2016_Men.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('Men/2016_games.json') as f:\n",
    "    data = json.load(f)\n",
    "    \n",
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "leaderboard = data['leaderboardRows']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71194,\n",
       "   'affiliateName': 'Champlain Valley CrossFit',\n",
       "   'age': 26,\n",
       "   'bibId': '26',\n",
       "   'competitorId': 153604,\n",
       "   'competitorName': 'Mathew Fraser',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Mathew',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Fraser',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '9e218-P153604_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': '195 lbs'},\n",
       "  'overallRank': '1',\n",
       "  'overallScore': '1096',\n",
       "  'scores': [{'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '34:10.27, 100 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '34:10.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '34:10.27',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '505 lb, 34 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': '505 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '505',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:20.44, 94 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '4:20.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:20.44',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:37.97, 76 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '7:37.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:37.97',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '35:47.81, 94 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '35:47.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '35:47.81',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:41.57, 94 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '5:41.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:41.57',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:41.59, 94 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '11:41.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:41.59',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:29.05, 80 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '11:29.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:29.05',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:44.70, 84 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '14:44.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:44.70',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:08.97, 60 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '3:08.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:08.97',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:42.12, 47 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '1:42.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:42.12',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':44.11, 47 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': ':44.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':44.11',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:29.90, 38 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '1:29.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:29.90',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:06.55, 60 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '8:06.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:06.55',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:56.00, 94 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '5:56.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:56.00',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71190,\n",
       "   'affiliateName': 'CrossFit Krypton',\n",
       "   'age': 26,\n",
       "   'bibId': '15',\n",
       "   'competitorId': 43761,\n",
       "   'competitorName': 'Ben Smith',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Ben',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Smith',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'eab2e-P43761_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': '195 lbs'},\n",
       "  'overallRank': '2',\n",
       "  'overallScore': '899',\n",
       "  'scores': [{'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:15.49, 58 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '37:15.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:15.49',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '505 lb, 34 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': '505 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '505',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:41.29, 56 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '4:41.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:41.29',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:42.51, 72 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '7:42.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:42.51',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:09.35, 76 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '38:09.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:09.35',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:20.82, 84 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '6:20.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:20.82',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:59.88, 64 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '12:59.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:59.88',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:19.18, 84 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '11:19.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:19.18',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+45, 42 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': 'CAP+45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+45',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:00.23, 80 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '3:00.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:00.23',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:05.49, 36 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '2:05.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:05.49',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':44.44, 44 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': ':44.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':44.44',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:48.44, 17 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '1:48.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:48.44',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:56.67, 80 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '7:56.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:56.67',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:35.66, 72 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '6:35.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:35.66',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71206,\n",
       "   'affiliateName': 'CrossFit Plateau',\n",
       "   'age': 26,\n",
       "   'bibId': '42',\n",
       "   'competitorId': 158264,\n",
       "   'competitorName': 'Patrick Vellner',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Patrick',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Vellner',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'd471c-P158264_7-184.jpg',\n",
       "   'regionCode': 'Canada East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada East',\n",
       "   'regionalCode': 'Canada East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '195 lbs'},\n",
       "  'overallRank': '3',\n",
       "  'overallScore': '863',\n",
       "  'scores': [{'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:55.55, 64 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '36:55.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:55.55',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '525 lb, 58 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '525 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '525',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:22.44, 88 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '4:22.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:22.44',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:17.59, 10 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '9:17.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:17.59',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:03.53, 64 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '39:03.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:03.53',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:16.63, 44 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '8:16.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:16.63',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:48.42, 68 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '12:48.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:48.42',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:09.97, 94 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '11:09.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:09.97',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+18, 60 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '60',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': 'CAP+18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+18',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:08.89, 64 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '3:08.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:08.89',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:08.28, 34 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '2:08.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:08.28',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '27 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.65, 27 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '27',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': ':45.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.65',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:31.14, 36 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '1:31.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:31.14',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:50.14, 88 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '7:50.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:50.14',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:51.07, 64 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '6:51.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:51.07',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71192,\n",
       "   'affiliateName': 'Kelowna CrossFit',\n",
       "   'age': 25,\n",
       "   'bibId': '24',\n",
       "   'competitorId': 107101,\n",
       "   'competitorName': 'Brent Fikowski',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Brent',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'2\"',\n",
       "   'lastName': 'Fikowski',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '93ab7-P107101_10-184.jpg',\n",
       "   'regionCode': 'Canada West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada West',\n",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '217 lbs'},\n",
       "  'overallRank': '4',\n",
       "  'overallScore': '861',\n",
       "  'scores': [{'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:13.80, 88 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '36:13.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:13.80',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '485 lb, 14 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': '485 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '485',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:14.10, 100 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '4:14.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:14.10',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:18.52, 88 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '7:18.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:18.52',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:39.85, 24 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '43:39.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:39.85',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+14, 2 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+14',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:09.12, 60 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '13:09.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:09.12',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:53.17, 100 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '10:53.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:53.17',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+90, 20 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+90',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:46.01, 100 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '2:46.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:46.01',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:30.79, 22 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '2:30.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:30.79',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:45.37, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': '00:45.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.37',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:37.84, 25 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '1:37.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:37.84',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:32.17, 100 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '7:32.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:32.17',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:07.52, 88 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '6:07.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:07.52',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71215,\n",
       "   'affiliateName': 'CrossFit Deliverance',\n",
       "   'age': 25,\n",
       "   'bibId': '56',\n",
       "   'competitorId': 153625,\n",
       "   'competitorName': 'Cole Sager',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Cole',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Sager',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ce316-P153625_5-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '202 lbs'},\n",
       "  'overallRank': '5',\n",
       "  'overallScore': '803',\n",
       "  'scores': [{'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:46.61, 30 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '39:46.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:46.61',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '465 lb, 0 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '465 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '465',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:29.05, 84 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '4:29.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:29.05',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:49.13, 64 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '7:49.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:49.13',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:43.49, 44 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '40:43.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:43.49',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:52.78, 16 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '10:52.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:52.78',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:39.53, 44 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '13:39.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:39.53',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:16.06, 88 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '11:16.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:16.06',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:03.14, 100 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '12:03.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:03.14',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:51.80, 88 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '2:51.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:51.80',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:08.82, 32 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '2:08.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:08.82',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':46.60, 20 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': ':46.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':46.60',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:52.15, 15 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '1:52.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:52.15',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:45.15, 94 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '7:45.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:45.15',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:13.64, 84 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '6:13.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:13.64',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71195,\n",
       "   'affiliateName': 'CrossFit Mentality',\n",
       "   'age': 28,\n",
       "   'bibId': '27',\n",
       "   'competitorId': 34796,\n",
       "   'competitorName': 'Scott Panchik',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Scott',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Panchik',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'e23e0-P34796_8-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Central East',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '187 lbs'},\n",
       "  'overallRank': '6',\n",
       "  'overallScore': '800',\n",
       "  'scores': [{'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:01.83, 24 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '40:01.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:01.83',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '525 lb, 58 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '525 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '525',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:50.07, 44 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '4:50.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:50.07',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:53.74, 58 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '7:53.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:53.74',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:18.62, 60 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '39:18.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:18.62',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:08.22, 88 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '6:08.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:08.22',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:06.17, 80 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '12:06.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:06.17',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:16.96, 54 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '12:16.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:16.96',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+18, 60 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '60',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': 'CAP+18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+18',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:14.48, 54 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '3:14.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:14.48',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:42.66, 44 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '1:42.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:42.66',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.74, 25 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': ':45.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.74',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:53.86, 13 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '13',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '1:53.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:53.86',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:09.39, 58 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '8:09.39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:09.39',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:15.11, 80 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '6:15.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:15.11',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71201,\n",
       "   'affiliateName': 'Cobra Command CrossFit',\n",
       "   'age': 26,\n",
       "   'bibId': '35',\n",
       "   'competitorId': 199938,\n",
       "   'competitorName': 'Jacob Heppner',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Jacob',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Heppner',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'd1ef5-P199938_3-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '195 lbs'},\n",
       "  'overallRank': '7',\n",
       "  'overallScore': '797',\n",
       "  'scores': [{'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:22.43, 84 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '36:22.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:22.43',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '495 lb, 24 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': '495 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '495',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:46.30, 50 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '4:46.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:46.30',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:52.83, 24 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '8:52.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:52.83',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:13.28, 84 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '37:13.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:13.28',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:16.28, 26 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '9:16.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:16.28',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:53.00, 84 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '11:53.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:53.00',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:45.16, 42 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '12:45.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:45.16',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:52.28, 76 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '14:52.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:52.28',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:07.85, 68 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '3:07.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:07.85',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:36.55, 50 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '1:36.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:36.55',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.23, 36 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': ':45.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.23',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:41.69, 23 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '1:41.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:41.69',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:55.23, 84 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '7:55.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:55.23',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:11.70, 42 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '8:11.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:11.70',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71193,\n",
       "   'affiliateName': 'CrossFit Hengill',\n",
       "   'age': 23,\n",
       "   'bibId': '25',\n",
       "   'competitorId': 81616,\n",
       "   'competitorName': 'Björgvin Karl Guðmundsson',\n",
       "   'countryCode': 'IS',\n",
       "   'countryOfOriginCode': 'IS',\n",
       "   'countryOfOriginName': 'Iceland',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Björgvin Karl',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Guðmundsson',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4c5dc-P81616_4-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '185 lbs'},\n",
       "  'overallRank': '8',\n",
       "  'overallScore': '735',\n",
       "  'scores': [{'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:34.33, 72 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '36:34.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:34.33',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '495 lb, 24 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': '495 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '495',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:31.29, 80 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '4:31.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:31.29',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:12.01, 46 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '8:12.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:12.01',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:06.84, 80 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '38:06.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:06.84',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:38.58, 42 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '8:38.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:38.58',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:54.32, 18 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '14:54.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:54.32',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:43.80, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '11:43.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:43.80',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:58.93, 64 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '15:58.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:58.93',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:01.04, 76 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '3:01.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:01.04',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '27 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:20.82, 27 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '27',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '2:20.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:20.82',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.28, 34 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': ':45.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.28',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:47.30, 18 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '18',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '1:47.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:47.30',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:53.11, 26 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '8:53.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:53.11',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:51.18, 60 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '6:51.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:51.18',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71168,\n",
       "   'affiliateName': 'CrossFit Quebec City',\n",
       "   'age': 24,\n",
       "   'bibId': '58',\n",
       "   'competitorId': 180541,\n",
       "   'competitorName': 'Alex Vigneault',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Alex',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Vigneault',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ebe1c-P180541_4-184.jpg',\n",
       "   'regionCode': 'Canada East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada East',\n",
       "   'regionalCode': 'Canada East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '208 lbs'},\n",
       "  'overallRank': '9',\n",
       "  'overallScore': '707',\n",
       "  'scores': [{'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:32.01, 76 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '36:32.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:32.01',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '585 lb, 94 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '585 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '585',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:07.30, 30 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '5:07.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:07.30',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:22.08, 40 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '8:22.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:22.08',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:45.00, 54 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '39:45.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:45.00',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:31.14, 58 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '7:31.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:31.14',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:18.90, 52 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '13:18.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:18.90',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:29.71, 46 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '12:29.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:29.71',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+86, 34 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': 'CAP+86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+86',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:41.34, 32 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '3:41.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:41.34',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:44.14, 13 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '13',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '2:44.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:44.14',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.22, 38 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': ':45.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.22',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:42.36, 22 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '1:42.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:42.36',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:06.07, 64 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '8:06.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:06.07',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:26.17, 54 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '7:26.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:26.17',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71204,\n",
       "   'affiliateName': 'CrossFit Passion',\n",
       "   'age': 25,\n",
       "   'bibId': '39',\n",
       "   'competitorId': 1690,\n",
       "   'competitorName': 'Travis Mayer',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Travis',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Mayer',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '9de68-P1690_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': '198 lbs'},\n",
       "  'overallRank': '10',\n",
       "  'overallScore': '702',\n",
       "  'scores': [{'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:53.46, 68 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '36:53.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:53.46',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '525 lb, 58 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '525 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '525',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:40.49, 58 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '4:40.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:40.49',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:15.06, 44 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '8:15.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:15.06',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:17.29, 50 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '40:17.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:17.29',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:57.71, 36 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '8:57.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:57.71',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:26.34, 50 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '13:26.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:26.34',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:38.57, 72 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '11:38.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:38.57',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+35, 54 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': 'CAP+35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+35',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:01.95, 72 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '3:01.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:01.95',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 10 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '10',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':47.73, 15 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': ':47.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':47.73',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:44.75, 19 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '19',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '1:44.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:44.75',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:01.19, 68 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '8:01.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:01.19',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:56.08, 28 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '9:56.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:56.08',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 26,\n",
       "   'bibId': '43',\n",
       "   'competitorId': 5013,\n",
       "   'competitorName': 'Alex Anderson',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Alex',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Anderson',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '32e30-P5013_7-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Central East',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '205 lbs'},\n",
       "  'overallRank': '11',\n",
       "  'overallScore': '696',\n",
       "  'scores': [{'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:37.18, 56 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '37:37.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:37.18',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '555 lb, 76 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '555 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '555',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:41.93, 54 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '4:41.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:41.93',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:38.06, 34 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '8:38.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:38.06',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:56.94, 68 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '38:56.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:56.94',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:21.09, 100 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '5:21.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:21.09',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:42.97, 42 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '13:42.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:42.97',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:23.26, 50 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '12:23.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:23.26',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+89, 26 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+89',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:19.11, 50 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '3:19.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:19.11',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 7 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '7',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.11, 40 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': ':45.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.11',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:34.94, 29 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '1:34.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:34.94',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:39.06, 40 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '8:39.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:39.06',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 24 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 31,\n",
       "   'bibId': '38',\n",
       "   'competitorId': 13913,\n",
       "   'competitorName': 'Marcus Filly',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Marcus',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Filly',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'e820a-P13913_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': '195 lbs'},\n",
       "  'overallRank': '12',\n",
       "  'overallScore': '683',\n",
       "  'scores': [{'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:16.55, 18 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '41:16.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:16.55',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '515 lb, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '515 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '515',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:34.93, 72 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '4:34.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:34.93',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:01.32, 18 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '9:01.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:01.32',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:20.71, 32 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '42:20.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:20.71',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:16.04, 46 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '8:16.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:16.04',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:57.15, 38 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '13:57.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:57.15',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:37.54, 76 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '11:37.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:37.54',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+43, 50 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': 'CAP+43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+43',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:00.11, 84 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '3:00.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:00.11',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:01.19, 38 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '2:01.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:01.19',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:45.37, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '10T',\n",
       "    'scoreDisplay': '00:45.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.37',\n",
       "    'workoutrank': '10T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:44.26, 21 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '1:44.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:44.26',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:58.11, 76 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '7:58.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:58.11',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:13.08, 38 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '8:13.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:13.08',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 33,\n",
       "   'bibId': '22',\n",
       "   'competitorId': 124483,\n",
       "   'competitorName': 'Josh Bridges',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Josh',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Bridges',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'abf2b-P124483_12-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '173 lbs'},\n",
       "  'overallRank': '13',\n",
       "  'overallScore': '678',\n",
