2015_Men.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# All Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "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": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['sort', 'pagination', 'cachekey', 'dataType', 'competition', 'leaderboardRows', 'version', 'ordinals', 'totalPages', 'currentPage'])"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "with open('Men/2015_games.json') as f:\n",
    "    data = json.load(f)\n",
    "    \n",
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "leaderboard = data['leaderboardRows']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70924,\n",
       "   'affiliateName': 'CrossFit Krypton',\n",
       "   'age': 25,\n",
       "   'bibId': '45',\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': '1',\n",
       "  'overallScore': '915',\n",
       "  'scores': [{'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:20.51, 72 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '49:20.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:20.51',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:45.12, 60 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '42:45.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:45.12',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '2 pt, 94 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '2 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '2',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:55.97, 100 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '7:55.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:55.97',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.63, 29 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': ':19.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.63',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.06, 38 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '38',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': ':19.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.06',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:30.93, 100 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '4:30.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:30.93',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '347 lb, 94 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '94',\n",
       "    'rank': '2T',\n",
       "    'scoreDisplay': '347 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '347',\n",
       "    'workoutrank': '2T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:08.34, 76 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '5:08.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:08.34',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:19.00, 72 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '13:19.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:19.00',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:23.05, 84 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '5:23.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:23.05',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:01.20, 84 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '5:01.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:01.20',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70933,\n",
       "   'affiliateName': 'Champlain Valley CrossFit',\n",
       "   'age': 25,\n",
       "   'bibId': '23',\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': '2',\n",
       "  'overallScore': '879',\n",
       "  'scores': [{'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:52.00, 56 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '50:52.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:52.00',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:38.00, 94 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '10:38.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:38.00',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:20.93, 94 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '39:20.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:20.93',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '3 pt, 88 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '3 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '3',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:33.59, 94 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '8:33.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:33.59',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.47, 16 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': ':20.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.47',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.80, 3 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '3',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': ':22.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.80',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 16 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '342 lb, 84 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '342 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '342',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:43.31, 100 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '4:43.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:43.31',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:58.85, 94 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '12:58.85',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:58.85',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:52.15, 94 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '4:52.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:52.15',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:31.61, 46 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '6:31.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:31.61',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70939,\n",
       "   'affiliateName': 'CrossFit Hengill',\n",
       "   'age': 22,\n",
       "   'bibId': '35',\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': '3',\n",
       "  'overallScore': '766',\n",
       "  'scores': [{'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:39.97, 76 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '48:39.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:39.97',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:22.00, 46 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '12:22.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:22.00',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38:36.21, 100 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '38:36.21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38:36.21',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14 pt, 52 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '14 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 30 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:19.67, 28 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '28',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': '00:19.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.67',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.26, 32 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '32',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': ':19.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.26',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:27.79, 64 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '7:27.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:27.79',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '307 lb, 34 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': '307 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '307',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:20.41, 72 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '5:20.41',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:20.41',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:13.87, 80 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '13:13.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:13.87',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 72 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:30.45, 80 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '5:30.45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:30.45',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 31,\n",
       "   'bibId': '22',\n",
       "   'competitorId': 47661,\n",
       "   'competitorName': 'Dan Bailey',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Dan',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Bailey',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '087a6-P47661_11-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '180 lbs'},\n",
       "  'overallRank': '4',\n",
       "  'overallScore': '730',\n",
       "  'scores': [{'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:24.87, 68 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '49:24.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:24.87',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:41.00, 22 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '14:41.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:41.00',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:40.46, 46 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '46:40.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:40.46',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '34 pt, 12 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '34 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '34',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:05.10, 76 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '10:05.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:05.10',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.10, 50 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': ':18.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.10',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.56, 50 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '50',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': ':18.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.56',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:32.17, 44 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '8:32.17',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:32.17',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '316 lb, 50 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': '316 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '316',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:02.14, 84 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '5:02.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:02.14',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:40.61, 52 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '13:40.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:40.61',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:16.55, 88 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '5:16.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:16.55',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:52.57, 88 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '4:52.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:52.57',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70936,\n",
       "   'affiliateName': 'Reebok CrossFit Medfield',\n",
       "   'age': 26,\n",
       "   'bibId': '47',\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': '5',\n",
       "  'overallScore': '718',\n",
       "  'scores': [{'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:54.89, 64 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '49:54.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:54.89',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:48.00, 18 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '14:48.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:48.00',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:01.77, 22 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '50:01.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:01.77',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '18 pt, 44 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '18 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '18',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:42.18, 54 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '10:42.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:42.18',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.00, 21 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': ':20.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.00',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '27 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.72, 27 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '27',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': ':19.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.72',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:42.06, 94 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '4:42.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:42.06',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '310 lb, 38 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '310 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '310',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:29.13, 68 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '5:29.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:29.13',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:32.96, 68 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '13:32.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:32.96',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:35.86, 100 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '4:35.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:35.86',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:18.97, 100 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '4:18.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:18.97',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70929,\n",
       "   'affiliateName': 'CrossFit Mentality',\n",
       "   'age': 27,\n",
       "   'bibId': '26',\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': '709',\n",
       "  'scores': [{'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '56:51.19, 40 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '56:51.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '56:51.19',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:57.00, 14 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '14:57.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:57.00',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:36.60, 52 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '45:36.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:36.60',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9 pt, 64 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '9 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:17.14, 88 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '9:17.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:17.14',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.40, 47 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': ':18.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.40',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.07, 34 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '34',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': ':19.07',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.07',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:53.91, 38 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '8:53.91',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:53.91',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '330 lb, 76 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '330 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '330',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:05.08, 80 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '5:05.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:05.08',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:45.65, 20 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '14:45.65',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:45.65',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:25.94, 80 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '5:25.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:25.94',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:32.87, 76 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '5:32.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:32.87',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70950,\n",
       "   'affiliateName': 'CrossFit Deliverance',\n",
       "   'age': 24,\n",
       "   'bibId': '33',\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': '7',\n",
       "  'overallScore': '700',\n",
       "  'scores': [{'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '55:03.24, 42 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '55:03.24',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '55:03.24',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:17.00, 76 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '11:17.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:17.00',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '45:01.61, 54 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '45:01.61',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '45:01.61',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '17 pt, 46 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '17 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '17',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 26 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.53, 42 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': ':18.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.53',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.96, 40 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': ':18.96',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.96',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:01.12, 88 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '6:01.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:01.12',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '325 lb, 72 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '72',\n",
       "    'rank': '7T',\n",
       "    'scoreDisplay': '325 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '325',\n",
       "    'workoutrank': '7T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:52.88, 88 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '4:52.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:52.88',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:58.00, 44 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '13:58.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:58.00',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 44 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 38 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70922,\n",
       "   'affiliateName': 'Peak 360 CrossFit',\n",
       "   'age': 24,\n",
       "   'bibId': '21',\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': '8',\n",
