2015_Women.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# All Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "pd.options.display.float_format = '{:.2f}'.format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['sort', 'pagination', 'cachekey', 'dataType', 'competition', 'leaderboardRows', 'version', 'ordinals', 'totalPages', 'currentPage'])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "with open('Women/2015_games.json') as f:\n",
    "    data = json.load(f)\n",
    "    \n",
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "leaderboard = data['leaderboardRows']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70967,\n",
       "   'affiliateName': 'CrossFit Reykjavík',\n",
       "   'age': 22,\n",
       "   'bibId': '35',\n",
       "   'competitorId': 55121,\n",
       "   'competitorName': 'Katrin Tanja Davidsdottir',\n",
       "   'countryCode': 'IS',\n",
       "   'countryOfOriginCode': 'IS',\n",
       "   'countryOfOriginName': 'Iceland',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Katrin Tanja',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Davidsdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ee582-P55121_22-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '1',\n",
       "  'overallScore': '790',\n",
       "  'scores': [{'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '54:30.08, 44 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '54:30.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '54:30.08',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:49.00, 52 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '10:49.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:49.00',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:44.51, 56 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '45:44.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:44.51',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\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': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:18.93, 94 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '9:18.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:18.93',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.23, 19 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '19',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': ':22.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.23',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:21.97, 19 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '19',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '00:21.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.97',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 50 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '217 lb, 60 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '60',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': '217 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '217',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:36.34, 68 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '6:36.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:36.34',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:33.34, 80 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '14:33.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:33.34',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:42.77, 100 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '4:42.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:42.77',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 21,\n",
       "   'bibId': '40',\n",
       "   'competitorId': 163097,\n",
       "   'competitorName': 'Tia-Clair Toomey',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Tia-Clair',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Toomey',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b8a69-P163097_3-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '128 lbs'},\n",
       "  'overallRank': '2',\n",
       "  'overallScore': '750',\n",
       "  'scores': [{'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:41.10, 84 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '46:41.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:41.10',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:22.00, 44 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '11:22.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:22.00',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '52:44.80, 26 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '52:44.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '52:44.80',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\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': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+20, 18 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+20',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.13, 42 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': ':20.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.13',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.06, 44 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': ':20.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.06',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 54 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '212 lb, 50 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': '212 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '212',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:20.23, 76 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '6:20.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:20.23',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:34.04, 76 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '14:34.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:34.04',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:30.27, 84 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '5:30.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:30.27',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70966,\n",
       "   'affiliateName': 'CrossFit Sudurnes',\n",
       "   'age': 22,\n",
       "   'bibId': '27',\n",
       "   'competitorId': 8859,\n",
       "   'competitorName': 'Ragnheiður Sara Sigmundsdottir',\n",
       "   'countryCode': 'IS',\n",
       "   'countryOfOriginCode': 'IS',\n",
       "   'countryOfOriginName': 'Iceland',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Ragnheiður Sara',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Sigmundsdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '5bee0-P8859_7-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '3',\n",
       "  'overallScore': '743',\n",
       "  'scores': [{'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:44.28, 68 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '49:44.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:44.28',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:54.00, 84 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '9:54.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:54.00',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:58.27, 64 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '44:58.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:58.27',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\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': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:25.17, 100 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '8:25.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:25.17',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':26.80, 3 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '3',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': ':26.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':26.80',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':26.67, 2 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '2',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': ':26.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':26.67',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:07.41, 84 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '10:07.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:07.41',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '230 lb, 76 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': '230 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '230',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:23.13, 44 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '7:23.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:23.13',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:09.44, 64 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '15:09.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:09.44',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+9, 36 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': 'CAP+9',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+9',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70954,\n",
       "   'affiliateName': 'CrossFit Soul Miami',\n",
       "   'age': 33,\n",
       "   'bibId': '13',\n",
       "   'competitorId': 2536,\n",
       "   'competitorName': 'Samantha Briggs',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Samantha',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Briggs',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0e63d-P2536_14-184.jpg',\n",
       "   'regionCode': 'South East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South East',\n",
       "   'regionalCode': 'South East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '4',\n",
       "  'overallScore': '735',\n",
       "  'scores': [{'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:34.00, 72 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '49:34.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:34.00',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:26.00, 60 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '60',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': '10:26.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:26.00',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:10.14, 100 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '39:10.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:10.14',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\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': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:51.42, 50 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '11:51.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:51.42',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':25.33, 6 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '6',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': ':25.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':25.33',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '9 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.23, 9 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '9',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': ':23.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.23',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '8T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '188 lb, 18 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '188 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '188',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:32.00, 94 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '5:32.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:32.00',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:26.57, 100 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '13:26.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:26.57',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:51.60, 94 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '4:51.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:51.60',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70970,\n",
       "   'affiliateName': 'CrossFit Roar',\n",
       "   'age': 25,\n",
       "   'bibId': '24',\n",
       "   'competitorId': 2942,\n",
       "   'competitorName': 'Kara Webb',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kara',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Saunders',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '1fb24-P2942_13-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '158 lbs'},\n",
       "  'overallRank': '5',\n",
       "  'overallScore': '703',\n",
       "  'scores': [{'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:30.52, 100 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '45:30.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:30.52',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:33.00, 88 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '9:33.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:33.00',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:59.02, 54 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '45:59.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:59.02',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\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': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:51.63, 60 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '10:51.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:51.63',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':25.43, 5 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '5',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': ':25.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':25.43',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.29, 8 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '8',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': ':23.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.29',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '8T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '225 lb, 64 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '225 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '225',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:14.09, 84 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '6:14.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:14.09',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:53.47, 42 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '15:53.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:53.47',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+54, 16 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+54',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70959,\n",
       "   'affiliateName': 'CrossFit of Fremont',\n",
       "   'age': 28,\n",
       "   'bibId': '38',\n",
       "   'competitorId': 27975,\n",
       "   'competitorName': 'Chyna Cho',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Chyna',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Cho',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '3af5c-P27975_6-184.jpg',\n",
       "   'regionCode': 'Northern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Northern California',\n",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '148 lbs'},\n",
       "  'overallRank': '6',\n",
       "  'overallScore': '661',\n",
       "  'scores': [{'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:13.76, 88 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '46:13.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:13.76',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:21.00, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '11:21.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:21.00',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:35.77, 50 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '46:35.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:35.77',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\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': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:56.09, 48 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '11:56.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:56.09',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.07, 15 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': ':23.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.07',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.85, 10 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '10',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': ':22.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.85',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '8T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '207 lb, 42 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '207 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '207',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:36.31, 42 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '7:36.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:36.31',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:11.52, 60 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '15:11.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:11.52',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 84 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '84',\n",
       "    'rank': '4T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '4T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 56 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70958,\n",
       "   'affiliateName': 'Autumo CrossFit',\n",
       "   'age': 28,\n",
       "   'bibId': '30',\n",
       "   'competitorId': 123968,\n",
       "   'competitorName': 'Lindsey Valenzuela',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Lindsey',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Valenzuela',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'cab22-P123968_14-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '7',\n",
       "  'overallScore': '636',\n",
       "  'scores': [{'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '52:24.63, 50 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '52:24.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '52:24.63',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:03.00, 72 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '10:03.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:03.00',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 16 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\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': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:39.04, 64 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '10:39.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:39.04',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.17, 14 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '14',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': ':23.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.17',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.55, 24 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': ':21.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.55',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 42 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '240 lb, 94 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '240 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '240',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:54.66, 56 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '6:54.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:54.66',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:09.58, 38 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '16:09.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:09.58',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 22 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70977,\n",
       "   'affiliateName': 'CrossFit Currie Barracks',\n",
       "   'age': 26,\n",
       "   'bibId': '25',\n",
       "   'competitorId': 180250,\n",
       "   'competitorName': 'Emily Abbott',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Emily',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Abbott',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0e8e1-P180250_1-184.jpg',\n",
       "   'regionCode': 'Canada West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada West',\n",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '157 lbs'},\n",
       "  'overallRank': '8',\n",
       "  'overallScore': '623',\n",
       "  'scores': [{'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '59:00.29, 22 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '59:00.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '59:00.29',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:03.00, 94 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '9:03.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:03.00',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 10 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\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': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:03.65, 80 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '10:03.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:03.65',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.97, 29 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': ':20.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.97',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.18, 28 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '28',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': ':21.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.18',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 50 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '232 lb, 88 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '88',\n",
       "    'rank': '3T',\n",
       "    'scoreDisplay': '232 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '232',\n",
       "    'workoutrank': '3T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:12.58, 28 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '8:12.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:12.58',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:18.11, 56 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '15:18.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:18.11',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 24 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70974,\n",
       "   'affiliateName': 'Get Lifted CrossFit',\n",
       "   'age': 30,\n",
       "   'bibId': '28',\n",
       "   'competitorId': 3678,\n",
       "   'competitorName': 'Margaux Alvarez',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Margaux',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Alvarez',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '10dbd-P3678_15-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South Central',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '9',\n",
       "  'overallScore': '620',\n",
       "  'scores': [{'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '54:39.75, 40 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '54:39.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '54:39.75',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:54.50, 80 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '9:54.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:54.50',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:26.50, 44 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '47:26.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:26.50',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\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': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 38 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.83, 32 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': ':20.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.83',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.76, 34 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': ':20.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.76',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 12 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '210 lb, 46 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '210 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '210',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:06.44, 52 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '7:06.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:06.44',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:32.59, 84 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '14:32.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:32.59',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 100 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+58, 10 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+58',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 24,\n",
       "   'bibId': '36',\n",
       "   'competitorId': 11708,\n",
       "   'competitorName': 'Amanda Goodman',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Amanda',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'0\"',\n",
       "   'lastName': 'Goodman',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '89a41-P11708_11-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '143 lbs'},\n",
       "  'overallRank': '10',\n",
       "  'overallScore': '616',\n",
       "  'scores': [{'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 6 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 2 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '52:05.09, 30 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '52:05.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '52:05.09',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\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': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 46 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.77, 21 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': ':21.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.77',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.78, 21 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': ':21.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.78',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 50 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '230 lb, 76 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': '230 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '230',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:01.34, 88 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '6:01.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:01.34',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:20.02, 30 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '16:20.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:20.02',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+11, 94 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': 'CAP+11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+11',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:42.90, 80 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '5:42.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:42.90',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70962,\n",
       "   'affiliateName': 'CrossFit Omaha',\n",
       "   'age': 30,\n",
       "   'bibId': '42',\n",
       "   'competitorId': 5512,\n",
       "   'competitorName': 'Stacie Tovar',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Stacie',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Tovar',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '788f1-P5512_16-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '143 lbs'},\n",
       "  'overallRank': '11',\n",
       "  'overallScore': '606',\n",
       "  'scores': [{'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '56:50.46, 34 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '56:50.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '56:50.46',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:26.00, 60 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '60',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': '10:26.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:26.00',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:37.30, 58 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '45:37.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:37.30',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\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': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 30 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.60, 23 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': ':21.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.60',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.51, 25 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': ':21.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.51',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:57.94, 72 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '11:57.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:57.94',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '212 lb, 50 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': '212 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '212',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:01.85, 54 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '7:01.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:01.85',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:39.10, 48 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '15:39.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:39.10',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:51.61, 64 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '6:51.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:51.61',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70972,\n",
       "   'affiliateName': 'CrossFit Athletic',\n",
       "   'age': 27,\n",
       "   'bibId': '56',\n",
       "   'competitorId': 10886,\n",
       "   'competitorName': 'Sammy Wood',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Sammy',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Wood',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0e361-P10886_4-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '12',\n",
       "  'overallScore': '590',\n",
       "  'scores': [{'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:51.62, 76 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '48:51.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:51.62',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:04.00, 28 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '13:04.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:04.00',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '53:13.06, 24 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '53:13.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '53:13.06',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\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': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+22, 14 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+22',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.16, 40 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': ':20.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.16',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.55, 40 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': ':20.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.55',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:29.01, 88 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '9:29.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:29.01',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '205 lb, 38 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '205 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '205',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:53.00, 60 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '6:53.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:53.00',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:39.20, 20 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '16:39.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:39.20',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 58 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70973,\n",
       "   'affiliateName': 'CrossFit Roots',\n",
       "   'age': 26,\n",
       "   'bibId': '14',\n",
       "   'competitorId': 8404,\n",
       "   'competitorName': 'Camille Leblanc-Bazinet',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Camille',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Leblanc-Bazinet',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'cfdc3-P8404_13-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '13',\n",
       "  'overallScore': '586',\n",
       "  'scores': [{'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:05.91, 60 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '50:05.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:05.91',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:41.00, 14 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '14:41.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:41.00',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:59.92, 48 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '46:59.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:59.92',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\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': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:23.25, 54 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '11:23.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:23.25',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '27 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.23, 27 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '27',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': ':21.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.23',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '27 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.35, 27 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '27',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': ':21.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.35',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '231 lb, 80 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '231 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '231',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:47.57, 100 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '4:47.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:47.57',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:09.79, 10 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '17:09.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:09.79',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:15.92, 72 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '6:15.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:15.92',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70957,\n",
       "   'affiliateName': 'CrossFit West',\n",
       "   'age': 25,\n",
       "   'bibId': '22',\n",
       "   'competitorId': 62554,\n",
       "   'competitorName': 'Brooke Ence',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Brooke',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Ence',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '3fcab-P62554_4-184.jpg',\n",
       "   'regionCode': 'Northern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Northern California',\n",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '14',\n",
       "  'overallScore': '582',\n",