       "  'scores': [{'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '35:30.24, 94 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '35:30.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '35:30.24',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '475 lb, 10 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '475 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '475',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:35.94, 64 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '4:35.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:35.94',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:59.03, 52 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '7:59.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:59.03',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '34:38.83, 100 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '34:38.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '34:38.83',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:06.32, 32 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '9:06.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:06.32',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:17.34, 56 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '13:17.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:17.34',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:54.29, 64 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '11:54.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:54.29',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:04.30, 72 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '15:04.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:04.30',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:46.66, 24 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '3:46.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:46.66',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:29.04, 24 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '2:29.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:29.04',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':49.80, 6 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '6',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': ':49.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':49.80',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '01:35.52, 28 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '28',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': '01:35.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:35.52',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:41.23, 38 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '8:41.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:41.23',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 14 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71216,\n",
       "   'affiliateName': 'CrossFit Solid',\n",
       "   'age': 25,\n",
       "   'bibId': '57',\n",
       "   'competitorId': 24309,\n",
       "   'competitorName': 'Lukas Högberg',\n",
       "   'countryCode': 'SE',\n",
       "   'countryOfOriginCode': 'SE',\n",
       "   'countryOfOriginName': 'Sweden',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Lukas',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'0\"',\n",
       "   'lastName': 'Högberg',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0c02c-P24309_6-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '211 lbs'},\n",
       "  'overallRank': '14',\n",
       "  'overallScore': '640',\n",
       "  'scores': [{'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:04.51, 52 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '38:04.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:04.51',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '515 lb, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '515 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '515',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:35.12, 68 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '4:35.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:35.12',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:55.95, 56 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '7:55.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:55.95',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:04.31, 34 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '42:04.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:04.31',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:53.57, 38 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '8:53.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:53.57',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:03.43, 32 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '14:03.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:03.43',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:29.70, 48 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '12:29.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:29.70',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+72, 38 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': 'CAP+72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+72',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:09.99, 58 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '3:09.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:09.99',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:35.26, 19 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '19',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '2:35.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:35.26',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.57, 12 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '12',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': ':48.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.57',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:22.58, 47 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '1:22.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:22.58',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:58.20, 72 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '7:58.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:58.20',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 20 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71197,\n",
       "   'affiliateName': 'Peak 360 CrossFit',\n",
       "   'age': 25,\n",
       "   'bibId': '31',\n",
       "   'competitorId': 2725,\n",
       "   'competitorName': 'Noah Ohlsen',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Noah',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Ohlsen',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '0a0bc-P2725_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': '190 lbs'},\n",
       "  'overallRank': '15',\n",
       "  'overallScore': '608',\n",
       "  'scores': [{'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:34.12, 16 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '41:34.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:34.12',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '505 lb, 34 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': '505 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '505',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:32.25, 76 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '4:32.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:32.25',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:44.79, 68 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '7:44.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:44.79',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:02.32, 88 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '37:02.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:02.32',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 14 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:37.66, 46 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '13:37.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:37.66',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:49.89, 36 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '12:49.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:49.89',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+43, 50 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': 'CAP+43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+43',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:24.16, 46 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '3:24.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:24.16',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:44.67, 42 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '1:44.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:44.67',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.38, 28 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '28',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': ':45.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.38',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:25.66, 2 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '2',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '2:25.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:25.66',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:55.73, 4 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '9:55.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:55.73',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:52.80, 58 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '6:52.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:52.80',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71211,\n",
       "   'affiliateName': 'Mallard CrossFit',\n",
       "   'age': 20,\n",
       "   'bibId': '48',\n",
       "   'competitorId': 74320,\n",
       "   'competitorName': 'Samuel Kwant',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Samuel',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Kwant',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'a9afa-P74320_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': '200 lbs'},\n",
       "  'overallRank': '16',\n",
       "  'overallScore': '588',\n",
       "  'scores': [{'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:47.36, 54 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '37:47.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:47.36',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '475 lb, 10 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '475 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '475',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:01.29, 34 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '5:01.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:01.29',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:29.67, 38 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '8:29.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:29.67',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:12.31, 38 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '41:12.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:12.31',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:16.22, 68 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '7:16.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:16.22',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:37.20, 100 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '11:37.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:37.20',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:58.01, 34 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '12:58.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:58.01',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+94, 6 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+94',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:45.35, 26 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '3:45.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:45.35',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:11.83, 30 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '2:11.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:11.83',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':47.12, 16 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': ':47.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':47.12',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:32.09, 32 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '1:32.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:32.09',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:14.51, 56 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '8:14.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:14.51',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:54.98, 46 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '7:54.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:54.98',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71191,\n",
       "   'affiliateName': 'Reebok CrossFit Frankston',\n",
       "   'age': 29,\n",
       "   'bibId': '20',\n",
       "   'competitorId': 7285,\n",
       "   'competitorName': 'Rob Forte',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Rob',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Forte',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '3a48a-P7285_16-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '196 lbs'},\n",
       "  'overallRank': '17',\n",
       "  'overallScore': '573',\n",
       "  'scores': [{'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37:08.00, 60 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '37:08.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37:08.00',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '495 lb, 24 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': '495 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '495',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:11.25, 28 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '5:11.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:11.25',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:13.35, 4 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '10:13.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:13.35',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:11.71, 72 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '38:11.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:11.71',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:14.38, 30 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '9:14.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:14.38',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:43.73, 72 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '12:43.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:43.73',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:07.74, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '13:07.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:07.74',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+87, 32 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': 'CAP+87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+87',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:26.53, 44 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '3:26.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:26.53',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:38.29, 17 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '2:38.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:38.29',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':51.06, 2 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '2',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': ':51.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':51.06',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:29.32, 42 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '1:29.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:29.32',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:28.83, 46 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '8:28.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:28.83',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:39.19, 68 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '6:39.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:39.19',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71209,\n",
       "   'affiliateName': 'CrossFit Costa Mesa',\n",
       "   'age': 23,\n",
       "   'bibId': '46',\n",
       "   'competitorId': 6122,\n",
       "   'competitorName': 'Christian Lucero',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Christian',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Lucero',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '92923-P6122_13-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '191 lbs'},\n",
       "  'overallRank': '18',\n",
       "  'overallScore': '569',\n",
       "  'scores': [{'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:34.71, 48 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '38:34.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:34.71',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '475 lb, 10 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '475 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '475',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:49.16, 46 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '4:49.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:49.16',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:16.95, 42 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '8:16.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:16.95',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:00.46, 52 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '40:00.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:00.46',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 6 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:32.73, 28 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '14:32.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:32.73',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:08.97, 30 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '13:08.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:08.97',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:05.21, 94 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '12:05.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:05.21',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:10.31, 56 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '3:10.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:10.31',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:24.22, 26 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '2:24.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:24.22',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':46.70, 19 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '19',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': ':46.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':46.70',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:28.45, 44 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '1:28.45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:28.45',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:11.84, 18 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '9:11.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:11.84',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:36.79, 50 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '7:36.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:36.79',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71196,\n",
       "   'affiliateName': 'U Can CrossFit',\n",
       "   'age': 24,\n",
       "   'bibId': '29',\n",
       "   'competitorId': 14960,\n",
       "   'competitorName': 'Travis  Williams',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Travis',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Williams',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4dab1-P14960_11-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South Central',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '202 lbs'},\n",
       "  'overallRank': '19',\n",
       "  'overallScore': '535',\n",
       "  'scores': [{'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:03.07, 12 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '42:03.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:03.07',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '565 lb, 84 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '84',\n",
       "    'rank': '4T',\n",
       "    'scoreDisplay': '565 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '565',\n",
       "    'workoutrank': '4T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:37.74, 60 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '4:37.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:37.74',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:04.27, 16 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '9:04.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:04.27',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:54.46, 42 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '40:54.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:54.46',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:27.98, 60 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '7:27.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:27.98',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:20.80, 76 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '12:20.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:20.80',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:18.38, 10 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '15:18.38',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:18.38',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+20, 56 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': 'CAP+20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+20',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:15.29, 12 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '4:15.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:15.29',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:00.42, 40 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '2:00.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:00.42',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.35, 13 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '13',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': ':48.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.35',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:41.32, 24 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '1:41.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:41.32',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:12.57, 16 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '9:12.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:12.57',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 14 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 25,\n",
       "   'bibId': '54',\n",
       "   'competitorId': 21292,\n",
       "   'competitorName': 'Garret Fisher',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Garret',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'2\"',\n",
       "   'lastName': 'Fisher',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '47f76-P21292_16-184.jpg',\n",
       "   'regionCode': 'Northern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Northern California',\n",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '217 lbs'},\n",
       "  'overallRank': '20',\n",
       "  'overallScore': '530',\n",
       "  'scores': [{'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:19.90, 10 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '42:19.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:19.90',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '525 lb, 58 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '525 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '525',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:15.15, 18 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '5:15.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:15.15',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:51.57, 60 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '7:51.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:51.57',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:10.77, 20 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '44:10.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:10.77',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:01.13, 76 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '7:01.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:01.13',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:11.70, 58 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '13:11.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:11.70',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:19.88, 52 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '12:19.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:19.88',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+91, 14 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+91',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:59.33, 20 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '3:59.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:59.33',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 7 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '7',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':46.54, 21 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': ':46.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':46.54',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:17.90, 50 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '1:17.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:17.90',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:43.42, 36 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '8:43.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:43.42',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:43.00, 30 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '9:43.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:43.00',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71199,\n",
       "   'affiliateName': 'CrossFit Kreis 9',\n",
       "   'age': 23,\n",
       "   'bibId': '33',\n",
       "   'competitorId': 2766,\n",
       "   'competitorName': 'Lukas Esslinger',\n",
       "   'countryCode': 'CH',\n",
       "   'countryOfOriginCode': 'CH',\n",
       "   'countryOfOriginName': 'Switzerland',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Lukas',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Esslinger',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b98a5-P2766_6-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '200 lbs'},\n",
       "  'overallRank': '21',\n",
       "  'overallScore': '511',\n",
       "  'scores': [{'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:37.37, 46 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '38:37.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:37.37',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '545 lb, 72 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '72',\n",
       "    'rank': '7T',\n",
       "    'scoreDisplay': '545 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '545',\n",
       "    'workoutrank': '7T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:12.42, 24 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '5:12.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:12.42',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:56.79, 54 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '7:56.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:56.79',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:34.63, 26 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '43:34.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:34.63',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:02.29, 34 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '9:02.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:02.29',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:36.21, 24 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '14:36.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:36.21',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:11.27, 28 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '13:11.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:11.27',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+88, 28 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': 'CAP+88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+88',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:28.30, 42 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '3:28.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:28.30',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:28.63, 25 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '2:28.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:28.63',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.74, 10 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '10',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': ':48.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.74',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:34.03, 30 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '1:34.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:34.03',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:46.47, 34 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '8:46.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:46.47',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:55.68, 34 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '8:55.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:55.68',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71205,\n",
       "   'affiliateName': 'CrossFit Vic City',\n",
       "   'age': 26,\n",
       "   'bibId': '40',\n",
       "   'competitorId': 38209,\n",
       "   'competitorName': 'Lucas Parker',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Lucas',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Parker',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '93cee-P38209_14-184.jpg',\n",
       "   'regionCode': 'Canada West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada West',\n",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '190 lbs'},\n",
       "  'overallRank': '22',\n",
       "  'overallScore': '507',\n",
       "  'scores': [{'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:04.65, 38 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '39:04.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:04.65',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '575 lb, 88 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '575 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '575',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:22.00, 12 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '5:22.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:22.00',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:44.83, 6 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '9:44.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:44.83',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:10.22, 10 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '48:10.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:10.22',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:36.98, 80 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '6:36.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:36.98',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:44.88, 20 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '14:44.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:44.88',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:54.01, 20 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '13:54.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:54.01',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+89, 26 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+89',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:16.03, 52 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '3:16.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:16.03',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 10 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '10',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.35, 32 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': ':45.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.35',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:06.62, 7 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '7',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '2:06.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:06.62',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:24.80, 50 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '8:24.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:24.80',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:12.08, 56 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '7:12.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:12.08',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71201,\n",
       "   'affiliateName': 'Cobra Command CrossFit',\n",
       "   'age': 23,\n",
       "   'bibId': '51',\n",
       "   'competitorId': 96973,\n",
       "   'competitorName': 'Zak Carchedi',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Zak',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Carchedi',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '8b6f6-P96973_4-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '184 lbs'},\n",
       "  'overallRank': '23',\n",
       "  'overallScore': '504',\n",
       "  'scores': [{'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:44.24, 42 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '38:44.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:44.24',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '495 lb, 24 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': '495 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '495',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:45.70, 4 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '5:45.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:45.70',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:49.91, 26 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '8:49.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:49.91',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:57.86, 28 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '42:57.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:57.86',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:08.35, 50 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '8:08.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:08.35',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:59.76, 34 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '13:59.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:59.76',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:39.18, 44 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '12:39.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:39.18',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+41, 52 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': 'CAP+41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+41',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:38.05, 36 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '3:38.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:38.05',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:32.51, 20 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '2:32.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:32.51',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.95, 24 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': ':45.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.95',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:06.04, 8 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '8',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '2:06.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:06.04',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:26.20, 12 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '9:26.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:26.20',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:37.75, 100 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '5:37.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:37.75',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 25,\n",
       "   'bibId': '28',\n",
       "   'competitorId': 16080,\n",
       "   'competitorName': 'James Newbury',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'James',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Newbury',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'b7c6d-P16080_7-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '192 lbs'},\n",
       "  'overallRank': '24',\n",
       "  'overallScore': '503',\n",
       "  'scores': [{'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:54.32, 28 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '39:54.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:54.32',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '525 lb, 58 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '525 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '525',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:42.76, 52 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '4:42.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:42.76',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:38.96, 32 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '8:38.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:38.96',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:10.59, 8 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '48:10.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:10.59',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 4 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 14 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:54.49, 60 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '11:54.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:54.49',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:51.94, 68 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '15:51.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:51.94',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:33.14, 40 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '3:33.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:33.14',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:31.44, 21 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '2:31.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:31.44',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.71, 26 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': ':45.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.71',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:36.95, 26 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '1:36.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:36.95',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:49.20, 30 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '8:49.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:49.20',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:53.29, 36 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '8:53.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:53.29',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71159,\n",
       "   'affiliateName': 'CrossFit Invictus',\n",
       "   'age': 24,\n",
       "   'bibId': '30',\n",
       "   'competitorId': 8896,\n",
       "   'competitorName': 'Rasmus Wisbech Andersen',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Rasmus',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'0\"',\n",
       "   'lastName': 'Andersen',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '8bf68-P8896_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': '215 lbs'},\n",
       "  'overallRank': '25',\n",
       "  'overallScore': '497',\n",
       "  'scores': [{'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:15.34, 36 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '39:15.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:15.34',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '475 lb, 10 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '475 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '475',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:57.19, 38 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '4:57.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:57.19',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:20.82, 84 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '7:20.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:20.82',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:44.37, 16 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '44:44.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:44.37',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:14.92, 48 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '8:14.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:14.92',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:46.86, 88 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '11:46.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:46.86',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:25.35, 24 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '13:25.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:25.35',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+78, 36 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': 'CAP+78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+78',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:39.00, 34 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '3:39.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:39.00',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:52.37, 11 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '2:52.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:52.37',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':50.58, 4 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '4',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': ':50.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':50.58',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:31.60, 34 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '1:31.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:31.60',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:07.20, 20 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '9:07.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:07.20',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 14 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71200,\n",
       "   'affiliateName': 'CrossFit Adm',\n",
       "   'age': 26,\n",
       "   'bibId': '34',\n",
       "   'competitorId': 49510,\n",
       "   'competitorName': 'Albert-Dominic Larouche',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Albert-Dominic',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Larouche',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '6bd85-P49510_12-184.jpg',\n",