       "  'overallScore': '693',\n",
       "  'scores': [{'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:14.13, 88 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '46:14.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:14.13',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 8 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '8',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:33.74, 88 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '39:33.74',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:33.74',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '26 pt, 28 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '26 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '26',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:09.11, 72 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '10:09.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:09.11',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.47, 34 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '34',\n",
       "    'rank': '8T',\n",
       "    'scoreDisplay': ':19.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.47',\n",
       "    'workoutrank': '8T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.72, 17 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': ':20.72',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.72',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:52.46, 52 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '7:52.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:52.46',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '305 lb, 26 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': '305 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '305',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:47.95, 94 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '4:47.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:47.95',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:14.47, 76 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '13:14.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:14.47',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+12, 46 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': 'CAP+12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+12',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:51.48, 64 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '5:51.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:51.48',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70938,\n",
       "   'affiliateName': 'CrossFit Varasto',\n",
       "   'age': 20,\n",
       "   'bibId': '27',\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': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '185 lbs'},\n",
       "  'overallRank': '9',\n",
       "  'overallScore': '638',\n",
       "  'scores': [{'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:16.87, 100 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '42:16.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:16.87',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:22.00, 68 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '11:22.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:22.00',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:14.12, 80 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '41:14.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:14.12',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '36 pt, 8 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '36 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '36',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:37.14, 60 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '10:37.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:37.14',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.70, 14 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '14',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': ':20.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.70',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.37, 22 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': ':20.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.37',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:37.90, 40 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '8:37.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:37.90',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '307 lb, 34 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': '307 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '307',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:30.59, 64 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '5:30.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:30.59',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:35.64, 58 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '13:35.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:35.64',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 52 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '52',\n",
       "    'rank': '14T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '14T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 38 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70930,\n",
       "   'affiliateName': 'CrossFit 816',\n",
       "   'age': 25,\n",
       "   'bibId': '34',\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': '10',\n",
       "  'overallScore': '621',\n",
       "  'scores': [{'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '53:09.05, 50 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '53:09.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '53:09.05',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:19.00, 48 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '12:19.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:19.00',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '41:28.40, 76 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '41:28.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '41:28.40',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '27 pt, 26 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '27 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '27',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 40 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '9 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.57, 9 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '9',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': ':21.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.57',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.93, 6 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '6',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': ':21.93',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.93',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:32.12, 58 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '7:32.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:32.12',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '308 lb, 36 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '308 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '308',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:39.29, 60 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '5:39.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:39.29',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:52.40, 100 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '12:52.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:52.40',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 40 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '40',\n",
       "    'rank': '20T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '20T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:44.86, 72 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '5:44.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:44.86',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70934,\n",
       "   'affiliateName': 'CrossFit Quebec City',\n",
       "   'age': 23,\n",
       "   'bibId': '31',\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': '11',\n",
       "  'overallScore': '615',\n",
       "  'scores': [{'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '59:48.35, 22 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '59:48.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '59:48.35',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:40.00, 54 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '11:40.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:40.00',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:59.00, 36 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '47:59.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:59.00',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '16 pt, 48 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '16 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '16',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:38.94, 58 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '10:38.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:38.94',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.43, 11 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': ':21.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.43',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.94, 26 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '26',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': ':19.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.94',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:02.58, 72 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '7:02.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:02.58',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '315 lb, 46 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '315 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '315',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:12.04, 40 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '6:12.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:12.04',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:11.69, 84 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '13:11.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:11.69',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 68 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:08.94, 50 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '6:08.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:08.94',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70923,\n",
       "   'affiliateName': 'CrossFit Clearwater',\n",
       "   'age': 26,\n",
       "   'bibId': '29',\n",
       "   'competitorId': 187257,\n",
       "   'competitorName': 'Aaron Hanna',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Aaron',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'1\"',\n",
       "   'lastName': 'Hanna',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '1de56-P187257_3-184.jpg',\n",
       "   'regionCode': 'South East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South East',\n",
       "   'regionalCode': 'South East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '210 lbs'},\n",
       "  'overallRank': '12',\n",
       "  'overallScore': '604',\n",
       "  'scores': [{'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '59:29.12, 24 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '59:29.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '59:29.12',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:14.00, 50 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '12:14.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:14.00',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '54:46.08, 8 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '54:46.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '54:46.08',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15 pt, 50 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '15 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:57.84, 80 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '9:57.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:57.84',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.20, 19 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '19',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': ':20.20',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.20',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.34, 23 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': ':20.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.34',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:02.30, 76 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '7:02.30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:02.30',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '350 lb, 100 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '350 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '350',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:48.47, 58 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '5:48.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:48.47',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:27.12, 30 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '14:27.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:27.12',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:03.29, 56 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '6:03.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:03.29',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 25,\n",
       "   'bibId': '42',\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': '13',\n",
       "  'overallScore': '583',\n",
       "  'scores': [{'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:56.64, 54 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '50:56.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:56.64',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:39.00, 56 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '11:39.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:39.00',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:24.11, 68 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '42:24.11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:24.11',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13 pt, 54 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '13 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:29.69, 42 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '11:29.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:29.69',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.57, 15 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': ':20.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.57',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.33, 24 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': ':20.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.33',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:07.71, 26 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '11:07.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:07.71',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '317 lb, 56 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': '317 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '317',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:01.98, 50 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '6:01.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:01.98',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:42.40, 50 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '13:42.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:42.40',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:01.56, 58 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '6:01.56',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:01.56',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70949,\n",
       "   'affiliateName': 'CrossFit Vic City',\n",
       "   'age': 25,\n",
       "   'bibId': '25',\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': '14',\n",
       "  'overallScore': '556',\n",
       "  'scores': [{'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '56:58.16, 38 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '56:58.16',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '56:58.16',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:31.00, 32 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '13:31.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:31.00',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '52:34.64, 12 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '52:34.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '52:34.64',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10 pt, 60 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '10 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:53.54, 50 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '10:53.54',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:53.54',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.77, 13 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '13',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': ':20.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.77',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '29 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.46, 29 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '29',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': ':19.46',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.46',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:15.44, 32 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '10:15.44',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:15.44',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '325 lb, 72 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '72',\n",
       "    'rank': '7T',\n",
       "    'scoreDisplay': '325 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '325',\n",
       "    'workoutrank': '7T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:52.62, 56 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '5:52.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:52.62',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:18.00, 36 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '14:18.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:18.00',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 58 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:50.05, 68 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '5:50.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:50.05',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70946,\n",
       "   'affiliateName': 'BENTON CrossFit',\n",
       "   'age': 26,\n",
       "   'bibId': '56',\n",
       "   'competitorId': 7336,\n",
       "   'competitorName': 'Ben Garard',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Ben',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Garard',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '85588-P7336_5-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '180 lbs'},\n",
       "  'overallRank': '15',\n",
       "  'overallScore': '540',\n",
