsdottir         7  3:10.62     5   80 pts   \n",
       "357                   Kirsten Pedri         7  3:10.86     6   76 pts   \n",
       "240                    Emily Abbott         7  3:10.92     7   72 pts   \n",
       "292                  Mekenzie Riley         7  3:13.03     8   68 pts   \n",
       "331                   Whitney Gelin         7  3:15.84     9   64 pts   \n",
       "71            Tennil Reed-Beuerlein         7  3:18.64    10   60 pts   \n",
       "214                       Chyna Cho         7  3:21.35    11   58 pts   \n",
       "344                    Stacie Tovar         7  3:22.00    12   56 pts   \n",
       "84                    Kristin Holte         7  3:28.10    13   54 pts   \n",
       "6                  Tia-Clair Toomey         7  3:30.64    14   52 pts   \n",
       "253                      Dani Horan         7  3:36.35    15   50 pts   \n",
       "396                    Carly Fuhrer         7  3:39.60    16   48 pts   \n",
       "136             Alessandra Pichelli         7  3:42.54    17   46 pts   \n",
       "448                  Madeline Sturt         7  3:43.78    18   44 pts   \n",
       "188       Carol-Ann Reason-Thibault         7  3:55.23    19   42 pts   \n",
       "422                  Alexis Johnson         7  4:01.70    20   40 pts   \n",
       "305                 Margaux Alvarez         7  4:02.39    21   38 pts   \n",
       "123                     Kari Pearce         7  4:11.35    22   36 pts   \n",
       "383                   Lauren Fisher         7  4:14.61    23   34 pts   \n",
       "370                   Regan Huckaby         7  4:14.88    24   32 pts   \n",
       "279                 Bethany Branham         7  4:15.01    25   30 pts   \n",
       "149         Cassidy Lance-Mcwherter         7  4:20.97    26   28 pts   \n",
       "227       Thuridur Erla Helgadottir         7  4:25.21    27   26 pts   \n",
       "175                    Brooke Wells         7  4:26.20    28   24 pts   \n",
       "201                  Emily Bridgers         7  4:26.73    29   22 pts   \n",
       "409                 Valerie Voboril         7  4:33.05    30   20 pts   \n",
       "318                     Anna Tobias         7  4:42.10    31   18 pts   \n",
       "266                    Alethea Boon         7  4:44.83    32   16 pts   \n",
       "97                     Jamie Greene         7  5:01.97    33   14 pts   \n",
       "435                Jessica Griffith         7  5:18.58    34   12 pts   \n",
       "474                  Casey Campbell         7  5:18.93    35   10 pts   \n",
       "461                Jessica Coughlan         7  5:26.87    36    8 pts   \n",
       "162                    Kristi Eramo         7  5:37.34    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "110         153.79          100.00  \n",
       "19          172.87           89.61  \n",
       "45          180.70           85.34  \n",
       "32          186.41           82.23  \n",
       "58          190.62           79.93  \n",
       "357         190.86           79.80  \n",
       "240         190.92           79.77  \n",
       "292         193.03           78.62  \n",
       "331         195.84           77.09  \n",
       "71          198.64           75.57  \n",
       "214         201.35           74.09  \n",
       "344         202.00           73.73  \n",
       "84          208.10           70.41  \n",
       "6           210.64           69.03  \n",
       "253         216.35           65.92  \n",
       "396         219.60           64.15  \n",
       "136         222.54           62.54  \n",
       "448         223.78           61.87  \n",
       "188         235.23           55.63  \n",
       "422         241.70           52.11  \n",
       "305         242.39           51.73  \n",
       "123         251.35           46.85  \n",
       "383         254.61           45.07  \n",
       "370         254.88           44.93  \n",
       "279         255.01           44.85  \n",
       "149         260.97           41.61  \n",
       "227         265.21           39.30  \n",
       "175         266.20           38.76  \n",
       "201         266.73           38.47  \n",
       "409         273.05           35.03  \n",
       "318         282.10           30.10  \n",
       "266         284.83           28.61  \n",
       "97          301.97           19.27  \n",
       "435         318.58           10.22  \n",
       "474         318.93           10.03  \n",
       "461         326.87            5.70  \n",
       "162         337.34            0.00  "
      ]
     },
     "execution_count": 144,
     "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": 145,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_8 = full_data[full_data['ordinals']==8].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "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 = 10*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 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "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": 148,
   "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>59</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>3:55.53</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>235.53</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>8</td>\n",
       "      <td>4:17.14</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>257.14</td>\n",
       "      <td>93.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>4:21.85</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>261.85</td>\n",
       "      <td>92.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>8</td>\n",
       "      <td>4:50.07</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>290.07</td>\n",
       "      <td>84.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>8</td>\n",
       "      <td>4:50.61</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>290.61</td>\n",
       "      <td>84.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>8</td>\n",
       "      <td>5:02.62</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>302.62</td>\n",
       "      <td>80.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>8</td>\n",
       "      <td>5:02.72</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>302.72</td>\n",
       "      <td>80.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>8</td>\n",
       "      <td>5:09.87</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>309.87</td>\n",
       "      <td>78.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>8</td>\n",
       "      <td>5:16.36</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>316.36</td>\n",
       "      <td>76.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>5:19.12</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>319.12</td>\n",
       "      <td>75.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>8</td>\n",
       "      <td>5:29.09</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>329.09</td>\n",
       "      <td>73.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>8</td>\n",
       "      <td>5:30.65</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>330.65</td>\n",
       "      <td>72.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>8</td>\n",
       "      <td>5:41.98</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>341.98</td>\n",
       "      <td>69.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>8</td>\n",
       "      <td>5:44.34</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>344.34</td>\n",
       "      <td>68.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>8</td>\n",
       "      <td>6:03.11</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>363.11</td>\n",
       "      <td>63.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>8</td>\n",
       "      <td>6:15.50</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>375.50</td>\n",
       "      <td>59.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>8</td>\n",
       "      <td>6:17.40</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>377.40</td>\n",
       "      <td>59.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>8</td>\n",
       "      <td>6:19.85</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>379.85</td>\n",
       "      <td>58.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>8</td>\n",
       "      <td>6:20.19</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>380.19</td>\n",
       "      <td>58.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>8</td>\n",
       "      <td>6:24.25</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>384.25</td>\n",
       "      <td>57.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>8</td>\n",
       "      <td>6:27.99</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>387.99</td>\n",
       "      <td>56.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>8</td>\n",
       "      <td>6:29.03</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>389.03</td>\n",
       "      <td>55.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>8</td>\n",
       "      <td>6:40.38</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>400.38</td>\n",
       "      <td>52.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>8</td>\n",
       "      <td>6:45.00</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>405.00</td>\n",
       "      <td>51.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>8</td>\n",
       "      <td>6:49.06</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>409.06</td>\n",
       "      <td>50.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>8</td>\n",
       "      <td>6:51.89</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>411.89</td>\n",
       "      <td>49.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>8</td>\n",
       "      <td>6:55.72</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>415.72</td>\n",
       "      <td>48.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>8</td>\n",
       "      <td>6:58.38</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>418.38</td>\n",
       "      <td>47.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>8</td>\n",
       "      <td>7:00.99</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>420.99</td>\n",
       "      <td>46.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>8</td>\n",
       "      <td>7:03.05</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>423.05</td>\n",
       "      <td>46.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>8</td>\n",
       "      <td>7:11.62</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>431.62</td>\n",