       "  'scores': [{'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '54:38.85, 42 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '54:38.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '54:38.85',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:10.00, 38 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '12:10.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:10.00',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '53:53.08, 20 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '53:53.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '53:53.08',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\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': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 44 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.20, 38 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': ':20.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.20',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.74, 36 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': ':20.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.74',\n",
       "    'workoutrank': '7',\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': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '242 lb, 100 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '242 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '242',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:42.75, 36 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '7:42.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:42.75',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:28.75, 24 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '16:28.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:28.75',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+59, 8 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+59',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 28,\n",
       "   'bibId': '34',\n",
       "   'competitorId': 13506,\n",
       "   'competitorName': 'Nicole Holcomb',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Nicole',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Holcomb',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ed95c-P13506_3-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Central East',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '15',\n",
       "  'overallScore': '575',\n",
       "  'scores': [{'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '59:59.98, 14 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '59:59.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '59:59.98',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:07.00, 48 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '11:07.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:07.00',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '52:27.05, 28 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '52:27.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '52:27.05',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\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': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:59.53, 56 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '10:59.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:59.53',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.40, 11 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': ':23.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.40',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:22.63, 14 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '14',\n",
       "    'rank': '26T',\n",
       "    'scoreDisplay': '00:22.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.63',\n",
       "    'workoutrank': '26T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:22.02, 80 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '10:22.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:22.02',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '206 lb, 40 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '206 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '206',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:34.31, 72 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '6:34.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:34.31',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:46.36, 18 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '16:46.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:46.36',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 52 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '52',\n",
       "    'rank': '14T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '14T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70961,\n",
       "   'affiliateName': 'CrossFit Fringe',\n",
       "   'age': 20,\n",
       "   'bibId': '26',\n",
       "   'competitorId': 168305,\n",
       "   'competitorName': 'Brooke Wells',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Brooke',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Wells',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '16c0e-P168305_8-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '16',\n",
       "  'overallScore': '572',\n",
       "  'scores': [{'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '59:28.54, 16 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '59:28.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '59:28.54',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:36.00, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '10:36.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:36.00',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '51:24.07, 32 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '51:24.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '51:24.07',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\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': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:21.69, 72 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '10:21.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:21.69',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.13, 28 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '28',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': ':21.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.13',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.89, 32 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': ':20.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.89',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 20 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '232 lb, 88 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '88',\n",
       "    'rank': '3T',\n",
       "    'scoreDisplay': '232 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '232',\n",
       "    'workoutrank': '3T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:39.55, 38 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '7:39.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:39.55',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:27.31, 28 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '16:27.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:27.31',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:02.09, 88 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '5:02.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:02.09',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70968,\n",
       "   'affiliateName': 'CrossFit Oslo',\n",
       "   'age': 29,\n",
       "   'bibId': '51',\n",
       "   'competitorId': 120480,\n",
       "   'competitorName': 'Kristin Holte',\n",
       "   'countryCode': 'NO',\n",
       "   'countryOfOriginCode': 'NO',\n",
       "   'countryOfOriginName': 'Norway',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kristin',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'4\"',\n",
       "   'lastName': 'Holte',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'df164-P120480_7-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '17',\n",
       "  'overallScore': '566',\n",
       "  'scores': [{'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:15.81, 58 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '50:15.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:15.81',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:19.00, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '10:19.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:19.00',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:39.82, 88 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '40:39.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:39.82',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\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': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+43, 4 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+43',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.07, 44 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': ':20.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.07',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.63, 50 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': ':19.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.63',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '187 lb, 16 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': '187 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '187',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 6 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:53.61, 94 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '13:53.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:53.61',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 42 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70964,\n",
       "   'affiliateName': 'Deka CrossFit',\n",
       "   'age': 29,\n",
       "   'bibId': '23',\n",
       "   'competitorId': 3407,\n",
       "   'competitorName': 'Michele Letendre',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Michele',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'1\"',\n",
       "   'lastName': 'Letendre',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '683a1-P3407_14-184.jpg',\n",
       "   'regionCode': 'Canada East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada East',\n",
       "   'regionalCode': 'Canada East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '18',\n",
       "  'overallScore': '562',\n",
       "  'scores': [{'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:54.50, 94 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '45:54.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:54.50',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 4 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:11.54, 60 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '45:11.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:11.54',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\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': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:09.83, 76 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '10:09.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:09.83',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':26.43, 4 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '4',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': ':26.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':26.43',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':24.54, 4 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '4',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': ':24.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':24.54',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 20 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '205 lb, 38 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '205 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '205',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:10.27, 48 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '7:10.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:10.27',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:16.85, 32 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '16:16.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:16.85',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 48 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '48',\n",
       "    'rank': '16T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '16T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70956,\n",
       "   'affiliateName': 'College Hill CrossFit',\n",
       "   'age': 30,\n",
       "   'bibId': '53',\n",
       "   'competitorId': 110918,\n",
       "   'competitorName': 'whitney gelin',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\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",
       "   'regionName': 'Mid Atlantic',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '165 lbs'},\n",
       "  'overallRank': '19',\n",
       "  'overallScore': '560',\n",
       "  'scores': [{'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '56:02.30, 38 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '56:02.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '56:02.30',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:06.00, 68 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '10:06.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:06.00',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:19.93, 46 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '47:19.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:19.93',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\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': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:46.15, 88 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '9:46.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:46.15',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':25.20, 7 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '7',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': ':25.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':25.20',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':26.34, 3 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '3',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': ':26.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':26.34',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 42 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '216 lb, 52 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '216 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '216',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:54.06, 58 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '6:54.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:54.06',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:17.15, 58 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '15:17.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:17.15',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+54, 16 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+54',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 31,\n",
       "   'bibId': '32',\n",
       "   'competitorId': 235218,\n",
       "   'competitorName': 'Alethea Boon',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Alethea',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'3\"',\n",
       "   'lastName': 'Boon',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '619ba-P235218_4-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '20',\n",
       "  'overallScore': '556',\n",
       "  'scores': [{'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 2 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:11.00, 22 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': '13:11.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:11.00',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:33.65, 94 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '40:33.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:33.65',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\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': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 36 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.73, 22 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': ':21.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.73',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.98, 6 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '6',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': ':23.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.98',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:14.97, 76 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '11:14.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:14.97',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '187 lb, 16 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': '187 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '187',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:16.49, 80 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '6:16.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:16.49',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:30.72, 22 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '16:30.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:30.72',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 84 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '84',\n",
       "    'rank': '4T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '4T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 52 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '52',\n",
       "    'rank': '14T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '14T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70965,\n",
       "   'affiliateName': 'CrossFit Spot',\n",
       "   'age': 26,\n",
       "   'bibId': '39',\n",
       "   'competitorId': 305891,\n",
       "   'competitorName': 'Kari Pearce',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kari',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'3\"',\n",
       "   'lastName': 'Pearce',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '17c8c-P305891_3-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '139 lbs'},\n",
       "  'overallRank': '21',\n",
       "  'overallScore': '554',\n",
       "  'scores': [{'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '59:17.31, 18 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '59:17.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '59:17.31',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:38.00, 40 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '11:38.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:38.00',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:13.72, 80 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '42:13.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:13.72',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\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': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 22 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.13, 20 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': ':22.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.13',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.11, 16 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': ':22.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.11',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:02.80, 94 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '9:02.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:02.80',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '185 lb, 10 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '185 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '185',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:03.71, 32 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '8:03.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:03.71',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:38.42, 50 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '15:38.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:38.42',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+16, 88 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': 'CAP+16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+16',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:48.33, 68 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '6:48.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:48.33',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70955,\n",
       "   'affiliateName': 'CrossFit Mt. Lebanon',\n",
       "   'age': 32,\n",
       "   'bibId': '37',\n",
       "   'competitorId': 9440,\n",
       "   'competitorName': 'Anna Tunnicliffe',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Anna',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Tobias',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '8bf0d-P9440_13-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Mid Atlantic',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '143 lbs'},\n",
       "  'overallRank': '22',\n",
       "  'overallScore': '552',\n",
       "  'scores': [{'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:43.73, 80 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '46:43.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:43.73',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:30.00, 100 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '8:30.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:30.00',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:19.73, 76 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '43:19.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:19.73',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\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': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+31, 10 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+31',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.50, 36 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': ':20.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.50',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.01, 30 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': ':21.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.01',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 20 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '187 lb, 16 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': '187 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '187',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 4 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:17.88, 88 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '14:17.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:17.88',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+60, 6 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+60',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70971,\n",
       "   'affiliateName': 'CrossFit Melbourne',\n",
       "   'age': 35,\n",
       "   'bibId': '48',\n",
       "   'competitorId': 16581,\n",
       "   'competitorName': 'Denae Brown',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Denae',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Brown',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '3e87b-P16581_8-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '127 lbs'},\n",
       "  'overallRank': '23',\n",
       "  'overallScore': '552',\n",
       "  'scores': [{'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:04.28, 64 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '50:04.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:04.28',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:44.00, 16 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '13:44.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:44.00',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:35.20, 72 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '43:35.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:35.20',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\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': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+18, 20 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': 'CAP+18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+18',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.47, 10 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '10',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': ':23.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.47',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.69, 22 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': ':21.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.69',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 42 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '201 lb, 28 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '201 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '201',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:08.14, 50 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '7:08.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:08.14',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:58.46, 68 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '14:58.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:58.46',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 42 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70953,\n",
       "   'affiliateName': 'CrossFit Terminus',\n",
       "   'age': 28,\n",
       "   'bibId': '21',\n",
       "   'competitorId': 4925,\n",
       "   'competitorName': 'Emily Bridgers',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Emily',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'1\"',\n",
       "   'lastName': 'Bridgers',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '6785a-P4925_5-184.jpg',\n",
       "   'regionCode': 'South East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South East',\n",
       "   'regionalCode': 'South East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '135 lbs'},\n",
       "  'overallRank': '24',\n",
       "  'overallScore': '539',\n",
       "  'scores': [{'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '52:20.04, 52 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '52:20.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '52:20.04',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:11.00, 22 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': '13:11.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:11.00',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:50.26, 68 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '43:50.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:50.26',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\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': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+9, 32 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': 'CAP+9',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+9',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.27, 26 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': ':21.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.27',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.00, 17 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': ':22.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.00',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '8T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '197 lb, 26 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '197 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '197',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:48.47, 64 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '6:48.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:48.47',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:15.62, 34 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '16:15.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:15.62',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 22 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 36,\n",
       "   'bibId': '50',\n",
       "   'competitorId': 7965,\n",
       "   'competitorName': 'Elisabeth Akinwale',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Elisabeth',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Akinwale',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b47fc-P7965_12-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '158 lbs'},\n",
       "  'overallRank': '25',\n",
       "  'overallScore': '495',\n",
       "  'scores': [{'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '58:49.82, 24 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '58:49.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '58:49.82',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:56.00, 50 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '10:56.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:56.00',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 8 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\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': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+13, 26 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+13',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.57, 8 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '8',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': ':23.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.57',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:21.97, 19 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '19',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '00:21.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.97',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:40.94, 100 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '8:40.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:40.94',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '226 lb, 68 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '226 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '226',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:12.57, 12 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '9:12.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:12.57',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:08.35, 14 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '17:08.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:08.35',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+40, 28 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': 'CAP+40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+40',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 27,\n",
       "   'bibId': '45',\n",
       "   'competitorId': 123582,\n",
       "   'competitorName': 'Cassidy Lance',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\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",
       "   'regionName': 'South East',\n",
       "   'regionalCode': 'South East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '140 lbs'},\n",
       "  'overallRank': '26',\n",
       "  'overallScore': '488',\n",
       "  'scores': [{'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:23.90, 56 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '50:23.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:23.90',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:26.00, 36 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '12:26.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:26.00',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:13.63, 34 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '50:13.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:13.63',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\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': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 42 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.93, 17 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': ':22.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.93',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.72, 11 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': ':22.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.72',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 54 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '208 lb, 44 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '208 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '208',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:17.50, 46 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '7:17.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:17.50',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:53.33, 16 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '16:53.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:53.33',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+28, 32 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': 'CAP+28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+28',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70934,\n",
       "   'affiliateName': 'CrossFit Quebec City',\n",
       "   'age': 27,\n",
       "   'bibId': '47',\n",
       "   'competitorId': 103389,\n",
       "   'competitorName': 'Carol-Ann Reason-Thibault',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Carol-Ann',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Reason-Thibault',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'fb6c4-P103389_9-184.jpg',\n",
       "   'regionCode': 'Canada East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada East',\n",
       "   'regionalCode': 'Canada East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '145 lbs'},\n",
       "  'overallRank': '27',\n",
       "  'overallScore': '484',\n",
       "  'scores': [{'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '56:52.32, 32 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '56:52.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '56:52.32',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:57.83, 36 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '49:57.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:57.83',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\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': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:28.58, 68 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '10:28.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:28.58',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:23.23, 13 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '13',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': '00:23.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.23',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.33, 7 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '7',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': ':23.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.33',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '205 lb, 38 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '205 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '205',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:08.62, 30 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '8:08.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:08.62',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:41.26, 46 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '15:41.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:41.26',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:00.02, 76 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '6:00.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:00.02',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70969,\n",
       "   'affiliateName': 'CrossFit Sport',\n",
       "   'age': 23,\n",
       "   'bibId': '59',\n",
       "   'competitorId': 19501,\n",
       "   'competitorName': 'Thuridur Erla Helgadottir',\n",
       "   'countryCode': 'IS',\n",