       "   'regionCode': 'Canada East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada East',\n",
       "   'regionalCode': 'Canada East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '200 lbs'},\n",
       "  'overallRank': '26',\n",
       "  'overallScore': '489',\n",
       "  'scores': [{'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:38.05, 44 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '38:38.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:38.05',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '525 lb, 58 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '58',\n",
       "    'rank': '11T',\n",
       "    'scoreDisplay': '525 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '525',\n",
       "    'workoutrank': '11T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:13.60, 22 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '5:13.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:13.60',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:55.51, 22 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '8:55.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:55.51',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:44.04, 36 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '41:44.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:44.04',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:32.67, 24 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '9:32.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:32.67',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:08.10, 30 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '14:08.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:08.10',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:47.60, 38 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '12:47.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:47.60',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+44, 46 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': 'CAP+44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+44',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:36.64, 38 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '3:36.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:36.64',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:47.75, 12 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '12',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '2:47.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:47.75',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':46.88, 17 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': ':46.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':46.88',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:50.99, 16 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '1:50.99',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:50.99',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:21.74, 54 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '8:21.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:21.74',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:42.54, 32 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '9:42.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:42.54',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71185,\n",
       "   'affiliateName': 'CrossFit Revamped',\n",
       "   'age': 28,\n",
       "   'bibId': '55',\n",
       "   'competitorId': 44402,\n",
       "   'competitorName': 'Gary Helmick',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Gary',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Helmick',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '7f0b2-P44402_12-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Mid Atlantic',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '180 lbs'},\n",
       "  'overallRank': '27',\n",
       "  'overallScore': '479',\n",
       "  'scores': [{'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:25.39, 34 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '39:25.39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:25.39',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '515 lb, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '515 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '515',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:56.98, 40 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '4:56.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:56.98',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:38.21, 2 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '10:38.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:38.21',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:01.79, 40 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '41:01.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:01.79',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 10 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 16 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:45.56, 40 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '12:45.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:45.56',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+90, 20 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+90',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:50.21, 94 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '2:50.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:50.21',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 3 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '3',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.06, 42 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': ':45.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.06',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:07.18, 6 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '6',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '2:07.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:07.18',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:36.95, 10 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '9:36.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:36.95',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:24.85, 76 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '6:24.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:24.85',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71198,\n",
       "   'affiliateName': 'CrossFit Intensify',\n",
       "   'age': 29,\n",
       "   'bibId': '32',\n",
       "   'competitorId': 30740,\n",
       "   'competitorName': 'Ben Stoneberg',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Ben',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Stoneberg',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '2f742-P30740_13-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '180 lbs'},\n",
       "  'overallRank': '28',\n",
       "  'overallScore': '473',\n",
       "  'scores': [{'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:50.77, 40 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '38:50.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:50.77',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '515 lb, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '515 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '515',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:53.17, 42 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '4:53.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:53.17',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:59.11, 20 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '8:59.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:59.11',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:30.32, 58 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '39:30.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:30.32',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:49.41, 40 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '8:49.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:49.41',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+42, 4 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+42',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:02.82, 18 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '14:02.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:02.82',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:59.54, 88 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '12:59.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:59.54',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 4 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '4',\n",
       "    'rank': '38T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '38T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:18.88, 28 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '28',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '2:18.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:18.88',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':50.52, 5 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '5',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': ':50.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':50.52',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:54.20, 12 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '12',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '1:54.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:54.20',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:51.16, 28 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '8:51.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:51.16',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:13.04, 40 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '8:13.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:13.04',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71210,\n",
       "   'affiliateName': 'CrossFit Boro',\n",
       "   'age': 23,\n",
       "   'bibId': '47',\n",
       "   'competitorId': 155824,\n",
       "   'competitorName': 'Jacob Anderson',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Jacob',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Anderson',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'd39c0-P155824_4-184.jpg',\n",
       "   'regionCode': 'South East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South East',\n",
       "   'regionalCode': 'South East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '185 lbs'},\n",
       "  'overallRank': '29',\n",
       "  'overallScore': '441',\n",
       "  'scores': [{'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:26.12, 8 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '42:26.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:26.12',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '535 lb, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': '535 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '535',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:40.78, 6 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '5:40.78',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:40.78',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:13.70, 14 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '9:13.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:13.70',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:40.37, 56 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '39:40.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:40.37',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:32.48, 56 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '7:32.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:32.48',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:54.62, 40 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '13:54.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:54.62',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '20:13.50, 4 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '20:13.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '20:13.50',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:45.14, 80 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '14:45.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:45.14',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:44.93, 28 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '3:44.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:44.93',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:29.88, 23 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '2:29.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:29.88',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '9 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.77, 9 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '9',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': ':48.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.77',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '1 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:27.32, 1 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '1',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '2:27.32',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:27.32',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:47.61, 32 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '8:47.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:47.61',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 20 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71208,\n",
       "   'affiliateName': 'CrossFit Powerstroke',\n",
       "   'age': 24,\n",
       "   'bibId': '45',\n",
       "   'competitorId': 134617,\n",
       "   'competitorName': 'Sean Sweeney',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Sean',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Sweeney',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'a0a86-P134617_10-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '192 lbs'},\n",
       "  'overallRank': '30',\n",
       "  'overallScore': '420',\n",
       "  'scores': [{'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:28.74, 6 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '42:28.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:28.74',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '515 lb, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '515 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '515',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:00.68, 36 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '5:00.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:00.68',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:35.88, 80 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '7:35.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:35.88',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:53.16, 14 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '45:53.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:53.16',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 12 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:37.22, 22 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '14:37.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:37.22',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:03.70, 58 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '12:03.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:03.70',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+92, 10 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+92',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:21.00, 10 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '4:21.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:21.00',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:38.24, 18 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '18',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '2:38.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:38.24',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':49.17, 8 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '8',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': ':49.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':49.17',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:09.23, 4 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '4',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '2:09.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:09.23',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:35.07, 44 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '8:35.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:35.07',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:34.94, 52 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '7:34.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:34.94',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71203,\n",
       "   'affiliateName': 'CrossFit Rejoice',\n",
       "   'age': 25,\n",
       "   'bibId': '37',\n",
       "   'competitorId': 123764,\n",
       "   'competitorName': 'Logan Collins',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Logan',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Collins',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '5afca-P123764_4-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South Central',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '182 lbs'},\n",
       "  'overallRank': '31',\n",
       "  'overallScore': '420',\n",
       "  'scores': [{'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:00.44, 26 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '40:00.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:00.44',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '505 lb, 34 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': '505 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '505',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:15.00, 20 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '5:15.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:15.00',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:43.74, 28 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '8:43.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:43.74',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:29.24, 48 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '40:29.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:29.24',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:23.17, 18 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '10:23.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:23.17',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 8 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:14.87, 56 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '12:14.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:14.87',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+47, 40 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': 'CAP+47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+47',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:53.85, 22 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '3:53.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:53.85',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:12.65, 29 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '2:12.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:12.65',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':46.46, 22 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': ':46.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':46.46',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:19.72, 3 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '3',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '2:19.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:19.72',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:58.49, 22 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '8:58.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:58.49',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:55.26, 44 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '7:55.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:55.26',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 29,\n",
       "   'bibId': '59',\n",
       "   'competitorId': 621610,\n",
       "   'competitorName': 'Sam Dancer',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Sam',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Dancer',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '1441e-P621610_3-184.jpg',\n",
       "   'regionCode': 'North Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North Central',\n",
       "   'regionalCode': 'North Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '225 lbs'},\n",
       "  'overallRank': '32',\n",
       "  'overallScore': '418',\n",
       "  'scores': [{'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:44.36, 0 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '46:44.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:44.36',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '615 lb, 100 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '615 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '615',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:48.49, 48 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '4:48.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:48.49',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:42.23, 30 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '8:42.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:42.23',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:38.82, 4 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '50:38.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:38.82',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:20.03, 64 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '7:20.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:20.03',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:33.03, 26 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '14:33.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:33.03',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:35.51, 8 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '16:35.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:35.51',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+87, 32 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '32',\n",
       "    'rank': '24T',\n",
       "    'scoreDisplay': 'CAP+87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+87',\n",
       "    'workoutrank': '24T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:11.02, 14 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '4:11.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:11.02',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 7 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '7',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '1 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:13.72, 1 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '1',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '1:13.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:13.72',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '01:35.52, 28 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '28',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': '01:35.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:35.52',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:38.16, 42 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '8:38.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:38.16',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 14 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71213,\n",
       "   'affiliateName': 'Reebok CrossFit Medfield',\n",
       "   'age': 27,\n",
       "   'bibId': '50',\n",
       "   'competitorId': 50866,\n",
       "   'competitorName': 'Spencer Hendel',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Spencer',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'2\"',\n",
       "   'lastName': 'Hendel',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'e92ae-P50866_6-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '215 lbs'},\n",
       "  'overallRank': '33',\n",
       "  'overallScore': '390',\n",
       "  'scores': [{'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:42.56, 14 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '41:42.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:42.56',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '565 lb, 84 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '84',\n",
       "    'rank': '4T',\n",
       "    'scoreDisplay': '565 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '565',\n",
       "    'workoutrank': '4T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:19.56, 14 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '5:19.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:19.56',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:04.85, 48 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '8:04.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:04.85',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:10.96, 6 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '49:10.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:10.96',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:05.81, 52 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '8:05.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:05.81',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:30.10, 48 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '13:30.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:30.10',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:38.55, 14 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '14:38.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:38.55',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '1 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+136, 1 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '1',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+136',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+136',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:50.12, 6 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '4:50.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:50.12',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 2 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '2',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':48.64, 11 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': ':48.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':48.64',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:29.41, 40 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '1:29.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:29.41',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:26.26, 48 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '8:26.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:26.26',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+27, 2 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+27',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71212,\n",
       "   'affiliateName': 'C23 CrossFit',\n",
       "   'age': 23,\n",
       "   'bibId': '49',\n",
       "   'competitorId': 698182,\n",
       "   'competitorName': 'Adrian Mundwiler',\n",
       "   'countryCode': 'ES',\n",
       "   'countryOfOriginCode': 'ES',\n",
       "   'countryOfOriginName': 'Spain',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Adrian',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Mundwiler',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ff2d6-P698182_6-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '187 lbs'},\n",
       "  'overallRank': '34',\n",
       "  'overallScore': '381',\n",
       "  'scores': [{'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36:29.25, 80 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '36:29.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36:29.25',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '485 lb, 14 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': '485 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '485',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:12.19, 26 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '5:12.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:12.19',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:16.87, 12 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '9:16.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:16.87',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:41.69, 46 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '40:41.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:41.69',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:10.46, 22 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '10:10.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:10.46',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+15, 10 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+15',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:13.50, 26 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '13:13.50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:13.50',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+44, 46 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': 'CAP+44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+44',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 4 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '4',\n",
       "    'rank': '38T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '38T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:39.94, 16 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '2:39.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:39.94',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':49.20, 7 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '7',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': ':49.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':49.20',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:04.31, 10 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '10',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '2:04.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:04.31',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:15.58, 14 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '9:15.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:15.58',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:47.93, 48 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '7:47.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:47.93',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 29,\n",
       "   'bibId': '21',\n",
       "   'competitorId': 95022,\n",
       "   'competitorName': 'Roy Gamboa',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Rogelio',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Gamboa',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'e318a-P95022_3-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South Central',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '195 lbs'},\n",
       "  'overallRank': '35',\n",
       "  'overallScore': '378',\n",
       "  'scores': [{'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:15.48, 22 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '40:15.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:15.48',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '545 lb, 72 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '72',\n",
       "    'rank': '7T',\n",
       "    'scoreDisplay': '545 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '545',\n",
       "    'workoutrank': '7T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:45.73, 2 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '5:45.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:45.73',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:18.04, 8 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '9:18.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:18.04',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:34.14, 30 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '42:34.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:34.14',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:15.90, 28 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '9:15.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:15.90',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:58.96, 36 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '13:58.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:58.96',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:25.75, 22 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '13:25.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:25.75',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+90, 20 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '20',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+90',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:43.33, 30 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '3:43.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:43.33',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:39.97, 15 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '2:39.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:39.97',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':43.84, 50 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': ':43.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':43.84',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '9 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:04.55, 9 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '9',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '2:04.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:04.55',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:49.61, 8 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '9:49.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:49.61',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 26 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 25,\n",
       "   'bibId': '53',\n",
       "   'competitorId': 95767,\n",
       "   'competitorName': 'Joseph Guesnier',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Joseph',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'0\"',\n",
       "   'lastName': 'Guesnier',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'f4f3f-P95767_6-184.jpg',\n",
       "   'regionCode': 'South Central',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South Central',\n",
       "   'regionalCode': 'South Central',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '215 lbs'},\n",
       "  'overallRank': '36',\n",
       "  'overallScore': '356',\n",
       "  'scores': [{'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:12.36, 2 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '44:12.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:12.36',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '535 lb, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': '535 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '535',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:16.44, 16 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '5:16.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:16.44',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:01.63, 0 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '11:01.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:01.63',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '51:04.31, 2 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '51:04.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '51:04.31',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:15.26, 72 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '7:15.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:15.26',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:17.40, 54 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '13:17.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:17.40',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16:35.58, 6 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '16:35.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16:35.58',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+135, 4 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+135',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+135',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:21.20, 48 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '3:21.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:21.20',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:42.43, 14 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '14',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '2:42.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:42.43',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':45.97, 23 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': ':45.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':45.97',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2:09.16, 5 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '5',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '2:09.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2:09.16',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:56.90, 24 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '8:56.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:56.90',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 22 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71214,\n",
       "   'affiliateName': 'CrossFit Melbourne',\n",
       "   'age': 26,\n",
       "   'bibId': '52',\n",
       "   'competitorId': 284801,\n",
       "   'competitorName': 'Mitchell Sinnamon',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Mitchell',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Sinnamon',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '698f9-P284801_1-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '198 lbs'},\n",
       "  'overallRank': '37',\n",
       "  'overallScore': '337',\n",
       "  'scores': [{'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40:59.54, 20 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '40:59.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40:59.54',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '495 lb, 24 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': '495 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '495',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:07.14, 32 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '5:07.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:07.14',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:59.48, 50 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '7:59.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:59.48',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:39.61, 12 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '47:39.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:39.61',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:51.65, 54 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '7:51.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:51.65',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+36, 6 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+36',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:13.02, 16 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '14:13.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:13.02',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+89, 26 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+89',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:05.80, 16 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '4:05.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:05.80',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '1 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 1 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '1',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':50.85, 3 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '3',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': ':50.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':50.85',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:57.29, 11 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '1:57.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:57.29',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:23.28, 52 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '8:23.28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:23.28',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 14 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71202,\n",
       "   'affiliateName': 'CrossFit Play',\n",
       "   'age': 26,\n",
       "   'bibId': '36',\n",
       "   'competitorId': 105874,\n",
       "   'competitorName': 'Khan Porter',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Khan',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'0\"',\n",
       "   'lastName': 'Porter',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '6e585-P105874_23-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '205 lbs'},\n",
       "  'overallRank': '38',\n",
       "  'overallScore': '328',\n",
       "  'scores': [{'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:20.81, 50 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '38:20.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:20.81',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '505 lb, 34 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': '505 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '505',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:26.65, 10 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '5:26.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:26.65',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:03.17, 94 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '7:03.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:03.17',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:50.04, 22 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '43:50.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:50.04',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 8 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+13, 12 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+13',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 2 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+93, 8 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+93',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3:59.55, 18 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '3:59.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3:59.55',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 10 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '10',\n",