       "      <td>43.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>8</td>\n",
       "      <td>7:45.26</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>465.26</td>\n",
       "      <td>33.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>8</td>\n",
       "      <td>7:54.23</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>474.23</td>\n",
       "      <td>31.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>8</td>\n",
       "      <td>8:15.04</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>495.04</td>\n",
       "      <td>25.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>8</td>\n",
       "      <td>8:56.55</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>536.55</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>8</td>\n",
       "      <td>9:37.87</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>577.87</td>\n",
       "      <td>1.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>8</td>\n",
       "      <td>9:43.53</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>583.53</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks    score  \\\n",
       "59        Katrin Tanja Davidsdottir         8  3:55.53     1  100 pts   \n",
       "72            Tennil Reed-Beuerlein         8  4:17.14     2   94 pts   \n",
       "33               Annie Thorisdottir         8  4:21.85     3   88 pts   \n",
       "124                     Kari Pearce         8  4:50.07     4   84 pts   \n",
       "85                    Kristin Holte         8  4:50.61     5   80 pts   \n",
       "176                    Brooke Wells         8  5:02.62     6   76 pts   \n",
       "7                  Tia-Clair Toomey         8  5:02.72     7   72 pts   \n",
       "20                        Kara Webb         8  5:09.87     8   68 pts   \n",
       "202                  Emily Bridgers         8  5:16.36     9   64 pts   \n",
       "46   Ragnheiður Sara Sigmundsdottir         8  5:19.12    10   60 pts   \n",
       "150         Cassidy Lance-Mcwherter         8  5:29.09    11   58 pts   \n",
       "137             Alessandra Pichelli         8  5:30.65    12   56 pts   \n",
       "189       Carol-Ann Reason-Thibault         8  5:41.98    13   54 pts   \n",
       "475                  Casey Campbell         8  5:44.34    14   52 pts   \n",
       "254                      Dani Horan         8  6:03.11    15   50 pts   \n",
       "267                    Alethea Boon         8  6:15.50    16   48 pts   \n",
       "306                 Margaux Alvarez         8  6:17.40    17   46 pts   \n",
       "345                    Stacie Tovar         8  6:19.85    18   44 pts   \n",
       "371                   Regan Huckaby         8  6:20.19    19   42 pts   \n",
       "280                 Bethany Branham         8  6:24.25    20   40 pts   \n",
       "98                     Jamie Greene         8  6:27.99    21   38 pts   \n",
       "410                 Valerie Voboril         8  6:29.03    22   36 pts   \n",
       "228       Thuridur Erla Helgadottir         8  6:40.38    23   34 pts   \n",
       "384                   Lauren Fisher         8  6:45.00    24   32 pts   \n",
       "436                Jessica Griffith         8  6:49.06    25   30 pts   \n",
       "111                 Samantha Briggs         8  6:51.89    26   28 pts   \n",
       "293                  Mekenzie Riley         8  6:55.72    27   26 pts   \n",
       "215                       Chyna Cho         8  6:58.38    28   24 pts   \n",
       "241                    Emily Abbott         8  7:00.99    29   22 pts   \n",
       "358                   Kirsten Pedri         8  7:03.05    30   20 pts   \n",
       "423                  Alexis Johnson         8  7:11.62    31   18 pts   \n",
       "332                   Whitney Gelin         8  7:45.26    32   16 pts   \n",
       "163                    Kristi Eramo         8  7:54.23    33   14 pts   \n",
       "319                     Anna Tobias         8  8:15.04    34   12 pts   \n",
       "449                  Madeline Sturt         8  8:56.55    35   10 pts   \n",
       "462                Jessica Coughlan         8  9:37.87    36    8 pts   \n",
       "397                    Carly Fuhrer         8  9:43.53    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "59          235.53          100.00  \n",
       "72          257.14           93.79  \n",
       "33          261.85           92.44  \n",
       "124         290.07           84.33  \n",
       "85          290.61           84.17  \n",
       "176         302.62           80.72  \n",
       "7           302.72           80.69  \n",
       "20          309.87           78.64  \n",
       "202         316.36           76.77  \n",
       "46          319.12           75.98  \n",
       "150         329.09           73.11  \n",
       "137         330.65           72.67  \n",
       "189         341.98           69.41  \n",
       "475         344.34           68.73  \n",
       "254         363.11           63.34  \n",
       "267         375.50           59.78  \n",
       "306         377.40           59.23  \n",
       "345         379.85           58.53  \n",
       "371         380.19           58.43  \n",
       "280         384.25           57.26  \n",
       "98          387.99           56.19  \n",
       "410         389.03           55.89  \n",
       "228         400.38           52.63  \n",
       "384         405.00           51.30  \n",
       "436         409.06           50.14  \n",
       "111         411.89           49.32  \n",
       "293         415.72           48.22  \n",
       "215         418.38           47.46  \n",
       "241         420.99           46.71  \n",
       "358         423.05           46.11  \n",
       "423         431.62           43.65  \n",
       "332         465.26           33.99  \n",
       "163         474.23           31.41  \n",
       "319         495.04           25.43  \n",
       "449         536.55           13.50  \n",
       "462         577.87            1.63  \n",
       "397         583.53            0.00  "
      ]
     },
     "execution_count": 148,
     "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": 149,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_9 = full_data[full_data['ordinals']==9].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_9.iterrows():\n",
    "    if 'CAP' in j['times']:\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": 151,
   "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": 152,
   "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>8</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>9</td>\n",
       "      <td>7:12.44</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>432.44</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>9</td>\n",
       "      <td>7:55.86</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>475.86</td>\n",
       "      <td>90.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>9:02.26</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>542.26</td>\n",
       "      <td>77.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>9</td>\n",
       "      <td>9:18.05</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>558.05</td>\n",
       "      <td>73.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>9:36.75</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>576.75</td>\n",
       "      <td>70.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>9</td>\n",
       "      <td>9:40.74</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>580.74</td>\n",
       "      <td>69.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>9</td>\n",
       "      <td>9:43.08</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>583.08</td>\n",
       "      <td>68.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>9</td>\n",
       "      <td>9:56.62</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>596.62</td>\n",
       "      <td>65.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>9</td>\n",
       "      <td>10:54.88</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>654.88</td>\n",
       "      <td>53.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>2.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>2.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>2.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>2.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>903.00</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>907.00</td>\n",
       "      <td>1.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>908.00</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>908.00</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>908.00</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>908.00</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>908.00</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>908.00</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>913.00</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>914.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>914.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>914.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>914.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>914.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "8                  Tia-Clair Toomey         9   7:12.44     1  100 pts   \n",
       "21                        Kara Webb         9   7:55.86     2   94 pts   \n",
       "47   Ragnheiður Sara Sigmundsdottir         9   9:02.26     3   88 pts   \n",
       "138             Alessandra Pichelli         9   9:18.05     4   84 pts   \n",
       "34               Annie Thorisdottir         9   9:36.75     5   80 pts   \n",
       "255                      Dani Horan         9   9:40.74     6   76 pts   \n",
       "372                   Regan Huckaby         9   9:43.08     7   72 pts   \n",
       "151         Cassidy Lance-Mcwherter         9   9:56.62     8   68 pts   \n",
       "73            Tennil Reed-Beuerlein         9  10:54.88     9   64 pts   \n",
       "99                     Jamie Greene         9     CAP+1    10   60 pts   \n",
       "242                    Emily Abbott         9     CAP+1    13   54 pts   \n",
       "333                   Whitney Gelin         9     CAP+1    12   56 pts   \n",
       "385                   Lauren Fisher         9     CAP+1    11   58 pts   \n",
       "164                    Kristi Eramo         9     CAP+2    16   48 pts   \n",
       "307                 Margaux Alvarez         9     CAP+2   19T   42 pts   \n",
       "177                    Brooke Wells         9     CAP+2    14   52 pts   \n",
       "203                  Emily Bridgers         9     CAP+2    17   46 pts   \n",