       "  'scores': [{'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:27.53, 80 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '48:27.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:27.53',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:37.00, 26 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': '14:37.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:37.00',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:39.22, 64 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '42:39.22',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:39.22',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '19 pt, 42 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '19 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '19',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 34 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:19.67, 28 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '28',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': '00:19.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.67',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.66, 18 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '18',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': ':20.66',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.66',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:38.69, 56 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '7:38.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:38.69',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '0 lb, 8 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '8',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': '0 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:05.26, 46 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '6:05.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:05.26',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:51.04, 48 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '13:51.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:51.04',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:55.13, 60 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '5:55.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:55.13',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 27,\n",
       "   'bibId': '37',\n",
       "   'competitorId': 165705,\n",
       "   'competitorName': 'Elijah Muhammad',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Elijah',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'0\"',\n",
       "   'lastName': 'Muhammad',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '69db9-P165705_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': '194 lbs'},\n",
       "  'overallRank': '16',\n",
       "  'overallScore': '535',\n",
       "  'scores': [{'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+10, 0 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+10',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:47.00, 88 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '10:47.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:47.00',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 2 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4 pt, 84 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '4 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+12, 18 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+12',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '17 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.40, 17 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '17',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': ':20.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.40',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.89, 42 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '42',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': ':18.89',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.89',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:51.53, 80 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '6:51.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:51.53',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '325 lb, 72 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '72',\n",
       "    'rank': '7T',\n",
       "    'scoreDisplay': '325 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '325',\n",
       "    'workoutrank': '7T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:18.60, 32 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '6:18.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:18.60',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:10.00, 42 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '14:10.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:10.00',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+49, 44 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '44',\n",
       "    'rank': '18T',\n",
       "    'scoreDisplay': 'CAP+49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+49',\n",
       "    'workoutrank': '18T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+27, 14 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+27',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70945,\n",
       "   'affiliateName': 'Mount CrossFit',\n",
       "   'age': 29,\n",
       "   'bibId': '48',\n",
       "   'competitorId': 147770,\n",
       "   'competitorName': 'Kevin Manuel',\n",
       "   'countryCode': 'NZ',\n",
       "   'countryOfOriginCode': 'NZ',\n",
       "   'countryOfOriginName': 'New Zealand',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Kevin',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'2\"',\n",
       "   'lastName': 'Manuel',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'c1ae9-P147770_3-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '209 lbs'},\n",
       "  'overallRank': '17',\n",
       "  'overallScore': '534',\n",
       "  'scores': [{'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '52:51.39, 52 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '52:51.39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '52:51.39',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:48.00, 52 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '11:48.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:48.00',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '53:17.84, 10 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '53:17.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '53:17.84',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '22 pt, 36 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '22 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '22',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+28, 14 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+28',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+28',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.60, 40 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '40',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': ':18.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.60',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.35, 30 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': ':19.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.35',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:28.00, 84 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '6:28.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:28.00',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '315 lb, 46 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '315 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '315',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:57.82, 22 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '6:57.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:57.82',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:53.01, 46 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '13:53.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:53.01',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 64 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 38 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70927,\n",
       "   'affiliateName': 'CrossFit Foothill',\n",
       "   'age': 32,\n",
       "   'bibId': '38',\n",
       "   'competitorId': 31660,\n",
       "   'competitorName': 'Jon Pera',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Jon',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Pera',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'd8902-P31660_5-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '202 lbs'},\n",
       "  'overallRank': '18',\n",
       "  'overallScore': '519',\n",
       "  'scores': [{'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 16 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:38.00, 30 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '13:38.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:38.00',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:27.14, 48 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '46:27.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:27.14',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 27,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1 pt, 100 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '1 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:07.52, 48 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '11:07.52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:07.52',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '23 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.90, 23 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '23',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': ':19.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.90',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.57, 20 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': ':20.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.57',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 24 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '341 lb, 80 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '341 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '341',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:27.60, 16 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '7:27.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:27.60',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:54.00, 14 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '14:54.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:54.00',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 56 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:35.03, 44 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '6:35.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:35.03',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70951,\n",
       "   'affiliateName': 'CrossFit Taranis',\n",
       "   'age': 27,\n",
       "   'bibId': '49',\n",
       "   'competitorId': 53824,\n",
       "   'competitorName': 'Tyson Takasaki',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Tyson',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'1\"',\n",
       "   'lastName': 'Takasaki',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'ac7e1-P53824_11-184.jpg',\n",
       "   'regionCode': 'Canada West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada West',\n",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '205 lbs'},\n",
       "  'overallRank': '19',\n",
       "  'overallScore': '518',\n",
       "  'scores': [{'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '58:14.10, 30 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '58:14.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '58:14.10',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:20.00, 72 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '11:20.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:20.00',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:03.48, 50 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '46:03.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:03.48',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8 pt, 68 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '8 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:51.84, 52 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '10:51.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:51.84',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.53, 10 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '10',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': ':21.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.53',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.75, 16 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '16',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': ':20.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.75',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:12.79, 48 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '8:12.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:12.79',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '316 lb, 50 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '50',\n",
       "    'rank': '15T',\n",
       "    'scoreDisplay': '316 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '316',\n",
       "    'workoutrank': '15T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:58.51, 12 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '7:58.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:58.51',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:38.08, 24 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '14:38.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:38.08',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 64 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '64',\n",
       "    'rank': '9T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '9T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 22 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70948,\n",
       "   'affiliateName': 'CrossFit Apollo',\n",
       "   'age': 25,\n",
       "   'bibId': '52',\n",
       "   'competitorId': 13061,\n",
       "   'competitorName': 'Chad Cole',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Chad',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Cole',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '219fa-P13061_3-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '180 lbs'},\n",
       "  'overallRank': '20',\n",
       "  'overallScore': '508',\n",
       "  'scores': [{'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:18.34, 58 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '50:18.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:18.34',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:37.00, 26 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': '14:37.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:37.00',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:20.75, 34 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '48:20.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:20.75',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 19,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '28 pt, 24 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '28 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '28',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+33, 6 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '6',\n",
       "    'rank': '37T',\n",
       "    'scoreDisplay': 'CAP+33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+33',\n",
       "    'workoutrank': '37T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.43, 44 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': ':18.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.43',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.81, 44 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '44',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': ':18.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.81',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:28.73, 60 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '7:28.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:28.73',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '285 lb, 14 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': '285 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '285',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:04.04, 48 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '6:04.04',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:04.04',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:36.36, 56 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '13:36.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:36.36',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 40 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '40',\n",
       "    'rank': '20T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '20T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:06.53, 54 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '6:06.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:06.53',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 29,\n",
       "   'bibId': '44',\n",
       "   'competitorId': 10484,\n",
       "   'competitorName': 'Adrian Conway',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Adrian',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Conway',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'a7c6e-P10484_2-184.jpg',\n",
       "   'regionCode': 'South West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'South West',\n",
       "   'regionalCode': 'South West',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '202 lbs'},\n",
       "  'overallRank': '21',\n",
       "  'overallScore': '493',\n",
       "  'scores': [{'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '54:55.98, 46 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '54:55.98',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '54:55.98',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 12 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '12',\n",
       "    'rank': '34T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '34T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '42:24.03, 72 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '42:24.03',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '42:24.03',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '33 pt, 14 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '33 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '33',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:14.48, 68 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '10:14.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:14.48',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '00:19.67, 28 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '28',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': '00:19.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.67',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '15 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.13, 15 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '15',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': ':21.13',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.13',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:59.83, 34 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '9:59.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:59.83',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '312 lb, 40 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '312 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '312',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:16.71, 36 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '6:16.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:16.71',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:38.88, 54 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '13:38.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:38.88',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 52 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '52',\n",