       "    'rank': '30T',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '30T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':46.72, 18 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '18',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': ':46.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':46.72',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:44.33, 20 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '1:44.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:44.33',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:50.20, 6 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '9:50.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:50.20',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+19, 16 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+19',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 71207,\n",
       "   'affiliateName': 'CrossFit Carv',\n",
       "   'age': 24,\n",
       "   'bibId': '44',\n",
       "   'competitorId': 180106,\n",
       "   'competitorName': 'Zeke Grove',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Zeke',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Grove',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '4002f-P180106_6-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '182 lbs'},\n",
       "  'overallRank': '39',\n",
       "  'overallScore': '219',\n",
       "  'scores': [{'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:18.60, 4 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '43:18.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:18.60',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '515 lb, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '515 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '515',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:32.55, 8 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '5:32.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:32.55',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:37.05, 36 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '8:37.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:37.05',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:24.14, 18 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '44:24.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:24.14',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:14.86, 20 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '10:14.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:14.86',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+79, 2 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+79',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:06.30, 12 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '15:06.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:06.30',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+91, 14 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+91',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:27.55, 8 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '4:27.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:27.55',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 7 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '7',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':47.83, 14 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '14',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': ':47.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':47.83',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:53.22, 14 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '14',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '1:53.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:53.22',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 2 pts',\n",
       "    'ordinal': 14,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+26, 14 pts',\n",
       "    'ordinal': 15,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': 'CAP+26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+26',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 21,\n",
       "   'bibId': '41',\n",
       "   'competitorId': 173837,\n",
       "   'competitorName': 'Jonne Koski',\n",
       "   'countryCode': 'FI',\n",
       "   'countryOfOriginCode': 'FI',\n",
       "   'countryOfOriginName': 'Finland',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Jonne',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Koski',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '9f8e1-P173837_3-184.jpg',\n",
       "   'regionCode': 'Europe',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Europe',\n",
       "   'regionalCode': 'Europe',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '185 lbs'},\n",
       "  'overallRank': '40',\n",
       "  'overallScore': '142',\n",
       "  'scores': [{'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:44.77, 32 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '39:44.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:44.77',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '475 lb, 10 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': '475 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '475',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:48.12, 0 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '5:48.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:48.12',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:54.85, 100 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '6:54.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:54.85',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\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",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 14,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 15,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}}]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "leaderboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "database = []\n",
    "for i in range(len(leaderboard)):\n",
    "    competitors = leaderboard[i]['entrant']['competitorName']\n",
    "    for j in range(len(leaderboard[i]['scores'])):\n",
    "        workout_number = leaderboard[i]['scores'][j]['ordinal']\n",
    "        times = leaderboard[i]['scores'][j]['time']\n",
    "        ranks = leaderboard[i]['scores'][j]['rank']\n",
    "        score = leaderboard[i]['scores'][j]['breakdown']\n",
    "        database.append([competitors, workout_number, times, ranks, score])\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data = pd.DataFrame(database, columns=['competitors', 'ordinals', 'times', 'ranks', 'score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .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>0</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>1</td>\n",
       "      <td>34:10.27</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>2</td>\n",
       "      <td>505</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>3</td>\n",
       "      <td>4:20.44</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>4</td>\n",
       "      <td>7:37.97</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>5</td>\n",
       "      <td>35:47.81</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>6</td>\n",
       "      <td>5:41.57</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>7</td>\n",
       "      <td>11:41.59</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>8</td>\n",
       "      <td>11:29.05</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>9</td>\n",
       "      <td>14:44.70</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>10</td>\n",
       "      <td>3:08.97</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>11</td>\n",
       "      <td>1:42.12</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>12</td>\n",
       "      <td>:44.11</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>13</td>\n",
       "      <td>1:29.90</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>14</td>\n",
       "      <td>8:06.55</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>15</td>\n",
       "      <td>5:56.00</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>1</td>\n",
       "      <td>37:15.49</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>2</td>\n",
       "      <td>505</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>3</td>\n",
       "      <td>4:41.29</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>4</td>\n",
       "      <td>7:42.51</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>5</td>\n",
       "      <td>38:09.35</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>6</td>\n",
       "      <td>6:20.82</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>7</td>\n",
       "      <td>12:59.88</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>8</td>\n",
       "      <td>11:19.18</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+45</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>10</td>\n",
       "      <td>3:00.23</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>11</td>\n",
       "      <td>2:05.49</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>12</td>\n",
       "      <td>:44.44</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>13</td>\n",
       "      <td>1:48.44</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>14</td>\n",
       "      <td>7:56.67</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>15</td>\n",
       "      <td>6:35.66</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>1</td>\n",
       "      <td>43:18.60</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>2</td>\n",
       "      <td>515</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>3</td>\n",
       "      <td>5:32.55</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>4</td>\n",
       "      <td>8:37.05</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>5</td>\n",
       "      <td>44:24.14</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>6</td>\n",
       "      <td>10:14.86</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+79</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>8</td>\n",
       "      <td>15:06.30</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+91</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>10</td>\n",
       "      <td>4:27.55</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>33T</td>\n",
       "      <td>7 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.83</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>13</td>\n",
       "      <td>1:53.22</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>1</td>\n",
       "      <td>39:44.77</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>2</td>\n",
       "      <td>475</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>3</td>\n",
       "      <td>5:48.12</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>4</td>\n",
       "      <td>6:54.85</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>11</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>WD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>600 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       competitors  ordinals     times ranks    score\n",
       "0    Mathew Fraser         1  34:10.27     1  100 pts\n",
       "1    Mathew Fraser         2       505   23T   34 pts\n",
       "2    Mathew Fraser         3   4:20.44     2   94 pts\n",
       "3    Mathew Fraser         4   7:37.97     6   76 pts\n",
       "4    Mathew Fraser         5  35:47.81     2   94 pts\n",
       "5    Mathew Fraser         6   5:41.57     2   94 pts\n",
       "6    Mathew Fraser         7  11:41.59     2   94 pts\n",
       "7    Mathew Fraser         8  11:29.05     5   80 pts\n",
       "8    Mathew Fraser         9  14:44.70     4   84 pts\n",
       "9    Mathew Fraser        10   3:08.97    10   60 pts\n",
       "10   Mathew Fraser        11   1:42.12     2   47 pts\n",
       "11   Mathew Fraser        12    :44.11     2   47 pts\n",
       "12   Mathew Fraser        13   1:29.90     6   38 pts\n",
       "13   Mathew Fraser        14   8:06.55    10   60 pts\n",
       "14   Mathew Fraser        15   5:56.00     2   94 pts\n",
       "15       Ben Smith         1  37:15.49    11   58 pts\n",
       "16       Ben Smith         2       505   23T   34 pts\n",
       "17       Ben Smith         3   4:41.29    12   56 pts\n",
       "18       Ben Smith         4   7:42.51     7   72 pts\n",
       "19       Ben Smith         5  38:09.35     6   76 pts\n",
       "20       Ben Smith         6   6:20.82     4   84 pts\n",
       "21       Ben Smith         7  12:59.88     9   64 pts\n",
       "22       Ben Smith         8  11:19.18     4   84 pts\n",
       "23       Ben Smith         9    CAP+45    19   42 pts\n",
       "24       Ben Smith        10   3:00.23     5   80 pts\n",
       "25       Ben Smith        11   2:05.49     7   36 pts\n",
       "26       Ben Smith        12    :44.44     3   44 pts\n",
       "27       Ben Smith        13   1:48.44    23   17 pts\n",
       "28       Ben Smith        14   7:56.67     5   80 pts\n",
       "29       Ben Smith        15   6:35.66     7   72 pts\n",
       "..             ...       ...       ...   ...      ...\n",
       "570     Zeke Grove         1  43:18.60    38    4 pts\n",
       "571     Zeke Grove         2       515   17T   46 pts\n",
       "572     Zeke Grove         3   5:32.55    36    8 pts\n",
       "573     Zeke Grove         4   8:37.05    22   36 pts\n",
       "574     Zeke Grove         5  44:24.14    31   18 pts\n",
       "575     Zeke Grove         6  10:14.86    30   20 pts\n",
       "576     Zeke Grove         7    CAP+79    39    2 pts\n",
       "577     Zeke Grove         8  15:06.30    34   12 pts\n",
       "578     Zeke Grove         9    CAP+91   33T   14 pts\n",
       "579     Zeke Grove        10   4:27.55    36    8 pts\n",
       "580     Zeke Grove        11     CAP+2   33T    7 pts\n",
       "581     Zeke Grove        12    :47.83    26   14 pts\n",
       "582     Zeke Grove        13   1:53.22    26   14 pts\n",
       "583     Zeke Grove        14     CAP+4    39    2 pts\n",
       "584     Zeke Grove        15    CAP+26   33T   14 pts\n",
       "585    Jonne Koski         1  39:44.77    24   32 pts\n",
       "586    Jonne Koski         2       475   35T   10 pts\n",
       "587    Jonne Koski         3   5:48.12    40    0 pts\n",
       "588    Jonne Koski         4   6:54.85     1  100 pts\n",
       "589    Jonne Koski         5              WD         \n",
       "590    Jonne Koski         6              WD         \n",
       "591    Jonne Koski         7              WD         \n",
       "592    Jonne Koski         8              WD         \n",
       "593    Jonne Koski         9              WD         \n",
       "594    Jonne Koski        10              WD         \n",
       "595    Jonne Koski        11              WD         \n",
       "596    Jonne Koski        12              WD         \n",
       "597    Jonne Koski        13              WD         \n",
       "598    Jonne Koski        14              WD         \n",
       "599    Jonne Koski        15              WD         \n",
       "\n",
       "[600 rows x 5 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_1 = full_data[full_data['ordinals']==1].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_1.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        total_seconds.append(60*60)\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>1</td>\n",
       "      <td>34:10.27</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>2050</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>1</td>\n",
       "      <td>35:30.24</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>2130</td>\n",
       "      <td>89.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>1</td>\n",
       "      <td>36:13.80</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>2173</td>\n",
       "      <td>83.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>1</td>\n",
       "      <td>36:22.43</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>2182</td>\n",
       "      <td>82.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>1</td>\n",
       "      <td>36:29.25</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>2189</td>\n",
       "      <td>81.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>1</td>\n",
       "      <td>36:32.01</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>2192</td>\n",
       "      <td>81.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>1</td>\n",
       "      <td>36:34.33</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>2194</td>\n",
       "      <td>80.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>1</td>\n",
       "      <td>36:53.46</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>2213</td>\n",
       "      <td>78.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>1</td>\n",
       "      <td>36:55.55</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>2215</td>\n",
       "      <td>78.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>1</td>\n",
       "      <td>37:08.00</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>2228</td>\n",
       "      <td>76.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>1</td>\n",
       "      <td>37:15.49</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>2235</td>\n",
       "      <td>75.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>1</td>\n",
       "      <td>37:37.18</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>2257</td>\n",
       "      <td>72.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>1</td>\n",
       "      <td>37:47.36</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>2267</td>\n",
       "      <td>71.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>1</td>\n",
       "      <td>38:04.51</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>2284</td>\n",
       "      <td>68.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>1</td>\n",
       "      <td>38:20.81</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>2300</td>\n",
       "      <td>66.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>1</td>\n",
       "      <td>38:34.71</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>2314</td>\n",
       "      <td>64.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>1</td>\n",
       "      <td>38:37.37</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>2317</td>\n",
       "      <td>64.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>1</td>\n",
       "      <td>38:38.05</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>2318</td>\n",
       "      <td>64.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>1</td>\n",
       "      <td>38:44.24</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>2324</td>\n",
       "      <td>63.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>1</td>\n",
       "      <td>38:50.77</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>2330</td>\n",
       "      <td>62.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>1</td>\n",
       "      <td>39:04.65</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>2344</td>\n",
       "      <td>61.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>1</td>\n",
       "      <td>39:15.34</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>2355</td>\n",
       "      <td>59.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>1</td>\n",
       "      <td>39:25.39</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>2365</td>\n",
       "      <td>58.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>1</td>\n",
       "      <td>39:44.77</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>2384</td>\n",
       "      <td>55.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>1</td>\n",
       "      <td>39:46.61</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>2386</td>\n",
       "      <td>55.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>1</td>\n",
       "      <td>39:54.32</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>2394</td>\n",
       "      <td>54.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00.44</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>2400</td>\n",
       "      <td>53.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>1</td>\n",
       "      <td>40:01.83</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>2401</td>\n",
       "      <td>53.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>1</td>\n",
       "      <td>40:15.48</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>2415</td>\n",
       "      <td>51.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>1</td>\n",
       "      <td>40:59.54</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>2459</td>\n",
       "      <td>45.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>1</td>\n",
       "      <td>41:16.55</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>2476</td>\n",
       "      <td>43.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>1</td>\n",
       "      <td>41:34.12</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>2494</td>\n",
       "      <td>41.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>1</td>\n",
       "      <td>41:42.56</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>2502</td>\n",
       "      <td>40.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>1</td>\n",
       "      <td>42:03.07</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>2523</td>\n",
       "      <td>37.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>1</td>\n",
       "      <td>42:19.90</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>2539</td>\n",
       "      <td>35.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>1</td>\n",
       "      <td>42:26.12</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>2546</td>\n",
       "      <td>34.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>1</td>\n",
       "      <td>42:28.74</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>2548</td>\n",
       "      <td>33.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>1</td>\n",
       "      <td>43:18.60</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>2598</td>\n",
       "      <td>27.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>1</td>\n",
       "      <td>44:12.36</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>2652</td>\n",
       "      <td>20.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>1</td>\n",
       "      <td>46:44.36</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>2804</td>\n",
       "      <td>-0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "0                Mathew Fraser         1  34:10.27     1  100 pts   \n",
       "180               Josh Bridges         1  35:30.24     2   94 pts   \n",
       "45              Brent Fikowski         1  36:13.80     3   88 pts   \n",
       "90               Jacob Heppner         1  36:22.43     4   84 pts   \n",
       "495           Adrian Mundwiler         1  36:29.25     5   80 pts   \n",
       "120             Alex Vigneault         1  36:32.01     6   76 pts   \n",
       "105  Björgvin Karl Guðmundsson         1  36:34.33     7   72 pts   \n",
       "135               Travis Mayer         1  36:53.46     8   68 pts   \n",
       "30             Patrick Vellner         1  36:55.55     9   64 pts   \n",
       "240                  Rob Forte         1  37:08.00    10   60 pts   \n",
       "15                   Ben Smith         1  37:15.49    11   58 pts   \n",
       "150              Alex Anderson         1  37:37.18    12   56 pts   \n",
       "225               Samuel Kwant         1  37:47.36    13   54 pts   \n",
       "195              Lukas Högberg         1  38:04.51    14   52 pts   \n",
       "555                Khan Porter         1  38:20.81    15   50 pts   \n",
       "255           Christian Lucero         1  38:34.71    16   48 pts   \n",
       "300            Lukas Esslinger         1  38:37.37    17   46 pts   \n",
       "375    Albert-Dominic Larouche         1  38:38.05    18   44 pts   \n",
       "330               Zak Carchedi         1  38:44.24    19   42 pts   \n",
       "405              Ben Stoneberg         1  38:50.77    20   40 pts   \n",
       "315               Lucas Parker         1  39:04.65    21   38 pts   \n",
       "360    Rasmus Wisbech Andersen         1  39:15.34    22   36 pts   \n",
       "390               Gary Helmick         1  39:25.39    23   34 pts   \n",
       "585                Jonne Koski         1  39:44.77    24   32 pts   \n",
       "60                  Cole Sager         1  39:46.61    25   30 pts   \n",
       "345              James Newbury         1  39:54.32    26   28 pts   \n",
       "450              Logan Collins         1  40:00.44    27   26 pts   \n",
       "75               Scott Panchik         1  40:01.83    28   24 pts   \n",
       "510                 Roy Gamboa         1  40:15.48    29   22 pts   \n",
       "540          Mitchell Sinnamon         1  40:59.54    30   20 pts   \n",
       "165               Marcus Filly         1  41:16.55    31   18 pts   \n",
       "210                Noah Ohlsen         1  41:34.12    32   16 pts   \n",
       "480             Spencer Hendel         1  41:42.56    33   14 pts   \n",
       "270           Travis  Williams         1  42:03.07    34   12 pts   \n",
       "285              Garret Fisher         1  42:19.90    35   10 pts   \n",
       "420             Jacob Anderson         1  42:26.12    36    8 pts   \n",
       "435               Sean Sweeney         1  42:28.74    37    6 pts   \n",
       "570                 Zeke Grove         1  43:18.60    38    4 pts   \n",
       "525            Joseph Guesnier         1  44:12.36    39    2 pts   \n",
       "465                 Sam Dancer         1  46:44.36    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "0             2050          100.00  \n",
       "180           2130           89.39  \n",
       "45            2173           83.69  \n",
       "90            2182           82.49  \n",
       "495           2189           81.56  \n",
       "120           2192           81.17  \n",
       "105           2194           80.90  \n",
       "135           2213           78.38  \n",
       "30            2215           78.12  \n",
       "240           2228           76.39  \n",
       "15            2235           75.46  \n",
       "150           2257           72.55  \n",
       "225           2267           71.22  \n",
       "195           2284           68.97  \n",
       "555           2300           66.84  \n",
       "255           2314           64.99  \n",
       "300           2317           64.59  \n",
       "375           2318           64.46  \n",
       "330           2324           63.66  \n",
       "405           2330           62.86  \n",
       "315           2344           61.01  \n",
       "360           2355           59.55  \n",
       "390           2365           58.22  \n",
       "585           2384           55.70  \n",
       "60            2386           55.44  \n",
       "345           2394           54.38  \n",
       "450           2400           53.58  \n",
       "75            2401           53.45  \n",
       "510           2415           51.59  \n",
       "540           2459           45.76  \n",
       "165           2476           43.50  \n",
       "210           2494           41.11  \n",
       "480           2502           40.05  \n",
       "270           2523           37.27  \n",
       "285           2539           35.15  \n",
       "420           2546           34.22  \n",
       "435           2548           33.95  \n",
       "570           2598           27.32  \n",
       "525           2652           20.16  \n",
       "465           2804           -0.00  "
      ]
     },
     "execution_count": 11,
     "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": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_2 = full_data[full_data['ordinals']==2].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "times = []\n",
    "for i, j in event_2.iterrows():\n",
    "    if len(j['times'])==0:\n",
    "        times.append('275')\n",
    "    else:\n",
    "        times.append(j['times'])\n",
    "        \n",
    "event_2['times'] = times"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_2['times'] = [int(i) for i in event_2['times']]\n",
    "lst = list(event_2['times']-min(event_2['times']))\n",
    "event_2['adjusted_score'] = [i*(100/max(lst)) for i in lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>466</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>2</td>\n",
       "      <td>615</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>2</td>\n",
       "      <td>585</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>80.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>2</td>\n",
       "      <td>575</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>73.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>2</td>\n",
       "      <td>565</td>\n",
       "      <td>4T</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>2</td>\n",
       "      <td>565</td>\n",
       "      <td>4T</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>2</td>\n",
       "      <td>555</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>60.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>2</td>\n",
       "      <td>545</td>\n",
       "      <td>7T</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>53.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>2</td>\n",
       "      <td>545</td>\n",
       "      <td>7T</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>53.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>2</td>\n",
       "      <td>535</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>46.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>2</td>\n",
       "      <td>535</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>46.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>2</td>\n",
       "      <td>525</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>2</td>\n",
       "      <td>525</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>2</td>\n",
       "      <td>525</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>2</td>\n",
       "      <td>525</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>2</td>\n",
       "      <td>525</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>2</td>\n",
       "      <td>525</td>\n",
       "      <td>11T</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>2</td>\n",
       "      <td>515</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>2</td>\n",
       "      <td>515</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>2</td>\n",
       "      <td>515</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>2</td>\n",
       "      <td>515</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>2</td>\n",
       "      <td>515</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>2</td>\n",
       "      <td>515</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>2</td>\n",
       "      <td>505</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>26.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>2</td>\n",
       "      <td>505</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>26.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>2</td>\n",
       "      <td>505</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>26.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>2</td>\n",
       "      <td>505</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>26.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>2</td>\n",
       "      <td>505</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>26.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>2</td>\n",
       "      <td>495</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>2</td>\n",
       "      <td>495</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>2</td>\n",
       "      <td>495</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>2</td>\n",
       "      <td>495</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>2</td>\n",
       "      <td>495</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>2</td>\n",
       "      <td>485</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>13.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>2</td>\n",
       "      <td>485</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>13.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>2</td>\n",
       "      <td>475</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>6.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>2</td>\n",
       "      <td>475</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>6.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>2</td>\n",
       "      <td>475</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>6.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>2</td>\n",
       "      <td>475</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>6.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>2</td>\n",
       "      <td>475</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>6.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>2</td>\n",
       "      <td>465</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals  times ranks    score  adjusted_score\n",
       "466                 Sam Dancer         2    615     1  100 pts          100.00\n",
       "121             Alex Vigneault         2    585     2   94 pts           80.00\n",
       "316               Lucas Parker         2    575     3   88 pts           73.33\n",
       "481             Spencer Hendel         2    565    4T   84 pts           66.67\n",
       "271           Travis  Williams         2    565    4T   84 pts           66.67\n",
       "151              Alex Anderson         2    555     6   76 pts           60.00\n",
       "511                 Roy Gamboa         2    545    7T   72 pts           53.33\n",
       "301            Lukas Esslinger         2    545    7T   72 pts           53.33\n",
       "421             Jacob Anderson         2    535    9T   64 pts           46.67\n",
       "526            Joseph Guesnier         2    535    9T   64 pts           46.67\n",
       "76               Scott Panchik         2    525   11T   58 pts           40.00\n",
       "31             Patrick Vellner         2    525   11T   58 pts           40.00\n",
       "376    Albert-Dominic Larouche         2    525   11T   58 pts           40.00\n",
       "136               Travis Mayer         2    525   11T   58 pts           40.00\n",
       "346              James Newbury         2    525   11T   58 pts           40.00\n",
       "286              Garret Fisher         2    525   11T   58 pts           40.00\n",
       "406              Ben Stoneberg         2    515   17T   46 pts           33.33\n",
       "166               Marcus Filly         2    515   17T   46 pts           33.33\n",
       "571                 Zeke Grove         2    515   17T   46 pts           33.33\n",
       "391               Gary Helmick         2    515   17T   46 pts           33.33\n",
       "196              Lukas Högberg         2    515   17T   46 pts           33.33\n",
       "436               Sean Sweeney         2    515   17T   46 pts           33.33\n",
       "211                Noah Ohlsen         2    505   23T   34 pts           26.67\n",
       "16                   Ben Smith         2    505   23T   34 pts           26.67\n",
       "1                Mathew Fraser         2    505   23T   34 pts           26.67\n",
       "451              Logan Collins         2    505   23T   34 pts           26.67\n",
       "556                Khan Porter         2    505   23T   34 pts           26.67\n",
       "106  Björgvin Karl Guðmundsson         2    495   28T   24 pts           20.00\n",
       "241                  Rob Forte         2    495   28T   24 pts           20.00\n",
       "331               Zak Carchedi         2    495   28T   24 pts           20.00\n",
       "91               Jacob Heppner         2    495   28T   24 pts           20.00\n",
       "541          Mitchell Sinnamon         2    495   28T   24 pts           20.00\n",
       "496           Adrian Mundwiler         2    485   33T   14 pts           13.33\n",
       "46              Brent Fikowski         2    485   33T   14 pts           13.33\n",
       "256           Christian Lucero         2    475   35T   10 pts            6.67\n",
       "361    Rasmus Wisbech Andersen         2    475   35T   10 pts            6.67\n",
       "586                Jonne Koski         2    475   35T   10 pts            6.67\n",
       "181               Josh Bridges         2    475   35T   10 pts            6.67\n",
       "226               Samuel Kwant         2    475   35T   10 pts            6.67\n",
       "61                  Cole Sager         2    465    40    0 pts            0.00"
      ]
     },
     "execution_count": 15,
     "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": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_3 = full_data[full_data['ordinals']==3].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_3.iterrows():\n",
    "    datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "    total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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": 19,
   "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>47</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>3</td>\n",
       "      <td>4:14.10</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>254</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>3</td>\n",
       "      <td>4:20.44</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>260</td>\n",
       "      <td>93.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>3</td>\n",
       "      <td>4:22.44</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>262</td>\n",
       "      <td>91.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>3</td>\n",
       "      <td>4:29.05</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>269</td>\n",
       "      <td>84.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>3</td>\n",
       "      <td>4:31.29</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>271</td>\n",
       "      <td>81.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>3</td>\n",
       "      <td>4:32.25</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>272</td>\n",
       "      <td>80.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>3</td>\n",
       "      <td>4:34.93</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>274</td>\n",
       "      <td>78.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>3</td>\n",
       "      <td>4:35.12</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>275</td>\n",
       "      <td>77.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>3</td>\n",
       "      <td>4:35.94</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>275</td>\n",
       "      <td>77.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>3</td>\n",
       "      <td>4:37.74</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>277</td>\n",
       "      <td>75.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>3</td>\n",
       "      <td>4:40.49</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>280</td>\n",
       "      <td>72.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>3</td>\n",
       "      <td>4:41.29</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>281</td>\n",
       "      <td>71.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>3</td>\n",
       "      <td>4:41.93</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>281</td>\n",
       "      <td>71.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>3</td>\n",
       "      <td>4:42.76</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>282</td>\n",
       "      <td>70.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>3</td>\n",
       "      <td>4:46.30</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>286</td>\n",
       "      <td>65.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>3</td>\n",
       "      <td>4:48.49</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>288</td>\n",
       "      <td>63.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>3</td>\n",
       "      <td>4:49.16</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>289</td>\n",
       "      <td>62.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>3</td>\n",
       "      <td>4:50.07</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>290</td>\n",
       "      <td>61.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>3</td>\n",
       "      <td>4:53.17</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>293</td>\n",
       "      <td>58.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>3</td>\n",
       "      <td>4:56.98</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>296</td>\n",
       "      <td>55.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>3</td>\n",
       "      <td>4:57.19</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>297</td>\n",
       "      <td>54.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>3</td>\n",
       "      <td>5:00.68</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>300</td>\n",
       "      <td>51.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>3</td>\n",
       "      <td>5:01.29</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>301</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>3</td>\n",
       "      <td>5:07.14</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>307</td>\n",
       "      <td>43.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>3</td>\n",
       "      <td>5:07.30</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>307</td>\n",
       "      <td>43.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>3</td>\n",
       "      <td>5:11.25</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>311</td>\n",
       "      <td>39.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>3</td>\n",
       "      <td>5:12.19</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>312</td>\n",
       "      <td>38.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>3</td>\n",