       "229       Thuridur Erla Helgadottir         9     CAP+2    22   36 pts   \n",
       "463                Jessica Coughlan         9     CAP+2    15   50 pts   \n",
       "437                Jessica Griffith         9     CAP+2    23   34 pts   \n",
       "424                  Alexis Johnson         9     CAP+2   19T   42 pts   \n",
       "86                    Kristin Holte         9     CAP+2    18   44 pts   \n",
       "346                    Stacie Tovar         9     CAP+2    21   38 pts   \n",
       "60        Katrin Tanja Davidsdottir         9     CAP+3    24   32 pts   \n",
       "294                  Mekenzie Riley         9     CAP+7    25   30 pts   \n",
       "125                     Kari Pearce         9     CAP+8    27   26 pts   \n",
       "268                    Alethea Boon         9     CAP+8    29   22 pts   \n",
       "190       Carol-Ann Reason-Thibault         9     CAP+8    26   28 pts   \n",
       "450                  Madeline Sturt         9     CAP+8    31   18 pts   \n",
       "216                       Chyna Cho         9     CAP+8    30   20 pts   \n",
       "476                  Casey Campbell         9     CAP+8    28   24 pts   \n",
       "411                 Valerie Voboril         9    CAP+13    32   16 pts   \n",
       "112                 Samantha Briggs         9    CAP+14    34   12 pts   \n",
       "359                   Kirsten Pedri         9    CAP+14    37    6 pts   \n",
       "398                    Carly Fuhrer         9    CAP+14    33   14 pts   \n",
       "320                     Anna Tobias         9    CAP+14    36    8 pts   \n",
       "281                 Bethany Branham         9    CAP+14    35   10 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "8           432.44          100.00  \n",
       "21          475.86           90.98  \n",
       "47          542.26           77.19  \n",
       "138         558.05           73.92  \n",
       "34          576.75           70.03  \n",
       "255         580.74           69.20  \n",
       "372         583.08           68.72  \n",
       "151         596.62           65.91  \n",
       "73          654.88           53.81  \n",
       "99          901.00            2.70  \n",
       "242         901.00            2.70  \n",
       "333         901.00            2.70  \n",
       "385         901.00            2.70  \n",
       "164         902.00            2.49  \n",
       "307         902.00            2.49  \n",
       "177         902.00            2.49  \n",
       "203         902.00            2.49  \n",
       "229         902.00            2.49  \n",
       "463         902.00            2.49  \n",
       "437         902.00            2.49  \n",
       "424         902.00            2.49  \n",
       "86          902.00            2.49  \n",
       "346         902.00            2.49  \n",
       "60          903.00            2.28  \n",
       "294         907.00            1.45  \n",
       "125         908.00            1.25  \n",
       "268         908.00            1.25  \n",
       "190         908.00            1.25  \n",
       "450         908.00            1.25  \n",
       "216         908.00            1.25  \n",
       "476         908.00            1.25  \n",
       "411         913.00            0.21  \n",
       "112         914.00            0.00  \n",
       "359         914.00            0.00  \n",
       "398         914.00            0.00  \n",
       "320         914.00            0.00  \n",
       "281         914.00            0.00  "
      ]
     },
     "execution_count": 152,
     "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": 153,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_10 = full_data[full_data['ordinals']==10].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "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 = 12*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": 155,
   "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": 156,
   "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>22</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>10</td>\n",
       "      <td>7:53.82</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>473</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>10</td>\n",
       "      <td>8:01.40</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>481</td>\n",
       "      <td>97.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>10</td>\n",
       "      <td>8:19.54</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>499</td>\n",
       "      <td>90.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>10</td>\n",
       "      <td>8:26.29</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>506</td>\n",
       "      <td>88.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>10</td>\n",
       "      <td>8:34.23</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>514</td>\n",
       "      <td>85.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>10</td>\n",
       "      <td>8:37.83</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>517</td>\n",
       "      <td>84.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>10</td>\n",
       "      <td>8:44.35</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>524</td>\n",
       "      <td>82.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>8:49.37</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>529</td>\n",
       "      <td>80.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>9:08.76</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>548</td>\n",
       "      <td>73.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>10</td>\n",
       "      <td>9:08.65</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>548</td>\n",
       "      <td>73.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>10</td>\n",
       "      <td>9:23.13</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>563</td>\n",
       "      <td>68.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>10</td>\n",
       "      <td>9:36.58</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>576</td>\n",
       "      <td>63.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>9:38.31</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>578</td>\n",
       "      <td>63.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>10</td>\n",
       "      <td>9:41.58</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>581</td>\n",
       "      <td>62.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>10</td>\n",
       "      <td>9:52.66</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>592</td>\n",
       "      <td>58.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>10</td>\n",
       "      <td>9:55.90</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>595</td>\n",
       "      <td>57.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>10</td>\n",
       "      <td>9:56.80</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>596</td>\n",
       "      <td>56.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>10</td>\n",
       "      <td>9:56.66</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>596</td>\n",
       "      <td>56.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>10</td>\n",
       "      <td>10:01.28</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>601</td>\n",
       "      <td>55.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>10</td>\n",
       "      <td>10:02.20</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>602</td>\n",
       "      <td>54.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>10</td>\n",
       "      <td>10:03.53</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>603</td>\n",
       "      <td>54.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>10</td>\n",
       "      <td>10:11.10</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>611</td>\n",
       "      <td>51.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>10</td>\n",
       "      <td>10:13.94</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>613</td>\n",
       "      <td>50.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>10</td>\n",
       "      <td>10:18.58</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>618</td>\n",
       "      <td>49.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>10</td>\n",
       "      <td>10:21.07</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>621</td>\n",
       "      <td>48.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>10</td>\n",
       "      <td>10:29.15</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>629</td>\n",
       "      <td>45.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>10</td>\n",
       "      <td>10:30.68</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>630</td>\n",
       "      <td>44.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>10</td>\n",
       "      <td>10:36.54</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>636</td>\n",
       "      <td>42.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>10</td>\n",
       "      <td>10:41.46</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>641</td>\n",
       "      <td>41.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>10</td>\n",
       "      <td>10:50.51</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>650</td>\n",
       "      <td>37.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>10</td>\n",
       "      <td>11:11.76</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>671</td>\n",
       "      <td>30.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>10</td>\n",
       "      <td>11:15.74</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>675</td>\n",
       "      <td>29.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>10</td>\n",
       "      <td>11:31.19</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>691</td>\n",
       "      <td>23.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>10</td>\n",
       "      <td>11:40.92</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>700</td>\n",
       "      <td>20.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>10</td>\n",
       "      <td>11:42.86</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>702</td>\n",
       "      <td>19.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+35</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>755</td>\n",
       "      <td>1.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+38</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>758</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "22                        Kara Webb        10   7:53.82     1  100 pts   \n",