       "   'countryOfOriginCode': 'IS',\n",
       "   'countryOfOriginName': 'Iceland',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Thuridur Erla',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Helgadottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4641e-P19501_6-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '28',\n",
       "  'overallScore': '451',\n",
       "  'scores': [{'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '56:04.55, 36 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '56:04.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '56:04.55',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:40.00, 18 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '13:40.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:40.00',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:59.17, 40 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '48:59.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:59.17',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\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': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+13, 26 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+13',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.73, 47 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': ':19.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.73',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.58, 38 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': ':20.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.58',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 12 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '202 lb, 30 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '202 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '202',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:08.05, 16 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '9:08.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:08.05',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:19.07, 54 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '15:19.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:19.07',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 44 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70975,\n",
       "   'affiliateName': 'CrossFit EaDo',\n",
       "   'age': 30,\n",
       "   'bibId': '44',\n",
       "   'competitorId': 3217,\n",
       "   'competitorName': 'Jenn Jones',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Jennifer',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Jones',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ac73b-P3217_12-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South Central',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '140 lbs'},\n",
       "  'overallRank': '29',\n",
       "  'overallScore': '441',\n",
       "  'scores': [{'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '58:16.62, 26 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '58:16.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '58:16.62',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:38.00, 34 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '12:38.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:38.00',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:11.39, 38 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '49:11.39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:11.39',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\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': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:39.94, 52 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '11:39.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:39.94',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.57, 34 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': ':20.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.57',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.14, 29 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': ':21.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.14',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 20 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '205 lb, 38 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': '205 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '205',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:35.67, 10 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '9:35.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:35.67',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:25.76, 6 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '17:25.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:25.76',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 42 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 25,\n",
       "   'bibId': '57',\n",
       "   'competitorId': 141620,\n",
       "   'competitorName': 'Alex Parker',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Alex',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Parker',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4402a-P141620_3-184.jpg',\n",
       "   'regionCode': 'Canada West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada West',\n",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '142 lbs'},\n",
       "  'overallRank': '30',\n",
       "  'overallScore': '434',\n",
       "  'scores': [{'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '53:04.89, 48 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '53:04.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '53:04.89',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:44.00, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '12:44.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:44.00',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:18.26, 42 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '48:18.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:18.26',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38 pt, 4 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '38 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+12, 28 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': 'CAP+12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+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': ':20.90, 30 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': ':20.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.90',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.27, 42 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': ':20.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.27',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+9, 4 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+9',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+9',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '185 lb, 10 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '185 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '185',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:42.54, 8 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '9:42.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:42.54',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:36.77, 72 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '14:36.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:36.77',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:52.23, 60 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '6:52.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:52.23',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70928,\n",
       "   'affiliateName': 'CrossFit Training Yard',\n",
       "   'age': 34,\n",
       "   'bibId': '54',\n",
       "   'competitorId': 8015,\n",
       "   'competitorName': 'Rebecca Voigt',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Rebecca',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Voigt Miller',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ca744-P8015_6-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '31',\n",
       "  'overallScore': '428',\n",
       "  'scores': [{'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '54:15.63, 46 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '54:15.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '54:15.63',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:32.00, 42 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '11:32.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:32.00',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 6 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\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': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:58.06, 58 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '10:58.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:58.06',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.73, 18 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '18',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': ':22.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.73',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:22.63, 14 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '14',\n",
       "    'rank': '26T',\n",
       "    'scoreDisplay': '00:22.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.63',\n",
       "    'workoutrank': '26T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 42 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19T',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '19T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '196 lb, 24 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': '196 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '196',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:34.59, 24 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '8:34.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:34.59',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:28.73, 26 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '16:28.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:28.73',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+12, 34 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': 'CAP+12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+12',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70960,\n",
       "   'affiliateName': 'Diablo CrossFit',\n",
       "   'age': 29,\n",
       "   'bibId': '46',\n",
       "   'competitorId': 37537,\n",
       "   'competitorName': 'Alessandra Pichelli',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Alessandra',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Pichelli',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'a0400-P37537_14-184.jpg',\n",
       "   'regionCode': 'Northern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Northern California',\n",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '155 lbs'},\n",
       "  'overallRank': '32',\n",
       "  'overallScore': '427',\n",
       "  'scores': [{'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '57:07.79, 30 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '57:07.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '57:07.79',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:06.00, 26 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '13:06.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:06.00',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 2 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\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': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 40 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.40, 25 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': ':21.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.40',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.64, 12 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '12',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': ':22.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.64',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 50 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '217 lb, 60 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '60',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': '217 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '217',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:43.87, 34 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '7:43.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:43.87',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:46.72, 44 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '15:46.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:46.72',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 26 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70980,\n",
       "   'affiliateName': 'CrossFit Hood River',\n",
       "   'age': 28,\n",
       "   'bibId': '49',\n",
       "   'competitorId': 159681,\n",
       "   'competitorName': 'Regan Huckaby',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Regan',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Huckaby',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'c1099-P159681_6-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '150 lbs'},\n",
       "  'overallRank': '33',\n",
       "  'overallScore': '390',\n",
       "  'scores': [{'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 10 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:30.00, 56 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '10:30.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:30.00',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '53:29.52, 22 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '53:29.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '53:29.52',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\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': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+21, 16 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+21',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '9 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.53, 9 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '9',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': ':23.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.53',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.58, 23 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': ':21.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.58',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '8T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '217 lb, 60 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '60',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': '217 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '217',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:35.99, 22 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '8:35.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:35.99',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:11.59, 8 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '17:11.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:11.59',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+34, 30 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': 'CAP+34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+34',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70979,\n",
       "   'affiliateName': 'CrossFit Fort Vancouver',\n",
       "   'age': 30,\n",
       "   'bibId': '41',\n",
       "   'competitorId': 2687,\n",
       "   'competitorName': 'Jessica Core',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Jessica',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Core',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'f8996-P2687_4-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '136 lbs'},\n",
       "  'overallRank': '34',\n",
       "  'overallScore': '367',\n",
       "  'scores': [{'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 4 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:07.00, 24 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '13:07.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:07.00',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '54:45.38, 18 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '54:45.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '54:45.38',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\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': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 34 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.03, 16 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': ':23.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.03',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.37, 15 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': ':22.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.37',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 12 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '217 lb, 60 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '60',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': '217 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '217',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:36.91, 20 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '8:36.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:36.91',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17:09.58, 12 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '17:09.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17:09.58',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 56 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70963,\n",
       "   'affiliateName': 'Four Barrel CrossFit',\n",
       "   'age': 26,\n",
       "   'bibId': '58',\n",
       "   'competitorId': 6913,\n",
       "   'competitorName': 'Lindy Barber',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Lindy',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Barber',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '41f98-P6913_15-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Central East',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '146 lbs'},\n",
       "  'overallRank': '35',\n",
       "  'overallScore': '357',\n",
       "  'scores': [{'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 8 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:02.00, 30 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '13:02.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:02.00',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 4 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\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': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+30, 12 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+30',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.57, 50 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': ':19.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.57',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.75, 47 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': ':19.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.75',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '195 lb, 20 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '195 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '195',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:11.25, 14 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '9:11.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:11.25',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:08.47, 40 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '16:08.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:08.47',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+53, 18 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+53',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70978,\n",
       "   'affiliateName': 'CrossFit Saint Helens',\n",
       "   'age': 31,\n",
       "   'bibId': '33',\n",
       "   'competitorId': 16973,\n",
       "   'competitorName': 'Carleen Mathews',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Carleen',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Mathews',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b663a-P16973_6-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '137 lbs'},\n",
       "  'overallRank': '36',\n",
       "  'overallScore': '347',\n",
       "  'scores': [{'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '57:53.84, 28 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '57:53.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '57:53.84',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:54.12, 84 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '41:54.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:54.12',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\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': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+34, 8 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+34',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':27.60, 2 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '2',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': ':27.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':27.60',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':24.09, 5 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '5',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': ':24.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':24.09',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '0 lb, 4 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '0 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:03.79, 18 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '9:03.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:03.79',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:14.93, 36 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '16:14.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:14.93',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+54, 16 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+54',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70937,\n",
       "   'affiliateName': 'Reebok CrossFit One',\n",
       "   'age': 31,\n",
       "   'bibId': '55',\n",
       "   'competitorId': 12336,\n",
       "   'competitorName': 'Kelley Jackson',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Kelley',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Jackson',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '1bb4b-P12336_4-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '130 lbs'},\n",
       "  'overallRank': '37',\n",
       "  'overallScore': '345',\n",
       "  'scores': [{'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '59:16.99, 20 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '59:16.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '59:16.99',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:05.53, 52 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '46:05.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:05.53',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\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': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+37, 6 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+37',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:23.23, 13 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '13',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': '00:23.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.23',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.48, 26 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': ':21.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.48',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 6 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '185 lb, 10 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '185 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '185',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:37.55, 40 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '7:37.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:37.55',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:33.28, 52 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '15:33.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:33.28',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '13T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 48 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '48',\n",
       "    'rank': '16T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '16T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70967,\n",
       "   'affiliateName': 'CrossFit Reykjavík',\n",
       "   'age': 25,\n",
       "   'bibId': '11',\n",
       "   'competitorId': 18588,\n",
       "   'competitorName': 'Annie Thorisdottir',\n",
       "   'countryCode': 'IS',\n",
       "   'countryOfOriginCode': 'IS',\n",
       "   'countryOfOriginName': 'Iceland',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Annie',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Thorisdottir',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '15f17-P18588_4-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '152 lbs'},\n",
       "  'overallRank': '38',\n",
       "  'overallScore': '410',\n",
       "  'scores': [{'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '51:55.25, 54 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '51:55.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '51:55.25',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:58.00, 76 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '9:58.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:58.00',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 14 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\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': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:46.85, 84 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '9:46.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:46.85',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.53, 24 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': ':21.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.53',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.86, 20 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': ':21.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.86',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '196 lb, 24 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': '196 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '196',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:22.96, 26 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '8:22.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:22.96',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\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': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70976,\n",
       "   'affiliateName': 'Duke City CrossFit',\n",
       "   'age': 18,\n",
       "   'bibId': '52',\n",
       "   'competitorId': 312216,\n",
       "   'competitorName': 'Maddy Myers',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Maddy',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'2\"',\n",
       "   'lastName': 'Myers',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'fbd67-P312216_2-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '127 lbs'},\n",
       "  'overallRank': '39',\n",
       "  'overallScore': '38',\n",
       "  'scores': [{'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 12 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 12 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39 pt, 2 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '39 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\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': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70933,\n",
       "   'affiliateName': 'Champlain Valley CrossFit',\n",
       "   'age': 27,\n",
       "   'bibId': '31',\n",
       "   'competitorId': 3200,\n",
       "   'competitorName': 'Dani Horan',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '02',\n",
       "   'firstName': 'Danielle',\n",
       "   'gender': 'F',\n",
       "   'height': '5\\'6\"',\n",
       "   'lastName': 'Jenny',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ce2c0-P3200_11-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '148 lbs'},\n",
       "  'overallRank': '--',\n",
       "  'overallScore': '0',\n",
       "  'scores': [{'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 1,\n",
       "    'points': 0,\n",
       "    'rank': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 2,\n",
       "    'points': 0,\n",
       "    'rank': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\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': 'CUT',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'CUT',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}}]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "leaderboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "database = []\n",
    "for i in range(len(leaderboard)):\n",
    "    competitors = leaderboard[i]['entrant']['competitorName']\n",
    "    for j in range(len(leaderboard[i]['scores'])):\n",
    "        workout_number = leaderboard[i]['scores'][j]['ordinal']\n",
    "        times = leaderboard[i]['scores'][j]['time']\n",
    "        ranks = leaderboard[i]['scores'][j]['rank']\n",
    "        score = leaderboard[i]['scores'][j]['breakdown']\n",
    "        database.append([competitors, workout_number, times, ranks, score])\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data = pd.DataFrame(database, columns=['competitors', 'ordinals', 'times', 'ranks', 'score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_data = full_data[(full_data.ranks != 'WD') & (full_data.ranks != 'CUT')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_1 = full_data[full_data['ordinals']==1].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1900-01-01 00:45:30.520000\n",
      "1900-01-01 00:45:54.500000\n",
      "1900-01-01 00:46:13.760000\n",
      "1900-01-01 00:46:41.100000\n",
      "1900-01-01 00:46:43.730000\n",
      "1900-01-01 00:48:51.620000\n",
      "1900-01-01 00:49:34\n",
      "1900-01-01 00:49:44.280000\n",
      "1900-01-01 00:50:04.280000\n",
      "1900-01-01 00:50:05.910000\n",
      "1900-01-01 00:50:15.810000\n",
      "1900-01-01 00:50:23.900000\n",
      "1900-01-01 00:51:55.250000\n",
      "1900-01-01 00:52:20.040000\n",
      "1900-01-01 00:52:24.630000\n",
      "1900-01-01 00:53:04.890000\n",
      "1900-01-01 00:54:15.630000\n",
      "1900-01-01 00:54:30.080000\n",
      "1900-01-01 00:54:38.850000\n",
      "1900-01-01 00:54:39.750000\n",
      "1900-01-01 00:56:02.300000\n",
      "1900-01-01 00:56:04.550000\n",
      "1900-01-01 00:56:50.460000\n",
      "1900-01-01 00:56:52.320000\n",
      "1900-01-01 00:57:07.790000\n",
      "1900-01-01 00:57:53.840000\n",
      "1900-01-01 00:58:16.620000\n",
      "1900-01-01 00:58:49.820000\n",
      "1900-01-01 00:59:00.290000\n",
      "1900-01-01 00:59:16.990000\n",
      "1900-01-01 00:59:17.310000\n",
      "1900-01-01 00:59:28.540000\n",
      "1900-01-01 00:59:59.980000\n"
     ]
    }
   ],
   "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",
    "        print(datetime_convert)\n",
    "\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>1</td>\n",
       "      <td>45:30.52</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>2730.52</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>1</td>\n",
       "      <td>45:54.50</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>2754.50</td>\n",
       "      <td>97.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>1</td>\n",
       "      <td>46:13.76</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>2773.76</td>\n",
       "      <td>95.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>1</td>\n",
       "      <td>46:41.10</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>2801.10</td>\n",
       "      <td>91.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>1</td>\n",
       "      <td>46:43.73</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>2803.73</td>\n",
       "      <td>91.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>1</td>\n",
       "      <td>48:51.62</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>2931.62</td>\n",
       "      <td>77.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>1</td>\n",
       "      <td>49:34.00</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>2974.00</td>\n",
       "      <td>72.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>49:44.28</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>2984.28</td>\n",
       "      <td>70.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>1</td>\n",
       "      <td>50:04.28</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>3004.28</td>\n",
       "      <td>68.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>1</td>\n",
       "      <td>50:05.91</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>3005.91</td>\n",
       "      <td>68.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>1</td>\n",
       "      <td>50:15.81</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>3015.81</td>\n",
       "      <td>67.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>1</td>\n",
       "      <td>50:23.90</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>3023.90</td>\n",
       "      <td>66.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>51:55.25</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>3115.25</td>\n",
       "      <td>56.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>1</td>\n",
       "      <td>52:20.04</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>3140.04</td>\n",
       "      <td>53.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>1</td>\n",
       "      <td>52:24.63</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>3144.63</td>\n",
       "      <td>52.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>1</td>\n",
       "      <td>53:04.89</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>3184.89</td>\n",
       "      <td>48.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>1</td>\n",
       "      <td>54:15.63</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>3255.63</td>\n",
       "      <td>39.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>1</td>\n",
       "      <td>54:30.08</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>3270.08</td>\n",
       "      <td>38.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>1</td>\n",
       "      <td>54:38.85</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>3278.85</td>\n",
       "      <td>37.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>1</td>\n",
       "      <td>54:39.75</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>3279.75</td>\n",
       "      <td>37.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>1</td>\n",
       "      <td>56:02.30</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>3362.30</td>\n",
       "      <td>27.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>1</td>\n",
       "      <td>56:04.55</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>3364.55</td>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>1</td>\n",
       "      <td>56:50.46</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>3410.46</td>\n",
       "      <td>22.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>1</td>\n",
       "      <td>56:52.32</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>3412.32</td>\n",
       "      <td>22.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>1</td>\n",
       "      <td>57:07.79</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>3427.79</td>\n",
       "      <td>20.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>1</td>\n",