       "      <td>5:12.42</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>312</td>\n",
       "      <td>38.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>3</td>\n",
       "      <td>5:13.60</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>313</td>\n",
       "      <td>37.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>3</td>\n",
       "      <td>5:15.15</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>315</td>\n",
       "      <td>35.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>3</td>\n",
       "      <td>5:15.00</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>315</td>\n",
       "      <td>35.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>3</td>\n",
       "      <td>5:16.44</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>316</td>\n",
       "      <td>34.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>3</td>\n",
       "      <td>5:19.56</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>319</td>\n",
       "      <td>30.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>3</td>\n",
       "      <td>5:22.00</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>322</td>\n",
       "      <td>27.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>3</td>\n",
       "      <td>5:26.65</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>326</td>\n",
       "      <td>23.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>3</td>\n",
       "      <td>5:32.55</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>332</td>\n",
       "      <td>17.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>3</td>\n",
       "      <td>5:40.78</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>340</td>\n",
       "      <td>8.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>3</td>\n",
       "      <td>5:45.70</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>345</td>\n",
       "      <td>3.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>3</td>\n",
       "      <td>5:45.73</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>345</td>\n",
       "      <td>3.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>3</td>\n",
       "      <td>5:48.12</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>348</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks    score  \\\n",
       "47              Brent Fikowski         3  4:14.10     1  100 pts   \n",
       "2                Mathew Fraser         3  4:20.44     2   94 pts   \n",
       "32             Patrick Vellner         3  4:22.44     3   88 pts   \n",
       "62                  Cole Sager         3  4:29.05     4   84 pts   \n",
       "107  Björgvin Karl Guðmundsson         3  4:31.29     5   80 pts   \n",
       "212                Noah Ohlsen         3  4:32.25     6   76 pts   \n",
       "167               Marcus Filly         3  4:34.93     7   72 pts   \n",
       "197              Lukas Högberg         3  4:35.12     8   68 pts   \n",
       "182               Josh Bridges         3  4:35.94     9   64 pts   \n",
       "272           Travis  Williams         3  4:37.74    10   60 pts   \n",
       "137               Travis Mayer         3  4:40.49    11   58 pts   \n",
       "17                   Ben Smith         3  4:41.29    12   56 pts   \n",
       "152              Alex Anderson         3  4:41.93    13   54 pts   \n",
       "347              James Newbury         3  4:42.76    14   52 pts   \n",
       "92               Jacob Heppner         3  4:46.30    15   50 pts   \n",
       "467                 Sam Dancer         3  4:48.49    16   48 pts   \n",
       "257           Christian Lucero         3  4:49.16    17   46 pts   \n",
       "77               Scott Panchik         3  4:50.07    18   44 pts   \n",
       "407              Ben Stoneberg         3  4:53.17    19   42 pts   \n",
       "392               Gary Helmick         3  4:56.98    20   40 pts   \n",
       "362    Rasmus Wisbech Andersen         3  4:57.19    21   38 pts   \n",
       "437               Sean Sweeney         3  5:00.68    22   36 pts   \n",
       "227               Samuel Kwant         3  5:01.29    23   34 pts   \n",
       "542          Mitchell Sinnamon         3  5:07.14    24   32 pts   \n",
       "122             Alex Vigneault         3  5:07.30    25   30 pts   \n",
       "242                  Rob Forte         3  5:11.25    26   28 pts   \n",
       "497           Adrian Mundwiler         3  5:12.19    27   26 pts   \n",
       "302            Lukas Esslinger         3  5:12.42    28   24 pts   \n",
       "377    Albert-Dominic Larouche         3  5:13.60    29   22 pts   \n",
       "287              Garret Fisher         3  5:15.15    31   18 pts   \n",
       "452              Logan Collins         3  5:15.00    30   20 pts   \n",
       "527            Joseph Guesnier         3  5:16.44    32   16 pts   \n",
       "482             Spencer Hendel         3  5:19.56    33   14 pts   \n",
       "317               Lucas Parker         3  5:22.00    34   12 pts   \n",
       "557                Khan Porter         3  5:26.65    35   10 pts   \n",
       "572                 Zeke Grove         3  5:32.55    36    8 pts   \n",
       "422             Jacob Anderson         3  5:40.78    37    6 pts   \n",
       "332               Zak Carchedi         3  5:45.70    38    4 pts   \n",
       "512                 Roy Gamboa         3  5:45.73    39    2 pts   \n",
       "587                Jonne Koski         3  5:48.12    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "47             254          100.00  \n",
       "2              260           93.62  \n",
       "32             262           91.49  \n",
       "62             269           84.04  \n",
       "107            271           81.91  \n",
       "212            272           80.85  \n",
       "167            274           78.72  \n",
       "197            275           77.66  \n",
       "182            275           77.66  \n",
       "272            277           75.53  \n",
       "137            280           72.34  \n",
       "17             281           71.28  \n",
       "152            281           71.28  \n",
       "347            282           70.21  \n",
       "92             286           65.96  \n",
       "467            288           63.83  \n",
       "257            289           62.77  \n",
       "77             290           61.70  \n",
       "407            293           58.51  \n",
       "392            296           55.32  \n",
       "362            297           54.26  \n",
       "437            300           51.06  \n",
       "227            301           50.00  \n",
       "542            307           43.62  \n",
       "122            307           43.62  \n",
       "242            311           39.36  \n",
       "497            312           38.30  \n",
       "302            312           38.30  \n",
       "377            313           37.23  \n",
       "287            315           35.11  \n",
       "452            315           35.11  \n",
       "527            316           34.04  \n",
       "482            319           30.85  \n",
       "317            322           27.66  \n",
       "557            326           23.40  \n",
       "572            332           17.02  \n",
       "422            340            8.51  \n",
       "332            345            3.19  \n",
       "512            345            3.19  \n",
       "587            348            0.00  "
      ]
     },
     "execution_count": 19,
     "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": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_4 = full_data[full_data['ordinals']==4].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_4.iterrows():\n",
    "    datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "    total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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": 23,
   "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>588</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>4</td>\n",
       "      <td>6:54.85</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>414</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>4</td>\n",
       "      <td>7:03.17</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>423</td>\n",
       "      <td>96.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>4</td>\n",
       "      <td>7:18.52</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>438</td>\n",
       "      <td>90.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>4</td>\n",
       "      <td>7:20.82</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>440</td>\n",
       "      <td>89.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>4</td>\n",
       "      <td>7:35.88</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>455</td>\n",
       "      <td>83.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>4</td>\n",
       "      <td>7:37.97</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>457</td>\n",
       "      <td>82.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>4</td>\n",
       "      <td>7:42.51</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>462</td>\n",
       "      <td>80.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>4</td>\n",
       "      <td>7:44.79</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>464</td>\n",
       "      <td>79.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>4</td>\n",
       "      <td>7:49.13</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>469</td>\n",
       "      <td>77.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>4</td>\n",
       "      <td>7:51.57</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>471</td>\n",
       "      <td>76.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>4</td>\n",
       "      <td>7:53.74</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>473</td>\n",
       "      <td>76.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>4</td>\n",
       "      <td>7:55.95</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>475</td>\n",
       "      <td>75.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>4</td>\n",
       "      <td>7:56.79</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>476</td>\n",
       "      <td>74.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>4</td>\n",
       "      <td>7:59.03</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>479</td>\n",
       "      <td>73.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>4</td>\n",
       "      <td>7:59.48</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>479</td>\n",
       "      <td>73.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>4</td>\n",
       "      <td>8:04.85</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>484</td>\n",
       "      <td>71.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>4</td>\n",
       "      <td>8:12.01</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>492</td>\n",
       "      <td>68.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>4</td>\n",
       "      <td>8:15.06</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>495</td>\n",
       "      <td>67.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>4</td>\n",
       "      <td>8:16.95</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>496</td>\n",
       "      <td>66.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>4</td>\n",
       "      <td>8:22.08</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>502</td>\n",
       "      <td>64.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>4</td>\n",
       "      <td>8:29.67</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>509</td>\n",
       "      <td>61.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>4</td>\n",
       "      <td>8:37.05</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>517</td>\n",
       "      <td>58.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>4</td>\n",
       "      <td>8:38.06</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>518</td>\n",
       "      <td>57.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>4</td>\n",
       "      <td>8:38.96</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>518</td>\n",
       "      <td>57.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>4</td>\n",
       "      <td>8:42.23</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>522</td>\n",
       "      <td>56.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>4</td>\n",
       "      <td>8:43.74</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>523</td>\n",
       "      <td>55.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>4</td>\n",
       "      <td>8:49.91</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>529</td>\n",
       "      <td>53.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>4</td>\n",
       "      <td>8:52.83</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>532</td>\n",
       "      <td>52.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>4</td>\n",
       "      <td>8:55.51</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>535</td>\n",
       "      <td>51.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>4</td>\n",
       "      <td>8:59.11</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>539</td>\n",
       "      <td>49.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>4</td>\n",
       "      <td>9:01.32</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>541</td>\n",
       "      <td>48.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>4</td>\n",
       "      <td>9:04.27</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>544</td>\n",
       "      <td>47.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>4</td>\n",
       "      <td>9:13.70</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>553</td>\n",
       "      <td>43.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>4</td>\n",
       "      <td>9:16.87</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>556</td>\n",
       "      <td>42.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>4</td>\n",
       "      <td>9:17.59</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>557</td>\n",
       "      <td>42.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>4</td>\n",
       "      <td>9:18.04</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>558</td>\n",
       "      <td>41.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>4</td>\n",
       "      <td>9:44.83</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>584</td>\n",
       "      <td>31.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>4</td>\n",
       "      <td>10:13.35</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>613</td>\n",
       "      <td>19.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>4</td>\n",
       "      <td>10:38.21</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>638</td>\n",
       "      <td>9.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>4</td>\n",
       "      <td>11:01.63</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>661</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "588                Jonne Koski         4   6:54.85     1  100 pts   \n",
       "558                Khan Porter         4   7:03.17     2   94 pts   \n",
       "48              Brent Fikowski         4   7:18.52     3   88 pts   \n",
       "363    Rasmus Wisbech Andersen         4   7:20.82     4   84 pts   \n",
       "438               Sean Sweeney         4   7:35.88     5   80 pts   \n",
       "3                Mathew Fraser         4   7:37.97     6   76 pts   \n",
       "18                   Ben Smith         4   7:42.51     7   72 pts   \n",
       "213                Noah Ohlsen         4   7:44.79     8   68 pts   \n",
       "63                  Cole Sager         4   7:49.13     9   64 pts   \n",
       "288              Garret Fisher         4   7:51.57    10   60 pts   \n",
       "78               Scott Panchik         4   7:53.74    11   58 pts   \n",
       "198              Lukas Högberg         4   7:55.95    12   56 pts   \n",
       "303            Lukas Esslinger         4   7:56.79    13   54 pts   \n",
       "183               Josh Bridges         4   7:59.03    14   52 pts   \n",
       "543          Mitchell Sinnamon         4   7:59.48    15   50 pts   \n",
       "483             Spencer Hendel         4   8:04.85    16   48 pts   \n",
       "108  Björgvin Karl Guðmundsson         4   8:12.01    17   46 pts   \n",
       "138               Travis Mayer         4   8:15.06    18   44 pts   \n",
       "258           Christian Lucero         4   8:16.95    19   42 pts   \n",
       "123             Alex Vigneault         4   8:22.08    20   40 pts   \n",
       "228               Samuel Kwant         4   8:29.67    21   38 pts   \n",
       "573                 Zeke Grove         4   8:37.05    22   36 pts   \n",
       "153              Alex Anderson         4   8:38.06    23   34 pts   \n",
       "348              James Newbury         4   8:38.96    24   32 pts   \n",
       "468                 Sam Dancer         4   8:42.23    25   30 pts   \n",
       "453              Logan Collins         4   8:43.74    26   28 pts   \n",
       "333               Zak Carchedi         4   8:49.91    27   26 pts   \n",
       "93               Jacob Heppner         4   8:52.83    28   24 pts   \n",
       "378    Albert-Dominic Larouche         4   8:55.51    29   22 pts   \n",
       "408              Ben Stoneberg         4   8:59.11    30   20 pts   \n",
       "168               Marcus Filly         4   9:01.32    31   18 pts   \n",
       "273           Travis  Williams         4   9:04.27    32   16 pts   \n",
       "423             Jacob Anderson         4   9:13.70    33   14 pts   \n",
       "498           Adrian Mundwiler         4   9:16.87    34   12 pts   \n",
       "33             Patrick Vellner         4   9:17.59    35   10 pts   \n",
       "513                 Roy Gamboa         4   9:18.04    36    8 pts   \n",
       "318               Lucas Parker         4   9:44.83    37    6 pts   \n",
       "243                  Rob Forte         4  10:13.35    38    4 pts   \n",
       "393               Gary Helmick         4  10:38.21    39    2 pts   \n",
       "528            Joseph Guesnier         4  11:01.63    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "588            414          100.00  \n",
       "558            423           96.36  \n",
       "48             438           90.28  \n",
       "363            440           89.47  \n",
       "438            455           83.40  \n",
       "3              457           82.59  \n",
       "18             462           80.57  \n",
       "213            464           79.76  \n",
       "63             469           77.73  \n",
       "288            471           76.92  \n",
       "78             473           76.11  \n",
       "198            475           75.30  \n",
       "303            476           74.90  \n",
       "183            479           73.68  \n",
       "543            479           73.68  \n",
       "483            484           71.66  \n",
       "108            492           68.42  \n",
       "138            495           67.21  \n",
       "258            496           66.80  \n",
       "123            502           64.37  \n",
       "228            509           61.54  \n",
       "573            517           58.30  \n",
       "153            518           57.89  \n",
       "348            518           57.89  \n",
       "468            522           56.28  \n",
       "453            523           55.87  \n",
       "333            529           53.44  \n",
       "93             532           52.23  \n",
       "378            535           51.01  \n",
       "408            539           49.39  \n",
       "168            541           48.58  \n",
       "273            544           47.37  \n",
       "423            553           43.72  \n",
       "498            556           42.51  \n",
       "33             557           42.11  \n",
       "513            558           41.70  \n",
       "318            584           31.17  \n",
       "243            613           19.43  \n",
       "393            638            9.31  \n",
       "528            661            0.00  "
      ]
     },
     "execution_count": 23,
     "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": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_5 = full_data[full_data['ordinals']==5].sort_values('times')\n",
    "event_5 = event_5.drop(index=589)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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",
    "        total_seconds.append(55*60)\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_5['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_5['total_seconds']-min(event_5['total_seconds']))\n",
    "event_5['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>184</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>5</td>\n",
       "      <td>34:38.83</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>2078</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>5</td>\n",
       "      <td>35:47.81</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>2147</td>\n",
       "      <td>93.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>5</td>\n",
       "      <td>37:02.32</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>2222</td>\n",
       "      <td>85.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>5</td>\n",
       "      <td>37:13.28</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>2233</td>\n",
       "      <td>84.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>5</td>\n",
       "      <td>38:06.84</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>2286</td>\n",
       "      <td>78.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>5</td>\n",
       "      <td>38:09.35</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>2289</td>\n",
       "      <td>78.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>5</td>\n",
       "      <td>38:11.71</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>2291</td>\n",
       "      <td>78.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>5</td>\n",
       "      <td>38:56.94</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>2336</td>\n",
       "      <td>73.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>5</td>\n",
       "      <td>39:03.53</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>2343</td>\n",
       "      <td>73.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>5</td>\n",
       "      <td>39:18.62</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>2358</td>\n",
       "      <td>71.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>5</td>\n",
       "      <td>39:30.32</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>2370</td>\n",
       "      <td>70.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>5</td>\n",
       "      <td>39:40.37</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>2380</td>\n",
       "      <td>69.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>5</td>\n",
       "      <td>39:45.00</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>2385</td>\n",
       "      <td>68.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>5</td>\n",
       "      <td>40:00.46</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>2400</td>\n",
       "      <td>67.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>5</td>\n",
       "      <td>40:17.29</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>2417</td>\n",
       "      <td>65.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>5</td>\n",
       "      <td>40:29.24</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>2429</td>\n",
       "      <td>64.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>5</td>\n",
       "      <td>40:41.69</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>2441</td>\n",
       "      <td>63.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>5</td>\n",
       "      <td>40:43.49</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>2443</td>\n",
       "      <td>62.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>5</td>\n",
       "      <td>40:54.46</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>2454</td>\n",
       "      <td>61.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>5</td>\n",
       "      <td>41:01.79</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>2461</td>\n",
       "      <td>61.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>5</td>\n",
       "      <td>41:12.31</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>2472</td>\n",
       "      <td>60.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>5</td>\n",
       "      <td>41:44.04</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>2504</td>\n",
       "      <td>56.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>5</td>\n",
       "      <td>42:04.31</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>2524</td>\n",
       "      <td>54.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>5</td>\n",
       "      <td>42:20.71</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>2540</td>\n",
       "      <td>53.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>5</td>\n",
       "      <td>42:34.14</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>2554</td>\n",
       "      <td>51.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>5</td>\n",
       "      <td>42:57.86</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>2577</td>\n",
       "      <td>49.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>5</td>\n",
       "      <td>43:34.63</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>2614</td>\n",
       "      <td>45.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>5</td>\n",
       "      <td>43:39.85</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>2619</td>\n",
       "      <td>45.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>5</td>\n",
       "      <td>43:50.04</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>2630</td>\n",
       "      <td>44.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>5</td>\n",
       "      <td>44:10.77</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>2650</td>\n",
       "      <td>41.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>5</td>\n",
       "      <td>44:24.14</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>2664</td>\n",
       "      <td>40.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>5</td>\n",
       "      <td>44:44.37</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>2684</td>\n",
       "      <td>38.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>5</td>\n",
       "      <td>45:53.16</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>2753</td>\n",
       "      <td>31.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>5</td>\n",
       "      <td>47:39.61</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>2859</td>\n",
       "      <td>20.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>5</td>\n",
       "      <td>48:10.22</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>2890</td>\n",
       "      <td>17.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>5</td>\n",
       "      <td>48:10.59</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>2890</td>\n",
       "      <td>17.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>5</td>\n",
       "      <td>49:10.96</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>2950</td>\n",
       "      <td>11.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>5</td>\n",
       "      <td>50:38.82</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>3038</td>\n",
       "      <td>2.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>5</td>\n",
       "      <td>51:04.31</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>3064</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "184               Josh Bridges         5  34:38.83     1  100 pts   \n",
       "4                Mathew Fraser         5  35:47.81     2   94 pts   \n",
       "214                Noah Ohlsen         5  37:02.32     3   88 pts   \n",
       "94               Jacob Heppner         5  37:13.28     4   84 pts   \n",
       "109  Björgvin Karl Guðmundsson         5  38:06.84     5   80 pts   \n",
       "19                   Ben Smith         5  38:09.35     6   76 pts   \n",
       "244                  Rob Forte         5  38:11.71     7   72 pts   \n",
       "154              Alex Anderson         5  38:56.94     8   68 pts   \n",
       "34             Patrick Vellner         5  39:03.53     9   64 pts   \n",
       "79               Scott Panchik         5  39:18.62    10   60 pts   \n",
       "409              Ben Stoneberg         5  39:30.32    11   58 pts   \n",
       "424             Jacob Anderson         5  39:40.37    12   56 pts   \n",
       "124             Alex Vigneault         5  39:45.00    13   54 pts   \n",
       "259           Christian Lucero         5  40:00.46    14   52 pts   \n",
       "139               Travis Mayer         5  40:17.29    15   50 pts   \n",
       "454              Logan Collins         5  40:29.24    16   48 pts   \n",
       "499           Adrian Mundwiler         5  40:41.69    17   46 pts   \n",
       "64                  Cole Sager         5  40:43.49    18   44 pts   \n",
       "274           Travis  Williams         5  40:54.46    19   42 pts   \n",
       "394               Gary Helmick         5  41:01.79    20   40 pts   \n",
       "229               Samuel Kwant         5  41:12.31    21   38 pts   \n",
       "379    Albert-Dominic Larouche         5  41:44.04    22   36 pts   \n",
       "199              Lukas Högberg         5  42:04.31    23   34 pts   \n",
       "169               Marcus Filly         5  42:20.71    24   32 pts   \n",
       "514                 Roy Gamboa         5  42:34.14    25   30 pts   \n",
       "334               Zak Carchedi         5  42:57.86    26   28 pts   \n",
       "304            Lukas Esslinger         5  43:34.63    27   26 pts   \n",
       "49              Brent Fikowski         5  43:39.85    28   24 pts   \n",
       "559                Khan Porter         5  43:50.04    29   22 pts   \n",
       "289              Garret Fisher         5  44:10.77    30   20 pts   \n",
       "574                 Zeke Grove         5  44:24.14    31   18 pts   \n",
       "364    Rasmus Wisbech Andersen         5  44:44.37    32   16 pts   \n",
       "439               Sean Sweeney         5  45:53.16    33   14 pts   \n",
       "544          Mitchell Sinnamon         5  47:39.61    34   12 pts   \n",
       "319               Lucas Parker         5  48:10.22    35   10 pts   \n",
       "349              James Newbury         5  48:10.59    36    8 pts   \n",
       "484             Spencer Hendel         5  49:10.96    37    6 pts   \n",
       "469                 Sam Dancer         5  50:38.82    38    4 pts   \n",
       "529            Joseph Guesnier         5  51:04.31    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "184           2078          100.00  \n",
       "4             2147           93.00  \n",
       "214           2222           85.40  \n",
       "94            2233           84.28  \n",
       "109           2286           78.90  \n",
       "19            2289           78.60  \n",
       "244           2291           78.40  \n",
       "154           2336           73.83  \n",
       "34            2343           73.12  \n",
       "79            2358           71.60  \n",
       "409           2370           70.39  \n",
       "424           2380           69.37  \n",
       "124           2385           68.86  \n",
       "259           2400           67.34  \n",
       "139           2417           65.62  \n",
       "454           2429           64.40  \n",
       "499           2441           63.18  \n",
       "64            2443           62.98  \n",
       "274           2454           61.87  \n",
       "394           2461           61.16  \n",
       "229           2472           60.04  \n",
       "379           2504           56.80  \n",
       "199           2524           54.77  \n",
       "169           2540           53.14  \n",
       "514           2554           51.72  \n",
       "334           2577           49.39  \n",
       "304           2614           45.64  \n",
       "49            2619           45.13  \n",
       "559           2630           44.02  \n",
       "289           2650           41.99  \n",
       "574           2664           40.57  \n",
       "364           2684           38.54  \n",
       "439           2753           31.54  \n",
       "544           2859           20.79  \n",
       "319           2890           17.65  \n",
       "349           2890           17.65  \n",
       "484           2950           11.56  \n",
       "469           3038            2.64  \n",
       "529           3064            0.00  "
      ]
     },
     "execution_count": 33,
     "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": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_6 = full_data[full_data['ordinals']==6].sort_values('times')\n",
    "event_6 = event_6.drop(index=590)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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 = 11*60\n",
    "        total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_6['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_6['total_seconds']-min(event_6['total_seconds']))\n",
    "event_6['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>155</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>6</td>\n",
       "      <td>5:21.09</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>321</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>6</td>\n",
       "      <td>5:41.57</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>341</td>\n",
       "      <td>94.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>6</td>\n",
       "      <td>6:08.22</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>368</td>\n",
       "      <td>86.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>6</td>\n",
       "      <td>6:20.82</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>380</td>\n",
       "      <td>83.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>6</td>\n",
       "      <td>6:36.98</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>396</td>\n",
       "      <td>78.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>6</td>\n",
       "      <td>7:01.13</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>421</td>\n",
       "      <td>71.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>6</td>\n",
       "      <td>7:15.26</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>435</td>\n",
       "      <td>67.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>6</td>\n",
       "      <td>7:16.22</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>436</td>\n",
       "      <td>67.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>6</td>\n",
       "      <td>7:20.03</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>440</td>\n",
       "      <td>66.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>6</td>\n",
       "      <td>7:27.98</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>447</td>\n",
       "      <td>64.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>6</td>\n",
       "      <td>7:31.14</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>451</td>\n",
       "      <td>63.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>6</td>\n",
       "      <td>7:32.48</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>452</td>\n",
       "      <td>62.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>6</td>\n",
       "      <td>7:51.65</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>471</td>\n",
       "      <td>57.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>6</td>\n",
       "      <td>8:05.81</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>485</td>\n",
       "      <td>53.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>6</td>\n",
       "      <td>8:08.35</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>488</td>\n",
       "      <td>52.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>6</td>\n",
       "      <td>8:14.92</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>494</td>\n",
       "      <td>50.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>6</td>\n",
       "      <td>8:16.04</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>496</td>\n",
       "      <td>50.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>6</td>\n",
       "      <td>8:16.63</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>496</td>\n",
       "      <td>50.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>6</td>\n",
       "      <td>8:38.58</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>518</td>\n",
       "      <td>44.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>6</td>\n",
       "      <td>8:49.41</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>529</td>\n",
       "      <td>41.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>6</td>\n",
       "      <td>8:53.57</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>533</td>\n",
       "      <td>39.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>6</td>\n",
       "      <td>8:57.71</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>537</td>\n",
       "      <td>38.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>6</td>\n",
       "      <td>9:02.29</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>542</td>\n",
       "      <td>37.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>6</td>\n",
       "      <td>9:06.32</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>546</td>\n",
       "      <td>36.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>6</td>\n",
       "      <td>9:14.38</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>554</td>\n",
       "      <td>33.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>6</td>\n",
       "      <td>9:15.90</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>555</td>\n",
       "      <td>33.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>6</td>\n",
       "      <td>9:16.28</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>556</td>\n",
       "      <td>33.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>6</td>\n",
       "      <td>9:32.67</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>572</td>\n",
       "      <td>28.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>6</td>\n",
       "      <td>10:10.46</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>610</td>\n",
       "      <td>18.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>6</td>\n",
       "      <td>10:14.86</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>614</td>\n",
       "      <td>17.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>6</td>\n",
       "      <td>10:23.17</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>623</td>\n",
       "      <td>14.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>6</td>\n",
       "      <td>10:52.78</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>652</td>\n",
       "      <td>6.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>661</td>\n",
       "      <td>3.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>663</td>\n",
       "      <td>3.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>664</td>\n",
       "      <td>2.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>667</td>\n",
       "      <td>1.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>667</td>\n",
       "      <td>1.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>670</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>6</td>\n",
       "      <td>CAP+14</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>674</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "155              Alex Anderson         6   5:21.09     1  100 pts   \n",
       "5                Mathew Fraser         6   5:41.57     2   94 pts   \n",
       "80               Scott Panchik         6   6:08.22     3   88 pts   \n",
       "20                   Ben Smith         6   6:20.82     4   84 pts   \n",
       "320               Lucas Parker         6   6:36.98     5   80 pts   \n",
       "290              Garret Fisher         6   7:01.13     6   76 pts   \n",
       "530            Joseph Guesnier         6   7:15.26     7   72 pts   \n",
       "230               Samuel Kwant         6   7:16.22     8   68 pts   \n",
       "470                 Sam Dancer         6   7:20.03     9   64 pts   \n",
       "275           Travis  Williams         6   7:27.98    10   60 pts   \n",
       "125             Alex Vigneault         6   7:31.14    11   58 pts   \n",
       "425             Jacob Anderson         6   7:32.48    12   56 pts   \n",
       "545          Mitchell Sinnamon         6   7:51.65    13   54 pts   \n",
       "485             Spencer Hendel         6   8:05.81    14   52 pts   \n",
       "335               Zak Carchedi         6   8:08.35    15   50 pts   \n",
       "365    Rasmus Wisbech Andersen         6   8:14.92    16   48 pts   \n",
       "170               Marcus Filly         6   8:16.04    17   46 pts   \n",
       "35             Patrick Vellner         6   8:16.63    18   44 pts   \n",
       "110  Björgvin Karl Guðmundsson         6   8:38.58    19   42 pts   \n",
       "410              Ben Stoneberg         6   8:49.41    20   40 pts   \n",
       "200              Lukas Högberg         6   8:53.57    21   38 pts   \n",
       "140               Travis Mayer         6   8:57.71    22   36 pts   \n",
       "305            Lukas Esslinger         6   9:02.29    23   34 pts   \n",
       "185               Josh Bridges         6   9:06.32    24   32 pts   \n",
       "245                  Rob Forte         6   9:14.38    25   30 pts   \n",
       "515                 Roy Gamboa         6   9:15.90    26   28 pts   \n",
       "95               Jacob Heppner         6   9:16.28    27   26 pts   \n",
       "380    Albert-Dominic Larouche         6   9:32.67    28   24 pts   \n",
       "500           Adrian Mundwiler         6  10:10.46    29   22 pts   \n",
       "575                 Zeke Grove         6  10:14.86    30   20 pts   \n",
       "455              Logan Collins         6  10:23.17    31   18 pts   \n",