       "    'rank': '14T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '14T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 22 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 28,\n",
       "   'bibId': '20',\n",
       "   'competitorId': 103415,\n",
       "   'competitorName': 'Roy Gamboa',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Roy',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Gamboa',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '3366e-P103415_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': '200 lbs'},\n",
       "  'overallRank': '22',\n",
       "  'overallScore': '476',\n",
       "  'scores': [{'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 14 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:53.00, 28 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '13:53.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:53.00',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '51:30.83, 14 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '51:30.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '51:30.83',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '21 pt, 38 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '21 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '21',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:39.82, 56 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '10:39.82',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:39.82',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.70, 6 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '6',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': ':22.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.70',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.06, 38 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '38',\n",
       "    'rank': '6T',\n",
       "    'scoreDisplay': ':19.06',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.06',\n",
       "    'workoutrank': '6T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '68 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:19.12, 68 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '68',\n",
       "    'rank': '8',\n",
       "    'scoreDisplay': '7:19.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:19.12',\n",
       "    'workoutrank': '8',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '325 lb, 72 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '72',\n",
       "    'rank': '7T',\n",
       "    'scoreDisplay': '325 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '325',\n",
       "    'workoutrank': '7T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:12.62, 38 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '6:12.62',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:12.62',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:41.58, 22 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '14:41.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:41.58',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 40 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '40',\n",
       "    'rank': '20T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '20T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:48.02, 42 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '6:48.02',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:48.02',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70944,\n",
       "   'affiliateName': 'Reebok CrossFit Frankston',\n",
       "   'age': 28,\n",
       "   'bibId': '32',\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': '23',\n",
       "  'overallScore': '472',\n",
       "  'scores': [{'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '58:47.26, 26 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '58:47.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '58:47.26',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:23.00, 64 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '11:23.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:23.00',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '48:31.49, 32 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '48:31.49',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '48:31.49',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '29 pt, 22 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '29 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '29',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:20.00, 84 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '9:20.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:20.00',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.77, 5 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '5',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': ':22.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.77',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '5 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.51, 5 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '5',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': ':22.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.51',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:28.51, 30 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '10:28.51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:28.51',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '291 lb, 16 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '291 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '291',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:09.68, 18 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '7:09.68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:09.68',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '88 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:06.92, 88 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '88',\n",
       "    'rank': '3',\n",
       "    'scoreDisplay': '13:06.92',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:06.92',\n",
       "    'workoutrank': '3',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:08.19, 52 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '6:08.19',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:08.19',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70932,\n",
       "   'affiliateName': 'CrossFit Hilliard',\n",
       "   'age': 30,\n",
       "   'bibId': '10',\n",
       "   'competitorId': 262945,\n",
       "   'competitorName': 'Graham Holmberg',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Graham',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Holmberg',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '02d1d-P262945_5-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Central East',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '195 lbs'},\n",
       "  'overallRank': '24',\n",
       "  'overallScore': '472',\n",
       "  'scores': [{'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '57:37.14, 32 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '57:37.14',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '57:37.14',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:02.00, 80 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '11:02.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:02.00',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 24,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:28.59, 26 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '49:28.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:28.59',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '23 pt, 34 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '23 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '23',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:15.75, 44 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '11:15.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:15.75',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.47, 34 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '34',\n",
       "    'rank': '8T',\n",
       "    'scoreDisplay': ':19.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.47',\n",
       "    'workoutrank': '8T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.69, 28 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '28',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': ':19.69',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.69',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 24 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '305 lb, 26 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': '305 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '305',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:56.75, 52 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '52',\n",
       "    'rank': '14',\n",
       "    'scoreDisplay': '5:56.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:56.75',\n",
       "    'workoutrank': '14',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:13.45, 38 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '14:13.45',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:13.45',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 24 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 25,\n",
       "   'bibId': '54',\n",
       "   'competitorId': 529918,\n",
       "   'competitorName': 'Chad Melton',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Chad',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Melton',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '2ffed-P529918_1-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '195 lbs'},\n",
       "  'overallRank': '25',\n",
       "  'overallScore': '460',\n",
       "  'scores': [{'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '53:46.75, 48 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '53:46.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '53:46.75',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 8 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '8',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 6 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '80 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5 pt, 80 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '80',\n",
       "    'rank': '5',\n",
       "    'scoreDisplay': '5 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5',\n",
       "    'workoutrank': '5',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+11, 22 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+11',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.37, 12 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '12',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': ':21.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.37',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.25, 14 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '14',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': ':21.25',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.25',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:35.10, 28 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '10:35.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:35.10',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '317 lb, 56 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': '317 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '317',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:28.18, 30 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '6:28.18',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:28.18',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:22.94, 32 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '14:22.94',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:22.94',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '4:32.53, 94 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '4:32.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '4:32.53',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70940,\n",
       "   'affiliateName': 'CrossFit JST',\n",
       "   'age': 27,\n",
       "   'bibId': '43',\n",
       "   'competitorId': 2559,\n",
       "   'competitorName': 'Steven Fawcett',\n",
       "   'countryCode': 'GB',\n",
       "   'countryOfOriginCode': 'GB',\n",
       "   'countryOfOriginName': 'United Kingdom',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Steven',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'8\"',\n",
       "   'lastName': 'Fawcett',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '7d263-P2559_1-184.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': '26',\n",
       "  'overallScore': '454',\n",
       "  'scores': [{'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 25,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:12.15, 60 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '50:12.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:12.15',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 0 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 34,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:20.57, 28 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '49:20.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:20.57',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 30,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '37 pt, 6 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': '37 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '37',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 34 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.90, 36 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '36',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': ':18.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.90',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.63, 10 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '10',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': ':21.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.63',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '50 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:02.01, 50 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '50',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': '8:02.01',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:02.01',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '317 lb, 56 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '56',\n",
       "    'rank': '12T',\n",
       "    'scoreDisplay': '317 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '317',\n",
       "    'workoutrank': '12T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:05.75, 44 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '6:05.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:05.75',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:35.26, 60 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '13:35.26',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:35.26',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 40 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '40',\n",
       "    'rank': '20T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '20T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 30 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70925,\n",
       "   'affiliateName': 'CrossFit Oyster Point',\n",
       "   'age': 24,\n",
       "   'bibId': '53',\n",
       "   'competitorId': 104297,\n",
       "   'competitorName': 'Nathan Bramblett',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Nathan',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Bramblett',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '3a380-P104297_1-184.jpg',\n",
       "   'regionCode': 'Mid Atlantic',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Mid Atlantic',\n",
       "   'regionalCode': 'Mid Atlantic',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '184 lbs'},\n",
       "  'overallRank': '27',\n",
       "  'overallScore': '425',\n",
       "  'scores': [{'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 12 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:25.00, 36 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '13:25.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:25.00',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:06.10, 42 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '47:06.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:06.10',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 29,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '32 pt, 16 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '32 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '32',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 26 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '26',\n",
       "    'rank': '27T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '27T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.23, 18 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '18',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': ':20.23',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.23',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '11 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.59, 11 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '11',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': ':21.59',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.59',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:03.55, 36 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '9:03.55',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:03.55',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '320 lb, 58 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '320 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '320',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:55.48, 54 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '5:55.48',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:55.48',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:14.77, 10 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '15:14.77',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:14.77',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '5:53.00, 76 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '5:53.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '5:53.00',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 30 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70931,\n",
       "   'affiliateName': 'CrossFit 061',\n",
       "   'age': 31,\n",
       "   'bibId': '50',\n",
       "   'competitorId': 5312,\n",