       "      <td>57:53.84</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>3473.84</td>\n",
       "      <td>15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>1</td>\n",
       "      <td>58:16.62</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>3496.62</td>\n",
       "      <td>12.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>1</td>\n",
       "      <td>58:49.82</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>3529.82</td>\n",
       "      <td>8.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>1</td>\n",
       "      <td>59:00.29</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>3540.29</td>\n",
       "      <td>7.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>1</td>\n",
       "      <td>59:16.99</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>3556.99</td>\n",
       "      <td>5.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>1</td>\n",
       "      <td>59:17.31</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>3557.31</td>\n",
       "      <td>5.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>1</td>\n",
       "      <td>59:28.54</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>3568.54</td>\n",
       "      <td>4.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>1</td>\n",
       "      <td>59:59.98</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>3599.98</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>3600.00</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>3601.00</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>3602.00</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>3603.00</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>3604.00</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>3605.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "52                        Kara Webb         1  45:30.52     1  100 pts   \n",
       "221                Michele Letendre         1  45:54.50     2   94 pts   \n",
       "65                        Chyna Cho         1  46:13.76     3   88 pts   \n",
       "13                 Tia-Clair Toomey         1  46:41.10     4   84 pts   \n",
       "273                Anna Tunnicliffe         1  46:43.73     5   80 pts   \n",
       "143                      Sammy Wood         1  48:51.62     6   76 pts   \n",
       "39                  Samantha Briggs         1  49:34.00     7   72 pts   \n",
       "26   Ragnheiður Sara Sigmundsdottir         1  49:44.28     8   68 pts   \n",
       "286                     Denae Brown         1  50:04.28     9   64 pts   \n",
       "156         Camille Leblanc-Bazinet         1  50:05.91    10   60 pts   \n",
       "208                   Kristin Holte         1  50:15.81    11   58 pts   \n",
       "325                   Cassidy Lance         1  50:23.90    12   56 pts   \n",
       "481              Annie Thorisdottir         1  51:55.25    13   54 pts   \n",
       "299                  Emily Bridgers         1  52:20.04    14   52 pts   \n",
       "78               Lindsey Valenzuela         1  52:24.63    15   50 pts   \n",
       "377                     Alex Parker         1  53:04.89    16   48 pts   \n",
       "390                   Rebecca Voigt         1  54:15.63    17   46 pts   \n",
       "0         Katrin Tanja Davidsdottir         1  54:30.08    18   44 pts   \n",
       "169                     Brooke Ence         1  54:38.85    19   42 pts   \n",
       "104                 Margaux Alvarez         1  54:39.75    20   40 pts   \n",
       "234                   whitney gelin         1  56:02.30    21   38 pts   \n",
       "351       Thuridur Erla Helgadottir         1  56:04.55    22   36 pts   \n",
       "130                    Stacie Tovar         1  56:50.46    23   34 pts   \n",
       "338       Carol-Ann Reason-Thibault         1  56:52.32    24   32 pts   \n",
       "403             Alessandra Pichelli         1  57:07.79    25   30 pts   \n",
       "455                 Carleen Mathews         1  57:53.84    26   28 pts   \n",
       "364                      Jenn Jones         1  58:16.62    27   26 pts   \n",
       "312              Elisabeth Akinwale         1  58:49.82    28   24 pts   \n",
       "91                     Emily Abbott         1  59:00.29    29   22 pts   \n",
       "468                  Kelley Jackson         1  59:16.99    30   20 pts   \n",
       "260                     Kari Pearce         1  59:17.31    31   18 pts   \n",
       "195                    Brooke Wells         1  59:28.54    32   16 pts   \n",
       "182                  Nicole Holcomb         1  59:59.98    33   14 pts   \n",
       "494                     Maddy Myers         1       CAP    34   12 pts   \n",
       "416                   Regan Huckaby         1     CAP+1    35   10 pts   \n",
       "442                    Lindy Barber         1     CAP+2    36    8 pts   \n",
       "117                  Amanda Goodman         1     CAP+3    37    6 pts   \n",
       "429                    Jessica Core         1     CAP+4    38    4 pts   \n",
       "247                    Alethea Boon         1     CAP+5    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "52         2730.52          100.00  \n",
       "221        2754.50           97.26  \n",
       "65         2773.76           95.06  \n",
       "13         2801.10           91.93  \n",
       "273        2803.73           91.63  \n",
       "143        2931.62           77.00  \n",
       "39         2974.00           72.16  \n",
       "26         2984.28           70.98  \n",
       "286        3004.28           68.69  \n",
       "156        3005.91           68.51  \n",
       "208        3015.81           67.38  \n",
       "325        3023.90           66.45  \n",
       "481        3115.25           56.00  \n",
       "299        3140.04           53.17  \n",
       "78         3144.63           52.65  \n",
       "377        3184.89           48.04  \n",
       "390        3255.63           39.95  \n",
       "0          3270.08           38.30  \n",
       "169        3278.85           37.30  \n",
       "104        3279.75           37.19  \n",
       "234        3362.30           27.75  \n",
       "351        3364.55           27.50  \n",
       "130        3410.46           22.25  \n",
       "338        3412.32           22.03  \n",
       "403        3427.79           20.26  \n",
       "455        3473.84           15.00  \n",
       "364        3496.62           12.39  \n",
       "312        3529.82            8.60  \n",
       "91         3540.29            7.40  \n",
       "468        3556.99            5.49  \n",
       "260        3557.31            5.45  \n",
       "195        3568.54            4.17  \n",
       "182        3599.98            0.57  \n",
       "494        3600.00            0.57  \n",
       "416        3601.00            0.46  \n",
       "442        3602.00            0.34  \n",
       "117        3603.00            0.23  \n",
       "429        3604.00            0.11  \n",
       "247        3605.00            0.00  "
      ]
     },
     "execution_count": 36,
     "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": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_2 = full_data[full_data['ordinals']==2].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>79</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>2</td>\n",
       "      <td>10:03.00</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>2</td>\n",
       "      <td>10:06.00</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>2</td>\n",
       "      <td>10:19.00</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>2</td>\n",
       "      <td>10:26.00</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>2</td>\n",
       "      <td>10:26.00</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>2</td>\n",
       "      <td>10:30.00</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>2</td>\n",
       "      <td>10:36.00</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>10:49.00</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>2</td>\n",
       "      <td>10:56.00</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>2</td>\n",
       "      <td>11:07.00</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>2</td>\n",
       "      <td>11:21.00</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>2</td>\n",
       "      <td>11:22.00</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>2</td>\n",
       "      <td>11:32.00</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>2</td>\n",
       "      <td>11:38.00</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>2</td>\n",
       "      <td>12:10.00</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>2</td>\n",
       "      <td>12:26.00</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>2</td>\n",
       "      <td>12:38.00</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>2</td>\n",
       "      <td>12:44.00</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>2</td>\n",
       "      <td>13:02.00</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>2</td>\n",
       "      <td>13:04.00</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>2</td>\n",
       "      <td>13:06.00</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>2</td>\n",
       "      <td>13:07.00</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>2</td>\n",
       "      <td>13:11.00</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>2</td>\n",
       "      <td>13:11.00</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>2</td>\n",
       "      <td>13:40.00</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>2</td>\n",
       "      <td>13:44.00</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>2</td>\n",
       "      <td>14:41.00</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>2</td>\n",
       "      <td>8:30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>2</td>\n",
       "      <td>9:03.00</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>2</td>\n",
       "      <td>9:33.00</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>9:54.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>2</td>\n",
       "      <td>9:54.50</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>9:58.00</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score\n",
       "79               Lindsey Valenzuela         2  10:03.00     7   72 pts\n",
       "235                   whitney gelin         2  10:06.00     8   68 pts\n",
       "209                   Kristin Holte         2  10:19.00     9   64 pts\n",
       "40                  Samantha Briggs         2  10:26.00   10T   60 pts\n",
       "131                    Stacie Tovar         2  10:26.00   10T   60 pts\n",
       "417                   Regan Huckaby         2  10:30.00    12   56 pts\n",
       "196                    Brooke Wells         2  10:36.00    13   54 pts\n",
       "1         Katrin Tanja Davidsdottir         2  10:49.00    14   52 pts\n",
       "313              Elisabeth Akinwale         2  10:56.00    15   50 pts\n",
       "183                  Nicole Holcomb         2  11:07.00    16   48 pts\n",
       "66                        Chyna Cho         2  11:21.00    17   46 pts\n",
       "14                 Tia-Clair Toomey         2  11:22.00    18   44 pts\n",
       "391                   Rebecca Voigt         2  11:32.00    19   42 pts\n",
       "261                     Kari Pearce         2  11:38.00    20   40 pts\n",
       "170                     Brooke Ence         2  12:10.00    21   38 pts\n",
       "326                   Cassidy Lance         2  12:26.00    22   36 pts\n",
       "365                      Jenn Jones         2  12:38.00    23   34 pts\n",
       "378                     Alex Parker         2  12:44.00    24   32 pts\n",
       "443                    Lindy Barber         2  13:02.00    25   30 pts\n",
       "144                      Sammy Wood         2  13:04.00    26   28 pts\n",
       "404             Alessandra Pichelli         2  13:06.00    27   26 pts\n",
       "430                    Jessica Core         2  13:07.00    28   24 pts\n",
       "300                  Emily Bridgers         2  13:11.00   29T   22 pts\n",
       "248                    Alethea Boon         2  13:11.00   29T   22 pts\n",
       "352       Thuridur Erla Helgadottir         2  13:40.00    31   18 pts\n",
       "287                     Denae Brown         2  13:44.00    32   16 pts\n",
       "157         Camille Leblanc-Bazinet         2  14:41.00    33   14 pts\n",
       "274                Anna Tunnicliffe         2   8:30.00     1  100 pts\n",
       "92                     Emily Abbott         2   9:03.00     2   94 pts\n",
       "53                        Kara Webb         2   9:33.00     3   88 pts\n",
       "27   Ragnheiður Sara Sigmundsdottir         2   9:54.00     4   84 pts\n",
       "105                 Margaux Alvarez         2   9:54.50     5   80 pts\n",
       "482              Annie Thorisdottir         2   9:58.00     6   76 pts\n",
       "339       Carol-Ann Reason-Thibault         2     CAP+1   34T   12 pts\n",
       "456                 Carleen Mathews         2     CAP+1   34T   12 pts\n",
       "469                  Kelley Jackson         2     CAP+1   34T   12 pts\n",
       "495                     Maddy Myers         2     CAP+1   34T   12 pts\n",
       "222                Michele Letendre         2     CAP+2    38    4 pts\n",
       "118                  Amanda Goodman         2     CAP+3    39    2 pts"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "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 = 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": 48,
   "metadata": {},
   "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": 49,
   "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>274</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>2</td>\n",
       "      <td>8:30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>510.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>2</td>\n",
       "      <td>9:03.00</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>543.00</td>\n",
       "      <td>91.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>2</td>\n",
       "      <td>9:33.00</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>573.00</td>\n",
       "      <td>83.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>9:54.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>594.00</td>\n",
       "      <td>78.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>2</td>\n",
       "      <td>9:54.50</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>594.50</td>\n",
       "      <td>78.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>9:58.00</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>598.00</td>\n",
       "      <td>77.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>2</td>\n",
       "      <td>10:03.00</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>603.00</td>\n",
       "      <td>76.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>2</td>\n",
       "      <td>10:06.00</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>606.00</td>\n",
       "      <td>75.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>2</td>\n",
       "      <td>10:19.00</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>619.00</td>\n",
       "      <td>72.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>2</td>\n",
       "      <td>10:26.00</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>70.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>2</td>\n",
       "      <td>10:26.00</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>70.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>2</td>\n",
       "      <td>10:30.00</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>630.00</td>\n",
       "      <td>69.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>2</td>\n",
       "      <td>10:36.00</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>636.00</td>\n",
       "      <td>67.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>2</td>\n",
       "      <td>10:49.00</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>649.00</td>\n",
       "      <td>64.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>2</td>\n",
       "      <td>10:56.00</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>656.00</td>\n",
       "      <td>62.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>2</td>\n",
       "      <td>11:07.00</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>667.00</td>\n",
       "      <td>60.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>2</td>\n",
       "      <td>11:21.00</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>681.00</td>\n",
       "      <td>56.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>2</td>\n",
       "      <td>11:22.00</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>682.00</td>\n",
       "      <td>56.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>2</td>\n",
       "      <td>11:32.00</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>692.00</td>\n",
       "      <td>53.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>2</td>\n",
       "      <td>11:38.00</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>698.00</td>\n",
       "      <td>52.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>2</td>\n",
       "      <td>12:10.00</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>730.00</td>\n",
       "      <td>44.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>2</td>\n",
       "      <td>12:26.00</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>746.00</td>\n",
       "      <td>39.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>2</td>\n",
       "      <td>12:38.00</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>758.00</td>\n",
       "      <td>36.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>2</td>\n",
       "      <td>12:44.00</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>764.00</td>\n",
       "      <td>35.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>2</td>\n",
       "      <td>13:02.00</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>782.00</td>\n",
       "      <td>30.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>2</td>\n",
       "      <td>13:04.00</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>784.00</td>\n",
       "      <td>30.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>2</td>\n",
       "      <td>13:06.00</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>786.00</td>\n",
       "      <td>29.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>2</td>\n",
       "      <td>13:07.00</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>787.00</td>\n",
       "      <td>29.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>2</td>\n",
       "      <td>13:11.00</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>791.00</td>\n",
       "      <td>28.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>2</td>\n",
       "      <td>13:11.00</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>791.00</td>\n",
       "      <td>28.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>2</td>\n",
       "      <td>13:40.00</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>820.00</td>\n",
       "      <td>21.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>2</td>\n",
       "      <td>13:44.00</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>824.00</td>\n",
       "      <td>20.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>2</td>\n",
       "      <td>14:41.00</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>881.00</td>\n",
       "      <td>5.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>901.00</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>903.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "274                Anna Tunnicliffe         2   8:30.00     1  100 pts   \n",
       "92                     Emily Abbott         2   9:03.00     2   94 pts   \n",
       "53                        Kara Webb         2   9:33.00     3   88 pts   \n",
       "27   Ragnheiður Sara Sigmundsdottir         2   9:54.00     4   84 pts   \n",
       "105                 Margaux Alvarez         2   9:54.50     5   80 pts   \n",
       "482              Annie Thorisdottir         2   9:58.00     6   76 pts   \n",
       "79               Lindsey Valenzuela         2  10:03.00     7   72 pts   \n",
       "235                   whitney gelin         2  10:06.00     8   68 pts   \n",
       "209                   Kristin Holte         2  10:19.00     9   64 pts   \n",
       "40                  Samantha Briggs         2  10:26.00   10T   60 pts   \n",
       "131                    Stacie Tovar         2  10:26.00   10T   60 pts   \n",
       "417                   Regan Huckaby         2  10:30.00    12   56 pts   \n",
       "196                    Brooke Wells         2  10:36.00    13   54 pts   \n",
       "1         Katrin Tanja Davidsdottir         2  10:49.00    14   52 pts   \n",
       "313              Elisabeth Akinwale         2  10:56.00    15   50 pts   \n",
       "183                  Nicole Holcomb         2  11:07.00    16   48 pts   \n",
       "66                        Chyna Cho         2  11:21.00    17   46 pts   \n",
       "14                 Tia-Clair Toomey         2  11:22.00    18   44 pts   \n",
       "391                   Rebecca Voigt         2  11:32.00    19   42 pts   \n",
       "261                     Kari Pearce         2  11:38.00    20   40 pts   \n",
       "170                     Brooke Ence         2  12:10.00    21   38 pts   \n",
       "326                   Cassidy Lance         2  12:26.00    22   36 pts   \n",
       "365                      Jenn Jones         2  12:38.00    23   34 pts   \n",
       "378                     Alex Parker         2  12:44.00    24   32 pts   \n",
       "443                    Lindy Barber         2  13:02.00    25   30 pts   \n",
       "144                      Sammy Wood         2  13:04.00    26   28 pts   \n",
       "404             Alessandra Pichelli         2  13:06.00    27   26 pts   \n",
       "430                    Jessica Core         2  13:07.00    28   24 pts   \n",
       "248                    Alethea Boon         2  13:11.00   29T   22 pts   \n",
       "300                  Emily Bridgers         2  13:11.00   29T   22 pts   \n",
       "352       Thuridur Erla Helgadottir         2  13:40.00    31   18 pts   \n",
       "287                     Denae Brown         2  13:44.00    32   16 pts   \n",
       "157         Camille Leblanc-Bazinet         2  14:41.00    33   14 pts   \n",
       "339       Carol-Ann Reason-Thibault         2     CAP+1   34T   12 pts   \n",
       "456                 Carleen Mathews         2     CAP+1   34T   12 pts   \n",
       "469                  Kelley Jackson         2     CAP+1   34T   12 pts   \n",
       "495                     Maddy Myers         2     CAP+1   34T   12 pts   \n",
       "222                Michele Letendre         2     CAP+2    38    4 pts   \n",
       "118                  Amanda Goodman         2     CAP+3    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "274         510.00          100.00  \n",
       "92          543.00           91.60  \n",
       "53          573.00           83.97  \n",
       "27          594.00           78.63  \n",
       "105         594.50           78.50  \n",
       "482         598.00           77.61  \n",
       "79          603.00           76.34  \n",
       "235         606.00           75.57  \n",
       "209         619.00           72.26  \n",
       "40          626.00           70.48  \n",
       "131         626.00           70.48  \n",
       "417         630.00           69.47  \n",
       "196         636.00           67.94  \n",
       "1           649.00           64.63  \n",
       "313         656.00           62.85  \n",
       "183         667.00           60.05  \n",
       "66          681.00           56.49  \n",
       "14          682.00           56.23  \n",
       "391         692.00           53.69  \n",
       "261         698.00           52.16  \n",
       "170         730.00           44.02  \n",
       "326         746.00           39.95  \n",
       "365         758.00           36.90  \n",
       "378         764.00           35.37  \n",
       "443         782.00           30.79  \n",
       "144         784.00           30.28  \n",
       "404         786.00           29.77  \n",
       "430         787.00           29.52  \n",
       "248         791.00           28.50  \n",
       "300         791.00           28.50  \n",
       "352         820.00           21.12  \n",
       "287         824.00           20.10  \n",
       "157         881.00            5.60  \n",
       "339         901.00            0.51  \n",
       "456         901.00            0.51  \n",
       "469         901.00            0.51  \n",
       "495         901.00            0.51  \n",
       "222         902.00            0.25  \n",
       "118         903.00            0.00  "
      ]
     },
     "execution_count": 49,
     "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": 51,
   "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>41</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>3</td>\n",
       "      <td>39:10.14</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>3</td>\n",
       "      <td>40:33.65</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>3</td>\n",
       "      <td>40:39.82</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>3</td>\n",
       "      <td>41:54.12</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>3</td>\n",
       "      <td>42:13.72</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>3</td>\n",
       "      <td>43:19.73</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>3</td>\n",
       "      <td>43:35.20</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>3</td>\n",
       "      <td>43:50.26</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>44:58.27</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>3</td>\n",
       "      <td>45:11.54</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>3</td>\n",
       "      <td>45:37.30</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>45:44.51</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>3</td>\n",
       "      <td>45:59.02</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>3</td>\n",
       "      <td>46:05.53</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>3</td>\n",
       "      <td>46:35.77</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>3</td>\n",
       "      <td>46:59.92</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>3</td>\n",
       "      <td>47:19.93</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>3</td>\n",
       "      <td>47:26.50</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>3</td>\n",
       "      <td>48:18.26</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>3</td>\n",
       "      <td>48:59.17</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>3</td>\n",
       "      <td>49:11.39</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>3</td>\n",
       "      <td>49:57.83</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>3</td>\n",
       "      <td>50:13.63</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>3</td>\n",
       "      <td>51:24.07</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>3</td>\n",
       "      <td>52:05.09</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>3</td>\n",
       "      <td>52:27.05</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>3</td>\n",
       "      <td>52:44.80</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>3</td>\n",
       "      <td>53:13.06</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>3</td>\n",
       "      <td>53:29.52</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>3</td>\n",
       "      <td>53:53.08</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>3</td>\n",
       "      <td>54:45.38</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score\n",
       "41                  Samantha Briggs         3  39:10.14     1  100 pts\n",
       "249                    Alethea Boon         3  40:33.65     2   94 pts\n",
       "210                   Kristin Holte         3  40:39.82     3   88 pts\n",
       "457                 Carleen Mathews         3  41:54.12     4   84 pts\n",
       "262                     Kari Pearce         3  42:13.72     5   80 pts\n",
       "275                Anna Tunnicliffe         3  43:19.73     6   76 pts\n",
       "288                     Denae Brown         3  43:35.20     7   72 pts\n",
       "301                  Emily Bridgers         3  43:50.26     8   68 pts\n",
       "28   Ragnheiður Sara Sigmundsdottir         3  44:58.27     9   64 pts\n",
       "223                Michele Letendre         3  45:11.54    10   60 pts\n",
       "132                    Stacie Tovar         3  45:37.30    11   58 pts\n",
       "2         Katrin Tanja Davidsdottir         3  45:44.51    12   56 pts\n",
       "54                        Kara Webb         3  45:59.02    13   54 pts\n",
       "470                  Kelley Jackson         3  46:05.53    14   52 pts\n",
       "67                        Chyna Cho         3  46:35.77    15   50 pts\n",
       "158         Camille Leblanc-Bazinet         3  46:59.92    16   48 pts\n",
       "236                   whitney gelin         3  47:19.93    17   46 pts\n",
       "106                 Margaux Alvarez         3  47:26.50    18   44 pts\n",
       "379                     Alex Parker         3  48:18.26    19   42 pts\n",
       "353       Thuridur Erla Helgadottir         3  48:59.17    20   40 pts\n",
       "366                      Jenn Jones         3  49:11.39    21   38 pts\n",
       "340       Carol-Ann Reason-Thibault         3  49:57.83    22   36 pts\n",
       "327                   Cassidy Lance         3  50:13.63    23   34 pts\n",
       "197                    Brooke Wells         3  51:24.07    24   32 pts\n",
       "119                  Amanda Goodman         3  52:05.09    25   30 pts\n",
       "184                  Nicole Holcomb         3  52:27.05    26   28 pts\n",
       "15                 Tia-Clair Toomey         3  52:44.80    27   26 pts\n",
       "145                      Sammy Wood         3  53:13.06    28   24 pts\n",
       "418                   Regan Huckaby         3  53:29.52    29   22 pts\n",
       "171                     Brooke Ence         3  53:53.08    30   20 pts\n",
       "431                    Jessica Core         3  54:45.38    31   18 pts\n",
       "80               Lindsey Valenzuela         3       CAP    32   16 pts\n",
       "483              Annie Thorisdottir         3     CAP+1    33   14 pts\n",
       "496                     Maddy Myers         3     CAP+2    34   12 pts\n",
       "93                     Emily Abbott         3     CAP+3    35   10 pts\n",
       "314              Elisabeth Akinwale         3     CAP+4    36    8 pts\n",
       "392                   Rebecca Voigt         3     CAP+5    37    6 pts\n",
       "444                    Lindy Barber         3     CAP+6    38    4 pts\n",
       "405             Alessandra Pichelli         3     CAP+7    39    2 pts"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_3 = full_data[full_data['ordinals']==3].sort_values('times')\n",
    "event_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "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 = 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:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "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": 57,
   "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>41</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>3</td>\n",
       "      <td>39:10.14</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>2350.14</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>3</td>\n",
       "      <td>40:33.65</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>2433.65</td>\n",
       "      <td>91.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>3</td>\n",
       "      <td>40:39.82</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>2439.82</td>\n",
       "      <td>90.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>3</td>\n",
       "      <td>41:54.12</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>2514.12</td>\n",
       "      <td>82.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>3</td>\n",
       "      <td>42:13.72</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>2533.72</td>\n",
       "      <td>80.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>3</td>\n",
       "      <td>43:19.73</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>2599.73</td>\n",
       "      <td>73.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>3</td>\n",
       "      <td>43:35.20</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>2615.20</td>\n",
       "      <td>72.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>3</td>\n",
       "      <td>43:50.26</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>2630.26</td>\n",
       "      <td>70.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>44:58.27</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>2698.27</td>\n",
       "      <td>63.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>3</td>\n",
       "      <td>45:11.54</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>2711.54</td>\n",
       "      <td>62.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>3</td>\n",
       "      <td>45:37.30</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>2737.30</td>\n",
       "      <td>59.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>45:44.51</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>2744.51</td>\n",
       "      <td>58.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>3</td>\n",
       "      <td>45:59.02</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>2759.02</td>\n",
       "      <td>57.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>3</td>\n",
       "      <td>46:05.53</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>2765.53</td>\n",
       "      <td>56.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>3</td>\n",
       "      <td>46:35.77</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>2795.77</td>\n",
       "      <td>53.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>3</td>\n",
       "      <td>46:59.92</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>2819.92</td>\n",
       "      <td>50.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>3</td>\n",
       "      <td>47:19.93</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>2839.93</td>\n",
       "      <td>48.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>3</td>\n",
       "      <td>47:26.50</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>2846.50</td>\n",
       "      <td>48.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>3</td>\n",
       "      <td>48:18.26</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>2898.26</td>\n",
       "      <td>42.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>3</td>\n",
       "      <td>48:59.17</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>2939.17</td>\n",
       "      <td>38.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>3</td>\n",
       "      <td>49:11.39</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>2951.39</td>\n",
       "      <td>37.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>3</td>\n",
       "      <td>49:57.83</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>2997.83</td>\n",
       "      <td>32.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>3</td>\n",