       "9                  Tia-Clair Toomey        10   8:01.40     2   94 pts   \n",
       "87                    Kristin Holte        10   8:19.54     3   88 pts   \n",
       "126                     Kari Pearce        10   8:26.29     4   84 pts   \n",
       "113                 Samantha Briggs        10   8:34.23     5   80 pts   \n",
       "191       Carol-Ann Reason-Thibault        10   8:37.83     6   76 pts   \n",
       "178                    Brooke Wells        10   8:44.35     7   72 pts   \n",
       "61        Katrin Tanja Davidsdottir        10   8:49.37     8   68 pts   \n",
       "48   Ragnheiður Sara Sigmundsdottir        10   9:08.76    10   60 pts   \n",
       "295                  Mekenzie Riley        10   9:08.65     9   64 pts   \n",
       "100                    Jamie Greene        10   9:23.13    11   58 pts   \n",
       "165                    Kristi Eramo        10   9:36.58    12   56 pts   \n",
       "35               Annie Thorisdottir        10   9:38.31    13   54 pts   \n",
       "308                 Margaux Alvarez        10   9:41.58    14   52 pts   \n",
       "152         Cassidy Lance-Mcwherter        10   9:52.66    15   50 pts   \n",
       "321                     Anna Tobias        10   9:55.90    16   48 pts   \n",
       "399                    Carly Fuhrer        10   9:56.80    18   44 pts   \n",
       "360                   Kirsten Pedri        10   9:56.66    17   46 pts   \n",
       "139             Alessandra Pichelli        10  10:01.28    19   42 pts   \n",
       "243                    Emily Abbott        10  10:02.20    20   40 pts   \n",
       "217                       Chyna Cho        10  10:03.53    21   38 pts   \n",
       "74            Tennil Reed-Beuerlein        10  10:11.10    22   36 pts   \n",
       "347                    Stacie Tovar        10  10:13.94    23   34 pts   \n",
       "204                  Emily Bridgers        10  10:18.58    24   32 pts   \n",
       "230       Thuridur Erla Helgadottir        10  10:21.07    25   30 pts   \n",
       "464                Jessica Coughlan        10  10:29.15    26   28 pts   \n",
       "412                 Valerie Voboril        10  10:30.68    27   26 pts   \n",
       "386                   Lauren Fisher        10  10:36.54    28   24 pts   \n",
       "282                 Bethany Branham        10  10:41.46    29   22 pts   \n",
       "256                      Dani Horan        10  10:50.51    30   20 pts   \n",
       "269                    Alethea Boon        10  11:11.76    31   18 pts   \n",
       "451                  Madeline Sturt        10  11:15.74    32   16 pts   \n",
       "334                   Whitney Gelin        10  11:31.19    33   14 pts   \n",
       "373                   Regan Huckaby        10  11:40.92    34   12 pts   \n",
       "438                Jessica Griffith        10  11:42.86    35   10 pts   \n",
       "425                  Alexis Johnson        10    CAP+35    36    8 pts   \n",
       "477                  Casey Campbell        10    CAP+38    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "22             473          100.00  \n",
       "9              481           97.19  \n",
       "87             499           90.88  \n",
       "126            506           88.42  \n",
       "113            514           85.61  \n",
       "191            517           84.56  \n",
       "178            524           82.11  \n",
       "61             529           80.35  \n",
       "48             548           73.68  \n",
       "295            548           73.68  \n",
       "100            563           68.42  \n",
       "165            576           63.86  \n",
       "35             578           63.16  \n",
       "308            581           62.11  \n",
       "152            592           58.25  \n",
       "321            595           57.19  \n",
       "399            596           56.84  \n",
       "360            596           56.84  \n",
       "139            601           55.09  \n",
       "243            602           54.74  \n",
       "217            603           54.39  \n",
       "74             611           51.58  \n",
       "347            613           50.88  \n",
       "204            618           49.12  \n",
       "230            621           48.07  \n",
       "464            629           45.26  \n",
       "412            630           44.91  \n",
       "386            636           42.81  \n",
       "282            641           41.05  \n",
       "256            650           37.89  \n",
       "269            671           30.53  \n",
       "451            675           29.12  \n",
       "334            691           23.51  \n",
       "373            700           20.35  \n",
       "438            702           19.65  \n",
       "425            755            1.05  \n",
       "477            758            0.00  "
      ]
     },
     "execution_count": 156,
     "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": 157,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_11 = full_data[full_data['ordinals']==11].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": true
   },
   "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 = 20*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": 159,
   "metadata": {
    "collapsed": true
   },
   "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'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "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>114</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>11</td>\n",
       "      <td>17:19.26</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>1039.26</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>11</td>\n",
       "      <td>17:28.95</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>1048.95</td>\n",
       "      <td>94.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>11</td>\n",
       "      <td>17:55.26</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>1075.26</td>\n",
       "      <td>78.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>11</td>\n",
       "      <td>18:04.10</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>1084.10</td>\n",
       "      <td>73.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>11</td>\n",
       "      <td>18:08.67</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>1088.67</td>\n",
       "      <td>70.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>11</td>\n",
       "      <td>18:17.51</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>1097.51</td>\n",
       "      <td>65.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>11</td>\n",
       "      <td>18:22.91</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>1102.91</td>\n",
       "      <td>62.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>11</td>\n",
       "      <td>18:25.20</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>1105.20</td>\n",
       "      <td>60.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>11</td>\n",
       "      <td>18:27.16</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>1107.16</td>\n",
       "      <td>59.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>11</td>\n",
       "      <td>18:27.18</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>1107.18</td>\n",
       "      <td>59.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>11</td>\n",
       "      <td>18:27.58</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>1107.58</td>\n",
       "      <td>59.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>11</td>\n",
       "      <td>18:30.03</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>1110.03</td>\n",
       "      <td>57.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>18:36.59</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>1116.59</td>\n",
       "      <td>53.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>11</td>\n",
       "      <td>18:37.32</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>1117.32</td>\n",
       "      <td>53.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>18:51.14</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>1131.14</td>\n",
       "      <td>45.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>11</td>\n",
       "      <td>18:58.30</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>1138.30</td>\n",
       "      <td>40.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>11</td>\n",
       "      <td>19:08.92</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>1148.92</td>\n",
       "      <td>34.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>11</td>\n",
       "      <td>19:13.60</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>1153.60</td>\n",
       "      <td>31.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>11</td>\n",
       "      <td>19:17.32</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>1157.32</td>\n",
       "      <td>29.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>11</td>\n",
       "      <td>19:19.19</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>1159.19</td>\n",
       "      <td>28.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>11</td>\n",
       "      <td>19:21.33</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>1161.33</td>\n",
       "      <td>27.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>19:24.17</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>1164.17</td>\n",
       "      <td>25.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>11</td>\n",
       "      <td>19:32.58</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>1172.58</td>\n",
       "      <td>20.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>11</td>\n",
       "      <td>19:32.88</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>1172.88</td>\n",
       "      <td>20.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>11</td>\n",
       "      <td>19:54.57</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>1194.57</td>\n",
       "      <td>7.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>11</td>\n",
       "      <td>19:55.75</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>1195.75</td>\n",
       "      <td>6.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1201.00</td>\n",
       "      <td>3.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1201.00</td>\n",
       "      <td>3.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>1203.00</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>1203.00</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>1204.00</td>\n",