       "   'competitorName': 'Nick Urankar',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Nicholas',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Urankar',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '02e3f-P5312_9-184.jpg',\n",
       "   'regionCode': 'Central East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Central East',\n",
       "   'regionalCode': 'Central East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '192 lbs'},\n",
       "  'overallRank': '28',\n",
       "  'overallScore': '417',\n",
       "  'scores': [{'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 32,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 10 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:52.00, 16 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '14:52.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:52.00',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:08.08, 20 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '50:08.08',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:08.08',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '76 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6 pt, 76 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '76',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': '6 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+11, 22 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+11',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+11',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.80, 25 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': ':19.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.80',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.57, 4 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '4',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': ':22.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.57',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 24 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '347 lb, 94 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '94',\n",
       "    'rank': '2T',\n",
       "    'scoreDisplay': '347 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '347',\n",
       "    'workoutrank': '2T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:09.87, 42 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '6:09.87',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:09.87',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:35.58, 8 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '15:35.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:35.58',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 54 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 22 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '22',\n",
       "    'rank': '29T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '29T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70942,\n",
       "   'affiliateName': 'InnerFight CrossFit DXB',\n",
       "   'age': 24,\n",
       "   'bibId': '59',\n",
       "   'competitorId': 3381,\n",
       "   'competitorName': 'Phil Hesketh',\n",
       "   'countryCode': 'AE',\n",
       "   'countryOfOriginCode': 'AE',\n",
       "   'countryOfOriginName': 'United Arab Emirates',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Phil',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'11\"',\n",
       "   'lastName': 'Hesketh',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '60cca-P3381_7-184.jpg',\n",
       "   'regionCode': 'Africa',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Africa',\n",
       "   'regionalCode': 'Africa',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '210 lbs'},\n",
       "  'overallRank': '29',\n",
       "  'overallScore': '400',\n",
       "  'scores': [{'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP, 20 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': 'CAP',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:38.00, 58 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '11:38.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:38.00',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 4 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '25 pt, 30 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '25 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '25',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 30 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.97, 22 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '22',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': ':19.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.97',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.37, 12 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '12',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': ':21.37',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.37',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '54 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:42.31, 54 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '54',\n",
       "    'rank': '13',\n",
       "    'scoreDisplay': '7:42.31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:42.31',\n",
       "    'workoutrank': '13',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '295 lb, 18 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '295 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '295',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:17.79, 34 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '6:17.79',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:17.79',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:30.97, 28 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '14:30.97',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:30.97',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '52 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 52 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '52',\n",
       "    'rank': '14T',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '14T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 38 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '38',\n",
       "    'rank': '21T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '21T',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70941,\n",
       "   'affiliateName': 'CrossFit Solid',\n",
       "   'age': 24,\n",
       "   'bibId': '51',\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': '30',\n",
       "  'overallScore': '385',\n",
       "  'scores': [{'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '57:08.42, 36 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': '57:08.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '57:08.42',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '100 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:07.00, 100 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '100',\n",
       "    'rank': '1',\n",
       "    'scoreDisplay': '10:07.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:07.00',\n",
       "    'workoutrank': '1',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:45.27, 58 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '43:45.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:45.27',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '30 pt, 20 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '30 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '30',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+30, 10 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+30',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+30',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.10, 20 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '20',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': ':20.10',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.10',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '21 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.43, 21 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '21',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': ':20.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.43',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:32.42, 42 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '8:32.42',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:32.42',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '296 lb, 20 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '296 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '296',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '9:16.05, 8 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': '9:16.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '9:16.05',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '15:09.84, 12 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': '15:09.84',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '15:09.84',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+60, 8 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+60',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70935,\n",
       "   'affiliateName': 'CrossFit Lindy',\n",
       "   'age': 29,\n",
       "   'bibId': '39',\n",
       "   'competitorId': 5284,\n",
       "   'competitorName': 'Daniel Tyminski',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Daniel',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Tyminski',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '1e78c-P5284_11-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '195 lbs'},\n",
       "  'overallRank': '31',\n",
       "  'overallScore': '381',\n",
       "  'scores': [{'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 8 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '42 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:39.00, 42 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '42',\n",
       "    'rank': '19',\n",
       "    'scoreDisplay': '12:39.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:39.00',\n",
       "    'workoutrank': '19',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '43:56.88, 56 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '43:56.88',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '43:56.88',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '32 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '24 pt, 32 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '32',\n",
       "    'rank': '24',\n",
       "    'scoreDisplay': '24 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '24',\n",
       "    'workoutrank': '24',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 38 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.53, 30 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '30',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': ':19.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.53',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '25 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.05, 25 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '25',\n",
       "    'rank': '15',\n",
       "    'scoreDisplay': ':20.05',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.05',\n",
       "    'workoutrank': '15',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+6, 6 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+6',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+6',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '285 lb, 14 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '14',\n",
       "    'rank': '33T',\n",
       "    'scoreDisplay': '285 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '285',\n",
       "    'workoutrank': '33T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:33.63, 26 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '6:33.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:33.63',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 16,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:33.09, 26 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': '14:33.09',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:33.09',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '48 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:19.29, 48 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '48',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': '6:19.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:19.29',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70947,\n",
       "   'affiliateName': 'U Can CrossFit',\n",
       "   'age': 23,\n",
       "   'bibId': '28',\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': '32',\n",
       "  'overallScore': '370',\n",
       "  'scores': [{'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '57:21.34, 34 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '57:21.34',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '57:21.34',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:26.00, 44 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '12:26.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:26.00',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 31,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:23.80, 40 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '47:23.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:23.80',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '56 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 20,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12 pt, 56 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '56',\n",
       "    'rank': '12',\n",
       "    'scoreDisplay': '12 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12',\n",
       "    'workoutrank': '12',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:15.76, 64 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '10:15.76',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:15.76',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':24.53, 2 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '2',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': ':24.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':24.53',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.70, 2 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '2',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': ':23.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.70',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 10 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '0 lb, 8 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '8',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': '0 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:29.53, 28 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '6:29.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:29.53',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 15,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:13.40, 40 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '14:13.40',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:13.40',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+52, 12 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+52',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+52',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70943,\n",
       "   'affiliateName': 'CrossFit Play',\n",
       "   'age': 25,\n",
       "   'bibId': '24',\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': '33',\n",
       "  'overallScore': '351',\n",
       "  'scores': [{'breakdown': '94 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '44:19.12, 94 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '94',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': '44:19.12',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '44:19.12',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 7,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:26.00, 34 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '13:26.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:26.00',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:30.90, 24 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '49:30.90',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:30.90',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 11,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '20 pt, 40 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '20 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '20',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+29, 12 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+29',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.27, 8 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '8',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': ':22.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.27',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.81, 7 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '7',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': ':21.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.81',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '12 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 12 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '12',\n",
       "    'rank': '34',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '34',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '22 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '301 lb, 22 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '22',\n",
       "    'rank': '29',\n",
       "    'scoreDisplay': '301 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '301',\n",
       "    'workoutrank': '29',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:40.15, 24 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '24',\n",
       "    'rank': '28',\n",
       "    'scoreDisplay': '6:40.15',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:40.15',\n",
       "    'workoutrank': '28',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:18.80, 34 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '34',\n",
       "    'rank': '23',\n",
       "    'scoreDisplay': '14:18.80',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:18.80',\n",
       "    'workoutrank': '23',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+53, 10 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': 'CAP+53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+53',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70937,\n",
       "   'affiliateName': 'Reebok CrossFit One',\n",
       "   'age': 28,\n",
       "   'bibId': '55',\n",
       "   'competitorId': 10169,\n",
       "   'competitorName': 'Austin Malleolo',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Austin',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'5\"',\n",
       "   'lastName': 'Malleolo',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'a3afb-P10169_11-184.jpg',\n",
       "   'regionCode': 'North East',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North East',\n",
       "   'regionalCode': 'North East',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '178 lbs'},\n",
       "  'overallRank': '34',\n",
       "  'overallScore': '301',\n",