       "      <td>50:13.63</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>3013.63</td>\n",
       "      <td>30.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>3</td>\n",
       "      <td>51:24.07</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>3084.07</td>\n",
       "      <td>23.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>3</td>\n",
       "      <td>52:05.09</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>3125.09</td>\n",
       "      <td>19.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>3</td>\n",
       "      <td>52:27.05</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>3147.05</td>\n",
       "      <td>16.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>3</td>\n",
       "      <td>52:44.80</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>3164.80</td>\n",
       "      <td>14.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>3</td>\n",
       "      <td>53:13.06</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>3193.06</td>\n",
       "      <td>11.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>3</td>\n",
       "      <td>53:29.52</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>3209.52</td>\n",
       "      <td>10.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>3</td>\n",
       "      <td>53:53.08</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>3233.08</td>\n",
       "      <td>7.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>3</td>\n",
       "      <td>54:45.38</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>3285.38</td>\n",
       "      <td>2.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>3300.00</td>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>3301.00</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>3302.00</td>\n",
       "      <td>0.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>3303.00</td>\n",
       "      <td>0.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>3304.00</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>3305.00</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>3306.00</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>3307.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "41                  Samantha Briggs         3  39:10.14     1  100 pts   \n",
       "249                    Alethea Boon         3  40:33.65     2   94 pts   \n",
       "210                   Kristin Holte         3  40:39.82     3   88 pts   \n",
       "457                 Carleen Mathews         3  41:54.12     4   84 pts   \n",
       "262                     Kari Pearce         3  42:13.72     5   80 pts   \n",
       "275                Anna Tunnicliffe         3  43:19.73     6   76 pts   \n",
       "288                     Denae Brown         3  43:35.20     7   72 pts   \n",
       "301                  Emily Bridgers         3  43:50.26     8   68 pts   \n",
       "28   Ragnheiður Sara Sigmundsdottir         3  44:58.27     9   64 pts   \n",
       "223                Michele Letendre         3  45:11.54    10   60 pts   \n",
       "132                    Stacie Tovar         3  45:37.30    11   58 pts   \n",
       "2         Katrin Tanja Davidsdottir         3  45:44.51    12   56 pts   \n",
       "54                        Kara Webb         3  45:59.02    13   54 pts   \n",
       "470                  Kelley Jackson         3  46:05.53    14   52 pts   \n",
       "67                        Chyna Cho         3  46:35.77    15   50 pts   \n",
       "158         Camille Leblanc-Bazinet         3  46:59.92    16   48 pts   \n",
       "236                   whitney gelin         3  47:19.93    17   46 pts   \n",
       "106                 Margaux Alvarez         3  47:26.50    18   44 pts   \n",
       "379                     Alex Parker         3  48:18.26    19   42 pts   \n",
       "353       Thuridur Erla Helgadottir         3  48:59.17    20   40 pts   \n",
       "366                      Jenn Jones         3  49:11.39    21   38 pts   \n",
       "340       Carol-Ann Reason-Thibault         3  49:57.83    22   36 pts   \n",
       "327                   Cassidy Lance         3  50:13.63    23   34 pts   \n",
       "197                    Brooke Wells         3  51:24.07    24   32 pts   \n",
       "119                  Amanda Goodman         3  52:05.09    25   30 pts   \n",
       "184                  Nicole Holcomb         3  52:27.05    26   28 pts   \n",
       "15                 Tia-Clair Toomey         3  52:44.80    27   26 pts   \n",
       "145                      Sammy Wood         3  53:13.06    28   24 pts   \n",
       "418                   Regan Huckaby         3  53:29.52    29   22 pts   \n",
       "171                     Brooke Ence         3  53:53.08    30   20 pts   \n",
       "431                    Jessica Core         3  54:45.38    31   18 pts   \n",
       "80               Lindsey Valenzuela         3       CAP    32   16 pts   \n",
       "483              Annie Thorisdottir         3     CAP+1    33   14 pts   \n",
       "496                     Maddy Myers         3     CAP+2    34   12 pts   \n",
       "93                     Emily Abbott         3     CAP+3    35   10 pts   \n",
       "314              Elisabeth Akinwale         3     CAP+4    36    8 pts   \n",
       "392                   Rebecca Voigt         3     CAP+5    37    6 pts   \n",
       "444                    Lindy Barber         3     CAP+6    38    4 pts   \n",
       "405             Alessandra Pichelli         3     CAP+7    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "41         2350.14          100.00  \n",
       "249        2433.65           91.27  \n",
       "210        2439.82           90.63  \n",
       "457        2514.12           82.86  \n",
       "262        2533.72           80.81  \n",
       "275        2599.73           73.92  \n",
       "288        2615.20           72.30  \n",
       "301        2630.26           70.73  \n",
       "28         2698.27           63.62  \n",
       "223        2711.54           62.23  \n",
       "132        2737.30           59.54  \n",
       "2          2744.51           58.78  \n",
       "54         2759.02           57.27  \n",
       "470        2765.53           56.59  \n",
       "67         2795.77           53.43  \n",
       "158        2819.92           50.90  \n",
       "236        2839.93           48.81  \n",
       "106        2846.50           48.13  \n",
       "379        2898.26           42.72  \n",
       "353        2939.17           38.44  \n",
       "366        2951.39           37.16  \n",
       "340        2997.83           32.31  \n",
       "327        3013.63           30.66  \n",
       "197        3084.07           23.30  \n",
       "119        3125.09           19.01  \n",
       "184        3147.05           16.72  \n",
       "15         3164.80           14.86  \n",
       "145        3193.06           11.91  \n",
       "418        3209.52           10.19  \n",
       "171        3233.08            7.73  \n",
       "431        3285.38            2.26  \n",
       "80         3300.00            0.73  \n",
       "483        3301.00            0.63  \n",
       "496        3302.00            0.52  \n",
       "93         3303.00            0.42  \n",
       "314        3304.00            0.31  \n",
       "392        3305.00            0.21  \n",
       "444        3306.00            0.10  \n",
       "405        3307.00            0.00  "
      ]
     },
     "execution_count": 57,
     "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": 60,
   "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>172</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</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>68</th>\n",
       "      <td>Chyna Cho</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>Sammy Wood</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>4</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</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>198</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</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",
       "172                     Brooke Ence         4     1     1  100 pts\n",
       "94                     Emily Abbott         4    10    10   60 pts\n",
       "367                      Jenn Jones         4    11    11   58 pts\n",
       "484              Annie Thorisdottir         4    12    12   56 pts\n",
       "302                  Emily Bridgers         4    13    13   54 pts\n",
       "68                        Chyna Cho         4    14    14   52 pts\n",
       "146                      Sammy Wood         4    15    15   50 pts\n",
       "107                 Margaux Alvarez         4    16    16   48 pts\n",
       "328                   Cassidy Lance         4    17    17   46 pts\n",
       "250                    Alethea Boon         4    18    18   44 pts\n",
       "289                     Denae Brown         4    19    19   42 pts\n",
       "3         Katrin Tanja Davidsdottir         4     2     2   94 pts\n",
       "341       Carol-Ann Reason-Thibault         4    20    20   40 pts\n",
       "55                        Kara Webb         4    21    21   38 pts\n",
       "354       Thuridur Erla Helgadottir         4    22    22   36 pts\n",
       "133                    Stacie Tovar         4    23    23   34 pts\n",
       "276                Anna Tunnicliffe         4    24    24   32 pts\n",
       "237                   whitney gelin         4    25    25   30 pts\n",
       "445                    Lindy Barber         4    26    26   28 pts\n",
       "458                 Carleen Mathews         4    27    27   26 pts\n",
       "406             Alessandra Pichelli         4    28    28   24 pts\n",
       "198                    Brooke Wells         4    29    29   22 pts\n",
       "185                  Nicole Holcomb         4     3     3   88 pts\n",
       "432                    Jessica Core         4    30    30   20 pts\n",
       "393                   Rebecca Voigt         4    31    31   18 pts\n",
       "263                     Kari Pearce         4    32    32   16 pts\n",
       "211                   Kristin Holte         4    33    33   14 pts\n",
       "419                   Regan Huckaby         4    34    34   12 pts\n",
       "42                  Samantha Briggs         4    35    35   10 pts\n",
       "159         Camille Leblanc-Bazinet         4    36    36    8 pts\n",
       "471                  Kelley Jackson         4    37    37    6 pts\n",
       "380                     Alex Parker         4    38    38    4 pts\n",
       "497                     Maddy Myers         4    39    39    2 pts\n",
       "315              Elisabeth Akinwale         4     4     4   84 pts\n",
       "224                Michele Letendre         4     5     5   80 pts\n",
       "16                 Tia-Clair Toomey         4     6     6   76 pts\n",
       "120                  Amanda Goodman         4     7     7   72 pts\n",
       "81               Lindsey Valenzuela         4     8     8   68 pts\n",
       "29   Ragnheiður Sara Sigmundsdottir         4     9     9   64 pts"
      ]
     },
     "execution_count": 60,
     "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": 64,
   "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": 65,
   "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": 66,
   "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>172</th>\n",
       "      <td>Brooke Ence</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>3</th>\n",
       "      <td>Katrin Tanja Davidsdottir</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>97.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Nicole Holcomb</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>94.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Elisabeth Akinwale</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>92.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Michele Letendre</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>89.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tia-Clair Toomey</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>86.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Amanda Goodman</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>84.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Lindsey Valenzuela</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>81.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</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>78.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Emily Abbott</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>76.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Jenn Jones</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>73.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Annie Thorisdottir</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>71.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</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>68.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Chyna Cho</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>65.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Sammy Wood</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>63.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Margaux Alvarez</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>60.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Cassidy Lance</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>57.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Alethea Boon</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>55.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Denae Brown</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>52.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Carol-Ann Reason-Thibault</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>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Kara Webb</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>47.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Thuridur Erla Helgadottir</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>44.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Stacie Tovar</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>42.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Anna Tunnicliffe</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>39.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>whitney gelin</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>36.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Lindy Barber</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>34.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Carleen Mathews</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>31.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</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>28.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Brooke Wells</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>26.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Jessica Core</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>23.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Rebecca Voigt</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>21.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Kari Pearce</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>18.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Kristin Holte</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>15.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Regan Huckaby</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>13.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Samantha Briggs</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>10.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Camille Leblanc-Bazinet</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>7.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Kelley Jackson</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>5.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>2280.00</td>\n",
       "      <td>2.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>2340.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals times ranks    score  \\\n",
       "172                     Brooke Ence         4     1     1  100 pts   \n",
       "3         Katrin Tanja Davidsdottir         4     2     2   94 pts   \n",
       "185                  Nicole Holcomb         4     3     3   88 pts   \n",
       "315              Elisabeth Akinwale         4     4     4   84 pts   \n",
       "224                Michele Letendre         4     5     5   80 pts   \n",
       "16                 Tia-Clair Toomey         4     6     6   76 pts   \n",
       "120                  Amanda Goodman         4     7     7   72 pts   \n",
       "81               Lindsey Valenzuela         4     8     8   68 pts   \n",
       "29   Ragnheiður Sara Sigmundsdottir         4     9     9   64 pts   \n",
       "94                     Emily Abbott         4    10    10   60 pts   \n",
       "367                      Jenn Jones         4    11    11   58 pts   \n",
       "484              Annie Thorisdottir         4    12    12   56 pts   \n",
       "302                  Emily Bridgers         4    13    13   54 pts   \n",
       "68                        Chyna Cho         4    14    14   52 pts   \n",
       "146                      Sammy Wood         4    15    15   50 pts   \n",
       "107                 Margaux Alvarez         4    16    16   48 pts   \n",
       "328                   Cassidy Lance         4    17    17   46 pts   \n",
       "250                    Alethea Boon         4    18    18   44 pts   \n",
       "289                     Denae Brown         4    19    19   42 pts   \n",
       "341       Carol-Ann Reason-Thibault         4    20    20   40 pts   \n",
       "55                        Kara Webb         4    21    21   38 pts   \n",
       "354       Thuridur Erla Helgadottir         4    22    22   36 pts   \n",
       "133                    Stacie Tovar         4    23    23   34 pts   \n",
       "276                Anna Tunnicliffe         4    24    24   32 pts   \n",
       "237                   whitney gelin         4    25    25   30 pts   \n",
       "445                    Lindy Barber         4    26    26   28 pts   \n",
       "458                 Carleen Mathews         4    27    27   26 pts   \n",
       "406             Alessandra Pichelli         4    28    28   24 pts   \n",
       "198                    Brooke Wells         4    29    29   22 pts   \n",
       "432                    Jessica Core         4    30    30   20 pts   \n",
       "393                   Rebecca Voigt         4    31    31   18 pts   \n",
       "263                     Kari Pearce         4    32    32   16 pts   \n",
       "211                   Kristin Holte         4    33    33   14 pts   \n",
       "419                   Regan Huckaby         4    34    34   12 pts   \n",
       "42                  Samantha Briggs         4    35    35   10 pts   \n",
       "159         Camille Leblanc-Bazinet         4    36    36    8 pts   \n",
       "471                  Kelley Jackson         4    37    37    6 pts   \n",
       "380                     Alex Parker         4    38    38    4 pts   \n",
       "497                     Maddy Myers         4    39    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "172          60.00          100.00  \n",
       "3           120.00           97.37  \n",
       "185         180.00           94.74  \n",
       "315         240.00           92.11  \n",
       "224         300.00           89.47  \n",
       "16          360.00           86.84  \n",
       "120         420.00           84.21  \n",
       "81          480.00           81.58  \n",
       "29          540.00           78.95  \n",
       "94          600.00           76.32  \n",
       "367         660.00           73.68  \n",
       "484         720.00           71.05  \n",
       "302         780.00           68.42  \n",
       "68          840.00           65.79  \n",
       "146         900.00           63.16  \n",
       "107         960.00           60.53  \n",
       "328        1020.00           57.89  \n",
       "250        1080.00           55.26  \n",
       "289        1140.00           52.63  \n",
       "341        1200.00           50.00  \n",
       "55         1260.00           47.37  \n",
       "354        1320.00           44.74  \n",
       "133        1380.00           42.11  \n",
       "276        1440.00           39.47  \n",
       "237        1500.00           36.84  \n",
       "445        1560.00           34.21  \n",
       "458        1620.00           31.58  \n",
       "406        1680.00           28.95  \n",
       "198        1740.00           26.32  \n",
       "432        1800.00           23.68  \n",
       "393        1860.00           21.05  \n",
       "263        1920.00           18.42  \n",
       "211        1980.00           15.79  \n",
       "419        2040.00           13.16  \n",
       "42         2100.00           10.53  \n",
       "159        2160.00            7.89  \n",
       "471        2220.00            5.26  \n",
       "380        2280.00            2.63  \n",
       "497        2340.00            0.00  "
      ]
     },
     "execution_count": 66,
     "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": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_5 = full_data[full_data['ordinals']==5].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "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>95</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>5</td>\n",
       "      <td>10:03.65</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>5</td>\n",
       "      <td>10:09.83</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>5</td>\n",
       "      <td>10:21.69</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>5</td>\n",
       "      <td>10:28.58</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>5</td>\n",
       "      <td>10:39.04</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>5</td>\n",
       "      <td>10:51.63</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>5</td>\n",
       "      <td>10:58.06</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>5</td>\n",
       "      <td>10:59.53</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>5</td>\n",
       "      <td>11:23.25</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>5</td>\n",
       "      <td>11:39.94</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>5</td>\n",
       "      <td>11:51.42</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>5</td>\n",
       "      <td>11:56.09</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>8:25.17</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>9:18.93</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>5</td>\n",
       "      <td>9:46.15</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>9:46.85</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+18</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+20</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+21</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+22</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+30</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+31</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+34</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+37</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+43</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+9</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score\n",
       "95                     Emily Abbott         5  10:03.65     5   80 pts\n",
       "225                Michele Letendre         5  10:09.83     6   76 pts\n",
       "199                    Brooke Wells         5  10:21.69     7   72 pts\n",
       "342       Carol-Ann Reason-Thibault         5  10:28.58     8   68 pts\n",
       "82               Lindsey Valenzuela         5  10:39.04     9   64 pts\n",
       "56                        Kara Webb         5  10:51.63    10   60 pts\n",
       "394                   Rebecca Voigt         5  10:58.06    11   58 pts\n",
       "186                  Nicole Holcomb         5  10:59.53    12   56 pts\n",
       "160         Camille Leblanc-Bazinet         5  11:23.25    13   54 pts\n",
       "368                      Jenn Jones         5  11:39.94    14   52 pts\n",
       "43                  Samantha Briggs         5  11:51.42    15   50 pts\n",
       "69                        Chyna Cho         5  11:56.09    16   48 pts\n",
       "30   Ragnheiður Sara Sigmundsdottir         5   8:25.17     1  100 pts\n",
       "4         Katrin Tanja Davidsdottir         5   9:18.93     2   94 pts\n",
       "238                   whitney gelin         5   9:46.15     3   88 pts\n",
       "485              Annie Thorisdottir         5   9:46.85     4   84 pts\n",
       "121                  Amanda Goodman         5       CAP    17   46 pts\n",
       "173                     Brooke Ence         5     CAP+1    18   44 pts\n",
       "134                    Stacie Tovar         5    CAP+10    25   30 pts\n",
       "381                     Alex Parker         5    CAP+12    26   28 pts\n",
       "316              Elisabeth Akinwale         5    CAP+13   27T   26 pts\n",
       "355       Thuridur Erla Helgadottir         5    CAP+13   27T   26 pts\n",
       "264                     Kari Pearce         5    CAP+14    29   22 pts\n",
       "290                     Denae Brown         5    CAP+18    30   20 pts\n",
       "329                   Cassidy Lance         5     CAP+2    19   42 pts\n",
       "17                 Tia-Clair Toomey         5    CAP+20    31   18 pts\n",
       "420                   Regan Huckaby         5    CAP+21    32   16 pts\n",
       "147                      Sammy Wood         5    CAP+22    33   14 pts\n",
       "407             Alessandra Pichelli         5     CAP+3    20   40 pts\n",
       "446                    Lindy Barber         5    CAP+30    34   12 pts\n",
       "277                Anna Tunnicliffe         5    CAP+31    35   10 pts\n",
       "459                 Carleen Mathews         5    CAP+34    36    8 pts\n",
       "472                  Kelley Jackson         5    CAP+37    37    6 pts\n",
       "108                 Margaux Alvarez         5     CAP+4    21   38 pts\n",
       "212                   Kristin Holte         5    CAP+43    38    4 pts\n",
       "251                    Alethea Boon         5     CAP+6    22   36 pts\n",
       "433                    Jessica Core         5     CAP+7    23   34 pts\n",
       "303                  Emily Bridgers         5     CAP+9    24   32 pts"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_5.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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_5['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_5['total_seconds']-min(event_5['total_seconds']))\n",
    "event_5['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "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>30</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>8:25.17</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>505.17</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>9:18.93</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>558.93</td>\n",
       "      <td>79.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>5</td>\n",
       "      <td>9:46.15</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>586.15</td>\n",
       "      <td>68.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>5</td>\n",
       "      <td>9:46.85</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>586.85</td>\n",
       "      <td>68.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>5</td>\n",
       "      <td>10:03.65</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>603.65</td>\n",
       "      <td>61.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>5</td>\n",
       "      <td>10:09.83</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>609.83</td>\n",
       "      <td>59.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>5</td>\n",
       "      <td>10:21.69</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>621.69</td>\n",
       "      <td>54.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>5</td>\n",
       "      <td>10:28.58</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>628.58</td>\n",
       "      <td>52.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>5</td>\n",
       "      <td>10:39.04</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>639.04</td>\n",
       "      <td>48.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>5</td>\n",
       "      <td>10:51.63</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>651.63</td>\n",
       "      <td>43.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>5</td>\n",
       "      <td>10:58.06</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>658.06</td>\n",
       "      <td>40.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>5</td>\n",
       "      <td>10:59.53</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>659.53</td>\n",
       "      <td>40.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>5</td>\n",
       "      <td>11:23.25</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>683.25</td>\n",
       "      <td>30.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>5</td>\n",
       "      <td>11:39.94</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>699.94</td>\n",
       "      <td>24.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>5</td>\n",
       "      <td>11:51.42</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>711.42</td>\n",
       "      <td>20.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>5</td>\n",
       "      <td>11:56.09</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>716.09</td>\n",
       "      <td>18.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>720.00</td>\n",
       "      <td>16.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>721.00</td>\n",
       "      <td>16.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>722.00</td>\n",
       "      <td>15.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>723.00</td>\n",
       "      <td>15.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>724.00</td>\n",
       "      <td>15.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>726.00</td>\n",
       "      <td>14.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>727.00</td>\n",
       "      <td>13.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+9</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>729.00</td>\n",
       "      <td>13.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>730.00</td>\n",
       "      <td>12.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>732.00</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>733.00</td>\n",
       "      <td>11.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>733.00</td>\n",
       "      <td>11.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>734.00</td>\n",
       "      <td>11.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+18</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>738.00</td>\n",
       "      <td>9.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+20</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>740.00</td>\n",
       "      <td>8.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+21</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>741.00</td>\n",
       "      <td>8.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+22</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>742.00</td>\n",
       "      <td>8.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+30</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>750.00</td>\n",
       "      <td>5.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+31</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>751.00</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+34</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>754.00</td>\n",
       "      <td>3.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+37</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>757.00</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+43</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>763.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "30   Ragnheiður Sara Sigmundsdottir         5   8:25.17     1  100 pts   \n",
       "4         Katrin Tanja Davidsdottir         5   9:18.93     2   94 pts   \n",
       "238                   whitney gelin         5   9:46.15     3   88 pts   \n",
       "485              Annie Thorisdottir         5   9:46.85     4   84 pts   \n",
       "95                     Emily Abbott         5  10:03.65     5   80 pts   \n",
       "225                Michele Letendre         5  10:09.83     6   76 pts   \n",
       "199                    Brooke Wells         5  10:21.69     7   72 pts   \n",
       "342       Carol-Ann Reason-Thibault         5  10:28.58     8   68 pts   \n",
       "82               Lindsey Valenzuela         5  10:39.04     9   64 pts   \n",
       "56                        Kara Webb         5  10:51.63    10   60 pts   \n",
       "394                   Rebecca Voigt         5  10:58.06    11   58 pts   \n",
       "186                  Nicole Holcomb         5  10:59.53    12   56 pts   \n",
       "160         Camille Leblanc-Bazinet         5  11:23.25    13   54 pts   \n",
       "368                      Jenn Jones         5  11:39.94    14   52 pts   \n",
       "43                  Samantha Briggs         5  11:51.42    15   50 pts   \n",
       "69                        Chyna Cho         5  11:56.09    16   48 pts   \n",
       "121                  Amanda Goodman         5       CAP    17   46 pts   \n",
       "173                     Brooke Ence         5     CAP+1    18   44 pts   \n",
       "329                   Cassidy Lance         5     CAP+2    19   42 pts   \n",
       "407             Alessandra Pichelli         5     CAP+3    20   40 pts   \n",
       "108                 Margaux Alvarez         5     CAP+4    21   38 pts   \n",
       "251                    Alethea Boon         5     CAP+6    22   36 pts   \n",
       "433                    Jessica Core         5     CAP+7    23   34 pts   \n",
       "303                  Emily Bridgers         5     CAP+9    24   32 pts   \n",
       "134                    Stacie Tovar         5    CAP+10    25   30 pts   \n",
       "381                     Alex Parker         5    CAP+12    26   28 pts   \n",
       "355       Thuridur Erla Helgadottir         5    CAP+13   27T   26 pts   \n",
       "316              Elisabeth Akinwale         5    CAP+13   27T   26 pts   \n",
       "264                     Kari Pearce         5    CAP+14    29   22 pts   \n",
       "290                     Denae Brown         5    CAP+18    30   20 pts   \n",
       "17                 Tia-Clair Toomey         5    CAP+20    31   18 pts   \n",
       "420                   Regan Huckaby         5    CAP+21    32   16 pts   \n",
       "147                      Sammy Wood         5    CAP+22    33   14 pts   \n",
       "446                    Lindy Barber         5    CAP+30    34   12 pts   \n",
       "277                Anna Tunnicliffe         5    CAP+31    35   10 pts   \n",
       "459                 Carleen Mathews         5    CAP+34    36    8 pts   \n",
       "472                  Kelley Jackson         5    CAP+37    37    6 pts   \n",
       "212                   Kristin Holte         5    CAP+43    38    4 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "30          505.17          100.00  \n",
       "4           558.93           79.15  \n",
       "238         586.15           68.59  \n",