       "65                  Cole Sager         6  10:52.78    32   16 pts   \n",
       "215                Noah Ohlsen         6     CAP+1    33   14 pts   \n",
       "440               Sean Sweeney         6     CAP+3    34   12 pts   \n",
       "395               Gary Helmick         6     CAP+4    35   10 pts   \n",
       "260           Christian Lucero         6     CAP+7    37    6 pts   \n",
       "560                Khan Porter         6     CAP+7    36    8 pts   \n",
       "350              James Newbury         6    CAP+10    38    4 pts   \n",
       "50              Brent Fikowski         6    CAP+14    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "155            321          100.00  \n",
       "5              341           94.33  \n",
       "80             368           86.69  \n",
       "20             380           83.29  \n",
       "320            396           78.75  \n",
       "290            421           71.67  \n",
       "530            435           67.71  \n",
       "230            436           67.42  \n",
       "470            440           66.29  \n",
       "275            447           64.31  \n",
       "125            451           63.17  \n",
       "425            452           62.89  \n",
       "545            471           57.51  \n",
       "485            485           53.54  \n",
       "335            488           52.69  \n",
       "365            494           50.99  \n",
       "170            496           50.42  \n",
       "35             496           50.42  \n",
       "110            518           44.19  \n",
       "410            529           41.08  \n",
       "200            533           39.94  \n",
       "140            537           38.81  \n",
       "305            542           37.39  \n",
       "185            546           36.26  \n",
       "245            554           33.99  \n",
       "515            555           33.71  \n",
       "95             556           33.43  \n",
       "380            572           28.90  \n",
       "500            610           18.13  \n",
       "575            614           17.00  \n",
       "455            623           14.45  \n",
       "65             652            6.23  \n",
       "215            661            3.68  \n",
       "440            663            3.12  \n",
       "395            664            2.83  \n",
       "260            667            1.98  \n",
       "560            667            1.98  \n",
       "350            670            1.13  \n",
       "50             674            0.00  "
      ]
     },
     "execution_count": 38,
     "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": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_7 = full_data[full_data['ordinals']==7].sort_values('times')\n",
    "event_7 = event_7.drop(index=591)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_7.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 15*60\n",
    "        total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_7['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_7['total_seconds']-min(event_7['total_seconds']))\n",
    "event_7['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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>231</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>7</td>\n",
       "      <td>11:37.20</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>697</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>7</td>\n",
       "      <td>11:41.59</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>701</td>\n",
       "      <td>98.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>7</td>\n",
       "      <td>11:46.86</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>706</td>\n",
       "      <td>96.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>7</td>\n",
       "      <td>11:53.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>713</td>\n",
       "      <td>94.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>7</td>\n",
       "      <td>12:06.17</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>726</td>\n",
       "      <td>89.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>7</td>\n",
       "      <td>12:20.80</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>740</td>\n",
       "      <td>84.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>7</td>\n",
       "      <td>12:43.73</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>763</td>\n",
       "      <td>76.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>7</td>\n",
       "      <td>12:48.42</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>768</td>\n",
       "      <td>74.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>7</td>\n",
       "      <td>12:59.88</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>779</td>\n",
       "      <td>70.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>7</td>\n",
       "      <td>13:09.12</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>789</td>\n",
       "      <td>67.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>7</td>\n",
       "      <td>13:11.70</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>791</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>7</td>\n",
       "      <td>13:17.34</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>797</td>\n",
       "      <td>64.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>7</td>\n",
       "      <td>13:17.40</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>797</td>\n",
       "      <td>64.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>7</td>\n",
       "      <td>13:18.90</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>798</td>\n",
       "      <td>64.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>7</td>\n",
       "      <td>13:26.34</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>806</td>\n",
       "      <td>61.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>7</td>\n",
       "      <td>13:30.10</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>810</td>\n",
       "      <td>59.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>7</td>\n",
       "      <td>13:37.66</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>817</td>\n",
       "      <td>57.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>7</td>\n",
       "      <td>13:39.53</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>819</td>\n",
       "      <td>56.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>7</td>\n",
       "      <td>13:42.97</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>822</td>\n",
       "      <td>55.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>7</td>\n",
       "      <td>13:54.62</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>834</td>\n",
       "      <td>51.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>7</td>\n",
       "      <td>13:57.15</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>837</td>\n",
       "      <td>50.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>7</td>\n",
       "      <td>13:58.96</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>838</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>7</td>\n",
       "      <td>13:59.76</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>839</td>\n",
       "      <td>49.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>7</td>\n",
       "      <td>14:03.43</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>843</td>\n",
       "      <td>48.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>7</td>\n",
       "      <td>14:08.10</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>848</td>\n",
       "      <td>46.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>7</td>\n",
       "      <td>14:32.73</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>872</td>\n",
       "      <td>37.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>7</td>\n",
       "      <td>14:33.03</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>873</td>\n",
       "      <td>37.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>7</td>\n",
       "      <td>14:36.21</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>876</td>\n",
       "      <td>36.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>7</td>\n",
       "      <td>14:37.22</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>877</td>\n",
       "      <td>36.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>7</td>\n",
       "      <td>14:44.88</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>884</td>\n",
       "      <td>33.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>7</td>\n",
       "      <td>14:54.32</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>894</td>\n",
       "      <td>30.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>902</td>\n",
       "      <td>27.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>905</td>\n",
       "      <td>26.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+13</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>913</td>\n",
       "      <td>23.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+15</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>915</td>\n",
       "      <td>22.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>926</td>\n",
       "      <td>18.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+36</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>936</td>\n",
       "      <td>15.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+42</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>942</td>\n",
       "      <td>13.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+79</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>979</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "231               Samuel Kwant         7  11:37.20     1  100 pts   \n",
       "6                Mathew Fraser         7  11:41.59     2   94 pts   \n",
       "366    Rasmus Wisbech Andersen         7  11:46.86     3   88 pts   \n",
       "96               Jacob Heppner         7  11:53.00     4   84 pts   \n",
       "81               Scott Panchik         7  12:06.17     5   80 pts   \n",
       "276           Travis  Williams         7  12:20.80     6   76 pts   \n",
       "246                  Rob Forte         7  12:43.73     7   72 pts   \n",
       "36             Patrick Vellner         7  12:48.42     8   68 pts   \n",
       "21                   Ben Smith         7  12:59.88     9   64 pts   \n",
       "51              Brent Fikowski         7  13:09.12    10   60 pts   \n",
       "291              Garret Fisher         7  13:11.70    11   58 pts   \n",
       "186               Josh Bridges         7  13:17.34    12   56 pts   \n",
       "531            Joseph Guesnier         7  13:17.40    13   54 pts   \n",
       "126             Alex Vigneault         7  13:18.90    14   52 pts   \n",
       "141               Travis Mayer         7  13:26.34    15   50 pts   \n",
       "486             Spencer Hendel         7  13:30.10    16   48 pts   \n",
       "216                Noah Ohlsen         7  13:37.66    17   46 pts   \n",
       "66                  Cole Sager         7  13:39.53    18   44 pts   \n",
       "156              Alex Anderson         7  13:42.97    19   42 pts   \n",
       "426             Jacob Anderson         7  13:54.62    20   40 pts   \n",
       "171               Marcus Filly         7  13:57.15    21   38 pts   \n",
       "516                 Roy Gamboa         7  13:58.96    22   36 pts   \n",
       "336               Zak Carchedi         7  13:59.76    23   34 pts   \n",
       "201              Lukas Högberg         7  14:03.43    24   32 pts   \n",
       "381    Albert-Dominic Larouche         7  14:08.10    25   30 pts   \n",
       "261           Christian Lucero         7  14:32.73    26   28 pts   \n",
       "471                 Sam Dancer         7  14:33.03    27   26 pts   \n",
       "306            Lukas Esslinger         7  14:36.21    28   24 pts   \n",
       "441               Sean Sweeney         7  14:37.22    29   22 pts   \n",
       "321               Lucas Parker         7  14:44.88    30   20 pts   \n",
       "111  Björgvin Karl Guðmundsson         7  14:54.32    31   18 pts   \n",
       "396               Gary Helmick         7     CAP+2    32   16 pts   \n",
       "351              James Newbury         7     CAP+5    33   14 pts   \n",
       "561                Khan Porter         7    CAP+13    34   12 pts   \n",
       "501           Adrian Mundwiler         7    CAP+15    35   10 pts   \n",
       "456              Logan Collins         7    CAP+26    36    8 pts   \n",
       "546          Mitchell Sinnamon         7    CAP+36    37    6 pts   \n",
       "411              Ben Stoneberg         7    CAP+42    38    4 pts   \n",
       "576                 Zeke Grove         7    CAP+79    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "231            697          100.00  \n",
       "6              701           98.58  \n",
       "366            706           96.81  \n",
       "96             713           94.33  \n",
       "81             726           89.72  \n",
       "276            740           84.75  \n",
       "246            763           76.60  \n",
       "36             768           74.82  \n",
       "21             779           70.92  \n",
       "51             789           67.38  \n",
       "291            791           66.67  \n",
       "186            797           64.54  \n",
       "531            797           64.54  \n",
       "126            798           64.18  \n",
       "141            806           61.35  \n",
       "486            810           59.93  \n",
       "216            817           57.45  \n",
       "66             819           56.74  \n",
       "156            822           55.67  \n",
       "426            834           51.42  \n",
       "171            837           50.35  \n",
       "516            838           50.00  \n",
       "336            839           49.65  \n",
       "201            843           48.23  \n",
       "381            848           46.45  \n",
       "261            872           37.94  \n",
       "471            873           37.59  \n",
       "306            876           36.52  \n",
       "441            877           36.17  \n",
       "321            884           33.69  \n",
       "111            894           30.14  \n",
       "396            902           27.30  \n",
       "351            905           26.24  \n",
       "561            913           23.40  \n",
       "501            915           22.70  \n",
       "456            926           18.79  \n",
       "546            936           15.25  \n",
       "411            942           13.12  \n",
       "576            979            0.00  "
      ]
     },
     "execution_count": 43,
     "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": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_8 = full_data[full_data['ordinals']==8].sort_values('times')\n",
    "event_8 = event_8.drop(index=592)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_8.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 21*60\n",
    "        total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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": 47,
   "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>Brent Fikowski</td>\n",
       "      <td>8</td>\n",
       "      <td>10:53.17</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>653</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>8</td>\n",
       "      <td>11:09.97</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>669</td>\n",
       "      <td>97.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>8</td>\n",
       "      <td>11:16.06</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>676</td>\n",
       "      <td>96.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>8</td>\n",
       "      <td>11:19.18</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>679</td>\n",
       "      <td>95.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>8</td>\n",
       "      <td>11:29.05</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>689</td>\n",
       "      <td>94.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>8</td>\n",
       "      <td>11:37.54</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>697</td>\n",
       "      <td>92.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>8</td>\n",
       "      <td>11:38.57</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>698</td>\n",
       "      <td>92.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>8</td>\n",
       "      <td>11:43.80</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>703</td>\n",
       "      <td>91.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>8</td>\n",
       "      <td>11:54.49</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>714</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>8</td>\n",
       "      <td>11:54.29</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>714</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>8</td>\n",
       "      <td>12:03.70</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>723</td>\n",
       "      <td>88.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>8</td>\n",
       "      <td>12:14.87</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>734</td>\n",
       "      <td>86.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>8</td>\n",
       "      <td>12:16.96</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>736</td>\n",
       "      <td>86.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>8</td>\n",
       "      <td>12:19.88</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>739</td>\n",
       "      <td>85.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>8</td>\n",
       "      <td>12:23.26</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>743</td>\n",
       "      <td>85.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>8</td>\n",
       "      <td>12:29.70</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>749</td>\n",
       "      <td>84.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>8</td>\n",
       "      <td>12:29.71</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>749</td>\n",
       "      <td>84.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>8</td>\n",
       "      <td>12:39.18</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>759</td>\n",
       "      <td>82.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>8</td>\n",
       "      <td>12:45.56</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>765</td>\n",
       "      <td>81.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>8</td>\n",
       "      <td>12:45.16</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>765</td>\n",
       "      <td>81.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>8</td>\n",
       "      <td>12:47.60</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>767</td>\n",
       "      <td>81.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>8</td>\n",
       "      <td>12:49.89</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>769</td>\n",
       "      <td>80.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>8</td>\n",
       "      <td>12:58.01</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>778</td>\n",
       "      <td>79.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>8</td>\n",
       "      <td>13:07.74</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>787</td>\n",
       "      <td>78.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>8</td>\n",
       "      <td>13:08.97</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>788</td>\n",
       "      <td>77.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>8</td>\n",
       "      <td>13:11.27</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>791</td>\n",
       "      <td>77.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>8</td>\n",
       "      <td>13:13.50</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>793</td>\n",
       "      <td>77.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>8</td>\n",
       "      <td>13:25.35</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>805</td>\n",
       "      <td>75.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>8</td>\n",
       "      <td>13:25.75</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>805</td>\n",
       "      <td>75.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>8</td>\n",
       "      <td>13:54.01</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>834</td>\n",
       "      <td>70.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>8</td>\n",
       "      <td>14:02.82</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>842</td>\n",
       "      <td>69.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>8</td>\n",
       "      <td>14:13.02</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>853</td>\n",
       "      <td>67.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>8</td>\n",
       "      <td>14:38.55</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>878</td>\n",
       "      <td>63.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>8</td>\n",
       "      <td>15:06.30</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>906</td>\n",
       "      <td>58.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>8</td>\n",
       "      <td>15:18.38</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>918</td>\n",
       "      <td>56.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>8</td>\n",
       "      <td>16:35.51</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>995</td>\n",
       "      <td>43.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>8</td>\n",
       "      <td>16:35.58</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>995</td>\n",
       "      <td>43.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>8</td>\n",
       "      <td>20:13.50</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>1213</td>\n",
       "      <td>8.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>1263</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "52              Brent Fikowski         8  10:53.17     1  100 pts   \n",
       "37             Patrick Vellner         8  11:09.97     2   94 pts   \n",
       "67                  Cole Sager         8  11:16.06     3   88 pts   \n",
       "22                   Ben Smith         8  11:19.18     4   84 pts   \n",
       "7                Mathew Fraser         8  11:29.05     5   80 pts   \n",
       "172               Marcus Filly         8  11:37.54     6   76 pts   \n",
       "142               Travis Mayer         8  11:38.57     7   72 pts   \n",
       "112  Björgvin Karl Guðmundsson         8  11:43.80     8   68 pts   \n",
       "352              James Newbury         8  11:54.49    10   60 pts   \n",
       "187               Josh Bridges         8  11:54.29     9   64 pts   \n",
       "442               Sean Sweeney         8  12:03.70    11   58 pts   \n",
       "457              Logan Collins         8  12:14.87    12   56 pts   \n",
       "82               Scott Panchik         8  12:16.96    13   54 pts   \n",
       "292              Garret Fisher         8  12:19.88    14   52 pts   \n",
       "157              Alex Anderson         8  12:23.26    15   50 pts   \n",
       "202              Lukas Högberg         8  12:29.70    16   48 pts   \n",
       "127             Alex Vigneault         8  12:29.71    17   46 pts   \n",
       "337               Zak Carchedi         8  12:39.18    18   44 pts   \n",
       "397               Gary Helmick         8  12:45.56    20   40 pts   \n",
       "97               Jacob Heppner         8  12:45.16    19   42 pts   \n",
       "382    Albert-Dominic Larouche         8  12:47.60    21   38 pts   \n",
       "217                Noah Ohlsen         8  12:49.89    22   36 pts   \n",
       "232               Samuel Kwant         8  12:58.01    23   34 pts   \n",
       "247                  Rob Forte         8  13:07.74    24   32 pts   \n",
       "262           Christian Lucero         8  13:08.97    25   30 pts   \n",
       "307            Lukas Esslinger         8  13:11.27    26   28 pts   \n",
       "502           Adrian Mundwiler         8  13:13.50    27   26 pts   \n",
       "367    Rasmus Wisbech Andersen         8  13:25.35    28   24 pts   \n",
       "517                 Roy Gamboa         8  13:25.75    29   22 pts   \n",
       "322               Lucas Parker         8  13:54.01    30   20 pts   \n",
       "412              Ben Stoneberg         8  14:02.82    31   18 pts   \n",
       "547          Mitchell Sinnamon         8  14:13.02    32   16 pts   \n",
       "487             Spencer Hendel         8  14:38.55    33   14 pts   \n",
       "577                 Zeke Grove         8  15:06.30    34   12 pts   \n",
       "277           Travis  Williams         8  15:18.38    35   10 pts   \n",
       "472                 Sam Dancer         8  16:35.51    36    8 pts   \n",
       "532            Joseph Guesnier         8  16:35.58    37    6 pts   \n",
       "427             Jacob Anderson         8  20:13.50    38    4 pts   \n",
       "562                Khan Porter         8     CAP+3    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "52             653          100.00  \n",
       "37             669           97.38  \n",
       "67             676           96.23  \n",
       "22             679           95.74  \n",
       "7              689           94.10  \n",
       "172            697           92.79  \n",
       "142            698           92.62  \n",
       "112            703           91.80  \n",
       "352            714           90.00  \n",
       "187            714           90.00  \n",
       "442            723           88.52  \n",
       "457            734           86.72  \n",
       "82             736           86.39  \n",
       "292            739           85.90  \n",
       "157            743           85.25  \n",
       "202            749           84.26  \n",
       "127            749           84.26  \n",
       "337            759           82.62  \n",
       "397            765           81.64  \n",
       "97             765           81.64  \n",
       "382            767           81.31  \n",
       "217            769           80.98  \n",
       "232            778           79.51  \n",
       "247            787           78.03  \n",
       "262            788           77.87  \n",
       "307            791           77.38  \n",
       "502            793           77.05  \n",
       "367            805           75.08  \n",
       "517            805           75.08  \n",
       "322            834           70.33  \n",
       "412            842           69.02  \n",
       "547            853           67.21  \n",
       "487            878           63.11  \n",
       "577            906           58.52  \n",
       "277            918           56.56  \n",
       "472            995           43.93  \n",
       "532            995           43.93  \n",
       "427           1213            8.20  \n",
       "562           1263            0.00  "
      ]
     },
     "execution_count": 47,
     "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": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_9 = full_data[full_data['ordinals']==9].sort_values('times')\n",
    "event_9 = event_9.drop(index=593)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_9.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 16*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_9['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_9['total_seconds']-min(event_9['total_seconds']))\n",
    "event_9['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>9</td>\n",
       "      <td>12:03.14</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>723</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>9</td>\n",
       "      <td>12:05.21</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>99.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>9</td>\n",
       "      <td>12:59.54</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>779</td>\n",
       "      <td>84.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>9</td>\n",
       "      <td>14:44.70</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>884</td>\n",
       "      <td>56.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>9</td>\n",
       "      <td>14:45.14</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>885</td>\n",
       "      <td>56.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>9</td>\n",
       "      <td>14:52.28</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>892</td>\n",
       "      <td>54.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>9</td>\n",
       "      <td>15:04.30</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>904</td>\n",
       "      <td>51.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>9</td>\n",
       "      <td>15:51.94</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>951</td>\n",
       "      <td>38.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>9</td>\n",
       "      <td>15:58.93</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>958</td>\n",
       "      <td>37.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+18</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>978</td>\n",
       "      <td>31.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+18</td>\n",
       "      <td>10T</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>978</td>\n",
       "      <td>31.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+20</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>980</td>\n",
       "      <td>31.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+35</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>995</td>\n",
       "      <td>27.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+41</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>1001</td>\n",
       "      <td>25.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+43</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>1003</td>\n",
       "      <td>24.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+43</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>1003</td>\n",
       "      <td>24.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+44</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>1004</td>\n",
       "      <td>24.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+44</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>1004</td>\n",
       "      <td>24.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+45</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>1005</td>\n",
       "      <td>24.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+47</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>1007</td>\n",
       "      <td>23.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+72</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>1032</td>\n",
       "      <td>17.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+78</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>1038</td>\n",
       "      <td>15.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+86</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>1046</td>\n",
       "      <td>13.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+87</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>1047</td>\n",
       "      <td>13.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+87</td>\n",
       "      <td>24T</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>1047</td>\n",
       "      <td>13.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+88</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>1048</td>\n",
       "      <td>12.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+89</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1049</td>\n",
       "      <td>12.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+89</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1049</td>\n",
       "      <td>12.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+89</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1049</td>\n",
       "      <td>12.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+90</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>1050</td>\n",
       "      <td>12.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+90</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>1050</td>\n",
       "      <td>12.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+90</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>1050</td>\n",
       "      <td>12.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+91</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>1051</td>\n",
       "      <td>12.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+91</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>1051</td>\n",
       "      <td>12.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+92</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>1052</td>\n",
       "      <td>11.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+93</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>1053</td>\n",
       "      <td>11.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+94</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>1054</td>\n",
       "      <td>11.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+135</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>1095</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>9</td>\n",
       "      <td>CAP+136</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "      <td>1096</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "68                  Cole Sager         9  12:03.14     1  100 pts   \n",
       "263           Christian Lucero         9  12:05.21     2   94 pts   \n",
       "413              Ben Stoneberg         9  12:59.54     3   88 pts   \n",
       "8                Mathew Fraser         9  14:44.70     4   84 pts   \n",
       "428             Jacob Anderson         9  14:45.14     5   80 pts   \n",
       "98               Jacob Heppner         9  14:52.28     6   76 pts   \n",
       "188               Josh Bridges         9  15:04.30     7   72 pts   \n",
       "353              James Newbury         9  15:51.94     8   68 pts   \n",
       "113  Björgvin Karl Guðmundsson         9  15:58.93     9   64 pts   \n",
       "83               Scott Panchik         9    CAP+18   10T   60 pts   \n",
       "38             Patrick Vellner         9    CAP+18   10T   60 pts   \n",
       "278           Travis  Williams         9    CAP+20    12   56 pts   \n",
       "143               Travis Mayer         9    CAP+35    13   54 pts   \n",
       "338               Zak Carchedi         9    CAP+41    14   52 pts   \n",
       "218                Noah Ohlsen         9    CAP+43   15T   50 pts   \n",
       "173               Marcus Filly         9    CAP+43   15T   50 pts   \n",
       "503           Adrian Mundwiler         9    CAP+44   17T   46 pts   \n",
       "383    Albert-Dominic Larouche         9    CAP+44   17T   46 pts   \n",
       "23                   Ben Smith         9    CAP+45    19   42 pts   \n",
       "458              Logan Collins         9    CAP+47    20   40 pts   \n",
       "203              Lukas Högberg         9    CAP+72    21   38 pts   \n",
       "368    Rasmus Wisbech Andersen         9    CAP+78    22   36 pts   \n",
       "128             Alex Vigneault         9    CAP+86    23   34 pts   \n",
       "248                  Rob Forte         9    CAP+87   24T   32 pts   \n",
       "473                 Sam Dancer         9    CAP+87   24T   32 pts   \n",
       "308            Lukas Esslinger         9    CAP+88    26   28 pts   \n",
       "548          Mitchell Sinnamon         9    CAP+89   27T   26 pts   \n",
       "158              Alex Anderson         9    CAP+89   27T   26 pts   \n",
       "323               Lucas Parker         9    CAP+89   27T   26 pts   \n",
       "53              Brent Fikowski         9    CAP+90   30T   20 pts   \n",
       "398               Gary Helmick         9    CAP+90   30T   20 pts   \n",
       "518                 Roy Gamboa         9    CAP+90   30T   20 pts   \n",
       "293              Garret Fisher         9    CAP+91   33T   14 pts   \n",
       "578                 Zeke Grove         9    CAP+91   33T   14 pts   \n",
       "443               Sean Sweeney         9    CAP+92    35   10 pts   \n",
       "563                Khan Porter         9    CAP+93    36    8 pts   \n",
       "233               Samuel Kwant         9    CAP+94    37    6 pts   \n",
       "533            Joseph Guesnier         9   CAP+135    38    4 pts   \n",
       "488             Spencer Hendel         9   CAP+136    39    1 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "68             723          100.00  \n",
       "263            725           99.46  \n",
       "413            779           84.99  \n",
       "8              884           56.84  \n",
       "428            885           56.57  \n",
       "98             892           54.69  \n",
       "188            904           51.47  \n",
       "353            951           38.87  \n",
       "113            958           37.00  \n",
       "83             978           31.64  \n",
       "38             978           31.64  \n",
       "278            980           31.10  \n",
       "143            995           27.08  \n",
       "338           1001           25.47  \n",
       "218           1003           24.93  \n",
       "173           1003           24.93  \n",
       "503           1004           24.66  \n",
       "383           1004           24.66  \n",
       "23            1005           24.40  \n",
       "458           1007           23.86  \n",
       "203           1032           17.16  \n",
       "368           1038           15.55  \n",
       "128           1046           13.40  \n",
       "248           1047           13.14  \n",
       "473           1047           13.14  \n",
       "308           1048           12.87  \n",
       "548           1049           12.60  \n",
       "158           1049           12.60  \n",
       "323           1049           12.60  \n",
       "53            1050           12.33  \n",
       "398           1050           12.33  \n",
       "518           1050           12.33  \n",
       "293           1051           12.06  \n",
       "578           1051           12.06  \n",
       "443           1052           11.80  \n",
       "563           1053           11.53  \n",
       "233           1054           11.26  \n",
       "533           1095            0.27  \n",
       "488           1096            0.00  "
      ]
     },
     "execution_count": 51,
     "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": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_10 = full_data[full_data['ordinals']==10].sort_values('times')\n",
    "event_10 = event_10.drop(index=594)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_10.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 5*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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": 55,
   "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>54</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>10</td>\n",
       "      <td>2:46.01</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>166</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>10</td>\n",
       "      <td>2:50.21</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>170</td>\n",
       "      <td>97.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>10</td>\n",
       "      <td>2:51.80</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>171</td>\n",
       "      <td>96.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>10</td>\n",
       "      <td>3:00.11</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>180</td>\n",
       "      <td>89.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>10</td>\n",
       "      <td>3:00.23</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>180</td>\n",
       "      <td>89.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>10</td>\n",
       "      <td>3:01.04</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>181</td>\n",
       "      <td>89.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>10</td>\n",
       "      <td>3:01.95</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>181</td>\n",
       "      <td>89.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>10</td>\n",
       "      <td>3:07.85</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>187</td>\n",
       "      <td>84.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>10</td>\n",
       "      <td>3:08.97</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>188</td>\n",
       "      <td>84.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>10</td>\n",
       "      <td>3:08.89</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>188</td>\n",
       "      <td>84.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>10</td>\n",
       "      <td>3:09.99</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>189</td>\n",
       "      <td>83.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>10</td>\n",
       "      <td>3:10.31</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>190</td>\n",
       "      <td>82.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>10</td>\n",
       "      <td>3:14.48</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>194</td>\n",
       "      <td>79.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>10</td>\n",
       "      <td>3:16.03</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>196</td>\n",
       "      <td>78.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>10</td>\n",
       "      <td>3:19.11</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>199</td>\n",
       "      <td>76.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>10</td>\n",
       "      <td>3:21.20</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>201</td>\n",
       "      <td>74.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>10</td>\n",
       "      <td>3:24.16</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>204</td>\n",
       "      <td>72.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>10</td>\n",
       "      <td>3:26.53</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>206</td>\n",