       "  'scores': [{'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 37,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+1, 18 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': 'CAP+1',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+1',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:43.00, 20 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '14:43.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:43.00',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39:47.75, 84 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '39:47.75',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39:47.75',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '40 pt, 0 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': '40 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '40',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+33, 6 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '6',\n",
       "    'rank': '37T',\n",
       "    'scoreDisplay': 'CAP+33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+33',\n",
       "    'workoutrank': '37T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.83, 4 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '4',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': ':22.83',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.83',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '13 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.33, 13 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '13',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': ':21.33',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.33',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 16 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '16',\n",
       "    'rank': '32T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '32T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '275 lb, 10 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '275 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '275',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '20 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:01.43, 20 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '20',\n",
       "    'rank': '30',\n",
       "    'scoreDisplay': '7:01.43',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:01.43',\n",
       "    'workoutrank': '30',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '64 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '13:33.47, 64 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '64',\n",
       "    'rank': '9',\n",
       "    'scoreDisplay': '13:33.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '13:33.47',\n",
       "    'workoutrank': '9',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 16 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70928,\n",
       "   'affiliateName': 'CrossFit Training Yard',\n",
       "   'age': 25,\n",
       "   'bibId': '46',\n",
       "   'competitorId': 60526,\n",
       "   'competitorName': 'Julian Alcaraz',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Julian',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Alcaraz',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '8ee5e-P60526_2-184.jpg',\n",
       "   'regionCode': 'Southern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Southern California',\n",
       "   'regionalCode': 'Southern California',\n",
       "   'status': 'ACT',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '197 lbs'},\n",
       "  'overallRank': '35',\n",
       "  'overallScore': '299',\n",
       "  'scores': [{'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 28,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 6 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:59.00, 38 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '12:59.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:59.00',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:32.81, 38 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '38',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': '47:32.81',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:32.81',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '39 pt, 2 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '39 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '39',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+31, 8 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '8',\n",
       "    'rank': '36',\n",
       "    'scoreDisplay': 'CAP+31',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+31',\n",
       "    'workoutrank': '36',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':19.86, 24 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '24',\n",
       "    'rank': '16',\n",
       "    'scoreDisplay': ':19.86',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':19.86',\n",
       "    'workoutrank': '16',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '19 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':20.58, 19 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '19',\n",
       "    'rank': '21',\n",
       "    'scoreDisplay': ':20.58',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':20.58',\n",
       "    'workoutrank': '21',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 13,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:15.60, 46 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '8:15.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:15.60',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '34 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '307 lb, 34 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '34',\n",
       "    'rank': '23T',\n",
       "    'scoreDisplay': '307 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '307',\n",
       "    'workoutrank': '23T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 8,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '8:03.73, 10 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '8:03.73',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '8:03.73',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 17,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:49.36, 18 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '14:49.36',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:49.36',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+51, 30 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '30',\n",
       "    'rank': '25T',\n",
       "    'scoreDisplay': 'CAP+51',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+51',\n",
       "    'workoutrank': '25T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '26 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+4, 26 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '26',\n",
       "    'rank': '27',\n",
       "    'scoreDisplay': 'CAP+4',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+4',\n",
       "    'workoutrank': '27',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 23,\n",
       "   'bibId': '36',\n",
       "   'competitorId': 111574,\n",
       "   'competitorName': 'Jordan Cook',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Jordan',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'9\"',\n",
       "   'lastName': 'Cook',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '5c596-P111574_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': '193 lbs'},\n",
       "  'overallRank': '36',\n",
       "  'overallScore': '244',\n",
       "  'scores': [{'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 18,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '55:02.70, 44 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '55:02.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '55:02.70',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 5,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 8 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '8',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 36,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 0 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 38,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '31 pt, 18 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '31 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '31',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+21, 16 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': 'CAP+21',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+21',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '7 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':22.53, 7 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '7',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': ':22.53',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':22.53',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '9 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.64, 9 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '9',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': ':21.64',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.64',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 4 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '306 lb, 28 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '306 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '306',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '14 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7:27.67, 14 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '14',\n",
       "    'rank': '33',\n",
       "    'scoreDisplay': '7:27.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7:27.67',\n",
       "    'workoutrank': '33',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '14:49.47, 16 pts',\n",
       "    'ordinal': 11,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '14:49.47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '14:49.47',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+50, 40 pts',\n",
       "    'ordinal': 12,\n",
       "    'points': '40',\n",
       "    'rank': '20T',\n",
       "    'scoreDisplay': 'CAP+50',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+50',\n",
       "    'workoutrank': '20T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '6:52.60, 40 pts',\n",
       "    'ordinal': 13,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '6:52.60',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '6:52.60',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 27,\n",
       "   'bibId': '41',\n",
       "   'competitorId': 42206,\n",
       "   'competitorName': 'Kevin Simons',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Kevin',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'7\"',\n",
       "   'lastName': 'Simons',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '936c5-P42206_3-184.jpg',\n",
       "   'regionCode': 'North West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'North West',\n",
       "   'regionalCode': 'North West',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '193 lbs'},\n",
       "  'overallRank': '37',\n",
       "  'overallScore': '149',\n",
       "  'scores': [{'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 23,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+8, 4 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': 'CAP+8',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+8',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 1,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 8 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '8',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '18 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '50:27.71, 18 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '18',\n",
       "    'rank': '31',\n",
       "    'scoreDisplay': '50:27.71',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '50:27.71',\n",
       "    'workoutrank': '31',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 40,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '35 pt, 10 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '10',\n",
       "    'rank': '35',\n",
       "    'scoreDisplay': '35 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '35',\n",
       "    'workoutrank': '35',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '36 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+3, 36 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '36',\n",
       "    'rank': '22',\n",
       "    'scoreDisplay': 'CAP+3',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+3',\n",
       "    'workoutrank': '22',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '3 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':23.27, 3 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '3',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': ':23.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':23.27',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':21.67, 8 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '8',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': ':21.67',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':21.67',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '10 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 14,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+5, 10 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '10',\n",
       "    'rank': '35T',\n",
       "    'scoreDisplay': 'CAP+5',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+5',\n",
       "    'workoutrank': '35T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '315 lb, 46 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '46',\n",
       "    'rank': '17T',\n",
       "    'scoreDisplay': '315 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '315',\n",
       "    'workoutrank': '17T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '6 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+47, 6 pts',\n",
       "    'ordinal': 10,\n",
       "    'points': '6',\n",
       "    'rank': '37',\n",
       "    'scoreDisplay': 'CAP+47',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+47',\n",
       "    'workoutrank': '37',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 11,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 12,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 13,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70952,\n",
       "   'affiliateName': 'CrossFit Semiahmoo',\n",
       "   'age': 29,\n",
       "   'bibId': '57',\n",
       "   'competitorId': 42717,\n",
       "   'competitorName': 'Joe Scali',\n",
       "   'countryCode': 'CA',\n",
       "   'countryOfOriginCode': 'CA',\n",
       "   'countryOfOriginName': 'Canada',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Joe',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'0\"',\n",
       "   'lastName': 'Scali',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '979f2-P42717_6-184.jpg',\n",
       "   'regionCode': 'Canada West',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Canada West',\n",
       "   'regionalCode': 'Canada West',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '195 lbs'},\n",
       "  'overallRank': '38',\n",
       "  'overallScore': '221',\n",
       "  'scores': [{'breakdown': '28 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 39,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '58:33.39, 28 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '28',\n",
       "    'rank': '26',\n",
       "    'scoreDisplay': '58:33.39',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '58:33.39',\n",
       "    'workoutrank': '26',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '40 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '12:58.00, 40 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '40',\n",
       "    'rank': '20',\n",
       "    'scoreDisplay': '12:58.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '12:58.00',\n",
       "    'workoutrank': '20',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '30 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 33,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '49:15.35, 30 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '30',\n",
       "    'rank': '25',\n",
       "    'scoreDisplay': '49:15.35',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '49:15.35',\n",
       "    'workoutrank': '25',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '4 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 26,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '38 pt, 4 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '4',\n",
       "    'rank': '38',\n",
       "    'scoreDisplay': '38 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '38',\n",
       "    'workoutrank': '38',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+63, 2 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+63',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '38 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.70, 38 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '38',\n",
       "    'rank': '6',\n",
       "    'scoreDisplay': ':18.70',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.70',\n",
       "    'workoutrank': '6',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '47 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': ':18.63, 47 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '47',\n",
       "    'rank': '2',\n",
       "    'scoreDisplay': ':18.63',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': ':18.63',\n",
       "    'workoutrank': '2',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '24 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+2, 24 pts',\n",
       "    'ordinal': 8,\n",
       "    'points': '24',\n",
       "    'rank': '28T',\n",
       "    'scoreDisplay': 'CAP+2',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+2',\n",
       "    'workoutrank': '28T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '8 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 3,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '0 lb, 8 pts',\n",
       "    'ordinal': 9,\n",
       "    'points': '8',\n",
       "    'rank': '36T',\n",
       "    'scoreDisplay': '0 lb',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': '36T',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 10,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 11,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 12,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 13,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'affiliateId': 70926,\n",
       "   'affiliateName': 'CrossFit X-treme Athletics',\n",
       "   'age': 37,\n",
       "   'bibId': '30',\n",
       "   'competitorId': 24156,\n",
       "   'competitorName': 'Neal Maddox',\n",
       "   'countryCode': 'US',\n",
       "   'countryOfOriginCode': 'US',\n",
       "   'countryOfOriginName': 'United States',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Neal',\n",
       "   'gender': 'M',\n",
       "   'height': '5\\'10\"',\n",
       "   'lastName': 'Maddox',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': '7cb1f-P24156_11-184.jpg',\n",
       "   'regionCode': 'Northern California',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Northern California',\n",
       "   'regionalCode': 'Northern California',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '215 lbs'},\n",
       "  'overallRank': '39',\n",
       "  'overallScore': '198',\n",