       "      <td>1.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1206.00</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1206.00</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1206.00</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>1207.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>1207.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>1207.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "114                 Samantha Briggs        11  17:19.26     1  100 pts   \n",
       "88                    Kristin Holte        11  17:28.95     2   94 pts   \n",
       "10                 Tia-Clair Toomey        11  17:55.26     3   88 pts   \n",
       "75            Tennil Reed-Beuerlein        11  18:04.10     4   84 pts   \n",
       "231       Thuridur Erla Helgadottir        11  18:08.67     5   80 pts   \n",
       "101                    Jamie Greene        11  18:17.51     6   76 pts   \n",
       "140             Alessandra Pichelli        11  18:22.91     7   72 pts   \n",
       "218                       Chyna Cho        11  18:25.20     8   68 pts   \n",
       "23                        Kara Webb        11  18:27.16     9   64 pts   \n",
       "166                    Kristi Eramo        11  18:27.18    10   60 pts   \n",
       "192       Carol-Ann Reason-Thibault        11  18:27.58    11   58 pts   \n",
       "179                    Brooke Wells        11  18:30.03    12   56 pts   \n",
       "62        Katrin Tanja Davidsdottir        11  18:36.59    13   54 pts   \n",
       "283                 Bethany Branham        11  18:37.32    14   52 pts   \n",
       "36               Annie Thorisdottir        11  18:51.14    15   50 pts   \n",
       "127                     Kari Pearce        11  18:58.30    16   48 pts   \n",
       "413                 Valerie Voboril        11  19:08.92    17   46 pts   \n",
       "309                 Margaux Alvarez        11  19:13.60    18   44 pts   \n",
       "296                  Mekenzie Riley        11  19:17.32    19   42 pts   \n",
       "244                    Emily Abbott        11  19:19.19    20   40 pts   \n",
       "465                Jessica Coughlan        11  19:21.33    21   38 pts   \n",
       "49   Ragnheiður Sara Sigmundsdottir        11  19:24.17    22   36 pts   \n",
       "335                   Whitney Gelin        11  19:32.58    23   34 pts   \n",
       "361                   Kirsten Pedri        11  19:32.88    24   32 pts   \n",
       "205                  Emily Bridgers        11  19:54.57    25   30 pts   \n",
       "439                Jessica Griffith        11  19:55.75    26   28 pts   \n",
       "270                    Alethea Boon        11     CAP+1   27T   26 pts   \n",
       "348                    Stacie Tovar        11     CAP+1   27T   26 pts   \n",
       "400                    Carly Fuhrer        11     CAP+3   29T   22 pts   \n",
       "452                  Madeline Sturt        11     CAP+3   29T   22 pts   \n",
       "374                   Regan Huckaby        11     CAP+4    31   18 pts   \n",
       "257                      Dani Horan        11     CAP+6   32T   16 pts   \n",
       "153         Cassidy Lance-Mcwherter        11     CAP+6   32T   16 pts   \n",
       "387                   Lauren Fisher        11     CAP+6   32T   16 pts   \n",
       "426                  Alexis Johnson        11     CAP+7   35T   10 pts   \n",
       "322                     Anna Tobias        11     CAP+7   35T   10 pts   \n",
       "478                  Casey Campbell        11     CAP+7   35T   10 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "114        1039.26          100.00  \n",
       "88         1048.95           94.22  \n",
       "10         1075.26           78.54  \n",
       "75         1084.10           73.27  \n",
       "231        1088.67           70.54  \n",
       "101        1097.51           65.27  \n",
       "140        1102.91           62.05  \n",
       "218        1105.20           60.69  \n",
       "23         1107.16           59.52  \n",
       "166        1107.18           59.51  \n",
       "192        1107.58           59.27  \n",
       "179        1110.03           57.81  \n",
       "62         1116.59           53.90  \n",
       "283        1117.32           53.46  \n",
       "36         1131.14           45.22  \n",
       "127        1138.30           40.96  \n",
       "413        1148.92           34.63  \n",
       "309        1153.60           31.83  \n",
       "296        1157.32           29.62  \n",
       "244        1159.19           28.50  \n",
       "465        1161.33           27.23  \n",
       "49         1164.17           25.53  \n",
       "335        1172.58           20.52  \n",
       "361        1172.88           20.34  \n",
       "205        1194.57            7.41  \n",
       "439        1195.75            6.71  \n",
       "270        1201.00            3.58  \n",
       "348        1201.00            3.58  \n",
       "400        1203.00            2.38  \n",
       "452        1203.00            2.38  \n",
       "374        1204.00            1.79  \n",
       "257        1206.00            0.60  \n",
       "153        1206.00            0.60  \n",
       "387        1206.00            0.60  \n",
       "426        1207.00            0.00  \n",
       "322        1207.00            0.00  \n",
       "478        1207.00            0.00  "
      ]
     },
     "execution_count": 160,
     "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": 161,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_12 = full_data[full_data['ordinals']==12].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": true
   },
   "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 = 12*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)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "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'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "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>63</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>10:38.09</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>638.09</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>10:56.42</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>656.42</td>\n",
       "      <td>84.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>12</td>\n",
       "      <td>10:56.78</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>656.78</td>\n",
       "      <td>84.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>12</td>\n",
       "      <td>10:58.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>658.00</td>\n",
       "      <td>83.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>12</td>\n",
       "      <td>11:04.35</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>664.35</td>\n",
       "      <td>77.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>11:06.79</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>666.79</td>\n",
       "      <td>75.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>12</td>\n",
       "      <td>11:15.91</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>675.91</td>\n",
       "      <td>67.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>12</td>\n",
       "      <td>11:18.39</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>678.39</td>\n",
       "      <td>65.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>12</td>\n",
       "      <td>11:26.81</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>686.81</td>\n",
       "      <td>58.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>12</td>\n",
       "      <td>11:27.00</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>687.00</td>\n",
       "      <td>58.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>12</td>\n",
       "      <td>11:27.94</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>687.94</td>\n",
       "      <td>57.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>12</td>\n",
       "      <td>11:29.65</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>689.65</td>\n",
       "      <td>56.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>12</td>\n",
       "      <td>11:36.25</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>696.25</td>\n",
       "      <td>50.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>12</td>\n",
       "      <td>11:38.24</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>698.24</td>\n",
       "      <td>48.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>12</td>\n",
       "      <td>11:40.31</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>700.31</td>\n",
       "      <td>47.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>12</td>\n",
       "      <td>11:57.60</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>717.60</td>\n",
       "      <td>32.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>721.00</td>\n",
       "      <td>29.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>722.00</td>\n",
       "      <td>28.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>724.00</td>\n",
       "      <td>27.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>724.00</td>\n",
       "      <td>27.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>725.00</td>\n",
       "      <td>26.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>727.00</td>\n",
       "      <td>24.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>728.00</td>\n",
       "      <td>23.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>728.00</td>\n",
       "      <td>23.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+11</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>731.00</td>\n",
       "      <td>21.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>732.00</td>\n",
       "      <td>20.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+15</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>735.00</td>\n",
       "      <td>17.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+19</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>739.00</td>\n",
       "      <td>14.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+21</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>741.00</td>\n",
       "      <td>12.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+22</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>742.00</td>\n",
       "      <td>11.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+22</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>742.00</td>\n",
       "      <td>11.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+22</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>742.00</td>\n",
       "      <td>11.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+24</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>744.00</td>\n",