       "      <td>71.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>10</td>\n",
       "      <td>3:28.30</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>208</td>\n",
       "      <td>69.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>10</td>\n",
       "      <td>3:33.14</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>213</td>\n",
       "      <td>66.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>10</td>\n",
       "      <td>3:36.64</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>216</td>\n",
       "      <td>64.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>10</td>\n",
       "      <td>3:38.05</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>218</td>\n",
       "      <td>62.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>10</td>\n",
       "      <td>3:39.00</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>219</td>\n",
       "      <td>61.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>10</td>\n",
       "      <td>3:41.34</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>221</td>\n",
       "      <td>60.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>10</td>\n",
       "      <td>3:43.33</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>223</td>\n",
       "      <td>58.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>10</td>\n",
       "      <td>3:44.93</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>224</td>\n",
       "      <td>58.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>10</td>\n",
       "      <td>3:45.35</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>225</td>\n",
       "      <td>57.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>10</td>\n",
       "      <td>3:46.66</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>226</td>\n",
       "      <td>56.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>10</td>\n",
       "      <td>3:53.85</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>233</td>\n",
       "      <td>51.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>10</td>\n",
       "      <td>3:59.55</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>239</td>\n",
       "      <td>47.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>10</td>\n",
       "      <td>3:59.33</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>239</td>\n",
       "      <td>47.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>10</td>\n",
       "      <td>4:05.80</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>245</td>\n",
       "      <td>43.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>10</td>\n",
       "      <td>4:11.02</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>251</td>\n",
       "      <td>38.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>10</td>\n",
       "      <td>4:15.29</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>255</td>\n",
       "      <td>35.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>10</td>\n",
       "      <td>4:21.00</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>261</td>\n",
       "      <td>31.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>10</td>\n",
       "      <td>4:27.55</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>267</td>\n",
       "      <td>27.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>10</td>\n",
       "      <td>4:50.12</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>290</td>\n",
       "      <td>10.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>38T</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>305</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>38T</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>305</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks    score  \\\n",
       "54              Brent Fikowski        10  2:46.01     1  100 pts   \n",
       "399               Gary Helmick        10  2:50.21     2   94 pts   \n",
       "69                  Cole Sager        10  2:51.80     3   88 pts   \n",
       "174               Marcus Filly        10  3:00.11     4   84 pts   \n",
       "24                   Ben Smith        10  3:00.23     5   80 pts   \n",
       "114  Björgvin Karl Guðmundsson        10  3:01.04     6   76 pts   \n",
       "144               Travis Mayer        10  3:01.95     7   72 pts   \n",
       "99               Jacob Heppner        10  3:07.85     8   68 pts   \n",
       "9                Mathew Fraser        10  3:08.97    10   60 pts   \n",
       "39             Patrick Vellner        10  3:08.89     9   64 pts   \n",
       "204              Lukas Högberg        10  3:09.99    11   58 pts   \n",
       "264           Christian Lucero        10  3:10.31    12   56 pts   \n",
       "84               Scott Panchik        10  3:14.48    13   54 pts   \n",
       "324               Lucas Parker        10  3:16.03    14   52 pts   \n",
       "159              Alex Anderson        10  3:19.11    15   50 pts   \n",
       "534            Joseph Guesnier        10  3:21.20    16   48 pts   \n",
       "219                Noah Ohlsen        10  3:24.16    17   46 pts   \n",
       "249                  Rob Forte        10  3:26.53    18   44 pts   \n",
       "309            Lukas Esslinger        10  3:28.30    19   42 pts   \n",
       "354              James Newbury        10  3:33.14    20   40 pts   \n",
       "384    Albert-Dominic Larouche        10  3:36.64    21   38 pts   \n",
       "339               Zak Carchedi        10  3:38.05    22   36 pts   \n",
       "369    Rasmus Wisbech Andersen        10  3:39.00    23   34 pts   \n",
       "129             Alex Vigneault        10  3:41.34    24   32 pts   \n",
       "519                 Roy Gamboa        10  3:43.33    25   30 pts   \n",
       "429             Jacob Anderson        10  3:44.93    26   28 pts   \n",
       "234               Samuel Kwant        10  3:45.35    27   26 pts   \n",
       "189               Josh Bridges        10  3:46.66    28   24 pts   \n",
       "459              Logan Collins        10  3:53.85    29   22 pts   \n",
       "564                Khan Porter        10  3:59.55    31   18 pts   \n",
       "294              Garret Fisher        10  3:59.33    30   20 pts   \n",
       "549          Mitchell Sinnamon        10  4:05.80    32   16 pts   \n",
       "474                 Sam Dancer        10  4:11.02    33   14 pts   \n",
       "279           Travis  Williams        10  4:15.29    34   12 pts   \n",
       "444               Sean Sweeney        10  4:21.00    35   10 pts   \n",
       "579                 Zeke Grove        10  4:27.55    36    8 pts   \n",
       "489             Spencer Hendel        10  4:50.12    37    6 pts   \n",
       "414              Ben Stoneberg        10    CAP+5   38T    4 pts   \n",
       "504           Adrian Mundwiler        10    CAP+5   38T    4 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "54             166          100.00  \n",
       "399            170           97.12  \n",
       "69             171           96.40  \n",
       "174            180           89.93  \n",
       "24             180           89.93  \n",
       "114            181           89.21  \n",
       "144            181           89.21  \n",
       "99             187           84.89  \n",
       "9              188           84.17  \n",
       "39             188           84.17  \n",
       "204            189           83.45  \n",
       "264            190           82.73  \n",
       "84             194           79.86  \n",
       "324            196           78.42  \n",
       "159            199           76.26  \n",
       "534            201           74.82  \n",
       "219            204           72.66  \n",
       "249            206           71.22  \n",
       "309            208           69.78  \n",
       "354            213           66.19  \n",
       "384            216           64.03  \n",
       "339            218           62.59  \n",
       "369            219           61.87  \n",
       "129            221           60.43  \n",
       "519            223           58.99  \n",
       "429            224           58.27  \n",
       "234            225           57.55  \n",
       "189            226           56.83  \n",
       "459            233           51.80  \n",
       "564            239           47.48  \n",
       "294            239           47.48  \n",
       "549            245           43.17  \n",
       "474            251           38.85  \n",
       "279            255           35.97  \n",
       "444            261           31.65  \n",
       "579            267           27.34  \n",
       "489            290           10.79  \n",
       "414            305            0.00  \n",
       "504            305            0.00  "
      ]
     },
     "execution_count": 55,
     "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": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_11 = full_data[full_data['ordinals']==11].sort_values('times')\n",
    "event_11 = event_11.drop(index=595)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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 = 5*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>11</td>\n",
       "      <td>1:36.55</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>96.55</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>11</td>\n",
       "      <td>1:42.12</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>102.12</td>\n",
       "      <td>48.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>11</td>\n",
       "      <td>1:42.66</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>102.66</td>\n",
       "      <td>48.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>11</td>\n",
       "      <td>1:44.67</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>104.67</td>\n",
       "      <td>48.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>11</td>\n",
       "      <td>2:00.42</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>120.42</td>\n",
       "      <td>44.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>11</td>\n",
       "      <td>2:01.19</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>121.19</td>\n",
       "      <td>44.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>11</td>\n",
       "      <td>2:05.49</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>125.49</td>\n",
       "      <td>43.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>11</td>\n",
       "      <td>2:08.28</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>128.28</td>\n",
       "      <td>42.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>11</td>\n",
       "      <td>2:08.82</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>128.82</td>\n",
       "      <td>42.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>11</td>\n",
       "      <td>2:11.83</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>131.83</td>\n",
       "      <td>41.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>11</td>\n",
       "      <td>2:12.65</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>132.65</td>\n",
       "      <td>41.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>11</td>\n",
       "      <td>2:18.88</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>138.88</td>\n",
       "      <td>40.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>11</td>\n",
       "      <td>2:20.82</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "      <td>140.82</td>\n",
       "      <td>39.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>11</td>\n",
       "      <td>2:24.22</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>144.22</td>\n",
       "      <td>38.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>11</td>\n",
       "      <td>2:28.63</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>148.63</td>\n",
       "      <td>37.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>11</td>\n",
       "      <td>2:29.04</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>149.04</td>\n",
       "      <td>37.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>11</td>\n",
       "      <td>2:29.88</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>149.88</td>\n",
       "      <td>37.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>11</td>\n",
       "      <td>2:30.79</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>150.79</td>\n",
       "      <td>37.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>11</td>\n",
       "      <td>2:31.44</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>151.44</td>\n",
       "      <td>37.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>11</td>\n",
       "      <td>2:32.51</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>152.51</td>\n",
       "      <td>36.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>11</td>\n",
       "      <td>2:35.26</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>155.26</td>\n",
       "      <td>36.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>11</td>\n",
       "      <td>2:38.24</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>158.24</td>\n",
       "      <td>35.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>11</td>\n",
       "      <td>2:38.29</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>158.29</td>\n",
       "      <td>35.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>11</td>\n",
       "      <td>2:39.94</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>159.94</td>\n",
       "      <td>35.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>11</td>\n",
       "      <td>2:39.97</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>159.97</td>\n",
       "      <td>35.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>11</td>\n",
       "      <td>2:42.43</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>162.43</td>\n",
       "      <td>34.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>11</td>\n",
       "      <td>2:44.14</td>\n",
       "      <td>27</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>164.14</td>\n",
       "      <td>34.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>11</td>\n",
       "      <td>2:47.75</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>167.75</td>\n",
       "      <td>33.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>11</td>\n",
       "      <td>2:52.37</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>172.37</td>\n",
       "      <td>32.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>30T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>2.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>30T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>2.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>30T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>301.00</td>\n",
       "      <td>2.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>33T</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>302.00</td>\n",
       "      <td>1.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>33T</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>302.00</td>\n",
       "      <td>1.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>33T</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>302.00</td>\n",
       "      <td>1.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>33T</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>302.00</td>\n",
       "      <td>1.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>303.00</td>\n",
       "      <td>1.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>305.00</td>\n",
       "      <td>1.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>11</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "      <td>310.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks   score  \\\n",
       "100              Jacob Heppner        11  1:36.55     1  50 pts   \n",
       "10               Mathew Fraser        11  1:42.12     2  47 pts   \n",
       "85               Scott Panchik        11  1:42.66     3  44 pts   \n",
       "220                Noah Ohlsen        11  1:44.67     4  42 pts   \n",
       "280           Travis  Williams        11  2:00.42     5  40 pts   \n",
       "175               Marcus Filly        11  2:01.19     6  38 pts   \n",
       "25                   Ben Smith        11  2:05.49     7  36 pts   \n",
       "40             Patrick Vellner        11  2:08.28     8  34 pts   \n",
       "70                  Cole Sager        11  2:08.82     9  32 pts   \n",
       "235               Samuel Kwant        11  2:11.83    10  30 pts   \n",
       "460              Logan Collins        11  2:12.65    11  29 pts   \n",
       "415              Ben Stoneberg        11  2:18.88    12  28 pts   \n",
       "115  Björgvin Karl Guðmundsson        11  2:20.82    13  27 pts   \n",
       "265           Christian Lucero        11  2:24.22    14  26 pts   \n",
       "310            Lukas Esslinger        11  2:28.63    15  25 pts   \n",
       "190               Josh Bridges        11  2:29.04    16  24 pts   \n",
       "430             Jacob Anderson        11  2:29.88    17  23 pts   \n",
       "55              Brent Fikowski        11  2:30.79    18  22 pts   \n",
       "355              James Newbury        11  2:31.44    19  21 pts   \n",
       "340               Zak Carchedi        11  2:32.51    20  20 pts   \n",
       "205              Lukas Högberg        11  2:35.26    21  19 pts   \n",
       "445               Sean Sweeney        11  2:38.24    22  18 pts   \n",
       "250                  Rob Forte        11  2:38.29    23  17 pts   \n",
       "505           Adrian Mundwiler        11  2:39.94    24  16 pts   \n",
       "520                 Roy Gamboa        11  2:39.97    25  15 pts   \n",
       "535            Joseph Guesnier        11  2:42.43    26  14 pts   \n",
       "130             Alex Vigneault        11  2:44.14    27  13 pts   \n",
       "385    Albert-Dominic Larouche        11  2:47.75    28  12 pts   \n",
       "370    Rasmus Wisbech Andersen        11  2:52.37    29  11 pts   \n",
       "145               Travis Mayer        11    CAP+1   30T  10 pts   \n",
       "565                Khan Porter        11    CAP+1   30T  10 pts   \n",
       "325               Lucas Parker        11    CAP+1   30T  10 pts   \n",
       "580                 Zeke Grove        11    CAP+2   33T   7 pts   \n",
       "160              Alex Anderson        11    CAP+2   33T   7 pts   \n",
       "475                 Sam Dancer        11    CAP+2   33T   7 pts   \n",
       "295              Garret Fisher        11    CAP+2   33T   7 pts   \n",
       "400               Gary Helmick        11    CAP+3    37   3 pts   \n",
       "490             Spencer Hendel        11    CAP+5    38   2 pts   \n",
       "550          Mitchell Sinnamon        11   CAP+10    39   1 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "100          96.55           50.00  \n",
       "10          102.12           48.70  \n",
       "85          102.66           48.57  \n",
       "220         104.67           48.10  \n",
       "280         120.42           44.41  \n",
       "175         121.19           44.23  \n",
       "25          125.49           43.22  \n",
       "40          128.28           42.57  \n",
       "70          128.82           42.44  \n",
       "235         131.83           41.74  \n",
       "460         132.65           41.54  \n",
       "415         138.88           40.08  \n",
       "115         140.82           39.63  \n",
       "265         144.22           38.83  \n",
       "310         148.63           37.80  \n",
       "190         149.04           37.70  \n",
       "430         149.88           37.51  \n",
       "55          150.79           37.29  \n",
       "355         151.44           37.14  \n",
       "340         152.51           36.89  \n",
       "205         155.26           36.25  \n",
       "445         158.24           35.55  \n",
       "250         158.29           35.54  \n",
       "505         159.94           35.15  \n",
       "520         159.97           35.14  \n",
       "535         162.43           34.57  \n",
       "130         164.14           34.17  \n",
       "385         167.75           33.32  \n",
       "370         172.37           32.24  \n",
       "145         301.00            2.11  \n",
       "565         301.00            2.11  \n",
       "325         301.00            2.11  \n",
       "580         302.00            1.87  \n",
       "160         302.00            1.87  \n",
       "475         302.00            1.87  \n",
       "295         302.00            1.87  \n",
       "400         303.00            1.64  \n",
       "490         305.00            1.17  \n",
       "550         310.00            0.00  "
      ]
     },
     "execution_count": 59,
     "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": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_12 = full_data[full_data['ordinals']==12].sort_values('times')\n",
    "event_12 = event_12.drop(index=596)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(event_12['times'].iloc[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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 = 5*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        if len(j['times'])==7:\n",
    "            datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "            total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)\n",
    "        else:\n",
    "            datetime_convert = datetime.strptime(j['times'],':%S.%f')\n",
    "            total_seconds.append(datetime_convert.second+datetime_convert.microsecond*1e-6)            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_12['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_12['total_seconds']-min(event_12['total_seconds']))\n",
    "event_12['adjusted_score'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "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>521</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>12</td>\n",
       "      <td>:43.84</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>43.84</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>12</td>\n",
       "      <td>:44.11</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>44.11</td>\n",
       "      <td>49.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>12</td>\n",
       "      <td>:44.44</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>44.44</td>\n",
       "      <td>49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.06</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>45.06</td>\n",
       "      <td>47.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.11</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>45.11</td>\n",
       "      <td>47.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.22</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>45.22</td>\n",
       "      <td>47.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.23</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>45.23</td>\n",
       "      <td>47.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.28</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>45.28</td>\n",
       "      <td>47.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.35</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>45.35</td>\n",
       "      <td>47.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.37</td>\n",
       "      <td>10T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>45.37</td>\n",
       "      <td>47.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.37</td>\n",
       "      <td>10T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>45.37</td>\n",
       "      <td>47.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.38</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>45.38</td>\n",
       "      <td>47.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.65</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "      <td>45.65</td>\n",
       "      <td>46.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.71</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>45.71</td>\n",
       "      <td>46.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.74</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>45.74</td>\n",
       "      <td>46.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.95</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>45.95</td>\n",
       "      <td>46.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>12</td>\n",
       "      <td>:45.97</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>45.97</td>\n",
       "      <td>46.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>12</td>\n",
       "      <td>:46.46</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>46.46</td>\n",
       "      <td>45.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>12</td>\n",
       "      <td>:46.54</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>46.54</td>\n",
       "      <td>45.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>12</td>\n",
       "      <td>:46.60</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>46.60</td>\n",
       "      <td>45.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>12</td>\n",
       "      <td>:46.70</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>46.70</td>\n",
       "      <td>45.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>12</td>\n",
       "      <td>:46.72</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>46.72</td>\n",
       "      <td>45.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>12</td>\n",
       "      <td>:46.88</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>46.88</td>\n",
       "      <td>44.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.12</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>47.12</td>\n",
       "      <td>44.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.73</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>47.73</td>\n",
       "      <td>43.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>12</td>\n",
       "      <td>:47.83</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>47.83</td>\n",
       "      <td>43.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.35</td>\n",
       "      <td>27</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>48.35</td>\n",
       "      <td>42.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.57</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>48.57</td>\n",
       "      <td>42.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.64</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>48.64</td>\n",
       "      <td>41.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.74</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>48.74</td>\n",
       "      <td>41.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>12</td>\n",
       "      <td>:48.77</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "      <td>48.77</td>\n",
       "      <td>41.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>12</td>\n",
       "      <td>:49.17</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>49.17</td>\n",
       "      <td>41.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>12</td>\n",
       "      <td>:49.20</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>49.20</td>\n",
       "      <td>41.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>12</td>\n",
       "      <td>:49.80</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>49.80</td>\n",
       "      <td>40.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.52</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>50.52</td>\n",
       "      <td>38.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.58</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>50.58</td>\n",
       "      <td>38.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>12</td>\n",
       "      <td>:50.85</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>50.85</td>\n",
       "      <td>38.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>12</td>\n",
       "      <td>:51.06</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>51.06</td>\n",
       "      <td>37.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>12</td>\n",
       "      <td>1:13.72</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "      <td>73.72</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks   score  \\\n",
       "521                 Roy Gamboa        12   :43.84     1  50 pts   \n",
       "11               Mathew Fraser        12   :44.11     2  47 pts   \n",
       "26                   Ben Smith        12   :44.44     3  44 pts   \n",
       "401               Gary Helmick        12   :45.06     4  42 pts   \n",
       "161              Alex Anderson        12   :45.11     5  40 pts   \n",
       "131             Alex Vigneault        12   :45.22     6  38 pts   \n",
       "101              Jacob Heppner        12   :45.23     7  36 pts   \n",
       "116  Björgvin Karl Guðmundsson        12   :45.28     8  34 pts   \n",
       "326               Lucas Parker        12   :45.35     9  32 pts   \n",
       "176               Marcus Filly        12   :45.37   10T  30 pts   \n",
       "56              Brent Fikowski        12   :45.37   10T  30 pts   \n",
       "221                Noah Ohlsen        12   :45.38    12  28 pts   \n",
       "41             Patrick Vellner        12   :45.65    13  27 pts   \n",
       "356              James Newbury        12   :45.71    14  26 pts   \n",
       "86               Scott Panchik        12   :45.74    15  25 pts   \n",
       "341               Zak Carchedi        12   :45.95    16  24 pts   \n",
       "536            Joseph Guesnier        12   :45.97    17  23 pts   \n",
       "461              Logan Collins        12   :46.46    18  22 pts   \n",
       "296              Garret Fisher        12   :46.54    19  21 pts   \n",
       "71                  Cole Sager        12   :46.60    20  20 pts   \n",
       "266           Christian Lucero        12   :46.70    21  19 pts   \n",
       "566                Khan Porter        12   :46.72    22  18 pts   \n",
       "386    Albert-Dominic Larouche        12   :46.88    23  17 pts   \n",
       "236               Samuel Kwant        12   :47.12    24  16 pts   \n",
       "146               Travis Mayer        12   :47.73    25  15 pts   \n",
       "581                 Zeke Grove        12   :47.83    26  14 pts   \n",
       "281           Travis  Williams        12   :48.35    27  13 pts   \n",
       "206              Lukas Högberg        12   :48.57    28  12 pts   \n",
       "491             Spencer Hendel        12   :48.64    29  11 pts   \n",
       "311            Lukas Esslinger        12   :48.74    30  10 pts   \n",
       "431             Jacob Anderson        12   :48.77    31   9 pts   \n",
       "446               Sean Sweeney        12   :49.17    32   8 pts   \n",
       "506           Adrian Mundwiler        12   :49.20    33   7 pts   \n",
       "191               Josh Bridges        12   :49.80    34   6 pts   \n",
       "416              Ben Stoneberg        12   :50.52    35   5 pts   \n",
       "371    Rasmus Wisbech Andersen        12   :50.58    36   4 pts   \n",
       "551          Mitchell Sinnamon        12   :50.85    37   3 pts   \n",
       "251                  Rob Forte        12   :51.06    38   2 pts   \n",
       "476                 Sam Dancer        12  1:13.72    39   1 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "521          43.84           50.00  \n",
       "11           44.11           49.55  \n",
       "26           44.44           49.00  \n",
       "401          45.06           47.96  \n",
       "161          45.11           47.87  \n",
       "131          45.22           47.69  \n",
       "101          45.23           47.67  \n",
       "116          45.28           47.59  \n",
       "326          45.35           47.47  \n",
       "176          45.37           47.44  \n",
       "56           45.37           47.44  \n",
       "221          45.38           47.42  \n",
       "41           45.65           46.97  \n",
       "356          45.71           46.87  \n",
       "86           45.74           46.82  \n",
       "341          45.95           46.47  \n",
       "536          45.97           46.44  \n",
       "461          46.46           45.62  \n",
       "296          46.54           45.48  \n",
       "71           46.60           45.38  \n",
       "266          46.70           45.21  \n",
       "566          46.72           45.18  \n",
       "386          46.88           44.91  \n",
       "236          47.12           44.51  \n",
       "146          47.73           43.49  \n",
       "581          47.83           43.32  \n",
       "281          48.35           42.45  \n",
       "206          48.57           42.09  \n",
       "491          48.64           41.97  \n",
       "311          48.74           41.80  \n",
       "431          48.77           41.75  \n",
       "446          49.17           41.08  \n",
       "506          49.20           41.03  \n",
       "191          49.80           40.03  \n",
       "416          50.52           38.82  \n",
       "371          50.58           38.72  \n",
       "551          50.85           38.27  \n",
       "251          51.06           37.92  \n",
       "476          73.72            0.00  "
      ]
     },
     "execution_count": 64,
     "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": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_13 = full_data[full_data['ordinals']==13].sort_values('times')\n",
    "event_13 = event_13.drop(index=597)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_13.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 3*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_13['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_13['total_seconds']-min(event_13['total_seconds']))\n",
    "event_13['adjusted_score'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "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>297</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>13</td>\n",
       "      <td>1:17.90</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>77.90</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>13</td>\n",
       "      <td>1:22.58</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>82.58</td>\n",
       "      <td>46.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>13</td>\n",
       "      <td>1:28.45</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>88.45</td>\n",
       "      <td>42.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>13</td>\n",
       "      <td>1:29.32</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>89.32</td>\n",
       "      <td>41.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>13</td>\n",
       "      <td>1:29.41</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>89.41</td>\n",
       "      <td>41.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>13</td>\n",
       "      <td>1:29.90</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>89.90</td>\n",
       "      <td>41.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>13</td>\n",
       "      <td>1:31.14</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>91.14</td>\n",
       "      <td>40.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>13</td>\n",
       "      <td>1:31.60</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>91.60</td>\n",
       "      <td>40.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>13</td>\n",
       "      <td>1:32.09</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>92.09</td>\n",
       "      <td>39.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>13</td>\n",
       "      <td>1:34.03</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>94.03</td>\n",
       "      <td>38.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>13</td>\n",
       "      <td>1:34.94</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>94.94</td>\n",
       "      <td>37.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>13</td>\n",
       "      <td>1:35.52</td>\n",
       "      <td>12T</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>95.52</td>\n",
       "      <td>37.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>13</td>\n",
       "      <td>1:35.52</td>\n",
       "      <td>12T</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>95.52</td>\n",
       "      <td>37.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>13</td>\n",
       "      <td>1:36.95</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>96.95</td>\n",
       "      <td>36.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>13</td>\n",
       "      <td>1:37.84</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>97.84</td>\n",
       "      <td>35.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>13</td>\n",
       "      <td>1:41.32</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>101.32</td>\n",
       "      <td>33.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>13</td>\n",
       "      <td>1:41.69</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>101.69</td>\n",
       "      <td>32.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>13</td>\n",
       "      <td>1:42.36</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>102.36</td>\n",
       "      <td>32.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>13</td>\n",
       "      <td>1:44.26</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>104.26</td>\n",
       "      <td>31.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>13</td>\n",
       "      <td>1:44.33</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>104.33</td>\n",
       "      <td>30.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>13</td>\n",
       "      <td>1:44.75</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>104.75</td>\n",
       "      <td>30.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>13</td>\n",
       "      <td>1:47.30</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>107.30</td>\n",
       "      <td>28.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>13</td>\n",
       "      <td>1:48.44</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>108.44</td>\n",
       "      <td>28.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>13</td>\n",
       "      <td>1:50.99</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>110.99</td>\n",
       "      <td>26.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>13</td>\n",
       "      <td>1:52.15</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>112.15</td>\n",
       "      <td>25.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>13</td>\n",
       "      <td>1:53.22</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>113.22</td>\n",
       "      <td>24.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>13</td>\n",
       "      <td>1:53.86</td>\n",
       "      <td>27</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>113.86</td>\n",
       "      <td>24.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>13</td>\n",
       "      <td>1:54.20</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>114.20</td>\n",
       "      <td>23.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>13</td>\n",
       "      <td>1:57.29</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>117.29</td>\n",
       "      <td>21.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>13</td>\n",
       "      <td>2:04.31</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>124.31</td>\n",
       "      <td>16.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>13</td>\n",
       "      <td>2:04.55</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "      <td>124.55</td>\n",
       "      <td>16.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>13</td>\n",
       "      <td>2:06.04</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>126.04</td>\n",
       "      <td>15.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>13</td>\n",
       "      <td>2:06.62</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>126.62</td>\n",
       "      <td>14.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>13</td>\n",
       "      <td>2:07.18</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>127.18</td>\n",
       "      <td>14.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>13</td>\n",
       "      <td>2:09.16</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>129.16</td>\n",
       "      <td>13.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>13</td>\n",
       "      <td>2:09.23</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>129.23</td>\n",
       "      <td>13.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>13</td>\n",
       "      <td>2:19.72</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>139.72</td>\n",
       "      <td>5.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>13</td>\n",
       "      <td>2:25.66</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>145.66</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>13</td>\n",
       "      <td>2:27.32</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "      <td>147.32</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks   score  \\\n",
       "297              Garret Fisher        13  1:17.90     1  50 pts   \n",
       "207              Lukas Högberg        13  1:22.58     2  47 pts   \n",
       "267           Christian Lucero        13  1:28.45     3  44 pts   \n",
       "252                  Rob Forte        13  1:29.32     4  42 pts   \n",
       "492             Spencer Hendel        13  1:29.41     5  40 pts   \n",
       "12               Mathew Fraser        13  1:29.90     6  38 pts   \n",
       "42             Patrick Vellner        13  1:31.14     7  36 pts   \n",
       "372    Rasmus Wisbech Andersen        13  1:31.60     8  34 pts   \n",
       "237               Samuel Kwant        13  1:32.09     9  32 pts   \n",
       "312            Lukas Esslinger        13  1:34.03    10  30 pts   \n",
       "162              Alex Anderson        13  1:34.94    11  29 pts   \n",
       "477                 Sam Dancer        13  1:35.52   12T  28 pts   \n",
       "192               Josh Bridges        13  1:35.52   12T  28 pts   \n",
       "357              James Newbury        13  1:36.95    14  26 pts   \n",
       "57              Brent Fikowski        13  1:37.84    15  25 pts   \n",
       "282           Travis  Williams        13  1:41.32    16  24 pts   \n",