       "  'scores': [{'breakdown': '2 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 12,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+9, 2 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '2',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+9',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+9',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '60 pts',\n",
       "    'exists': True,\n",
       "    'heat': 6,\n",
       "    'judge': '',\n",
       "    'lane': 6,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:31.00, 60 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '60',\n",
       "    'rank': '10',\n",
       "    'scoreDisplay': '11:31.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:31.00',\n",
       "    'workoutrank': '10',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '16 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '51:17.27, 16 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '16',\n",
       "    'rank': '32',\n",
       "    'scoreDisplay': '51:17.27',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '51:17.27',\n",
       "    'workoutrank': '32',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '72 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 35,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '7 pt, 72 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '72',\n",
       "    'rank': '7',\n",
       "    'scoreDisplay': '7 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '7',\n",
       "    'workoutrank': '7',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '46 pts',\n",
       "    'exists': True,\n",
       "    'heat': 3,\n",
       "    'judge': '',\n",
       "    'lane': 10,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11:14.57, 46 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '46',\n",
       "    'rank': '17',\n",
       "    'scoreDisplay': '11:14.57',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11:14.57',\n",
       "    'workoutrank': '17',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '1 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '1:00.00, 1 pts',\n",
       "    'ordinal': 6,\n",
       "    'points': '1',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': '1:00.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '1:00.00',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '1 pts',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 7,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+7, 1 pts',\n",
       "    'ordinal': 7,\n",
       "    'points': '1',\n",
       "    'rank': '39',\n",
       "    'scoreDisplay': 'CAP+7',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+7',\n",
       "    'workoutrank': '39',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 2,\n",
       "    'judge': '',\n",
       "    'lane': 2,\n",
       "    'location': '',\n",
       "    'ordinal': 8,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 9,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 10,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 11,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 12,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 13,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}},\n",
       " {'cf_rank_order': '',\n",
       "  'entrant': {'age': 33,\n",
       "   'bibId': '40',\n",
       "   'competitorId': 51041,\n",
       "   'competitorName': 'Chad Mackay',\n",
       "   'countryCode': 'AU',\n",
       "   'countryOfOriginCode': 'AU',\n",
       "   'countryOfOriginName': 'Australia',\n",
       "   'divisionId': '01',\n",
       "   'firstName': 'Chad',\n",
       "   'gender': 'M',\n",
       "   'height': '6\\'1\"',\n",
       "   'lastName': 'Mackay',\n",
       "   'profession': 0,\n",
       "   'profilePicS3key': 'bfba0-P51041_2-184.jpg',\n",
       "   'regionCode': 'Australia',\n",
       "   'regionId': '0',\n",
       "   'regionName': 'Australia',\n",
       "   'regionalCode': 'Australia',\n",
       "   'status': 'WD',\n",
       "   'teamCaptain': 0,\n",
       "   'weight': '235 lbs'},\n",
       "  'overallRank': '40',\n",
       "  'overallScore': '270',\n",
       "  'scores': [{'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 22,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '46:15.29, 84 pts',\n",
       "    'ordinal': 1,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '46:15.29',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '46:15.29',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '84 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 5,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '10:55.00, 84 pts',\n",
       "    'ordinal': 2,\n",
       "    'points': '84',\n",
       "    'rank': '4',\n",
       "    'scoreDisplay': '10:55.00',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '10:55.00',\n",
       "    'workoutrank': '4',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '44 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 21,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '47:05.95, 44 pts',\n",
       "    'ordinal': 3,\n",
       "    'points': '44',\n",
       "    'rank': '18',\n",
       "    'scoreDisplay': '47:05.95',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '47:05.95',\n",
       "    'workoutrank': '18',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '58 pts',\n",
       "    'exists': True,\n",
       "    'heat': 1,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': '11 pt, 58 pts',\n",
       "    'ordinal': 4,\n",
       "    'points': '58',\n",
       "    'rank': '11',\n",
       "    'scoreDisplay': '11 pt',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '11',\n",
       "    'workoutrank': '11',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '0 pts',\n",
       "    'exists': True,\n",
       "    'heat': 4,\n",
       "    'judge': '',\n",
       "    'lane': 4,\n",
       "    'location': '',\n",
       "    'mobileScoreDisplay': 'CAP+68, 0 pts',\n",
       "    'ordinal': 5,\n",
       "    'points': '0',\n",
       "    'rank': '40',\n",
       "    'scoreDisplay': 'CAP+68',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': 'CAP+68',\n",
       "    'workoutrank': '40',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 4,\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': 4,\n",
       "    'judge': '',\n",
       "    'lane': 9,\n",
       "    'location': '',\n",
       "    'ordinal': 7,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 8,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 9,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 10,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 11,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 12,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'},\n",
       "   {'breakdown': '',\n",
       "    'exists': True,\n",
       "    'heat': 0,\n",
       "    'judge': '',\n",
       "    'lane': 0,\n",
       "    'location': '',\n",
       "    'ordinal': 13,\n",
       "    'points': 0,\n",
       "    'rank': 'WD',\n",
       "    'scoreIdentifier': '0000',\n",
       "    'time': '',\n",
       "    'workoutrank': 'WD',\n",
       "    'workoutresult': '--'}],\n",
       "  'ui': {'countryChampion': False, 'drawBlueHR': False, 'highlight': False}}]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "leaderboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "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": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data = pd.DataFrame(database, columns=['competitors', 'ordinals', 'times', 'ranks', 'score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "full_data = full_data[(full_data.ranks != 'WD') & (full_data.ranks != 'CUT')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_1 = full_data[full_data['ordinals']==1].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1900-01-01 00:42:16.870000\n",
      "1900-01-01 00:44:19.120000\n",
      "1900-01-01 00:46:14.130000\n",
      "1900-01-01 00:46:15.290000\n",
      "1900-01-01 00:48:27.530000\n",
      "1900-01-01 00:48:39.970000\n",
      "1900-01-01 00:49:20.510000\n",
      "1900-01-01 00:49:24.870000\n",
      "1900-01-01 00:49:54.890000\n",
      "1900-01-01 00:50:12.150000\n",
      "1900-01-01 00:50:18.340000\n",
      "1900-01-01 00:50:52\n",
      "1900-01-01 00:50:56.640000\n",
      "1900-01-01 00:52:51.390000\n",
      "1900-01-01 00:53:09.050000\n",
      "1900-01-01 00:53:46.750000\n",
      "1900-01-01 00:54:55.980000\n",
      "1900-01-01 00:55:02.700000\n",
      "1900-01-01 00:55:03.240000\n",
      "1900-01-01 00:56:51.190000\n",
      "1900-01-01 00:56:58.160000\n",
      "1900-01-01 00:57:08.420000\n",
      "1900-01-01 00:57:21.340000\n",
      "1900-01-01 00:57:37.140000\n",
      "1900-01-01 00:58:14.100000\n",
      "1900-01-01 00:58:33.390000\n",
      "1900-01-01 00:58:47.260000\n",
      "1900-01-01 00:59:29.120000\n",
      "1900-01-01 00:59:48.350000\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_1.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 60*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        print(datetime_convert)\n",
    "\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "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": 79,
   "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>104</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>1</td>\n",
       "      <td>42:16.87</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>2536.87</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>1</td>\n",
       "      <td>44:19.12</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>2659.12</td>\n",
       "      <td>88.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>1</td>\n",
       "      <td>46:14.13</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>2774.13</td>\n",
       "      <td>77.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>1</td>\n",
       "      <td>46:15.29</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>2775.29</td>\n",
       "      <td>77.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>1</td>\n",
       "      <td>48:27.53</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>2907.53</td>\n",
       "      <td>65.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>1</td>\n",
       "      <td>48:39.97</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>2919.97</td>\n",
       "      <td>64.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>1</td>\n",
       "      <td>49:20.51</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>2960.51</td>\n",
       "      <td>60.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>1</td>\n",
       "      <td>49:24.87</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>2964.87</td>\n",
       "      <td>60.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>1</td>\n",
       "      <td>49:54.89</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>2994.89</td>\n",
       "      <td>57.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>1</td>\n",
       "      <td>50:12.15</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>3012.15</td>\n",
       "      <td>55.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>1</td>\n",
       "      <td>50:18.34</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>3018.34</td>\n",
       "      <td>55.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>1</td>\n",
       "      <td>50:52.00</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>3052.00</td>\n",
       "      <td>52.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>1</td>\n",
       "      <td>50:56.64</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>3056.64</td>\n",
       "      <td>51.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>1</td>\n",
       "      <td>52:51.39</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>3171.39</td>\n",
       "      <td>40.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>1</td>\n",
       "      <td>53:09.05</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>3189.05</td>\n",
       "      <td>39.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>1</td>\n",
       "      <td>53:46.75</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>3226.75</td>\n",
       "      <td>35.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>1</td>\n",
       "      <td>54:55.98</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>3295.98</td>\n",
       "      <td>29.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>1</td>\n",
       "      <td>55:02.70</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>3302.70</td>\n",
       "      <td>28.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>1</td>\n",
       "      <td>55:03.24</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>3303.24</td>\n",
       "      <td>28.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>1</td>\n",
       "      <td>56:51.19</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>3411.19</td>\n",
       "      <td>18.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>1</td>\n",
       "      <td>56:58.16</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>3418.16</td>\n",
       "      <td>17.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>1</td>\n",
       "      <td>57:08.42</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>3428.42</td>\n",
       "      <td>16.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>1</td>\n",
       "      <td>57:21.34</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>3441.34</td>\n",
       "      <td>15.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>1</td>\n",
       "      <td>57:37.14</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>3457.14</td>\n",
       "      <td>14.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>1</td>\n",
       "      <td>58:14.10</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>3494.10</td>\n",
       "      <td>10.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>1</td>\n",
       "      <td>58:33.39</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>3513.39</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>1</td>\n",
       "      <td>58:47.26</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>3527.26</td>\n",
       "      <td>7.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>1</td>\n",
       "      <td>59:29.12</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>3569.12</td>\n",
       "      <td>3.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>1</td>\n",
       "      <td>59:48.35</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>3588.35</td>\n",
       "      <td>2.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>3600.00</td>\n",
       "      <td>0.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>3601.00</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>3602.00</td>\n",
       "      <td>0.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>3603.00</td>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>3604.00</td>\n",
       "      <td>0.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>3605.00</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>3606.00</td>\n",
       "      <td>0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>3607.00</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>3608.00</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+9</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>3609.00</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>1</td>\n",
       "      <td>CAP+10</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>3610.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "104                Jonne Koski         1  42:16.87     1  100 pts   \n",
       "416                Khan Porter         1  44:19.12     2   94 pts   \n",
       "91                 Noah Ohlsen         1  46:14.13     3   88 pts   \n",
       "507                Chad Mackay         1  46:15.29     4   84 pts   \n",
       "182                 Ben Garard         1  48:27.53     5   80 pts   \n",
       "26   Björgvin Karl Guðmundsson         1  48:39.97     6   76 pts   \n",
       "0                    Ben Smith         1  49:20.51     7   72 pts   \n",
       "39                  Dan Bailey         1  49:24.87     8   68 pts   \n",
       "52              Spencer Hendel         1  49:54.89     9   64 pts   \n",
       "325             Steven Fawcett         1  50:12.15    10   60 pts   \n",
       "247                  Chad Cole         1  50:18.34    11   58 pts   \n",
       "13               Mathew Fraser         1  50:52.00    12   56 pts   \n",
       "156              Alex Anderson         1  50:56.64    13   54 pts   \n",
       "208               Kevin Manuel         1  52:51.39    14   52 pts   \n",
       "117              Jacob Heppner         1  53:09.05    15   50 pts   \n",
       "312                Chad Melton         1  53:46.75    16   48 pts   \n",
       "260              Adrian Conway         1  54:55.98    17   46 pts   \n",
       "455                Jordan Cook         1  55:02.70    18   44 pts   \n",
       "78                  Cole Sager         1  55:03.24    19   42 pts   \n",
       "65               Scott Panchik         1  56:51.19    20   40 pts   \n",
       "169               Lucas Parker         1  56:58.16    21   38 pts   \n",
       "377              Lukas Högberg         1  57:08.42    22   36 pts   \n",
       "403            Travis Williams         1  57:21.34    23   34 pts   \n",
       "299            Graham Holmberg         1  57:37.14    24   32 pts   \n",
       "234             Tyson Takasaki         1  58:14.10    25   30 pts   \n",
       "481                  Joe Scali         1  58:33.39    26   28 pts   \n",
       "286                  Rob Forte         1  58:47.26    27   26 pts   \n",
       "143                Aaron Hanna         1  59:29.12    28   24 pts   \n",
       "130             Alex Vigneault         1  59:48.35    29   22 pts   \n",
       "364               Phil Hesketh         1       CAP    30   20 pts   \n",
       "429            Austin Malleolo         1     CAP+1    31   18 pts   \n",
       "221                   Jon Pera         1     CAP+2    32   16 pts   \n",
       "273                 Roy Gamboa         1     CAP+3    33   14 pts   \n",
       "338           Nathan Bramblett         1     CAP+4    34   12 pts   \n",
       "351               Nick Urankar         1     CAP+5    35   10 pts   \n",
       "390            Daniel Tyminski         1     CAP+6    36    8 pts   \n",
       "442             Julian Alcaraz         1     CAP+7    37    6 pts   \n",
       "468               Kevin Simons         1     CAP+8    38    4 pts   \n",
       "494                Neal Maddox         1     CAP+9    39    2 pts   \n",
       "195            Elijah Muhammad         1    CAP+10    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "104        2536.87          100.00  \n",
       "416        2659.12           88.61  \n",
       "91         2774.13           77.89  \n",
       "507        2775.29           77.78  \n",
       "182        2907.53           65.46  \n",
       "26         2919.97           64.30  \n",
       "0          2960.51           60.52  \n",
       "39         2964.87           60.12  \n",
       "52         2994.89           57.32  \n",
       "325        3012.15           55.71  \n",
       "247        3018.34           55.13  \n",
       "13         3052.00           52.00  \n",