       "      <td>10.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+24</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>744.00</td>\n",
       "      <td>10.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+30</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>750.00</td>\n",
       "      <td>5.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+35</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>755.00</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+36</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>756.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "63        Katrin Tanja Davidsdottir        12  10:38.09     1  100 pts   \n",
       "37               Annie Thorisdottir        12  10:56.42     2   94 pts   \n",
       "89                    Kristin Holte        12  10:56.78     3   88 pts   \n",
       "24                        Kara Webb        12  10:58.00     4   84 pts   \n",
       "128                     Kari Pearce        12  11:04.35     5   80 pts   \n",
       "50   Ragnheiður Sara Sigmundsdottir        12  11:06.79     6   76 pts   \n",
       "219                       Chyna Cho        12  11:15.91     7   72 pts   \n",
       "102                    Jamie Greene        12  11:18.39     8   68 pts   \n",
       "323                     Anna Tobias        12  11:26.81     9   64 pts   \n",
       "141             Alessandra Pichelli        12  11:27.00    10   60 pts   \n",
       "154         Cassidy Lance-Mcwherter        12  11:27.94    11   58 pts   \n",
       "232       Thuridur Erla Helgadottir        12  11:29.65    12   56 pts   \n",
       "362                   Kirsten Pedri        12  11:36.25    13   54 pts   \n",
       "11                 Tia-Clair Toomey        12  11:38.24    14   52 pts   \n",
       "180                    Brooke Wells        12  11:40.31    15   50 pts   \n",
       "115                 Samantha Briggs        12  11:57.60    16   48 pts   \n",
       "245                    Emily Abbott        12     CAP+1    17   46 pts   \n",
       "193       Carol-Ann Reason-Thibault        12     CAP+2    18   44 pts   \n",
       "167                    Kristi Eramo        12     CAP+4   19T   42 pts   \n",
       "271                    Alethea Boon        12     CAP+4   19T   42 pts   \n",
       "76            Tennil Reed-Beuerlein        12     CAP+5    21   38 pts   \n",
       "206                  Emily Bridgers        12     CAP+7    22   36 pts   \n",
       "310                 Margaux Alvarez        12     CAP+8   23T   34 pts   \n",
       "258                      Dani Horan        12     CAP+8   23T   34 pts   \n",
       "388                   Lauren Fisher        12    CAP+11    25   30 pts   \n",
       "349                    Stacie Tovar        12    CAP+12    26   28 pts   \n",
       "440                Jessica Griffith        12    CAP+15    27   26 pts   \n",
       "375                   Regan Huckaby        12    CAP+19    28   24 pts   \n",
       "284                 Bethany Branham        12    CAP+21    29   22 pts   \n",
       "427                  Alexis Johnson        12    CAP+22   30T   20 pts   \n",
       "453                  Madeline Sturt        12    CAP+22   30T   20 pts   \n",
       "401                    Carly Fuhrer        12    CAP+22   30T   20 pts   \n",
       "414                 Valerie Voboril        12    CAP+24   33T   14 pts   \n",
       "466                Jessica Coughlan        12    CAP+24   33T   14 pts   \n",
       "336                   Whitney Gelin        12    CAP+30    35   10 pts   \n",
       "297                  Mekenzie Riley        12    CAP+35    36    8 pts   \n",
       "479                  Casey Campbell        12    CAP+36    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "63          638.09          100.00  \n",
       "37          656.42           84.45  \n",
       "89          656.78           84.15  \n",
       "24          658.00           83.11  \n",
       "128         664.35           77.73  \n",
       "50          666.79           75.66  \n",
       "219         675.91           67.92  \n",
       "102         678.39           65.82  \n",
       "323         686.81           58.68  \n",
       "141         687.00           58.52  \n",
       "154         687.94           57.72  \n",
       "232         689.65           56.27  \n",
       "362         696.25           50.67  \n",
       "11          698.24           48.99  \n",
       "180         700.31           47.23  \n",
       "115         717.60           32.57  \n",
       "245         721.00           29.68  \n",
       "193         722.00           28.84  \n",
       "167         724.00           27.14  \n",
       "271         724.00           27.14  \n",
       "76          725.00           26.29  \n",
       "206         727.00           24.60  \n",
       "310         728.00           23.75  \n",
       "258         728.00           23.75  \n",
       "388         731.00           21.20  \n",
       "349         732.00           20.35  \n",
       "440         735.00           17.81  \n",
       "375         739.00           14.42  \n",
       "284         741.00           12.72  \n",
       "427         742.00           11.87  \n",
       "453         742.00           11.87  \n",
       "401         742.00           11.87  \n",
       "414         744.00           10.18  \n",
       "466         744.00           10.18  \n",
       "336         750.00            5.09  \n",
       "297         755.00            0.85  \n",
       "479         756.00            0.00  "
      ]
     },
     "execution_count": 164,
     "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": 165,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_13 = full_data[full_data['ordinals']==13].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "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 = 6*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": 167,
   "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'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "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>51</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>3:13.98</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>193.98</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>3:18.09</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>198.09</td>\n",
       "      <td>97.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>13</td>\n",
       "      <td>3:28.24</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>208.24</td>\n",
       "      <td>93.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>3:28.86</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>208.86</td>\n",
       "      <td>92.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>13</td>\n",
       "      <td>3:31.34</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>211.34</td>\n",
       "      <td>91.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>13</td>\n",
       "      <td>3:42.31</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>222.31</td>\n",
       "      <td>86.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>13</td>\n",
       "      <td>3:47.80</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>227.80</td>\n",
       "      <td>83.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>13</td>\n",
       "      <td>3:47.99</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>227.99</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>13</td>\n",
       "      <td>4:04.26</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>244.26</td>\n",
       "      <td>75.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>13</td>\n",
       "      <td>4:05.95</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>245.95</td>\n",
       "      <td>74.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>13</td>\n",
       "      <td>4:24.40</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>264.40</td>\n",
       "      <td>65.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>13</td>\n",
       "      <td>4:37.38</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>277.38</td>\n",
       "      <td>59.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>13</td>\n",
       "      <td>4:39.30</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>279.30</td>\n",
       "      <td>58.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>13</td>\n",
       "      <td>4:47.49</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>287.49</td>\n",
       "      <td>54.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>13</td>\n",
       "      <td>4:50.79</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>290.79</td>\n",
       "      <td>52.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>13</td>\n",
       "      <td>4:59.34</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>299.34</td>\n",
       "      <td>48.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>13</td>\n",
       "      <td>5:04.97</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>304.97</td>\n",
       "      <td>45.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>13</td>\n",
       "      <td>5:06.75</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>306.75</td>\n",
       "      <td>44.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>13</td>\n",
       "      <td>5:06.90</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>306.90</td>\n",
       "      <td>44.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>13</td>\n",
       "      <td>5:12.55</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>312.55</td>\n",
       "      <td>41.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>13</td>\n",
       "      <td>5:13.46</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>313.46</td>\n",
       "      <td>41.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>13</td>\n",
       "      <td>5:17.53</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>317.53</td>\n",
       "      <td>39.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>13</td>\n",
       "      <td>5:19.72</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>319.72</td>\n",
       "      <td>38.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>13</td>\n",
       "      <td>5:29.28</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>329.28</td>\n",
       "      <td>33.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>13</td>\n",
       "      <td>5:37.37</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>337.37</td>\n",
       "      <td>29.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>13</td>\n",