       "485         586.85           68.32  \n",
       "95          603.65           61.80  \n",
       "225         609.83           59.41  \n",
       "199         621.69           54.81  \n",
       "342         628.58           52.14  \n",
       "82          639.04           48.08  \n",
       "56          651.63           43.20  \n",
       "394         658.06           40.70  \n",
       "186         659.53           40.13  \n",
       "160         683.25           30.93  \n",
       "368         699.94           24.46  \n",
       "43          711.42           20.01  \n",
       "69          716.09           18.19  \n",
       "121         720.00           16.68  \n",
       "173         721.00           16.29  \n",
       "329         722.00           15.90  \n",
       "407         723.00           15.51  \n",
       "108         724.00           15.13  \n",
       "251         726.00           14.35  \n",
       "433         727.00           13.96  \n",
       "303         729.00           13.19  \n",
       "134         730.00           12.80  \n",
       "381         732.00           12.02  \n",
       "355         733.00           11.64  \n",
       "316         733.00           11.64  \n",
       "264         734.00           11.25  \n",
       "290         738.00            9.70  \n",
       "17          740.00            8.92  \n",
       "420         741.00            8.53  \n",
       "147         742.00            8.14  \n",
       "446         750.00            5.04  \n",
       "277         751.00            4.65  \n",
       "459         754.00            3.49  \n",
       "472         757.00            2.33  \n",
       "212         763.00            0.00  "
      ]
     },
     "execution_count": 78,
     "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": 79,
   "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>447</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.57</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.73</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.07</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.13</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.16</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.20</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.50</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.57</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.83</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.90</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.97</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.13</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.23</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.27</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.40</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.53</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.60</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.73</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.77</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.13</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.23</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.73</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.93</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.03</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.07</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.17</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.23</td>\n",
       "      <td>27T</td>\n",
       "      <td>13 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.23</td>\n",
       "      <td>27T</td>\n",
       "      <td>13 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.40</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.47</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.53</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.57</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>6</td>\n",
       "      <td>:25.20</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>6</td>\n",
       "      <td>:25.33</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>6</td>\n",
       "      <td>:25.43</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>6</td>\n",
       "      <td>:26.43</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>:26.80</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>6</td>\n",
       "      <td>:27.60</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals   times ranks   score\n",
       "447                    Lindy Barber         6  :19.57     1  50 pts\n",
       "356       Thuridur Erla Helgadottir         6  :19.73     2  47 pts\n",
       "213                   Kristin Holte         6  :20.07     3  44 pts\n",
       "18                 Tia-Clair Toomey         6  :20.13     4  42 pts\n",
       "148                      Sammy Wood         6  :20.16     5  40 pts\n",
       "174                     Brooke Ence         6  :20.20     6  38 pts\n",
       "278                Anna Tunnicliffe         6  :20.50     7  36 pts\n",
       "369                      Jenn Jones         6  :20.57     8  34 pts\n",
       "109                 Margaux Alvarez         6  :20.83     9  32 pts\n",
       "382                     Alex Parker         6  :20.90    10  30 pts\n",
       "96                     Emily Abbott         6  :20.97    11  29 pts\n",
       "200                    Brooke Wells         6  :21.13    12  28 pts\n",
       "161         Camille Leblanc-Bazinet         6  :21.23    13  27 pts\n",
       "304                  Emily Bridgers         6  :21.27    14  26 pts\n",
       "408             Alessandra Pichelli         6  :21.40    15  25 pts\n",
       "486              Annie Thorisdottir         6  :21.53    16  24 pts\n",
       "135                    Stacie Tovar         6  :21.60    17  23 pts\n",
       "252                    Alethea Boon         6  :21.73    18  22 pts\n",
       "122                  Amanda Goodman         6  :21.77    19  21 pts\n",
       "265                     Kari Pearce         6  :22.13    20  20 pts\n",
       "5         Katrin Tanja Davidsdottir         6  :22.23    21  19 pts\n",
       "395                   Rebecca Voigt         6  :22.73    22  18 pts\n",
       "330                   Cassidy Lance         6  :22.93    23  17 pts\n",
       "434                    Jessica Core         6  :23.03    24  16 pts\n",
       "70                        Chyna Cho         6  :23.07    25  15 pts\n",
       "83               Lindsey Valenzuela         6  :23.17    26  14 pts\n",
       "343       Carol-Ann Reason-Thibault         6  :23.23   27T  13 pts\n",
       "473                  Kelley Jackson         6  :23.23   27T  13 pts\n",
       "187                  Nicole Holcomb         6  :23.40    29  11 pts\n",
       "291                     Denae Brown         6  :23.47    30  10 pts\n",
       "421                   Regan Huckaby         6  :23.53    31   9 pts\n",
       "317              Elisabeth Akinwale         6  :23.57    32   8 pts\n",
       "239                   whitney gelin         6  :25.20    33   7 pts\n",
       "44                  Samantha Briggs         6  :25.33    34   6 pts\n",
       "57                        Kara Webb         6  :25.43    35   5 pts\n",
       "226                Michele Letendre         6  :26.43    36   4 pts\n",
       "31   Ragnheiður Sara Sigmundsdottir         6  :26.80    37   3 pts\n",
       "460                 Carleen Mathews         6  :27.60    38   2 pts"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_6 = full_data[full_data['ordinals']==6].sort_values('times')\n",
    "event_6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "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 = 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'],':%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "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'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>447</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.57</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>19.57</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.73</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>19.73</td>\n",
       "      <td>49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.07</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>20.07</td>\n",
       "      <td>46.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.13</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>20.13</td>\n",
       "      <td>46.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.16</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>20.16</td>\n",
       "      <td>46.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.20</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>20.20</td>\n",
       "      <td>46.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.50</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>20.50</td>\n",
       "      <td>44.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.57</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>20.57</td>\n",
       "      <td>43.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.83</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>20.83</td>\n",
       "      <td>42.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.90</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>20.90</td>\n",
       "      <td>41.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.97</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>20.97</td>\n",
       "      <td>41.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.13</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>21.13</td>\n",
       "      <td>40.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.23</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "      <td>21.23</td>\n",
       "      <td>39.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.27</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>21.27</td>\n",
       "      <td>39.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.40</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>21.40</td>\n",
       "      <td>38.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.53</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>21.53</td>\n",
       "      <td>37.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.60</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>21.60</td>\n",
       "      <td>37.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.73</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>21.73</td>\n",
       "      <td>36.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.77</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>21.77</td>\n",
       "      <td>36.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.13</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>22.13</td>\n",
       "      <td>34.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.23</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>22.23</td>\n",
       "      <td>33.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.73</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>22.73</td>\n",
       "      <td>30.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.93</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>22.93</td>\n",
       "      <td>29.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.03</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>23.03</td>\n",
       "      <td>28.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.07</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>23.07</td>\n",
       "      <td>28.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.17</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>23.17</td>\n",
       "      <td>27.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.23</td>\n",
       "      <td>27T</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>23.23</td>\n",
       "      <td>27.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.23</td>\n",
       "      <td>27T</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>23.23</td>\n",
       "      <td>27.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.40</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>23.40</td>\n",
       "      <td>26.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.47</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>23.47</td>\n",
       "      <td>25.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.53</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "      <td>23.53</td>\n",
       "      <td>25.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.57</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>23.57</td>\n",
       "      <td>25.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>6</td>\n",
       "      <td>:25.20</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>25.20</td>\n",
       "      <td>14.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>6</td>\n",
       "      <td>:25.33</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>25.33</td>\n",
       "      <td>14.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>6</td>\n",
       "      <td>:25.43</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>25.43</td>\n",
       "      <td>13.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>6</td>\n",
       "      <td>:26.43</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>26.43</td>\n",
       "      <td>7.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>6</td>\n",
       "      <td>:26.80</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>26.80</td>\n",
       "      <td>4.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>6</td>\n",
       "      <td>:27.60</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>27.60</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals   times ranks   score  \\\n",
       "447                    Lindy Barber         6  :19.57     1  50 pts   \n",
       "356       Thuridur Erla Helgadottir         6  :19.73     2  47 pts   \n",
       "213                   Kristin Holte         6  :20.07     3  44 pts   \n",
       "18                 Tia-Clair Toomey         6  :20.13     4  42 pts   \n",
       "148                      Sammy Wood         6  :20.16     5  40 pts   \n",
       "174                     Brooke Ence         6  :20.20     6  38 pts   \n",
       "278                Anna Tunnicliffe         6  :20.50     7  36 pts   \n",
       "369                      Jenn Jones         6  :20.57     8  34 pts   \n",
       "109                 Margaux Alvarez         6  :20.83     9  32 pts   \n",
       "382                     Alex Parker         6  :20.90    10  30 pts   \n",
       "96                     Emily Abbott         6  :20.97    11  29 pts   \n",
       "200                    Brooke Wells         6  :21.13    12  28 pts   \n",
       "161         Camille Leblanc-Bazinet         6  :21.23    13  27 pts   \n",
       "304                  Emily Bridgers         6  :21.27    14  26 pts   \n",
       "408             Alessandra Pichelli         6  :21.40    15  25 pts   \n",
       "486              Annie Thorisdottir         6  :21.53    16  24 pts   \n",
       "135                    Stacie Tovar         6  :21.60    17  23 pts   \n",
       "252                    Alethea Boon         6  :21.73    18  22 pts   \n",
       "122                  Amanda Goodman         6  :21.77    19  21 pts   \n",
       "265                     Kari Pearce         6  :22.13    20  20 pts   \n",
       "5         Katrin Tanja Davidsdottir         6  :22.23    21  19 pts   \n",
       "395                   Rebecca Voigt         6  :22.73    22  18 pts   \n",
       "330                   Cassidy Lance         6  :22.93    23  17 pts   \n",
       "434                    Jessica Core         6  :23.03    24  16 pts   \n",
       "70                        Chyna Cho         6  :23.07    25  15 pts   \n",
       "83               Lindsey Valenzuela         6  :23.17    26  14 pts   \n",
       "343       Carol-Ann Reason-Thibault         6  :23.23   27T  13 pts   \n",
       "473                  Kelley Jackson         6  :23.23   27T  13 pts   \n",
       "187                  Nicole Holcomb         6  :23.40    29  11 pts   \n",
       "291                     Denae Brown         6  :23.47    30  10 pts   \n",
       "421                   Regan Huckaby         6  :23.53    31   9 pts   \n",
       "317              Elisabeth Akinwale         6  :23.57    32   8 pts   \n",
       "239                   whitney gelin         6  :25.20    33   7 pts   \n",
       "44                  Samantha Briggs         6  :25.33    34   6 pts   \n",
       "57                        Kara Webb         6  :25.43    35   5 pts   \n",
       "226                Michele Letendre         6  :26.43    36   4 pts   \n",
       "31   Ragnheiður Sara Sigmundsdottir         6  :26.80    37   3 pts   \n",
       "460                 Carleen Mathews         6  :27.60    38   2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "447          19.57           50.00  \n",
       "356          19.73           49.00  \n",
       "213          20.07           46.89  \n",
       "18           20.13           46.51  \n",
       "148          20.16           46.33  \n",
       "174          20.20           46.08  \n",
       "278          20.50           44.21  \n",
       "369          20.57           43.77  \n",
       "109          20.83           42.15  \n",
       "382          20.90           41.72  \n",
       "96           20.97           41.28  \n",
       "200          21.13           40.29  \n",
       "161          21.23           39.66  \n",
       "304          21.27           39.41  \n",
       "408          21.40           38.61  \n",
       "486          21.53           37.80  \n",
       "135          21.60           37.36  \n",
       "252          21.73           36.55  \n",
       "122          21.77           36.30  \n",
       "265          22.13           34.06  \n",
       "5            22.23           33.44  \n",
       "395          22.73           30.32  \n",
       "330          22.93           29.08  \n",
       "434          23.03           28.46  \n",
       "70           23.07           28.21  \n",
       "83           23.17           27.58  \n",
       "343          23.23           27.21  \n",
       "473          23.23           27.21  \n",
       "187          23.40           26.15  \n",
       "291          23.47           25.72  \n",
       "421          23.53           25.34  \n",
       "317          23.57           25.09  \n",
       "239          25.20           14.94  \n",
       "44           25.33           14.13  \n",
       "57           25.43           13.51  \n",
       "226          26.43            7.29  \n",
       "31           26.80            4.98  \n",
       "460          27.60            0.00  "
      ]
     },
     "execution_count": 82,
     "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": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_7 = full_data[full_data['ordinals']==7].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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 = 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'],':%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "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'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "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>214</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.63</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>19.63</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.75</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>19.75</td>\n",
       "      <td>49.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.06</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>20.06</td>\n",
       "      <td>46.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.27</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>20.27</td>\n",
       "      <td>45.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.55</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>20.55</td>\n",
       "      <td>43.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.58</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>20.58</td>\n",
       "      <td>43.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.74</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>20.74</td>\n",
       "      <td>42.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.76</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>20.76</td>\n",
       "      <td>41.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.89</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>20.89</td>\n",
       "      <td>41.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.01</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>21.01</td>\n",
       "      <td>40.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.14</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>21.14</td>\n",
       "      <td>39.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.18</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>21.18</td>\n",
       "      <td>38.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.35</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "      <td>21.35</td>\n",
       "      <td>37.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.48</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>21.48</td>\n",
       "      <td>36.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.51</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>21.51</td>\n",
       "      <td>36.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.55</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>21.55</td>\n",
       "      <td>36.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.58</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>21.58</td>\n",
       "      <td>36.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.69</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>21.69</td>\n",
       "      <td>35.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.78</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>21.78</td>\n",
       "      <td>34.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.86</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>21.86</td>\n",
       "      <td>34.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.97</td>\n",
       "      <td>21T</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>21.97</td>\n",
       "      <td>33.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.97</td>\n",
       "      <td>21T</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>21.97</td>\n",
       "      <td>33.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.00</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>22.00</td>\n",
       "      <td>33.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.11</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>22.11</td>\n",
       "      <td>32.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.37</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>22.37</td>\n",
       "      <td>30.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.63</td>\n",
       "      <td>26T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>22.63</td>\n",
       "      <td>28.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.63</td>\n",
       "      <td>26T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>22.63</td>\n",
       "      <td>28.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.64</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>22.64</td>\n",
       "      <td>28.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.72</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>22.72</td>\n",
       "      <td>28.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.85</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>22.85</td>\n",
       "      <td>27.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>7</td>\n",
       "      <td>:23.23</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "      <td>23.23</td>\n",
       "      <td>24.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>7</td>\n",
       "      <td>:23.29</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>23.29</td>\n",
       "      <td>24.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>7</td>\n",
       "      <td>:23.33</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>23.33</td>\n",
       "      <td>23.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>7</td>\n",
       "      <td>:23.98</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>23.98</td>\n",
       "      <td>19.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>7</td>\n",
       "      <td>:24.09</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>24.09</td>\n",
       "      <td>18.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>7</td>\n",
       "      <td>:24.54</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>24.54</td>\n",
       "      <td>15.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>7</td>\n",
       "      <td>:26.34</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>26.34</td>\n",
       "      <td>2.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>7</td>\n",
       "      <td>:26.67</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>26.67</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals   times ranks   score  \\\n",
       "214                   Kristin Holte         7  :19.63     1  50 pts   \n",
       "448                    Lindy Barber         7  :19.75     2  47 pts   \n",
       "19                 Tia-Clair Toomey         7  :20.06     3  44 pts   \n",
       "383                     Alex Parker         7  :20.27     4  42 pts   \n",
       "149                      Sammy Wood         7  :20.55     5  40 pts   \n",
       "357       Thuridur Erla Helgadottir         7  :20.58     6  38 pts   \n",
       "175                     Brooke Ence         7  :20.74     7  36 pts   \n",
       "110                 Margaux Alvarez         7  :20.76     8  34 pts   \n",
       "201                    Brooke Wells         7  :20.89     9  32 pts   \n",
       "279                Anna Tunnicliffe         7  :21.01    10  30 pts   \n",
       "370                      Jenn Jones         7  :21.14    11  29 pts   \n",
       "97                     Emily Abbott         7  :21.18    12  28 pts   \n",
       "162         Camille Leblanc-Bazinet         7  :21.35    13  27 pts   \n",
       "474                  Kelley Jackson         7  :21.48    14  26 pts   \n",
       "136                    Stacie Tovar         7  :21.51    15  25 pts   \n",
       "84               Lindsey Valenzuela         7  :21.55    16  24 pts   \n",
       "422                   Regan Huckaby         7  :21.58    17  23 pts   \n",
       "292                     Denae Brown         7  :21.69    18  22 pts   \n",
       "123                  Amanda Goodman         7  :21.78    19  21 pts   \n",
       "487              Annie Thorisdottir         7  :21.86    20  20 pts   \n",
       "318              Elisabeth Akinwale         7  :21.97   21T  19 pts   \n",
       "6         Katrin Tanja Davidsdottir         7  :21.97   21T  19 pts   \n",
       "305                  Emily Bridgers         7  :22.00    23  17 pts   \n",
       "266                     Kari Pearce         7  :22.11    24  16 pts   \n",
       "435                    Jessica Core         7  :22.37    25  15 pts   \n",
       "188                  Nicole Holcomb         7  :22.63   26T  14 pts   \n",
       "396                   Rebecca Voigt         7  :22.63   26T  14 pts   \n",
       "409             Alessandra Pichelli         7  :22.64    28  12 pts   \n",
       "331                   Cassidy Lance         7  :22.72    29  11 pts   \n",
       "71                        Chyna Cho         7  :22.85    30  10 pts   \n",
       "45                  Samantha Briggs         7  :23.23    31   9 pts   \n",
       "58                        Kara Webb         7  :23.29    32   8 pts   \n",
       "344       Carol-Ann Reason-Thibault         7  :23.33    33   7 pts   \n",
       "253                    Alethea Boon         7  :23.98    34   6 pts   \n",
       "461                 Carleen Mathews         7  :24.09    35   5 pts   \n",
       "227                Michele Letendre         7  :24.54    36   4 pts   \n",
       "240                   whitney gelin         7  :26.34    37   3 pts   \n",
       "32   Ragnheiður Sara Sigmundsdottir         7  :26.67    38   2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "214          19.63           50.00  \n",
       "448          19.75           49.15  \n",
       "19           20.06           46.95  \n",
       "383          20.27           45.45  \n",
       "149          20.55           43.47  \n",
       "357          20.58           43.25  \n",
       "175          20.74           42.12  \n",
       "110          20.76           41.97  \n",
       "201          20.89           41.05  \n",
       "279          21.01           40.20  \n",
       "370          21.14           39.28  \n",
       "97           21.18           38.99  \n",
       "162          21.35           37.78  \n",
       "474          21.48           36.86  \n",
       "136          21.51           36.65  \n",
       "84           21.55           36.36  \n",
       "422          21.58           36.15  \n",
       "292          21.69           35.37  \n",
       "123          21.78           34.73  \n",
       "487          21.86           34.16  \n",
       "318          21.97           33.38  \n",
       "6            21.97           33.38  \n",
       "305          22.00           33.17  \n",
       "266          22.11           32.39  \n",
       "435          22.37           30.54  \n",
       "188          22.63           28.69  \n",
       "396          22.63           28.69  \n",
       "409          22.64           28.62  \n",
       "331          22.72           28.05  \n",
       "71           22.85           27.13  \n",
       "45           23.23           24.43  \n",
       "58           23.29           24.01  \n",
       "344          23.33           23.72  \n",
       "253          23.98           19.11  \n",
       "461          24.09           18.32  \n",
       "227          24.54           15.13  \n",
       "240          26.34            2.34  \n",
       "32           26.67            0.00  "
      ]
     },
     "execution_count": 86,
     "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": 87,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_8 = full_data[full_data['ordinals']==8].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "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 = 12*60\n",
    "        total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "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": 90,
   "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>319</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>8</td>\n",
       "      <td>8:40.94</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>520</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>8</td>\n",
       "      <td>9:02.80</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>542</td>\n",
       "      <td>89.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>8</td>\n",
       "      <td>9:29.01</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>569</td>\n",
       "      <td>76.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>10:07.41</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>607</td>\n",
       "      <td>58.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>8</td>\n",
       "      <td>10:22.02</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>622</td>\n",
       "      <td>51.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>8</td>\n",
       "      <td>11:14.97</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>674</td>\n",
       "      <td>26.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>8</td>\n",
       "      <td>11:57.94</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>717</td>\n",
       "      <td>5.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>8T</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>721</td>\n",
       "      <td>3.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>8T</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>721</td>\n",
       "      <td>3.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>8T</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>721</td>\n",
       "      <td>3.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>8T</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>721</td>\n",
       "      <td>3.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>8T</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>721</td>\n",
       "      <td>3.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>722</td>\n",
       "      <td>3.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>722</td>\n",
       "      <td>3.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>723</td>\n",
       "      <td>2.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>723</td>\n",
       "      <td>2.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>723</td>\n",
       "      <td>2.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>723</td>\n",
       "      <td>2.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>724</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>724</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>724</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>724</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>724</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>1.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>1.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>1.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>1.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>1.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>1.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>726</td>\n",
       "      <td>1.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>726</td>\n",
       "      <td>1.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>726</td>\n",
       "      <td>1.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>726</td>\n",
       "      <td>1.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>727</td>\n",
       "      <td>0.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>727</td>\n",
       "      <td>0.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>727</td>\n",
       "      <td>0.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>728</td>\n",
       "      <td>0.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+9</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>729</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "319              Elisabeth Akinwale         8   8:40.94     1  100 pts   \n",
       "267                     Kari Pearce         8   9:02.80     2   94 pts   \n",
       "150                      Sammy Wood         8   9:29.01     3   88 pts   \n",
       "33   Ragnheiður Sara Sigmundsdottir         8  10:07.41     4   84 pts   \n",
       "189                  Nicole Holcomb         8  10:22.02     5   80 pts   \n",
       "254                    Alethea Boon         8  11:14.97     6   76 pts   \n",
       "137                    Stacie Tovar         8  11:57.94     7   72 pts   \n",
       "46                  Samantha Briggs         8     CAP+1    8T   68 pts   \n",
       "59                        Kara Webb         8     CAP+1    8T   68 pts   \n",
       "72                        Chyna Cho         8     CAP+1    8T   68 pts   \n",
       "306                  Emily Bridgers         8     CAP+1    8T   68 pts   \n",
       "423                   Regan Huckaby         8     CAP+1    8T   68 pts   \n",