       "102              Jacob Heppner        13  1:41.69    17  23 pts   \n",
       "132             Alex Vigneault        13  1:42.36    18  22 pts   \n",
       "177               Marcus Filly        13  1:44.26    19  21 pts   \n",
       "567                Khan Porter        13  1:44.33    20  20 pts   \n",
       "147               Travis Mayer        13  1:44.75    21  19 pts   \n",
       "117  Björgvin Karl Guðmundsson        13  1:47.30    22  18 pts   \n",
       "27                   Ben Smith        13  1:48.44    23  17 pts   \n",
       "387    Albert-Dominic Larouche        13  1:50.99    24  16 pts   \n",
       "72                  Cole Sager        13  1:52.15    25  15 pts   \n",
       "582                 Zeke Grove        13  1:53.22    26  14 pts   \n",
       "87               Scott Panchik        13  1:53.86    27  13 pts   \n",
       "417              Ben Stoneberg        13  1:54.20    28  12 pts   \n",
       "552          Mitchell Sinnamon        13  1:57.29    29  11 pts   \n",
       "507           Adrian Mundwiler        13  2:04.31    30  10 pts   \n",
       "522                 Roy Gamboa        13  2:04.55    31   9 pts   \n",
       "342               Zak Carchedi        13  2:06.04    32   8 pts   \n",
       "327               Lucas Parker        13  2:06.62    33   7 pts   \n",
       "402               Gary Helmick        13  2:07.18    34   6 pts   \n",
       "537            Joseph Guesnier        13  2:09.16    35   5 pts   \n",
       "447               Sean Sweeney        13  2:09.23    36   4 pts   \n",
       "462              Logan Collins        13  2:19.72    37   3 pts   \n",
       "222                Noah Ohlsen        13  2:25.66    38   2 pts   \n",
       "432             Jacob Anderson        13  2:27.32    39   1 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "297          77.90           50.00  \n",
       "207          82.58           46.63  \n",
       "267          88.45           42.40  \n",
       "252          89.32           41.77  \n",
       "492          89.41           41.71  \n",
       "12           89.90           41.36  \n",
       "42           91.14           40.46  \n",
       "372          91.60           40.13  \n",
       "237          92.09           39.78  \n",
       "312          94.03           38.38  \n",
       "162          94.94           37.73  \n",
       "477          95.52           37.31  \n",
       "192          95.52           37.31  \n",
       "357          96.95           36.28  \n",
       "57           97.84           35.64  \n",
       "282         101.32           33.13  \n",
       "102         101.69           32.87  \n",
       "132         102.36           32.38  \n",
       "177         104.26           31.01  \n",
       "567         104.33           30.96  \n",
       "147         104.75           30.66  \n",
       "117         107.30           28.82  \n",
       "27          108.44           28.00  \n",
       "387         110.99           26.17  \n",
       "72          112.15           25.33  \n",
       "582         113.22           24.56  \n",
       "87          113.86           24.10  \n",
       "417         114.20           23.85  \n",
       "552         117.29           21.63  \n",
       "507         124.31           16.57  \n",
       "522         124.55           16.40  \n",
       "342         126.04           15.33  \n",
       "327         126.62           14.91  \n",
       "402         127.18           14.51  \n",
       "537         129.16           13.08  \n",
       "447         129.23           13.03  \n",
       "462         139.72            5.47  \n",
       "222         145.66            1.20  \n",
       "432         147.32            0.00  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_13.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_14 = full_data[full_data['ordinals']==14].sort_values('times')\n",
    "event_14 = event_14.drop(index=598)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_14.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 11*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_14['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_14['total_seconds']-min(event_14['total_seconds']))\n",
    "event_14['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>58</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>14</td>\n",
       "      <td>7:32.17</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>452.17</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>14</td>\n",
       "      <td>7:45.15</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>465.15</td>\n",
       "      <td>93.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>14</td>\n",
       "      <td>7:50.14</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>470.14</td>\n",
       "      <td>91.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>14</td>\n",
       "      <td>7:55.23</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>475.23</td>\n",
       "      <td>89.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>14</td>\n",
       "      <td>7:56.67</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>476.67</td>\n",
       "      <td>88.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>14</td>\n",
       "      <td>7:58.11</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>478.11</td>\n",
       "      <td>87.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>14</td>\n",
       "      <td>7:58.20</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>478.20</td>\n",
       "      <td>87.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>14</td>\n",
       "      <td>8:01.19</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>481.19</td>\n",
       "      <td>86.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>14</td>\n",
       "      <td>8:06.07</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>486.07</td>\n",
       "      <td>84.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>14</td>\n",
       "      <td>8:06.55</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>486.55</td>\n",
       "      <td>83.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>14</td>\n",
       "      <td>8:09.39</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>489.39</td>\n",
       "      <td>82.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>14</td>\n",
       "      <td>8:14.51</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>494.51</td>\n",
       "      <td>80.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>14</td>\n",
       "      <td>8:21.74</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>501.74</td>\n",
       "      <td>76.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>14</td>\n",
       "      <td>8:23.28</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>503.28</td>\n",
       "      <td>75.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>14</td>\n",
       "      <td>8:24.80</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>504.80</td>\n",
       "      <td>75.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>14</td>\n",
       "      <td>8:26.26</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>506.26</td>\n",
       "      <td>74.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>14</td>\n",
       "      <td>8:28.83</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>508.83</td>\n",
       "      <td>73.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>14</td>\n",
       "      <td>8:35.07</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>515.07</td>\n",
       "      <td>70.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>14</td>\n",
       "      <td>8:38.16</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>518.16</td>\n",
       "      <td>68.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>14</td>\n",
       "      <td>8:39.06</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>519.06</td>\n",
       "      <td>68.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>14</td>\n",
       "      <td>8:41.23</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>521.23</td>\n",
       "      <td>67.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>14</td>\n",
       "      <td>8:43.42</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>523.42</td>\n",
       "      <td>66.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>14</td>\n",
       "      <td>8:46.47</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>526.47</td>\n",
       "      <td>64.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>14</td>\n",
       "      <td>8:47.61</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>527.61</td>\n",
       "      <td>64.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>14</td>\n",
       "      <td>8:49.20</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>529.20</td>\n",
       "      <td>63.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>14</td>\n",
       "      <td>8:51.16</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>531.16</td>\n",
       "      <td>62.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>14</td>\n",
       "      <td>8:53.11</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>533.11</td>\n",
       "      <td>61.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>14</td>\n",
       "      <td>8:56.90</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>536.90</td>\n",
       "      <td>60.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>14</td>\n",
       "      <td>8:58.49</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>538.49</td>\n",
       "      <td>59.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>14</td>\n",
       "      <td>9:07.20</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>547.20</td>\n",
       "      <td>55.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>14</td>\n",
       "      <td>9:11.84</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>551.84</td>\n",
       "      <td>52.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>14</td>\n",
       "      <td>9:12.57</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>552.57</td>\n",
       "      <td>52.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>14</td>\n",
       "      <td>9:15.58</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>555.58</td>\n",
       "      <td>51.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>14</td>\n",
       "      <td>9:26.20</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>566.20</td>\n",
       "      <td>46.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>14</td>\n",
       "      <td>9:36.95</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>576.95</td>\n",
       "      <td>41.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>14</td>\n",
       "      <td>9:49.61</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>589.61</td>\n",
       "      <td>35.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>14</td>\n",
       "      <td>9:50.20</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>590.20</td>\n",
       "      <td>34.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>14</td>\n",
       "      <td>9:55.73</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>595.73</td>\n",
       "      <td>32.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>14</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>664.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks    score  \\\n",
       "58              Brent Fikowski        14  7:32.17     1  100 pts   \n",
       "73                  Cole Sager        14  7:45.15     2   94 pts   \n",
       "43             Patrick Vellner        14  7:50.14     3   88 pts   \n",
       "103              Jacob Heppner        14  7:55.23     4   84 pts   \n",
       "28                   Ben Smith        14  7:56.67     5   80 pts   \n",
       "178               Marcus Filly        14  7:58.11     6   76 pts   \n",
       "208              Lukas Högberg        14  7:58.20     7   72 pts   \n",
       "148               Travis Mayer        14  8:01.19     8   68 pts   \n",
       "133             Alex Vigneault        14  8:06.07     9   64 pts   \n",
       "13               Mathew Fraser        14  8:06.55    10   60 pts   \n",
       "88               Scott Panchik        14  8:09.39    11   58 pts   \n",
       "238               Samuel Kwant        14  8:14.51    12   56 pts   \n",
       "388    Albert-Dominic Larouche        14  8:21.74    13   54 pts   \n",
       "553          Mitchell Sinnamon        14  8:23.28    14   52 pts   \n",
       "328               Lucas Parker        14  8:24.80    15   50 pts   \n",
       "493             Spencer Hendel        14  8:26.26    16   48 pts   \n",
       "253                  Rob Forte        14  8:28.83    17   46 pts   \n",
       "448               Sean Sweeney        14  8:35.07    18   44 pts   \n",
       "478                 Sam Dancer        14  8:38.16    19   42 pts   \n",
       "163              Alex Anderson        14  8:39.06    20   40 pts   \n",
       "193               Josh Bridges        14  8:41.23    21   38 pts   \n",
       "298              Garret Fisher        14  8:43.42    22   36 pts   \n",
       "313            Lukas Esslinger        14  8:46.47    23   34 pts   \n",
       "433             Jacob Anderson        14  8:47.61    24   32 pts   \n",
       "358              James Newbury        14  8:49.20    25   30 pts   \n",
       "418              Ben Stoneberg        14  8:51.16    26   28 pts   \n",
       "118  Björgvin Karl Guðmundsson        14  8:53.11    27   26 pts   \n",
       "538            Joseph Guesnier        14  8:56.90    28   24 pts   \n",
       "463              Logan Collins        14  8:58.49    29   22 pts   \n",
       "373    Rasmus Wisbech Andersen        14  9:07.20    30   20 pts   \n",
       "268           Christian Lucero        14  9:11.84    31   18 pts   \n",
       "283           Travis  Williams        14  9:12.57    32   16 pts   \n",
       "508           Adrian Mundwiler        14  9:15.58    33   14 pts   \n",
       "343               Zak Carchedi        14  9:26.20    34   12 pts   \n",
       "403               Gary Helmick        14  9:36.95    35   10 pts   \n",
       "523                 Roy Gamboa        14  9:49.61    36    8 pts   \n",
       "568                Khan Porter        14  9:50.20    37    6 pts   \n",
       "223                Noah Ohlsen        14  9:55.73    38    4 pts   \n",
       "583                 Zeke Grove        14    CAP+4    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "58          452.17          100.00  \n",
       "73          465.15           93.87  \n",
       "43          470.14           91.52  \n",
       "103         475.23           89.11  \n",
       "28          476.67           88.43  \n",
       "178         478.11           87.75  \n",
       "208         478.20           87.71  \n",
       "148         481.19           86.30  \n",
       "133         486.07           84.00  \n",
       "13          486.55           83.77  \n",
       "88          489.39           82.43  \n",
       "238         494.51           80.01  \n",
       "388         501.74           76.60  \n",
       "553         503.28           75.87  \n",
       "328         504.80           75.15  \n",
       "493         506.26           74.47  \n",
       "253         508.83           73.25  \n",
       "448         515.07           70.31  \n",
       "478         518.16           68.85  \n",
       "163         519.06           68.42  \n",
       "193         521.23           67.40  \n",
       "298         523.42           66.36  \n",
       "313         526.47           64.92  \n",
       "433         527.61           64.39  \n",
       "358         529.20           63.64  \n",
       "418         531.16           62.71  \n",
       "118         533.11           61.79  \n",
       "538         536.90           60.00  \n",
       "463         538.49           59.25  \n",
       "373         547.20           55.14  \n",
       "268         551.84           52.95  \n",
       "283         552.57           52.60  \n",
       "508         555.58           51.18  \n",
       "343         566.20           46.17  \n",
       "403         576.95           41.09  \n",
       "523         589.61           35.12  \n",
       "568         590.20           34.84  \n",
       "223         595.73           32.23  \n",
       "583         664.00            0.00  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_14.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_15 = full_data[full_data['ordinals']==15].sort_values('times')\n",
    "event_15 = event_15.drop(index=599)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_15.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 10*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_15['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_15['total_seconds']-min(event_15['total_seconds']))\n",
    "event_15['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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>344</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>15</td>\n",
       "      <td>5:37.75</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>337.75</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>15</td>\n",
       "      <td>5:56.00</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>356.00</td>\n",
       "      <td>93.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>15</td>\n",
       "      <td>6:07.52</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>367.52</td>\n",
       "      <td>89.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>15</td>\n",
       "      <td>6:13.64</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>373.64</td>\n",
       "      <td>87.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>15</td>\n",
       "      <td>6:15.11</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>375.11</td>\n",
       "      <td>87.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>15</td>\n",
       "      <td>6:24.85</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>384.85</td>\n",
       "      <td>83.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>15</td>\n",
       "      <td>6:35.66</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>395.66</td>\n",
       "      <td>79.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>15</td>\n",
       "      <td>6:39.19</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>399.19</td>\n",
       "      <td>78.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>15</td>\n",
       "      <td>6:51.07</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>411.07</td>\n",
       "      <td>74.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>15</td>\n",
       "      <td>6:51.18</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>411.18</td>\n",
       "      <td>74.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>15</td>\n",
       "      <td>6:52.80</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>412.80</td>\n",
       "      <td>74.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>15</td>\n",
       "      <td>7:12.08</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>432.08</td>\n",
       "      <td>67.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>15</td>\n",
       "      <td>7:26.17</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>446.17</td>\n",
       "      <td>62.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>15</td>\n",
       "      <td>7:34.94</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>454.94</td>\n",
       "      <td>59.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>15</td>\n",
       "      <td>7:36.79</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>456.79</td>\n",
       "      <td>58.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>15</td>\n",
       "      <td>7:47.93</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>467.93</td>\n",
       "      <td>54.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>15</td>\n",
       "      <td>7:54.98</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>474.98</td>\n",
       "      <td>52.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>15</td>\n",
       "      <td>7:55.26</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>475.26</td>\n",
       "      <td>52.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>15</td>\n",
       "      <td>8:11.70</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>491.70</td>\n",
       "      <td>46.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>15</td>\n",
       "      <td>8:13.04</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>493.04</td>\n",
       "      <td>46.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>15</td>\n",
       "      <td>8:13.08</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>493.08</td>\n",
       "      <td>46.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>15</td>\n",
       "      <td>8:53.29</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>533.29</td>\n",
       "      <td>32.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>15</td>\n",
       "      <td>8:55.68</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>535.68</td>\n",
       "      <td>31.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>15</td>\n",
       "      <td>9:42.54</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>582.54</td>\n",
       "      <td>15.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>15</td>\n",
       "      <td>9:43.00</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>583.00</td>\n",
       "      <td>15.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>15</td>\n",
       "      <td>9:56.08</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>596.08</td>\n",
       "      <td>10.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>600.00</td>\n",
       "      <td>9.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>602.00</td>\n",
       "      <td>8.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>605.00</td>\n",
       "      <td>7.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>610.00</td>\n",
       "      <td>5.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>30T</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>610.00</td>\n",
       "      <td>5.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+19</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>619.00</td>\n",
       "      <td>2.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+26</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>626.00</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>15</td>\n",
       "      <td>CAP+27</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>627.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks    score  \\\n",
       "344               Zak Carchedi        15  5:37.75     1  100 pts   \n",
       "14               Mathew Fraser        15  5:56.00     2   94 pts   \n",
       "59              Brent Fikowski        15  6:07.52     3   88 pts   \n",
       "74                  Cole Sager        15  6:13.64     4   84 pts   \n",
       "89               Scott Panchik        15  6:15.11     5   80 pts   \n",
       "404               Gary Helmick        15  6:24.85     6   76 pts   \n",
       "29                   Ben Smith        15  6:35.66     7   72 pts   \n",
       "254                  Rob Forte        15  6:39.19     8   68 pts   \n",
       "44             Patrick Vellner        15  6:51.07     9   64 pts   \n",
       "119  Björgvin Karl Guðmundsson        15  6:51.18    10   60 pts   \n",
       "224                Noah Ohlsen        15  6:52.80    11   58 pts   \n",
       "329               Lucas Parker        15  7:12.08    12   56 pts   \n",
       "134             Alex Vigneault        15  7:26.17    13   54 pts   \n",
       "449               Sean Sweeney        15  7:34.94    14   52 pts   \n",
       "269           Christian Lucero        15  7:36.79    15   50 pts   \n",
       "509           Adrian Mundwiler        15  7:47.93    16   48 pts   \n",
       "239               Samuel Kwant        15  7:54.98    17   46 pts   \n",
       "464              Logan Collins        15  7:55.26    18   44 pts   \n",
       "104              Jacob Heppner        15  8:11.70    19   42 pts   \n",
       "419              Ben Stoneberg        15  8:13.04    20   40 pts   \n",
       "179               Marcus Filly        15  8:13.08    21   38 pts   \n",
       "359              James Newbury        15  8:53.29    22   36 pts   \n",
       "314            Lukas Esslinger        15  8:55.68    23   34 pts   \n",
       "389    Albert-Dominic Larouche        15  9:42.54    24   32 pts   \n",
       "299              Garret Fisher        15  9:43.00    25   30 pts   \n",
       "149               Travis Mayer        15  9:56.08    26   28 pts   \n",
       "524                 Roy Gamboa        15      CAP    27   26 pts   \n",
       "164              Alex Anderson        15    CAP+2    28   24 pts   \n",
       "539            Joseph Guesnier        15    CAP+5    29   22 pts   \n",
       "209              Lukas Högberg        15   CAP+10   30T   20 pts   \n",
       "434             Jacob Anderson        15   CAP+10   30T   20 pts   \n",
       "569                Khan Porter        15   CAP+19    32   16 pts   \n",
       "194               Josh Bridges        15   CAP+26   33T   14 pts   \n",
       "584                 Zeke Grove        15   CAP+26   33T   14 pts   \n",
       "284           Travis  Williams        15   CAP+26   33T   14 pts   \n",
       "479                 Sam Dancer        15   CAP+26   33T   14 pts   \n",
       "554          Mitchell Sinnamon        15   CAP+26   33T   14 pts   \n",
       "374    Rasmus Wisbech Andersen        15   CAP+26   33T   14 pts   \n",
       "494             Spencer Hendel        15   CAP+27    39    2 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "344         337.75          100.00  \n",
       "14          356.00           93.69  \n",
       "59          367.52           89.71  \n",
       "74          373.64           87.59  \n",
       "89          375.11           87.08  \n",
       "404         384.85           83.72  \n",
       "29          395.66           79.98  \n",
       "254         399.19           78.76  \n",
       "44          411.07           74.65  \n",
       "119         411.18           74.61  \n",
       "224         412.80           74.05  \n",
       "329         432.08           67.39  \n",
       "134         446.17           62.52  \n",
       "449         454.94           59.48  \n",
       "269         456.79           58.85  \n",
       "509         467.93           54.99  \n",
       "239         474.98           52.56  \n",
       "464         475.26           52.46  \n",
       "104         491.70           46.78  \n",
       "419         493.04           46.31  \n",
       "179         493.08           46.30  \n",
       "359         533.29           32.40  \n",
       "314         535.68           31.57  \n",
       "389         582.54           15.37  \n",
       "299         583.00           15.21  \n",
       "149         596.08           10.69  \n",
       "524         600.00            9.33  \n",
       "164         602.00            8.64  \n",
       "539         605.00            7.61  \n",
       "209         610.00            5.88  \n",
       "434         610.00            5.88  \n",
       "569         619.00            2.77  \n",
       "194         626.00            0.35  \n",
       "584         626.00            0.35  \n",
       "284         626.00            0.35  \n",
       "479         626.00            0.35  \n",
       "554         626.00            0.35  \n",
       "374         626.00            0.35  \n",
       "494         627.00            0.00  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_15.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:2: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "frames = [event_1, event_2, event_3, event_4, event_5, event_6, event_7, event_8, event_9, event_10, event_11, event_12, event_13, event_14, event_15]\n",
    "final_df = pd.concat(frames)[['competitors','adjusted_score', 'score']]\n",
    "final_df['score'] = [int(i[:-4]) for i in final_df['score']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "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": 79,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adjusted_placements['adjusted_placement'] = [i+1 for i in range(len(adjusted_placements))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "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": 81,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_placements = pd.DataFrame(actual_placement, columns=['competitors','actual_placement'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "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",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>actual_placement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  competitors actual_placement\n",
       "0               Mathew Fraser                1\n",
       "1                   Ben Smith                2\n",
       "2             Patrick Vellner                3\n",
       "3              Brent Fikowski                4\n",
       "4                  Cole Sager                5\n",
       "5               Scott Panchik                6\n",
       "6               Jacob Heppner                7\n",
       "7   Björgvin Karl Guðmundsson                8\n",
       "8              Alex Vigneault                9\n",
       "9                Travis Mayer               10\n",
       "10              Alex Anderson               11\n",
       "11               Marcus Filly               12\n",
       "12               Josh Bridges               13\n",
       "13              Lukas Högberg               14\n",
       "14                Noah Ohlsen               15\n",
       "15               Samuel Kwant               16\n",
       "16                  Rob Forte               17\n",
       "17           Christian Lucero               18\n",
       "18           Travis  Williams               19\n",
       "19              Garret Fisher               20\n",
       "20            Lukas Esslinger               21\n",
       "21               Lucas Parker               22\n",
       "22               Zak Carchedi               23\n",
       "23              James Newbury               24\n",
       "24    Rasmus Wisbech Andersen               25\n",
       "25    Albert-Dominic Larouche               26\n",
       "26               Gary Helmick               27\n",
       "27              Ben Stoneberg               28\n",
       "28             Jacob Anderson               29\n",
       "29               Sean Sweeney               30\n",
       "30              Logan Collins               31\n",
       "31                 Sam Dancer               32\n",
       "32             Spencer Hendel               33\n",
       "33           Adrian Mundwiler               34\n",
       "34                 Roy Gamboa               35\n",
       "35            Joseph Guesnier               36\n",
       "36          Mitchell Sinnamon               37\n",
       "37                Khan Porter               38\n",
       "38                 Zeke Grove               39\n",
       "39                Jonne Koski               40"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_placements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "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": 84,
   "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>Mathew Fraser</td>\n",
       "      <td>1096</td>\n",
       "      <td>1</td>\n",
       "      <td>1140.96</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>899</td>\n",
       "      <td>2</td>\n",
       "      <td>985.48</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Patrick Vellner</td>\n",
       "      <td>863</td>\n",
       "      <td>3</td>\n",
       "      <td>959.44</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brent Fikowski</td>\n",
       "      <td>861</td>\n",
       "      <td>4</td>\n",
       "      <td>922.22</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>803</td>\n",
       "      <td>5</td>\n",
       "      <td>930.42</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>800</td>\n",
       "      <td>6</td>\n",
       "      <td>966.16</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>797</td>\n",
       "      <td>7</td>\n",
       "      <td>920.36</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>735</td>\n",
       "      <td>8</td>\n",
       "      <td>874.93</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>707</td>\n",
       "      <td>9</td>\n",
       "      <td>884.23</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Travis Mayer</td>\n",
       "      <td>702</td>\n",
       "      <td>10</td>\n",
       "      <td>805.86</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>696</td>\n",
       "      <td>11</td>\n",
       "      <td>829.87</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Marcus Filly</td>\n",
       "      <td>683</td>\n",
       "      <td>12</td>\n",
       "      <td>822.45</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Josh Bridges</td>\n",
       "      <td>678</td>\n",
       "      <td>13</td>\n",
       "      <td>829.29</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>640</td>\n",
       "      <td>14</td>\n",
       "      <td>801.62</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>608</td>\n",
       "      <td>15</td>\n",
       "      <td>756.49</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Samuel Kwant</td>\n",
       "      <td>588</td>\n",
       "      <td>16</td>\n",
       "      <td>823.81</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>573</td>\n",
       "      <td>17</td>\n",
       "      <td>773.81</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Christian Lucero</td>\n",
       "      <td>569</td>\n",
       "      <td>18</td>\n",
       "      <td>806.80</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Travis  Williams</td>\n",
       "      <td>535</td>\n",
       "      <td>19</td>\n",
       "      <td>734.33</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Garret Fisher</td>\n",
       "      <td>530</td>\n",
       "      <td>20</td>\n",
       "      <td>691.88</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Lukas Esslinger</td>\n",
       "      <td>511</td>\n",
       "      <td>21</td>\n",
       "      <td>725.19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>507</td>\n",
       "      <td>22</td>\n",
       "      <td>691.64</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Zak Carchedi</td>\n",
       "      <td>504</td>\n",
       "      <td>23</td>\n",
       "      <td>707.56</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>James Newbury</td>\n",
       "      <td>503</td>\n",
       "      <td>24</td>\n",
       "      <td>678.89</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rasmus Wisbech Andersen</td>\n",
       "      <td>497</td>\n",
       "      <td>25</td>\n",
       "      <td>715.36</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Albert-Dominic Larouche</td>\n",
       "      <td>489</td>\n",
       "      <td>26</td>\n",
       "      <td>691.22</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Gary Helmick</td>\n",
       "      <td>479</td>\n",
       "      <td>27</td>\n",
       "      <td>627.49</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ben Stoneberg</td>\n",
       "      <td>473</td>\n",
       "      <td>28</td>\n",
       "      <td>694.47</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Jacob Anderson</td>\n",
       "      <td>441</td>\n",
       "      <td>29</td>\n",
       "      <td>589.36</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Sean Sweeney</td>\n",
       "      <td>420</td>\n",
       "      <td>30</td>\n",
       "      <td>624.00</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Logan Collins</td>\n",
       "      <td>420</td>\n",
       "      <td>31</td>\n",
       "      <td>635.59</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Sam Dancer</td>\n",
       "      <td>418</td>\n",
       "      <td>32</td>\n",
       "      <td>530.92</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>390</td>\n",
       "      <td>33</td>\n",
       "      <td>567.48</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Adrian Mundwiler</td>\n",
       "      <td>381</td>\n",
       "      <td>34</td>\n",
       "      <td>580.36</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>378</td>\n",
       "      <td>35</td>\n",
       "      <td>577.66</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Joseph Guesnier</td>\n",
       "      <td>356</td>\n",
       "      <td>36</td>\n",
       "      <td>513.83</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Mitchell Sinnamon</td>\n",
       "      <td>337</td>\n",
       "      <td>37</td>\n",
       "      <td>535.70</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>328</td>\n",
       "      <td>38</td>\n",
       "      <td>457.54</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Zeke Grove</td>\n",
       "      <td>219</td>\n",
       "      <td>39</td>\n",
       "      <td>361.57</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>142</td>\n",
       "      <td>40</td>\n",
       "      <td>162.37</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  competitors  score actual_placement  adjusted_score  \\\n",
       "0               Mathew Fraser   1096                1         1140.96   \n",
       "1                   Ben Smith    899                2          985.48   \n",
       "2             Patrick Vellner    863                3          959.44   \n",
       "3              Brent Fikowski    861                4          922.22   \n",
       "4                  Cole Sager    803                5          930.42   \n",
       "5               Scott Panchik    800                6          966.16   \n",
       "6               Jacob Heppner    797                7          920.36   \n",
       "7   Björgvin Karl Guðmundsson    735                8          874.93   \n",
       "8              Alex Vigneault    707                9          884.23   \n",
       "9                Travis Mayer    702               10          805.86   \n",
       "10              Alex Anderson    696               11          829.87   \n",
       "11               Marcus Filly    683               12          822.45   \n",
       "12               Josh Bridges    678               13          829.29   \n",
       "13              Lukas Högberg    640               14          801.62   \n",
       "14                Noah Ohlsen    608               15          756.49   \n",
       "15               Samuel Kwant    588               16          823.81   \n",
       "16                  Rob Forte    573               17          773.81   \n",
       "17           Christian Lucero    569               18          806.80   \n",
       "18           Travis  Williams    535               19          734.33   \n",
       "19              Garret Fisher    530               20          691.88   \n",
       "20            Lukas Esslinger    511               21          725.19   \n",
       "21               Lucas Parker    507               22          691.64   \n",
       "22               Zak Carchedi    504               23          707.56   \n",
       "23              James Newbury    503               24          678.89   \n",
       "24    Rasmus Wisbech Andersen    497               25          715.36   \n",
       "25    Albert-Dominic Larouche    489               26          691.22   \n",
       "26               Gary Helmick    479               27          627.49   \n",
       "27              Ben Stoneberg    473               28          694.47   \n",
       "28             Jacob Anderson    441               29          589.36   \n",
       "29               Sean Sweeney    420               30          624.00   \n",
       "30              Logan Collins    420               31          635.59   \n",
       "31                 Sam Dancer    418               32          530.92   \n",
       "32             Spencer Hendel    390               33          567.48   \n",
       "33           Adrian Mundwiler    381               34          580.36   \n",
       "34                 Roy Gamboa    378               35          577.66   \n",
       "35            Joseph Guesnier    356               36          513.83   \n",
       "36          Mitchell Sinnamon    337               37          535.70   \n",
       "37                Khan Porter    328               38          457.54   \n",
       "38                 Zeke Grove    219               39          361.57   \n",
       "39                Jonne Koski    142               40          162.37   \n",
       "\n",
       "    adjusted_placement  \n",
       "0                    1  \n",
       "1                    2  \n",
       "2                    4  \n",
       "3                    6  \n",
       "4                    5  \n",
       "5                    3  \n",
       "6                    7  \n",
       "7                    9  \n",
       "8                    8  \n",
       "9                   15  \n",
       "10                  10  \n",
       "11                  13  \n",
       "12                  11  \n",
       "13                  16  \n",
       "14                  18  \n",
       "15                  12  \n",
       "16                  17  \n",
       "17                  14  \n",
       "18                  19  \n",
       "19                  24  \n",
       "20                  20  \n",
       "21                  25  \n",
       "22                  22  \n",
       "23                  27  \n",
       "24                  21  \n",
       "25                  26  \n",
       "26                  29  \n",
       "27                  23  \n",
       "28                  31  \n",
       "29                  30  \n",
       "30                  28  \n",
       "31                  36  \n",
       "32                  34  \n",
       "33                  32  \n",
       "34                  33  \n",
       "35                  37  \n",
       "36                  35  \n",
       "37                  38  \n",
       "38                  39  \n",
       "39                  40  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.to_csv('Adjusted_Results/Men_2016.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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