       "      <td>5:37.78</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>337.78</td>\n",
       "      <td>29.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>13</td>\n",
       "      <td>5:50.82</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>350.82</td>\n",
       "      <td>23.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>364.00</td>\n",
       "      <td>16.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>365.00</td>\n",
       "      <td>16.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>366.00</td>\n",
       "      <td>15.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>367.00</td>\n",
       "      <td>15.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+11</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>371.00</td>\n",
       "      <td>13.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>374.00</td>\n",
       "      <td>11.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+18</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>378.00</td>\n",
       "      <td>9.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+33</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>393.00</td>\n",
       "      <td>2.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+35</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>395.00</td>\n",
       "      <td>1.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+38</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>398.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks    score  \\\n",
       "51   Ragnheiður Sara Sigmundsdottir        13  3:13.98     1  100 pts   \n",
       "38               Annie Thorisdottir        13  3:18.09     2   94 pts   \n",
       "181                    Brooke Wells        13  3:28.24     3   88 pts   \n",
       "64        Katrin Tanja Davidsdottir        13  3:28.86     4   84 pts   \n",
       "129                     Kari Pearce        13  3:31.34     5   80 pts   \n",
       "272                    Alethea Boon        13  3:42.31     6   76 pts   \n",
       "25                        Kara Webb        13  3:47.80     7   72 pts   \n",
       "12                 Tia-Clair Toomey        13  3:47.99     8   68 pts   \n",
       "155         Cassidy Lance-Mcwherter        13  4:04.26     9   64 pts   \n",
       "77            Tennil Reed-Beuerlein        13  4:05.95    10   60 pts   \n",
       "194       Carol-Ann Reason-Thibault        13  4:24.40    11   58 pts   \n",
       "142             Alessandra Pichelli        13  4:37.38    12   56 pts   \n",
       "207                  Emily Bridgers        13  4:39.30    13   54 pts   \n",
       "246                    Emily Abbott        13  4:47.49    14   52 pts   \n",
       "90                    Kristin Holte        13  4:50.79    15   50 pts   \n",
       "428                  Alexis Johnson        13  4:59.34    16   48 pts   \n",
       "376                   Regan Huckaby        13  5:04.97    17   46 pts   \n",
       "441                Jessica Griffith        13  5:06.75    18   44 pts   \n",
       "103                    Jamie Greene        13  5:06.90    19   42 pts   \n",
       "116                 Samantha Briggs        13  5:12.55    20   40 pts   \n",
       "233       Thuridur Erla Helgadottir        13  5:13.46    21   38 pts   \n",
       "285                 Bethany Branham        13  5:17.53    22   36 pts   \n",
       "168                    Kristi Eramo        13  5:19.72    23   34 pts   \n",
       "402                    Carly Fuhrer        13  5:29.28    24   32 pts   \n",
       "259                      Dani Horan        13  5:37.37    25   30 pts   \n",
       "415                 Valerie Voboril        13  5:37.78    26   28 pts   \n",
       "298                  Mekenzie Riley        13  5:50.82    27   26 pts   \n",
       "467                Jessica Coughlan        13    CAP+4    28   24 pts   \n",
       "389                   Lauren Fisher        13    CAP+5    29   22 pts   \n",
       "363                   Kirsten Pedri        13    CAP+6    30   20 pts   \n",
       "454                  Madeline Sturt        13    CAP+7    31   18 pts   \n",
       "220                       Chyna Cho        13   CAP+11    32   16 pts   \n",
       "324                     Anna Tobias        13   CAP+14    33   14 pts   \n",
       "350                    Stacie Tovar        13   CAP+18    34   12 pts   \n",
       "337                   Whitney Gelin        13   CAP+33    35   10 pts   \n",
       "311                 Margaux Alvarez        13   CAP+35    36    8 pts   \n",
       "480                  Casey Campbell        13   CAP+38    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "51          193.98          100.00  \n",
       "38          198.09           97.99  \n",
       "181         208.24           93.01  \n",
       "64          208.86           92.71  \n",
       "129         211.34           91.49  \n",
       "272         222.31           86.11  \n",
       "25          227.80           83.42  \n",
       "12          227.99           83.33  \n",
       "155         244.26           75.36  \n",
       "77          245.95           74.53  \n",
       "194         264.40           65.48  \n",
       "142         277.38           59.12  \n",
       "207         279.30           58.18  \n",
       "246         287.49           54.17  \n",
       "90          290.79           52.55  \n",
       "428         299.34           48.36  \n",
       "376         304.97           45.60  \n",
       "441         306.75           44.73  \n",
       "103         306.90           44.65  \n",
       "116         312.55           41.88  \n",
       "233         313.46           41.44  \n",
       "285         317.53           39.44  \n",
       "168         319.72           38.37  \n",
       "402         329.28           33.68  \n",
       "259         337.37           29.72  \n",
       "415         337.78           29.52  \n",
       "298         350.82           23.13  \n",
       "467         364.00           16.67  \n",
       "389         365.00           16.17  \n",
       "363         366.00           15.68  \n",
       "454         367.00           15.19  \n",
       "220         371.00           13.23  \n",
       "324         374.00           11.76  \n",
       "350         378.00            9.80  \n",
       "337         393.00            2.45  \n",
       "311         395.00            1.47  \n",
       "480         398.00            0.00  "
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_13.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "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]\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": 170,
   "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": 171,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adjusted_placements['adjusted_placement'] = [i+1 for i in range(len(adjusted_placements))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "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": 173,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_placements = pd.DataFrame(actual_placement, columns=['competitors','actual_placement'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\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>actual_placement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Emily Bridgers</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>Thuridur Erla Helgadottir</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Chelsey Hughes</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       competitors actual_placement\n",
       "0                 Tia-Clair Toomey                1\n",
       "1                        Kara Webb                2\n",
       "2               Annie Thorisdottir                3\n",
       "3   Ragnheiður Sara Sigmundsdottir                4\n",
       "4        Katrin Tanja Davidsdottir                5\n",
       "5            Tennil Reed-Beuerlein                6\n",
       "6                    Kristin Holte                7\n",
       "7                     Jamie Greene                8\n",
       "8                  Samantha Briggs                9\n",
       "9                      Kari Pearce               10\n",
       "10             Alessandra Pichelli               11\n",
       "11         Cassidy Lance-Mcwherter               12\n",
       "12                    Kristi Eramo               13\n",
       "13                    Brooke Wells               14\n",
       "14       Carol-Ann Reason-Thibault               15\n",
       "15                  Emily Bridgers               16\n",
       "16                       Chyna Cho               17\n",
       "17       Thuridur Erla Helgadottir               18\n",
       "18                    Emily Abbott               19\n",
       "19                      Dani Horan               20\n",
       "20                    Alethea Boon               21\n",
       "21                 Bethany Branham               22\n",
       "22                  Mekenzie Riley               23\n",
       "23                 Margaux Alvarez               24\n",
       "24                     Anna Tobias               25\n",
       "25                   Whitney Gelin               26\n",
       "26                    Stacie Tovar               27\n",
       "27                   Kirsten Pedri               28\n",
       "28                   Regan Huckaby               29\n",
       "29                   Lauren Fisher               30\n",
       "30                    Carly Fuhrer               31\n",
       "31                 Valerie Voboril               32\n",
       "32                  Alexis Johnson               33\n",
       "33                Jessica Griffith               34\n",
       "34                  Madeline Sturt               35\n",
       "35                Jessica Coughlan               36\n",
       "36                  Casey Campbell               37\n",
       "37                 Carleen Mathews               38\n",
       "38         Camille Leblanc-Bazinet               39\n",
       "39                  Chelsey Hughes               40"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_placements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "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": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>Tia-Clair Toomey</td>\n",
       "      <td>994</td>\n",
       "      <td>1</td>\n",
       "      <td>1053.55</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>992</td>\n",
       "      <td>2</td>\n",
       "      <td>1063.94</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>964</td>\n",