       "20                 Tia-Clair Toomey         8     CAP+2   13T   54 pts   \n",
       "332                   Cassidy Lance         8     CAP+2   13T   54 pts   \n",
       "7         Katrin Tanja Davidsdottir         8     CAP+3   15T   50 pts   \n",
       "410             Alessandra Pichelli         8     CAP+3   15T   50 pts   \n",
       "98                     Emily Abbott         8     CAP+3   15T   50 pts   \n",
       "124                  Amanda Goodman         8     CAP+3   15T   50 pts   \n",
       "176                     Brooke Ence         8     CAP+4   19T   42 pts   \n",
       "85               Lindsey Valenzuela         8     CAP+4   19T   42 pts   \n",
       "397                   Rebecca Voigt         8     CAP+4   19T   42 pts   \n",
       "241                   whitney gelin         8     CAP+4   19T   42 pts   \n",
       "293                     Denae Brown         8     CAP+4   19T   42 pts   \n",
       "488              Annie Thorisdottir         8     CAP+5   24T   32 pts   \n",
       "462                 Carleen Mathews         8     CAP+5   24T   32 pts   \n",
       "215                   Kristin Holte         8     CAP+5   24T   32 pts   \n",
       "449                    Lindy Barber         8     CAP+5   24T   32 pts   \n",
       "345       Carol-Ann Reason-Thibault         8     CAP+5   24T   32 pts   \n",
       "163         Camille Leblanc-Bazinet         8     CAP+5   24T   32 pts   \n",
       "202                    Brooke Wells         8     CAP+6   30T   20 pts   \n",
       "228                Michele Letendre         8     CAP+6   30T   20 pts   \n",
       "280                Anna Tunnicliffe         8     CAP+6   30T   20 pts   \n",
       "371                      Jenn Jones         8     CAP+6   30T   20 pts   \n",
       "111                 Margaux Alvarez         8     CAP+7   34T   12 pts   \n",
       "358       Thuridur Erla Helgadottir         8     CAP+7   34T   12 pts   \n",
       "436                    Jessica Core         8     CAP+7   34T   12 pts   \n",
       "475                  Kelley Jackson         8     CAP+8    37    6 pts   \n",
       "384                     Alex Parker         8     CAP+9    38    4 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "319            520          100.00  \n",
       "267            542           89.47  \n",
       "150            569           76.56  \n",
       "33             607           58.37  \n",
       "189            622           51.20  \n",
       "254            674           26.32  \n",
       "137            717            5.74  \n",
       "46             721            3.83  \n",
       "59             721            3.83  \n",
       "72             721            3.83  \n",
       "306            721            3.83  \n",
       "423            721            3.83  \n",
       "20             722            3.35  \n",
       "332            722            3.35  \n",
       "7              723            2.87  \n",
       "410            723            2.87  \n",
       "98             723            2.87  \n",
       "124            723            2.87  \n",
       "176            724            2.39  \n",
       "85             724            2.39  \n",
       "397            724            2.39  \n",
       "241            724            2.39  \n",
       "293            724            2.39  \n",
       "488            725            1.91  \n",
       "462            725            1.91  \n",
       "215            725            1.91  \n",
       "449            725            1.91  \n",
       "345            725            1.91  \n",
       "163            725            1.91  \n",
       "202            726            1.44  \n",
       "228            726            1.44  \n",
       "280            726            1.44  \n",
       "371            726            1.44  \n",
       "111            727            0.96  \n",
       "358            727            0.96  \n",
       "436            727            0.96  \n",
       "475            728            0.48  \n",
       "384            729            0.00  "
      ]
     },
     "execution_count": 90,
     "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": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_9 = full_data[full_data['ordinals']==9].sort_values('times')\n",
    "event_9 = event_9[event_9.competitors != 'Carleen Mathews']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_9['times'] = [int(i) for i in event_9['times']]\n",
    "lst = list(event_9['times']-min(event_9['times']))\n",
    "event_9['adjusted_score'] = [i*(100/max(lst)) for i in lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "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>177</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>9</td>\n",
       "      <td>242</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>9</td>\n",
       "      <td>240</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>96.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>9</td>\n",
       "      <td>232</td>\n",
       "      <td>3T</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>82.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>9</td>\n",
       "      <td>232</td>\n",
       "      <td>3T</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>82.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>9</td>\n",
       "      <td>231</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>80.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>230</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>78.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>9</td>\n",
       "      <td>230</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>78.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>9</td>\n",
       "      <td>226</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>71.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>9</td>\n",
       "      <td>225</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>70.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>217</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>56.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>9</td>\n",
       "      <td>217</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>56.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>9</td>\n",
       "      <td>217</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>56.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>9</td>\n",
       "      <td>217</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>56.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>9</td>\n",
       "      <td>216</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>54.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>9</td>\n",
       "      <td>212</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>47.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>9</td>\n",
       "      <td>212</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>47.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>9</td>\n",
       "      <td>210</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>43.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>9</td>\n",
       "      <td>208</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>40.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>9</td>\n",
       "      <td>207</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>38.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>9</td>\n",
       "      <td>206</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>36.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>9</td>\n",
       "      <td>205</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>35.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>9</td>\n",
       "      <td>205</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>35.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>9</td>\n",
       "      <td>205</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>35.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>9</td>\n",
       "      <td>205</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>35.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>9</td>\n",
       "      <td>202</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>29.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>9</td>\n",
       "      <td>201</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>28.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>9</td>\n",
       "      <td>197</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>21.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>9</td>\n",
       "      <td>196</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>19.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>9</td>\n",
       "      <td>196</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>19.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>9</td>\n",
       "      <td>195</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>17.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>9</td>\n",
       "      <td>188</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>5.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>9</td>\n",
       "      <td>187</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>3.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>9</td>\n",
       "      <td>187</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>3.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>9</td>\n",
       "      <td>187</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>3.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>9</td>\n",
       "      <td>185</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>9</td>\n",
       "      <td>185</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>9</td>\n",
       "      <td>185</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals  times ranks    score  \\\n",
       "177                     Brooke Ence         9    242     1  100 pts   \n",
       "86               Lindsey Valenzuela         9    240     2   94 pts   \n",
       "99                     Emily Abbott         9    232    3T   88 pts   \n",
       "203                    Brooke Wells         9    232    3T   88 pts   \n",
       "164         Camille Leblanc-Bazinet         9    231     5   80 pts   \n",
       "34   Ragnheiður Sara Sigmundsdottir         9    230    6T   76 pts   \n",
       "125                  Amanda Goodman         9    230    6T   76 pts   \n",
       "320              Elisabeth Akinwale         9    226     8   68 pts   \n",
       "60                        Kara Webb         9    225     9   64 pts   \n",
       "8         Katrin Tanja Davidsdottir         9    217   10T   60 pts   \n",
       "437                    Jessica Core         9    217   10T   60 pts   \n",
       "424                   Regan Huckaby         9    217   10T   60 pts   \n",
       "411             Alessandra Pichelli         9    217   10T   60 pts   \n",
       "242                   whitney gelin         9    216    14   52 pts   \n",
       "21                 Tia-Clair Toomey         9    212   15T   50 pts   \n",
       "138                    Stacie Tovar         9    212   15T   50 pts   \n",
       "112                 Margaux Alvarez         9    210    17   46 pts   \n",
       "333                   Cassidy Lance         9    208    18   44 pts   \n",
       "73                        Chyna Cho         9    207    19   42 pts   \n",
       "190                  Nicole Holcomb         9    206    20   40 pts   \n",
       "151                      Sammy Wood         9    205   21T   38 pts   \n",
       "372                      Jenn Jones         9    205   21T   38 pts   \n",
       "229                Michele Letendre         9    205   21T   38 pts   \n",
       "346       Carol-Ann Reason-Thibault         9    205   21T   38 pts   \n",
       "359       Thuridur Erla Helgadottir         9    202    25   30 pts   \n",
       "294                     Denae Brown         9    201    26   28 pts   \n",
       "307                  Emily Bridgers         9    197    27   26 pts   \n",
       "398                   Rebecca Voigt         9    196   28T   24 pts   \n",
       "489              Annie Thorisdottir         9    196   28T   24 pts   \n",
       "450                    Lindy Barber         9    195    30   20 pts   \n",
       "47                  Samantha Briggs         9    188    31   18 pts   \n",
       "216                   Kristin Holte         9    187   32T   16 pts   \n",
       "255                    Alethea Boon         9    187   32T   16 pts   \n",
       "281                Anna Tunnicliffe         9    187   32T   16 pts   \n",
       "476                  Kelley Jackson         9    185   35T   10 pts   \n",
       "385                     Alex Parker         9    185   35T   10 pts   \n",
       "268                     Kari Pearce         9    185   35T   10 pts   \n",
       "\n",
       "     adjusted_score  \n",
       "177          100.00  \n",
       "86            96.49  \n",
       "99            82.46  \n",
       "203           82.46  \n",
       "164           80.70  \n",
       "34            78.95  \n",
       "125           78.95  \n",
       "320           71.93  \n",
       "60            70.18  \n",
       "8             56.14  \n",
       "437           56.14  \n",
       "424           56.14  \n",
       "411           56.14  \n",
       "242           54.39  \n",
       "21            47.37  \n",
       "138           47.37  \n",
       "112           43.86  \n",
       "333           40.35  \n",
       "73            38.60  \n",
       "190           36.84  \n",
       "151           35.09  \n",
       "372           35.09  \n",
       "229           35.09  \n",
       "346           35.09  \n",
       "359           29.82  \n",
       "294           28.07  \n",
       "307           21.05  \n",
       "398           19.30  \n",
       "489           19.30  \n",
       "450           17.54  \n",
       "47             5.26  \n",
       "216            3.51  \n",
       "255            3.51  \n",
       "281            3.51  \n",
       "476            0.00  \n",
       "385            0.00  \n",
       "268            0.00  "
      ]
     },
     "execution_count": 96,
     "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": 97,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_10 = full_data[full_data['ordinals']==10].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "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 = 10*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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": 100,
   "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>165</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>10</td>\n",
       "      <td>4:47.57</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>287</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>10</td>\n",
       "      <td>5:32.00</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>332</td>\n",
       "      <td>85.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>10</td>\n",
       "      <td>6:01.34</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>361</td>\n",
       "      <td>76.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>10</td>\n",
       "      <td>6:14.09</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>374</td>\n",
       "      <td>72.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>10</td>\n",
       "      <td>6:16.49</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>376</td>\n",
       "      <td>71.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>10</td>\n",
       "      <td>6:20.23</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>380</td>\n",
       "      <td>70.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>10</td>\n",
       "      <td>6:34.31</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>394</td>\n",
       "      <td>66.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>6:36.34</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>396</td>\n",
       "      <td>65.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>10</td>\n",
       "      <td>6:48.47</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>408</td>\n",
       "      <td>61.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>10</td>\n",
       "      <td>6:53.00</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>413</td>\n",
       "      <td>60.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>10</td>\n",
       "      <td>6:54.06</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>414</td>\n",
       "      <td>59.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>10</td>\n",
       "      <td>6:54.66</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>414</td>\n",
       "      <td>59.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>10</td>\n",
       "      <td>7:01.85</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>421</td>\n",
       "      <td>57.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>10</td>\n",
       "      <td>7:06.44</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>426</td>\n",
       "      <td>56.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>10</td>\n",
       "      <td>7:08.14</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>428</td>\n",
       "      <td>55.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>10</td>\n",
       "      <td>7:10.27</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>430</td>\n",
       "      <td>54.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>10</td>\n",
       "      <td>7:17.50</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>437</td>\n",
       "      <td>52.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>7:23.13</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>443</td>\n",
       "      <td>50.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>10</td>\n",
       "      <td>7:36.31</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>456</td>\n",
       "      <td>46.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>10</td>\n",
       "      <td>7:37.55</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>457</td>\n",
       "      <td>46.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>10</td>\n",
       "      <td>7:39.55</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>459</td>\n",
       "      <td>45.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>10</td>\n",
       "      <td>7:42.75</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>462</td>\n",
       "      <td>44.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>10</td>\n",
       "      <td>7:43.87</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>463</td>\n",
       "      <td>44.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>10</td>\n",
       "      <td>8:03.71</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>483</td>\n",
       "      <td>38.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>10</td>\n",
       "      <td>8:08.62</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>488</td>\n",
       "      <td>36.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>10</td>\n",
       "      <td>8:12.58</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>492</td>\n",
       "      <td>35.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>10</td>\n",
       "      <td>8:22.96</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>502</td>\n",
       "      <td>32.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>10</td>\n",
       "      <td>8:34.59</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>514</td>\n",
       "      <td>28.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>10</td>\n",
       "      <td>8:35.99</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>515</td>\n",
       "      <td>28.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>10</td>\n",
       "      <td>8:36.91</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>516</td>\n",
       "      <td>27.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>10</td>\n",
       "      <td>9:03.79</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>543</td>\n",
       "      <td>19.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>10</td>\n",
       "      <td>9:08.05</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>548</td>\n",
       "      <td>17.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>10</td>\n",
       "      <td>9:11.25</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>551</td>\n",
       "      <td>16.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>10</td>\n",
       "      <td>9:12.57</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>552</td>\n",
       "      <td>16.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>10</td>\n",
       "      <td>9:35.67</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>575</td>\n",
       "      <td>9.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>10</td>\n",
       "      <td>9:42.54</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>582</td>\n",
       "      <td>6.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>602</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>604</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks    score  \\\n",
       "165         Camille Leblanc-Bazinet        10  4:47.57     1  100 pts   \n",
       "48                  Samantha Briggs        10  5:32.00     2   94 pts   \n",
       "126                  Amanda Goodman        10  6:01.34     3   88 pts   \n",
       "61                        Kara Webb        10  6:14.09     4   84 pts   \n",
       "256                    Alethea Boon        10  6:16.49     5   80 pts   \n",
       "22                 Tia-Clair Toomey        10  6:20.23     6   76 pts   \n",
       "191                  Nicole Holcomb        10  6:34.31     7   72 pts   \n",
       "9         Katrin Tanja Davidsdottir        10  6:36.34     8   68 pts   \n",
       "308                  Emily Bridgers        10  6:48.47     9   64 pts   \n",
       "152                      Sammy Wood        10  6:53.00    10   60 pts   \n",
       "243                   whitney gelin        10  6:54.06    11   58 pts   \n",
       "87               Lindsey Valenzuela        10  6:54.66    12   56 pts   \n",
       "139                    Stacie Tovar        10  7:01.85    13   54 pts   \n",
       "113                 Margaux Alvarez        10  7:06.44    14   52 pts   \n",
       "295                     Denae Brown        10  7:08.14    15   50 pts   \n",
       "230                Michele Letendre        10  7:10.27    16   48 pts   \n",
       "334                   Cassidy Lance        10  7:17.50    17   46 pts   \n",
       "35   Ragnheiður Sara Sigmundsdottir        10  7:23.13    18   44 pts   \n",
       "74                        Chyna Cho        10  7:36.31    19   42 pts   \n",
       "477                  Kelley Jackson        10  7:37.55    20   40 pts   \n",
       "204                    Brooke Wells        10  7:39.55    21   38 pts   \n",
       "178                     Brooke Ence        10  7:42.75    22   36 pts   \n",
       "412             Alessandra Pichelli        10  7:43.87    23   34 pts   \n",
       "269                     Kari Pearce        10  8:03.71    24   32 pts   \n",
       "347       Carol-Ann Reason-Thibault        10  8:08.62    25   30 pts   \n",
       "100                    Emily Abbott        10  8:12.58    26   28 pts   \n",
       "490              Annie Thorisdottir        10  8:22.96    27   26 pts   \n",
       "399                   Rebecca Voigt        10  8:34.59    28   24 pts   \n",
       "425                   Regan Huckaby        10  8:35.99    29   22 pts   \n",
       "438                    Jessica Core        10  8:36.91    30   20 pts   \n",
       "464                 Carleen Mathews        10  9:03.79    31   18 pts   \n",
       "360       Thuridur Erla Helgadottir        10  9:08.05    32   16 pts   \n",
       "451                    Lindy Barber        10  9:11.25    33   14 pts   \n",
       "321              Elisabeth Akinwale        10  9:12.57    34   12 pts   \n",
       "373                      Jenn Jones        10  9:35.67    35   10 pts   \n",
       "386                     Alex Parker        10  9:42.54    36    8 pts   \n",
       "217                   Kristin Holte        10    CAP+2    37    6 pts   \n",
       "282                Anna Tunnicliffe        10    CAP+4    38    4 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "165            287          100.00  \n",
       "48             332           85.80  \n",
       "126            361           76.66  \n",
       "61             374           72.56  \n",
       "256            376           71.92  \n",
       "22             380           70.66  \n",
       "191            394           66.25  \n",
       "9              396           65.62  \n",
       "308            408           61.83  \n",
       "152            413           60.25  \n",
       "243            414           59.94  \n",
       "87             414           59.94  \n",
       "139            421           57.73  \n",
       "113            426           56.15  \n",
       "295            428           55.52  \n",
       "230            430           54.89  \n",
       "334            437           52.68  \n",
       "35             443           50.79  \n",
       "74             456           46.69  \n",
       "477            457           46.37  \n",
       "204            459           45.74  \n",
       "178            462           44.79  \n",
       "412            463           44.48  \n",
       "269            483           38.17  \n",
       "347            488           36.59  \n",
       "100            492           35.33  \n",
       "490            502           32.18  \n",
       "399            514           28.39  \n",
       "425            515           28.08  \n",
       "438            516           27.76  \n",
       "464            543           19.24  \n",
       "360            548           17.67  \n",
       "451            551           16.72  \n",
       "321            552           16.40  \n",
       "373            575            9.15  \n",
       "386            582            6.94  \n",
       "217            602            0.63  \n",
       "282            604            0.00  "
      ]
     },
     "execution_count": 100,
     "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": 101,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_11 = full_data[full_data['ordinals']==11].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "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 = 25*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": 104,
   "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": 105,
   "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>49</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>11</td>\n",
       "      <td>13:26.57</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>806.57</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>11</td>\n",
       "      <td>13:53.61</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>833.61</td>\n",
       "      <td>88.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>11</td>\n",
       "      <td>14:17.88</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>857.88</td>\n",
       "      <td>78.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>11</td>\n",
       "      <td>14:32.59</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>872.59</td>\n",
       "      <td>72.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>14:33.34</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>873.34</td>\n",
       "      <td>72.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>11</td>\n",
       "      <td>14:34.04</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>874.04</td>\n",
       "      <td>71.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>11</td>\n",
       "      <td>14:36.77</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>876.77</td>\n",
       "      <td>70.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>11</td>\n",
       "      <td>14:58.46</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>898.46</td>\n",
       "      <td>61.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>11</td>\n",
       "      <td>15:09.44</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>909.44</td>\n",
       "      <td>56.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>11</td>\n",
       "      <td>15:11.52</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>911.52</td>\n",
       "      <td>56.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>11</td>\n",
       "      <td>15:17.15</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>917.15</td>\n",
       "      <td>53.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>11</td>\n",
       "      <td>15:18.11</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>918.11</td>\n",
       "      <td>53.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>11</td>\n",
       "      <td>15:19.07</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>919.07</td>\n",
       "      <td>52.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>11</td>\n",
       "      <td>15:33.28</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>933.28</td>\n",
       "      <td>47.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>11</td>\n",
       "      <td>15:38.42</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>938.42</td>\n",
       "      <td>44.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>11</td>\n",
       "      <td>15:39.10</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>939.10</td>\n",
       "      <td>44.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>11</td>\n",
       "      <td>15:41.26</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>941.26</td>\n",
       "      <td>43.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>11</td>\n",
       "      <td>15:46.72</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>946.72</td>\n",
       "      <td>41.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>11</td>\n",
       "      <td>15:53.47</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>953.47</td>\n",
       "      <td>38.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>11</td>\n",
       "      <td>16:08.47</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>968.47</td>\n",
       "      <td>32.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>11</td>\n",
       "      <td>16:09.58</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>969.58</td>\n",
       "      <td>31.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>11</td>\n",
       "      <td>16:14.93</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>974.93</td>\n",
       "      <td>29.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>11</td>\n",
       "      <td>16:15.62</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>975.62</td>\n",
       "      <td>29.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>11</td>\n",
       "      <td>16:16.85</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>976.85</td>\n",
       "      <td>28.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>11</td>\n",
       "      <td>16:20.02</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>980.02</td>\n",
       "      <td>27.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>11</td>\n",
       "      <td>16:27.31</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>987.31</td>\n",
       "      <td>24.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>11</td>\n",
       "      <td>16:28.73</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>988.73</td>\n",
       "      <td>23.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>11</td>\n",
       "      <td>16:28.75</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>988.75</td>\n",
       "      <td>23.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>11</td>\n",
       "      <td>16:30.72</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>990.72</td>\n",
       "      <td>23.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>11</td>\n",
       "      <td>16:39.20</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>999.20</td>\n",
       "      <td>19.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>11</td>\n",
       "      <td>16:46.36</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>1006.36</td>\n",
       "      <td>16.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>11</td>\n",
       "      <td>16:53.33</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1013.33</td>\n",
       "      <td>13.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>11</td>\n",
       "      <td>17:08.35</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>1028.35</td>\n",
       "      <td>7.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>11</td>\n",
       "      <td>17:09.58</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>1029.58</td>\n",
       "      <td>6.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>11</td>\n",
       "      <td>17:09.79</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>1029.79</td>\n",
       "      <td>6.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>11</td>\n",
       "      <td>17:11.59</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>1031.59</td>\n",
       "      <td>5.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>11</td>\n",
       "      <td>17:25.76</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>1045.76</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals     times ranks    score  \\\n",
       "49                  Samantha Briggs        11  13:26.57     1  100 pts   \n",
       "218                   Kristin Holte        11  13:53.61     2   94 pts   \n",
       "283                Anna Tunnicliffe        11  14:17.88     3   88 pts   \n",
       "114                 Margaux Alvarez        11  14:32.59     4   84 pts   \n",
       "10        Katrin Tanja Davidsdottir        11  14:33.34     5   80 pts   \n",
       "23                 Tia-Clair Toomey        11  14:34.04     6   76 pts   \n",
       "387                     Alex Parker        11  14:36.77     7   72 pts   \n",
       "296                     Denae Brown        11  14:58.46     8   68 pts   \n",
       "36   Ragnheiður Sara Sigmundsdottir        11  15:09.44     9   64 pts   \n",
       "75                        Chyna Cho        11  15:11.52    10   60 pts   \n",
       "244                   whitney gelin        11  15:17.15    11   58 pts   \n",
       "101                    Emily Abbott        11  15:18.11    12   56 pts   \n",
       "361       Thuridur Erla Helgadottir        11  15:19.07    13   54 pts   \n",
       "478                  Kelley Jackson        11  15:33.28    14   52 pts   \n",
       "270                     Kari Pearce        11  15:38.42    15   50 pts   \n",
       "140                    Stacie Tovar        11  15:39.10    16   48 pts   \n",
       "348       Carol-Ann Reason-Thibault        11  15:41.26    17   46 pts   \n",
       "413             Alessandra Pichelli        11  15:46.72    18   44 pts   \n",
       "62                        Kara Webb        11  15:53.47    19   42 pts   \n",
       "452                    Lindy Barber        11  16:08.47    20   40 pts   \n",
       "88               Lindsey Valenzuela        11  16:09.58    21   38 pts   \n",
       "465                 Carleen Mathews        11  16:14.93    22   36 pts   \n",
       "309                  Emily Bridgers        11  16:15.62    23   34 pts   \n",
       "231                Michele Letendre        11  16:16.85    24   32 pts   \n",
       "127                  Amanda Goodman        11  16:20.02    25   30 pts   \n",
       "205                    Brooke Wells        11  16:27.31    26   28 pts   \n",
       "400                   Rebecca Voigt        11  16:28.73    27   26 pts   \n",
       "179                     Brooke Ence        11  16:28.75    28   24 pts   \n",
       "257                    Alethea Boon        11  16:30.72    29   22 pts   \n",
       "153                      Sammy Wood        11  16:39.20    30   20 pts   \n",
       "192                  Nicole Holcomb        11  16:46.36    31   18 pts   \n",
       "335                   Cassidy Lance        11  16:53.33    32   16 pts   \n",
       "322              Elisabeth Akinwale        11  17:08.35    33   14 pts   \n",
       "439                    Jessica Core        11  17:09.58    34   12 pts   \n",
       "166         Camille Leblanc-Bazinet        11  17:09.79    35   10 pts   \n",
       "426                   Regan Huckaby        11  17:11.59    36    8 pts   \n",
       "374                      Jenn Jones        11  17:25.76    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "49          806.57          100.00  \n",
       "218         833.61           88.70  \n",
       "283         857.88           78.55  \n",
       "114         872.59           72.40  \n",
       "10          873.34           72.08  \n",
       "23          874.04           71.79  \n",
       "387         876.77           70.65  \n",
       "296         898.46           61.58  \n",
       "36          909.44           56.99  \n",
       "75          911.52           56.12  \n",
       "244         917.15           53.77  \n",
       "101         918.11           53.37  \n",
       "361         919.07           52.97  \n",
       "478         933.28           47.03  \n",
       "270         938.42           44.88  \n",
       "140         939.10           44.59  \n",
       "348         941.26           43.69  \n",
       "413         946.72           41.41  \n",
       "62          953.47           38.58  \n",
       "452         968.47           32.31  \n",
       "88          969.58           31.85  \n",
       "465         974.93           29.61  \n",
       "309         975.62           29.32  \n",
       "231         976.85           28.81  \n",
       "127         980.02           27.48  \n",
       "205         987.31           24.44  \n",
       "400         988.73           23.84  \n",
       "179         988.75           23.83  \n",
       "257         990.72           23.01  \n",
       "153         999.20           19.47  \n",
       "192        1006.36           16.47  \n",
       "335        1013.33           13.56  \n",
       "322        1028.35            7.28  \n",
       "439        1029.58            6.76  \n",
       "166        1029.79            6.68  \n",
       "426        1031.59            5.92  \n",
       "374        1045.76            0.00  "
      ]
     },
     "execution_count": 105,
     "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": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_12 = full_data[full_data['ordinals']==12].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "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 = 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",
    "        if len(j['times'])==7:\n",
    "            datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "            total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)\n",
    "        else:\n",
    "            datetime_convert = datetime.strptime(j['times'],':%S.%f')\n",
    "            total_seconds.append(datetime_convert.second+datetime_convert.microsecond*1e-6)            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "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": 109,
   "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>115</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>368</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+11</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>371</td>\n",
       "      <td>93.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+16</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>376</td>\n",
       "      <td>81.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>4T</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>409</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>4T</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>409</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>410</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>410</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>410</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>410</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>410</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>410</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>6T</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>410</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>13T</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals   times ranks    score  \\\n",
       "115                 Margaux Alvarez        12   CAP+8     1  100 pts   \n",
       "128                  Amanda Goodman        12  CAP+11     2   94 pts   \n",
       "271                     Kari Pearce        12  CAP+16     3   88 pts   \n",
       "258                    Alethea Boon        12  CAP+49    4T   84 pts   \n",
       "76                        Chyna Cho        12  CAP+49    4T   84 pts   \n",
       "401                   Rebecca Voigt        12  CAP+50    6T   76 pts   \n",
       "466                 Carleen Mathews        12  CAP+50    6T   76 pts   \n",
       "297                     Denae Brown        12  CAP+50    6T   76 pts   \n",
       "63                        Kara Webb        12  CAP+50    6T   76 pts   \n",
       "440                    Jessica Core        12  CAP+50    6T   76 pts   \n",
       "24                 Tia-Clair Toomey        12  CAP+50    6T   76 pts   \n",
       "89               Lindsey Valenzuela        12  CAP+50    6T   76 pts   \n",
       "154                      Sammy Wood        12  CAP+51   13T   54 pts   \n",
       "193                  Nicole Holcomb        12  CAP+51   13T   54 pts   \n",
       "180                     Brooke Ence        12  CAP+51   13T   54 pts   \n",
       "167         Camille Leblanc-Bazinet        12  CAP+51   13T   54 pts   \n",
       "37   Ragnheiður Sara Sigmundsdottir        12  CAP+51   13T   54 pts   \n",
       "141                    Stacie Tovar        12  CAP+51   13T   54 pts   \n",
       "102                    Emily Abbott        12  CAP+51   13T   54 pts   \n",
       "50                  Samantha Briggs        12  CAP+51   13T   54 pts   \n",
       "219                   Kristin Holte        12  CAP+51   13T   54 pts   \n",
       "284                Anna Tunnicliffe        12  CAP+51   13T   54 pts   \n",
       "479                  Kelley Jackson        12  CAP+51   13T   54 pts   \n",
       "206                    Brooke Wells        12  CAP+51   13T   54 pts   \n",
       "310                  Emily Bridgers        12  CAP+51   13T   54 pts   \n",
       "232                Michele Letendre        12  CAP+51   13T   54 pts   \n",
       "245                   whitney gelin        12  CAP+51   13T   54 pts   \n",
       "11        Katrin Tanja Davidsdottir        12  CAP+51   13T   54 pts   \n",
       "453                    Lindy Barber        12  CAP+51   13T   54 pts   \n",
       "336                   Cassidy Lance        12  CAP+51   13T   54 pts   \n",
       "349       Carol-Ann Reason-Thibault        12  CAP+51   13T   54 pts   \n",
       "362       Thuridur Erla Helgadottir        12  CAP+51   13T   54 pts   \n",
       "375                      Jenn Jones        12  CAP+51   13T   54 pts   \n",
       "388                     Alex Parker        12  CAP+51   13T   54 pts   \n",
       "414             Alessandra Pichelli        12  CAP+51   13T   54 pts   \n",
       "427                   Regan Huckaby        12  CAP+51   13T   54 pts   \n",
       "323              Elisabeth Akinwale        12  CAP+51   13T   54 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "115            368          100.00  \n",
       "128            371           93.02  \n",
       "271            376           81.40  \n",
       "258            409            4.65  \n",
       "76             409            4.65  \n",
       "401            410            2.33  \n",
       "466            410            2.33  \n",
       "297            410            2.33  \n",
       "63             410            2.33  \n",
       "440            410            2.33  \n",
       "24             410            2.33  \n",
       "89             410            2.33  \n",
       "154            411            0.00  \n",
       "193            411            0.00  \n",
       "180            411            0.00  \n",
       "167            411            0.00  \n",
       "37             411            0.00  \n",
       "141            411            0.00  \n",
       "102            411            0.00  \n",
       "50             411            0.00  \n",
       "219            411            0.00  \n",
       "284            411            0.00  \n",
       "479            411            0.00  \n",
       "206            411            0.00  \n",
       "310            411            0.00  \n",
       "232            411            0.00  \n",
       "245            411            0.00  \n",
       "11             411            0.00  \n",
       "453            411            0.00  \n",
       "336            411            0.00  \n",
       "349            411            0.00  \n",
       "362            411            0.00  \n",
       "375            411            0.00  \n",
       "388            411            0.00  \n",
       "414            411            0.00  \n",
       "427            411            0.00  \n",
       "323            411            0.00  "
      ]
     },
     "execution_count": 109,
     "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": 111,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_13 = full_data[full_data['ordinals']==13].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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 = 7*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": 113,
   "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": 114,
   "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>12</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>4:42.77</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>282.77</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>13</td>\n",
       "      <td>4:51.60</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>291.60</td>\n",
       "      <td>95.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>13</td>\n",
       "      <td>5:02.09</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>302.09</td>\n",
       "      <td>90.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>13</td>\n",
       "      <td>5:30.27</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>330.27</td>\n",
       "      <td>75.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>13</td>\n",
       "      <td>5:42.90</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>342.90</td>\n",
       "      <td>69.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>13</td>\n",
       "      <td>6:00.02</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>360.02</td>\n",
       "      <td>60.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>13</td>\n",
       "      <td>6:15.92</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>375.92</td>\n",
       "      <td>52.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>13</td>\n",
       "      <td>6:48.33</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>408.33</td>\n",
       "      <td>36.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>13</td>\n",
       "      <td>6:51.61</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>411.61</td>\n",
       "      <td>34.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>13</td>\n",
       "      <td>6:52.23</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>412.23</td>\n",
       "      <td>34.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>421.00</td>\n",
       "      <td>29.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>422.00</td>\n",
       "      <td>29.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>422.00</td>\n",
       "      <td>29.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>14T</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>424.00</td>\n",
       "      <td>28.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>14T</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>424.00</td>\n",
       "      <td>28.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>16T</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>425.00</td>\n",
       "      <td>27.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>16T</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>425.00</td>\n",
       "      <td>27.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>426.00</td>\n",
       "      <td>27.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>428.00</td>\n",
       "      <td>26.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>428.00</td>\n",
       "      <td>26.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>19T</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>428.00</td>\n",
       "      <td>26.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+9</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>429.00</td>\n",
       "      <td>25.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>432.00</td>\n",
       "      <td>24.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+28</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>448.00</td>\n",
       "      <td>16.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+34</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>454.00</td>\n",
       "      <td>13.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+40</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>460.00</td>\n",
       "      <td>10.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>469.00</td>\n",
       "      <td>5.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>470.00</td>\n",
       "      <td>5.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>471.00</td>\n",
       "      <td>4.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>471.00</td>\n",
       "      <td>4.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+53</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>473.00</td>\n",
       "      <td>3.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+54</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>474.00</td>\n",
       "      <td>3.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+54</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>474.00</td>\n",
       "      <td>3.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+54</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>474.00</td>\n",
       "      <td>3.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+58</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>478.00</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+59</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>479.00</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+60</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>480.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        competitors  ordinals    times ranks    score  \\\n",
       "12        Katrin Tanja Davidsdottir        13  4:42.77     1  100 pts   \n",
       "51                  Samantha Briggs        13  4:51.60     2   94 pts   \n",
       "207                    Brooke Wells        13  5:02.09     3   88 pts   \n",
       "25                 Tia-Clair Toomey        13  5:30.27     4   84 pts   \n",
       "129                  Amanda Goodman        13  5:42.90     5   80 pts   \n",
       "350       Carol-Ann Reason-Thibault        13  6:00.02     6   76 pts   \n",
       "168         Camille Leblanc-Bazinet        13  6:15.92     7   72 pts   \n",
       "272                     Kari Pearce        13  6:48.33     8   68 pts   \n",
       "142                    Stacie Tovar        13  6:51.61     9   64 pts   \n",
       "389                     Alex Parker        13  6:52.23    10   60 pts   \n",
       "155                      Sammy Wood        13    CAP+1    11   58 pts   \n",
       "77                        Chyna Cho        13    CAP+2   12T   56 pts   \n",
       "441                    Jessica Core        13    CAP+2   12T   56 pts   \n",
       "194                  Nicole Holcomb        13    CAP+4   14T   52 pts   \n",
       "259                    Alethea Boon        13    CAP+4   14T   52 pts   \n",
       "233                Michele Letendre        13    CAP+5   16T   48 pts   \n",
       "480                  Kelley Jackson        13    CAP+5   16T   48 pts   \n",
       "363       Thuridur Erla Helgadottir        13    CAP+6    18   44 pts   \n",
       "376                      Jenn Jones        13    CAP+8   19T   42 pts   \n",
       "220                   Kristin Holte        13    CAP+8   19T   42 pts   \n",
       "298                     Denae Brown        13    CAP+8   19T   42 pts   \n",
       "38   Ragnheiður Sara Sigmundsdottir        13    CAP+9    22   36 pts   \n",
       "402                   Rebecca Voigt        13   CAP+12    23   34 pts   \n",
       "337                   Cassidy Lance        13   CAP+28    24   32 pts   \n",
       "428                   Regan Huckaby        13   CAP+34    25   30 pts   \n",
       "324              Elisabeth Akinwale        13   CAP+40    26   28 pts   \n",
       "415             Alessandra Pichelli        13   CAP+49    27   26 pts   \n",
       "103                    Emily Abbott        13   CAP+50    28   24 pts   \n",
       "311                  Emily Bridgers        13   CAP+51   29T   22 pts   \n",
       "90               Lindsey Valenzuela        13   CAP+51   29T   22 pts   \n",
       "454                    Lindy Barber        13   CAP+53    31   18 pts   \n",
       "64                        Kara Webb        13   CAP+54   32T   16 pts   \n",
       "467                 Carleen Mathews        13   CAP+54   32T   16 pts   \n",
       "246                   whitney gelin        13   CAP+54   32T   16 pts   \n",
       "116                 Margaux Alvarez        13   CAP+58    35   10 pts   \n",
       "181                     Brooke Ence        13   CAP+59    36    8 pts   \n",
       "285                Anna Tunnicliffe        13   CAP+60    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "12          282.77          100.00  \n",
       "51          291.60           95.52  \n",
       "207         302.09           90.20  \n",
       "25          330.27           75.92  \n",
       "129         342.90           69.51  \n",
       "350         360.02           60.83  \n",
       "168         375.92           52.77  \n",
       "272         408.33           36.34  \n",
       "142         411.61           34.68  \n",
       "389         412.23           34.36  \n",
       "155         421.00           29.91  \n",
       "77          422.00           29.41  \n",
       "441         422.00           29.41  \n",
       "194         424.00           28.39  \n",
       "259         424.00           28.39  \n",
       "233         425.00           27.89  \n",
       "480         425.00           27.89  \n",
       "363         426.00           27.38  \n",
       "376         428.00           26.37  \n",
       "220         428.00           26.37  \n",
       "298         428.00           26.37  \n",
       "38          429.00           25.86  \n",
       "402         432.00           24.34  \n",
       "337         448.00           16.22  \n",
       "428         454.00           13.18  \n",
       "324         460.00           10.14  \n",
       "415         469.00            5.58  \n",
       "103         470.00            5.07  \n",
       "311         471.00            4.56  \n",
       "90          471.00            4.56  \n",
       "454         473.00            3.55  \n",
       "64          474.00            3.04  \n",
       "467         474.00            3.04  \n",
       "246         474.00            3.04  \n",
       "116         478.00            1.01  \n",
       "181         479.00            0.51  \n",
       "285         480.00            0.00  "
      ]
     },
     "execution_count": 114,
     "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": 115,
   "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": 116,
   "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": 117,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adjusted_placements['adjusted_placement'] = [i+1 for i in range(len(adjusted_placements))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "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": 119,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_placements = pd.DataFrame(actual_placement, columns=['competitors','actual_placement'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "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>actual_placement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Dani Horan</td>\n",
       "      <td>--</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       competitors actual_placement\n",
       "0        Katrin Tanja Davidsdottir                1\n",
       "1                 Tia-Clair Toomey                2\n",
       "2   Ragnheiður Sara Sigmundsdottir                3\n",
       "3                  Samantha Briggs                4\n",
       "4                        Kara Webb                5\n",
       "5                        Chyna Cho                6\n",
       "6               Lindsey Valenzuela                7\n",
       "7                     Emily Abbott                8\n",
       "8                  Margaux Alvarez                9\n",
       "9                   Amanda Goodman               10\n",
       "10                    Stacie Tovar               11\n",
       "11                      Sammy Wood               12\n",
       "12         Camille Leblanc-Bazinet               13\n",
       "13                     Brooke Ence               14\n",
       "14                  Nicole Holcomb               15\n",
       "15                    Brooke Wells               16\n",
       "16                   Kristin Holte               17\n",
       "17                Michele Letendre               18\n",
       "18                   whitney gelin               19\n",
       "19                    Alethea Boon               20\n",
       "20                     Kari Pearce               21\n",
       "21                Anna Tunnicliffe               22\n",
       "22                     Denae Brown               23\n",
       "23                  Emily Bridgers               24\n",
       "24              Elisabeth Akinwale               25\n",
       "25                   Cassidy Lance               26\n",
       "26       Carol-Ann Reason-Thibault               27\n",
       "27       Thuridur Erla Helgadottir               28\n",
       "28                      Jenn Jones               29\n",
       "29                     Alex Parker               30\n",
       "30                   Rebecca Voigt               31\n",
       "31             Alessandra Pichelli               32\n",
       "32                   Regan Huckaby               33\n",
       "33                    Jessica Core               34\n",
       "34                    Lindy Barber               35\n",
       "35                 Carleen Mathews               36\n",
       "36                  Kelley Jackson               37\n",
       "37              Annie Thorisdottir               38\n",
       "38                     Maddy Myers               39\n",
       "39                      Dani Horan               --"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_placements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "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": 122,
   "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>score</th>\n",
       "      <th>actual_placement</th>\n",
       "      <th>adjusted_score</th>\n",
       "      <th>adjusted_placement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Katrin Tanja Davidsdottir</td>\n",
       "      <td>790</td>\n",
       "      <td>1</td>\n",
       "      <td>701.76</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tia-Clair Toomey</td>\n",
       "      <td>750</td>\n",
       "      <td>2</td>\n",
       "      <td>623.66</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ragnheiður Sara Sigmundsdottir</td>\n",
       "      <td>743</td>\n",
       "      <td>3</td>\n",
       "      <td>668.11</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Samantha Briggs</td>\n",
       "      <td>735</td>\n",
       "      <td>4</td>\n",
       "      <td>602.16</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kara Webb</td>\n",
       "      <td>703</td>\n",
       "      <td>5</td>\n",
       "      <td>559.83</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chyna Cho</td>\n",
       "      <td>661</td>\n",
       "      <td>6</td>\n",
       "      <td>523.59</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Lindsey Valenzuela</td>\n",
       "      <td>636</td>\n",
       "      <td>7</td>\n",
       "      <td>520.88</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Emily Abbott</td>\n",
       "      <td>623</td>\n",
       "      <td>8</td>\n",
       "      <td>496.91</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Margaux Alvarez</td>\n",
       "      <td>620</td>\n",
       "      <td>9</td>\n",
       "      <td>597.98</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Amanda Goodman</td>\n",
       "      <td>616</td>\n",
       "      <td>10</td>\n",
       "      <td>539.65</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Stacie Tovar</td>\n",
       "      <td>606</td>\n",
       "      <td>11</td>\n",
       "      <td>471.29</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Sammy Wood</td>\n",
       "      <td>590</td>\n",
       "      <td>12</td>\n",
       "      <td>501.56</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Camille Leblanc-Bazinet</td>\n",
       "      <td>586</td>\n",
       "      <td>13</td>\n",
       "      <td>483.35</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Brooke Ence</td>\n",
       "      <td>582</td>\n",
       "      <td>14</td>\n",
       "      <td>465.05</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Nicole Holcomb</td>\n",
       "      <td>575</td>\n",
       "      <td>15</td>\n",
       "      <td>466.20</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Brooke Wells</td>\n",
       "      <td>572</td>\n",
       "      <td>16</td>\n",
       "      <td>502.14</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kristin Holte</td>\n",
       "      <td>566</td>\n",
       "      <td>17</td>\n",
       "      <td>464.06</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Michele Letendre</td>\n",
       "      <td>562</td>\n",
       "      <td>18</td>\n",
       "      <td>479.15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>whitney gelin</td>\n",
       "      <td>560</td>\n",
       "      <td>19</td>\n",
       "      <td>448.39</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alethea Boon</td>\n",
       "      <td>556</td>\n",
       "      <td>20</td>\n",
       "      <td>402.84</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Kari Pearce</td>\n",
       "      <td>554</td>\n",
       "      <td>21</td>\n",
       "      <td>524.80</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Anna Tunnicliffe</td>\n",
       "      <td>552</td>\n",
       "      <td>22</td>\n",
       "      <td>477.57</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Denae Brown</td>\n",
       "      <td>552</td>\n",
       "      <td>23</td>\n",
       "      <td>460.77</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Emily Bridgers</td>\n",
       "      <td>539</td>\n",
       "      <td>24</td>\n",
       "      <td>427.18</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Elisabeth Akinwale</td>\n",
       "      <td>495</td>\n",
       "      <td>25</td>\n",
       "      <td>439.73</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Cassidy Lance</td>\n",
       "      <td>488</td>\n",
       "      <td>26</td>\n",
       "      <td>394.15</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Carol-Ann Reason-Thibault</td>\n",
       "      <td>484</td>\n",
       "      <td>27</td>\n",
       "      <td>386.04</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Thuridur Erla Helgadottir</td>\n",
       "      <td>451</td>\n",
       "      <td>28</td>\n",
       "      <td>364.48</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Jenn Jones</td>\n",
       "      <td>441</td>\n",
       "      <td>29</td>\n",
       "      <td>339.68</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Alex Parker</td>\n",
       "      <td>434</td>\n",
       "      <td>30</td>\n",
       "      <td>339.91</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Rebecca Voigt</td>\n",
       "      <td>428</td>\n",
       "      <td>31</td>\n",
       "      <td>315.21</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Alessandra Pichelli</td>\n",
       "      <td>427</td>\n",
       "      <td>32</td>\n",
       "      <td>312.20</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Regan Huckaby</td>\n",
       "      <td>390</td>\n",
       "      <td>33</td>\n",
       "      <td>270.44</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Jessica Core</td>\n",
       "      <td>367</td>\n",
       "      <td>34</td>\n",
       "      <td>251.89</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Lindy Barber</td>\n",
       "      <td>357</td>\n",
       "      <td>35</td>\n",
       "      <td>241.68</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Carleen Mathews</td>\n",
       "      <td>343</td>\n",
       "      <td>36</td>\n",
       "      <td>207.90</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kelley Jackson</td>\n",
       "      <td>345</td>\n",
       "      <td>37</td>\n",
       "      <td>256.01</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Annie Thorisdottir</td>\n",
       "      <td>410</td>\n",
       "      <td>38</td>\n",
       "      <td>398.96</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Maddy Myers</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "      <td>1.60</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       competitors  score actual_placement  adjusted_score  \\\n",
       "0        Katrin Tanja Davidsdottir    790                1          701.76   \n",
       "1                 Tia-Clair Toomey    750                2          623.66   \n",
       "2   Ragnheiður Sara Sigmundsdottir    743                3          668.11   \n",
       "3                  Samantha Briggs    735                4          602.16   \n",
       "4                        Kara Webb    703                5          559.83   \n",
       "5                        Chyna Cho    661                6          523.59   \n",
       "6               Lindsey Valenzuela    636                7          520.88   \n",
       "7                     Emily Abbott    623                8          496.91   \n",
       "8                  Margaux Alvarez    620                9          597.98   \n",
       "9                   Amanda Goodman    616               10          539.65   \n",
       "10                    Stacie Tovar    606               11          471.29   \n",
       "11                      Sammy Wood    590               12          501.56   \n",
       "12         Camille Leblanc-Bazinet    586               13          483.35   \n",
       "13                     Brooke Ence    582               14          465.05   \n",
       "14                  Nicole Holcomb    575               15          466.20   \n",
       "15                    Brooke Wells    572               16          502.14   \n",
       "16                   Kristin Holte    566               17          464.06   \n",
       "17                Michele Letendre    562               18          479.15   \n",
       "18                   whitney gelin    560               19          448.39   \n",
       "19                    Alethea Boon    556               20          402.84   \n",
       "20                     Kari Pearce    554               21          524.80   \n",
       "21                Anna Tunnicliffe    552               22          477.57   \n",
       "22                     Denae Brown    552               23          460.77   \n",
       "23                  Emily Bridgers    539               24          427.18   \n",
       "24              Elisabeth Akinwale    495               25          439.73   \n",
       "25                   Cassidy Lance    488               26          394.15   \n",
       "26       Carol-Ann Reason-Thibault    484               27          386.04   \n",
       "27       Thuridur Erla Helgadottir    451               28          364.48   \n",
       "28                      Jenn Jones    441               29          339.68   \n",
       "29                     Alex Parker    434               30          339.91   \n",
       "30                   Rebecca Voigt    428               31          315.21   \n",
       "31             Alessandra Pichelli    427               32          312.20   \n",
       "32                   Regan Huckaby    390               33          270.44   \n",
       "33                    Jessica Core    367               34          251.89   \n",
       "34                    Lindy Barber    357               35          241.68   \n",
       "35                 Carleen Mathews    343               36          207.90   \n",
       "36                  Kelley Jackson    345               37          256.01   \n",
       "37              Annie Thorisdottir    410               38          398.96   \n",
       "38                     Maddy Myers     38               39            1.60   \n",
       "\n",
       "    adjusted_placement  \n",
       "0                    1  \n",
       "1                    3  \n",
       "2                    2  \n",
       "3                    4  \n",
       "4                    6  \n",
       "5                    9  \n",
       "6                   10  \n",
       "7                   13  \n",
       "8                    5  \n",
       "9                    7  \n",
       "10                  17  \n",
       "11                  12  \n",
       "12                  14  \n",
       "13                  19  \n",
       "14                  18  \n",
       "15                  11  \n",
       "16                  20  \n",
       "17                  15  \n",
       "18                  22  \n",
       "19                  25  \n",
       "20                   8  \n",
       "21                  16  \n",
       "22                  21  \n",
       "23                  24  \n",
       "24                  23  \n",
       "25                  27  \n",
       "26                  28  \n",
       "27                  29  \n",
       "28                  31  \n",
       "29                  30  \n",
       "30                  32  \n",
       "31                  33  \n",
       "32                  34  \n",
       "33                  36  \n",
       "34                  37  \n",
       "35                  38  \n",
       "36                  35  \n",
       "37                  26  \n",
       "38                  39  "
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.to_csv('Adjusted_Results/Women_2015.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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