       "      <td>3</td>\n",
       "      <td>1013.36</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>944</td>\n",
       "      <td>4</td>\n",
       "      <td>999.29</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>914</td>\n",
       "      <td>5</td>\n",
       "      <td>970.25</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tennil Reed-Beuerlein</td>\n",
       "      <td>888</td>\n",
       "      <td>6</td>\n",
       "      <td>939.34</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>826</td>\n",
       "      <td>7</td>\n",
       "      <td>857.25</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Jamie Greene</td>\n",
       "      <td>796</td>\n",
       "      <td>8</td>\n",
       "      <td>805.34</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>762</td>\n",
       "      <td>9</td>\n",
       "      <td>788.56</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>742</td>\n",
       "      <td>10</td>\n",
       "      <td>802.47</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>668</td>\n",
       "      <td>11</td>\n",
       "      <td>772.41</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Cassidy Lance-Mcwherter</td>\n",
       "      <td>658</td>\n",
       "      <td>12</td>\n",
       "      <td>763.19</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Kristi Eramo</td>\n",
       "      <td>612</td>\n",
       "      <td>13</td>\n",
       "      <td>625.40</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>612</td>\n",
       "      <td>14</td>\n",
       "      <td>641.02</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>612</td>\n",
       "      <td>15</td>\n",
       "      <td>670.54</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>580</td>\n",
       "      <td>16</td>\n",
       "      <td>626.60</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>562</td>\n",
       "      <td>17</td>\n",
       "      <td>645.27</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>556</td>\n",
       "      <td>18</td>\n",
       "      <td>631.92</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>554</td>\n",
       "      <td>19</td>\n",
       "      <td>613.95</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>518</td>\n",
       "      <td>20</td>\n",
       "      <td>612.33</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>514</td>\n",
       "      <td>21</td>\n",
       "      <td>524.88</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Bethany Branham</td>\n",
       "      <td>502</td>\n",
       "      <td>22</td>\n",
       "      <td>587.19</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mekenzie Riley</td>\n",
       "      <td>484</td>\n",
       "      <td>23</td>\n",
       "      <td>526.97</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>478</td>\n",
       "      <td>24</td>\n",
       "      <td>512.45</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Anna Tobias</td>\n",
       "      <td>450</td>\n",
       "      <td>25</td>\n",
       "      <td>492.88</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Whitney Gelin</td>\n",
       "      <td>446</td>\n",
       "      <td>26</td>\n",
       "      <td>478.34</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>442</td>\n",
       "      <td>27</td>\n",
       "      <td>488.68</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kirsten Pedri</td>\n",
       "      <td>408</td>\n",
       "      <td>28</td>\n",
       "      <td>477.85</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>408</td>\n",
       "      <td>29</td>\n",
       "      <td>448.97</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Lauren Fisher</td>\n",
       "      <td>386</td>\n",
       "      <td>30</td>\n",
       "      <td>414.94</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Carly Fuhrer</td>\n",
       "      <td>362</td>\n",
       "      <td>31</td>\n",
       "      <td>423.58</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Valerie Voboril</td>\n",
       "      <td>346</td>\n",
       "      <td>32</td>\n",
       "      <td>423.31</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Alexis Johnson</td>\n",
       "      <td>340</td>\n",
       "      <td>33</td>\n",
       "      <td>367.45</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Jessica Griffith</td>\n",
       "      <td>326</td>\n",
       "      <td>34</td>\n",
       "      <td>331.03</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Madeline Sturt</td>\n",
       "      <td>298</td>\n",
       "      <td>35</td>\n",
       "      <td>345.62</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Jessica Coughlan</td>\n",
       "      <td>284</td>\n",
       "      <td>36</td>\n",
       "      <td>270.97</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Casey Campbell</td>\n",
       "      <td>206</td>\n",
       "      <td>37</td>\n",
       "      <td>203.25</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>77.49</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>58</td>\n",
       "      <td>39</td>\n",
       "      <td>99.70</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Chelsey Hughes</td>\n",
       "      <td>12</td>\n",
       "      <td>40</td>\n",
       "      <td>28.50</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       competitors  score actual_placement  adjusted_score  \\\n",
       "0                 Tia-Clair Toomey    994                1         1053.55   \n",
       "1                        Kara Webb    992                2         1063.94   \n",
       "2               Annie Thorisdottir    964                3         1013.36   \n",
       "3   Ragnheiður Sara Sigmundsdottir    944                4          999.29   \n",
       "4        Katrin Tanja Davidsdottir    914                5          970.25   \n",
       "5            Tennil Reed-Beuerlein    888                6          939.34   \n",
       "6                    Kristin Holte    826                7          857.25   \n",
       "7                     Jamie Greene    796                8          805.34   \n",
       "8                  Samantha Briggs    762                9          788.56   \n",
       "9                      Kari Pearce    742               10          802.47   \n",
       "10             Alessandra Pichelli    668               11          772.41   \n",
       "11         Cassidy Lance-Mcwherter    658               12          763.19   \n",
       "12                    Kristi Eramo    612               13          625.40   \n",
       "13                    Brooke Wells    612               14          641.02   \n",
       "14       Carol-Ann Reason-Thibault    612               15          670.54   \n",
       "15                  Emily Bridgers    580               16          626.60   \n",
       "16                       Chyna Cho    562               17          645.27   \n",
       "17       Thuridur Erla Helgadottir    556               18          631.92   \n",
       "18                    Emily Abbott    554               19          613.95   \n",
       "19                      Dani Horan    518               20          612.33   \n",
       "20                    Alethea Boon    514               21          524.88   \n",
       "21                 Bethany Branham    502               22          587.19   \n",
       "22                  Mekenzie Riley    484               23          526.97   \n",
       "23                 Margaux Alvarez    478               24          512.45   \n",
       "24                     Anna Tobias    450               25          492.88   \n",
       "25                   Whitney Gelin    446               26          478.34   \n",
       "26                    Stacie Tovar    442               27          488.68   \n",
       "27                   Kirsten Pedri    408               28          477.85   \n",
       "28                   Regan Huckaby    408               29          448.97   \n",
       "29                   Lauren Fisher    386               30          414.94   \n",
       "30                    Carly Fuhrer    362               31          423.58   \n",
       "31                 Valerie Voboril    346               32          423.31   \n",
       "32                  Alexis Johnson    340               33          367.45   \n",
       "33                Jessica Griffith    326               34          331.03   \n",
       "34                  Madeline Sturt    298               35          345.62   \n",
       "35                Jessica Coughlan    284               36          270.97   \n",
       "36                  Casey Campbell    206               37          203.25   \n",
       "37                 Carleen Mathews     38               38           77.49   \n",
       "38         Camille Leblanc-Bazinet     58               39           99.70   \n",
       "39                  Chelsey Hughes     12               40           28.50   \n",
       "\n",
       "    adjusted_placement  \n",
       "0                    2  \n",
       "1                    1  \n",
       "2                    3  \n",
       "3                    4  \n",
       "4                    5  \n",
       "5                    6  \n",
       "6                    7  \n",
       "7                    8  \n",
       "8                   10  \n",
       "9                    9  \n",
       "10                  11  \n",
       "11                  12  \n",
       "12                  18  \n",
       "13                  15  \n",
       "14                  13  \n",
       "15                  17  \n",
       "16                  14  \n",
       "17                  16  \n",
       "18                  19  \n",
       "19                  20  \n",
       "20                  23  \n",
       "21                  21  \n",
       "22                  22  \n",
       "23                  24  \n",
       "24                  25  \n",
       "25                  27  \n",
       "26                  26  \n",
       "27                  28  \n",
       "28                  29  \n",
       "29                  32  \n",
       "30                  30  \n",
       "31                  31  \n",
       "32                  33  \n",
       "33                  35  \n",
       "34                  34  \n",
       "35                  36  \n",
       "36                  37  \n",
       "37                  39  \n",
       "38                  38  \n",
       "39                  40  "
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Adjusted_Results/Women_2017.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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