       "156        3056.64           51.57  \n",
       "208        3171.39           40.87  \n",
       "117        3189.05           39.23  \n",
       "312        3226.75           35.71  \n",
       "260        3295.98           29.26  \n",
       "455        3302.70           28.64  \n",
       "78         3303.24           28.59  \n",
       "65         3411.19           18.53  \n",
       "169        3418.16           17.88  \n",
       "377        3428.42           16.92  \n",
       "403        3441.34           15.72  \n",
       "299        3457.14           14.24  \n",
       "234        3494.10           10.80  \n",
       "481        3513.39            9.00  \n",
       "286        3527.26            7.71  \n",
       "143        3569.12            3.81  \n",
       "130        3588.35            2.02  \n",
       "364        3600.00            0.93  \n",
       "429        3601.00            0.84  \n",
       "221        3602.00            0.75  \n",
       "273        3603.00            0.65  \n",
       "338        3604.00            0.56  \n",
       "351        3605.00            0.47  \n",
       "390        3606.00            0.37  \n",
       "442        3607.00            0.28  \n",
       "468        3608.00            0.19  \n",
       "494        3609.00            0.09  \n",
       "195        3610.00            0.00  "
      ]
     },
     "execution_count": 79,
     "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": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_2 = full_data[full_data['ordinals']==2].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        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>378</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>2</td>\n",
       "      <td>10:07.00</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>2</td>\n",
       "      <td>10:38.00</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>2</td>\n",
       "      <td>10:47.00</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>2</td>\n",
       "      <td>10:55.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>2</td>\n",
       "      <td>11:02.00</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>2</td>\n",
       "      <td>11:17.00</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>2</td>\n",
       "      <td>11:20.00</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>2</td>\n",
       "      <td>11:22.00</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>2</td>\n",
       "      <td>11:23.00</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>2</td>\n",
       "      <td>11:31.00</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>2</td>\n",
       "      <td>11:38.00</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>2</td>\n",
       "      <td>11:39.00</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>2</td>\n",
       "      <td>11:40.00</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>2</td>\n",
       "      <td>11:48.00</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>2</td>\n",
       "      <td>12:14.00</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>2</td>\n",
       "      <td>12:19.00</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>2</td>\n",
       "      <td>12:22.00</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>2</td>\n",
       "      <td>12:26.00</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>2</td>\n",
       "      <td>12:39.00</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>2</td>\n",
       "      <td>12:58.00</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>2</td>\n",
       "      <td>12:59.00</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>2</td>\n",
       "      <td>13:25.00</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>2</td>\n",
       "      <td>13:26.00</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>2</td>\n",
       "      <td>13:31.00</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>2</td>\n",
       "      <td>13:38.00</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>2</td>\n",
       "      <td>13:53.00</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>2</td>\n",
       "      <td>14:37.00</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>2</td>\n",
       "      <td>14:37.00</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>2</td>\n",
       "      <td>14:41.00</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>2</td>\n",
       "      <td>14:43.00</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>2</td>\n",
       "      <td>14:48.00</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>2</td>\n",
       "      <td>14:52.00</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>2</td>\n",
       "      <td>14:57.00</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36T</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36T</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36T</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36T</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score\n",
       "378              Lukas Högberg         2  10:07.00     1  100 pts\n",
       "14               Mathew Fraser         2  10:38.00     2   94 pts\n",
       "196            Elijah Muhammad         2  10:47.00     3   88 pts\n",
       "508                Chad Mackay         2  10:55.00     4   84 pts\n",
       "300            Graham Holmberg         2  11:02.00     5   80 pts\n",
       "79                  Cole Sager         2  11:17.00     6   76 pts\n",
       "235             Tyson Takasaki         2  11:20.00     7   72 pts\n",
       "105                Jonne Koski         2  11:22.00     8   68 pts\n",
       "287                  Rob Forte         2  11:23.00     9   64 pts\n",
       "495                Neal Maddox         2  11:31.00    10   60 pts\n",
       "365               Phil Hesketh         2  11:38.00    11   58 pts\n",
       "157              Alex Anderson         2  11:39.00    12   56 pts\n",
       "131             Alex Vigneault         2  11:40.00    13   54 pts\n",
       "209               Kevin Manuel         2  11:48.00    14   52 pts\n",
       "144                Aaron Hanna         2  12:14.00    15   50 pts\n",
       "118              Jacob Heppner         2  12:19.00    16   48 pts\n",
       "27   Björgvin Karl Guðmundsson         2  12:22.00    17   46 pts\n",
       "404            Travis Williams         2  12:26.00    18   44 pts\n",
       "391            Daniel Tyminski         2  12:39.00    19   42 pts\n",
       "482                  Joe Scali         2  12:58.00    20   40 pts\n",
       "443             Julian Alcaraz         2  12:59.00    21   38 pts\n",
       "339           Nathan Bramblett         2  13:25.00    22   36 pts\n",
       "417                Khan Porter         2  13:26.00    23   34 pts\n",
       "170               Lucas Parker         2  13:31.00    24   32 pts\n",
       "222                   Jon Pera         2  13:38.00    25   30 pts\n",
       "274                 Roy Gamboa         2  13:53.00    26   28 pts\n",
       "248                  Chad Cole         2  14:37.00   27T   26 pts\n",
       "183                 Ben Garard         2  14:37.00   27T   26 pts\n",
       "40                  Dan Bailey         2  14:41.00    29   22 pts\n",
       "430            Austin Malleolo         2  14:43.00    30   20 pts\n",
       "53              Spencer Hendel         2  14:48.00    31   18 pts\n",
       "352               Nick Urankar         2  14:52.00    32   16 pts\n",
       "66               Scott Panchik         2  14:57.00    33   14 pts\n",
       "261              Adrian Conway         2     CAP+2   34T   12 pts\n",
       "1                    Ben Smith         2     CAP+2   34T   12 pts\n",
       "313                Chad Melton         2     CAP+3   36T    8 pts\n",
       "92                 Noah Ohlsen         2     CAP+3   36T    8 pts\n",
       "456                Jordan Cook         2     CAP+3   36T    8 pts\n",
       "469               Kevin Simons         2     CAP+3   36T    8 pts\n",
       "326             Steven Fawcett         2     CAP+4    40    0 pts"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_2.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 15*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_2['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_2['total_seconds']-min(event_2['total_seconds']))\n",
    "event_2['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>2</td>\n",
       "      <td>10:07.00</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>607.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>2</td>\n",
       "      <td>10:38.00</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>638.00</td>\n",
       "      <td>89.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>2</td>\n",
       "      <td>10:47.00</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>647.00</td>\n",
       "      <td>86.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>2</td>\n",
       "      <td>10:55.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>655.00</td>\n",
       "      <td>83.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>2</td>\n",
       "      <td>11:02.00</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>662.00</td>\n",
       "      <td>81.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>2</td>\n",
       "      <td>11:17.00</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>677.00</td>\n",
       "      <td>76.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>2</td>\n",
       "      <td>11:20.00</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>680.00</td>\n",
       "      <td>75.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>2</td>\n",
       "      <td>11:22.00</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>682.00</td>\n",
       "      <td>74.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>2</td>\n",
       "      <td>11:23.00</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>683.00</td>\n",
       "      <td>74.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>2</td>\n",
       "      <td>11:31.00</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>691.00</td>\n",
       "      <td>71.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>2</td>\n",
       "      <td>11:38.00</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>698.00</td>\n",
       "      <td>69.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>2</td>\n",
       "      <td>11:39.00</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>699.00</td>\n",
       "      <td>69.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>2</td>\n",
       "      <td>11:40.00</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>700.00</td>\n",
       "      <td>68.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>2</td>\n",
       "      <td>11:48.00</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>708.00</td>\n",
       "      <td>65.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>2</td>\n",
       "      <td>12:14.00</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>734.00</td>\n",
       "      <td>57.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>2</td>\n",
       "      <td>12:19.00</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>739.00</td>\n",
       "      <td>55.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>2</td>\n",
       "      <td>12:22.00</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>742.00</td>\n",
       "      <td>54.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>2</td>\n",
       "      <td>12:26.00</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>746.00</td>\n",
       "      <td>53.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>2</td>\n",
       "      <td>12:39.00</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>759.00</td>\n",
       "      <td>48.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>2</td>\n",
       "      <td>12:58.00</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>778.00</td>\n",
       "      <td>42.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>2</td>\n",
       "      <td>12:59.00</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>779.00</td>\n",
       "      <td>42.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>2</td>\n",
       "      <td>13:25.00</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>805.00</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>2</td>\n",
       "      <td>13:26.00</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>806.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>2</td>\n",
       "      <td>13:31.00</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>811.00</td>\n",
       "      <td>31.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>2</td>\n",
       "      <td>13:38.00</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>818.00</td>\n",
       "      <td>28.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>2</td>\n",
       "      <td>13:53.00</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>833.00</td>\n",
       "      <td>23.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>2</td>\n",
       "      <td>14:37.00</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>877.00</td>\n",
       "      <td>9.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>2</td>\n",
       "      <td>14:37.00</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>877.00</td>\n",
       "      <td>9.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>2</td>\n",
       "      <td>14:41.00</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>881.00</td>\n",
       "      <td>7.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>2</td>\n",
       "      <td>14:43.00</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>883.00</td>\n",
       "      <td>7.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>2</td>\n",
       "      <td>14:48.00</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>888.00</td>\n",
       "      <td>5.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>2</td>\n",
       "      <td>14:52.00</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>892.00</td>\n",
       "      <td>4.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>2</td>\n",
       "      <td>14:57.00</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>897.00</td>\n",
       "      <td>2.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>34T</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>902.00</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36T</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>903.00</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36T</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>903.00</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36T</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>903.00</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>36T</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>903.00</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>2</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>904.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "378              Lukas Högberg         2  10:07.00     1  100 pts   \n",
       "14               Mathew Fraser         2  10:38.00     2   94 pts   \n",
       "196            Elijah Muhammad         2  10:47.00     3   88 pts   \n",
       "508                Chad Mackay         2  10:55.00     4   84 pts   \n",
       "300            Graham Holmberg         2  11:02.00     5   80 pts   \n",
       "79                  Cole Sager         2  11:17.00     6   76 pts   \n",
       "235             Tyson Takasaki         2  11:20.00     7   72 pts   \n",
       "105                Jonne Koski         2  11:22.00     8   68 pts   \n",
       "287                  Rob Forte         2  11:23.00     9   64 pts   \n",
       "495                Neal Maddox         2  11:31.00    10   60 pts   \n",
       "365               Phil Hesketh         2  11:38.00    11   58 pts   \n",
       "157              Alex Anderson         2  11:39.00    12   56 pts   \n",
       "131             Alex Vigneault         2  11:40.00    13   54 pts   \n",
       "209               Kevin Manuel         2  11:48.00    14   52 pts   \n",
       "144                Aaron Hanna         2  12:14.00    15   50 pts   \n",
       "118              Jacob Heppner         2  12:19.00    16   48 pts   \n",
       "27   Björgvin Karl Guðmundsson         2  12:22.00    17   46 pts   \n",
       "404            Travis Williams         2  12:26.00    18   44 pts   \n",
       "391            Daniel Tyminski         2  12:39.00    19   42 pts   \n",
       "482                  Joe Scali         2  12:58.00    20   40 pts   \n",
       "443             Julian Alcaraz         2  12:59.00    21   38 pts   \n",
       "339           Nathan Bramblett         2  13:25.00    22   36 pts   \n",
       "417                Khan Porter         2  13:26.00    23   34 pts   \n",
       "170               Lucas Parker         2  13:31.00    24   32 pts   \n",
       "222                   Jon Pera         2  13:38.00    25   30 pts   \n",
       "274                 Roy Gamboa         2  13:53.00    26   28 pts   \n",
       "248                  Chad Cole         2  14:37.00   27T   26 pts   \n",
       "183                 Ben Garard         2  14:37.00   27T   26 pts   \n",
       "40                  Dan Bailey         2  14:41.00    29   22 pts   \n",
       "430            Austin Malleolo         2  14:43.00    30   20 pts   \n",
       "53              Spencer Hendel         2  14:48.00    31   18 pts   \n",
       "352               Nick Urankar         2  14:52.00    32   16 pts   \n",
       "66               Scott Panchik         2  14:57.00    33   14 pts   \n",
       "261              Adrian Conway         2     CAP+2   34T   12 pts   \n",
       "1                    Ben Smith         2     CAP+2   34T   12 pts   \n",
       "313                Chad Melton         2     CAP+3   36T    8 pts   \n",
       "92                 Noah Ohlsen         2     CAP+3   36T    8 pts   \n",
       "456                Jordan Cook         2     CAP+3   36T    8 pts   \n",
       "469               Kevin Simons         2     CAP+3   36T    8 pts   \n",
       "326             Steven Fawcett         2     CAP+4    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "378         607.00          100.00  \n",
       "14          638.00           89.56  \n",
       "196         647.00           86.53  \n",
       "508         655.00           83.84  \n",
       "300         662.00           81.48  \n",
       "79          677.00           76.43  \n",
       "235         680.00           75.42  \n",
       "105         682.00           74.75  \n",
       "287         683.00           74.41  \n",
       "495         691.00           71.72  \n",
       "365         698.00           69.36  \n",
       "157         699.00           69.02  \n",
       "131         700.00           68.69  \n",
       "209         708.00           65.99  \n",
       "144         734.00           57.24  \n",
       "118         739.00           55.56  \n",
       "27          742.00           54.55  \n",
       "404         746.00           53.20  \n",
       "391         759.00           48.82  \n",
       "482         778.00           42.42  \n",
       "443         779.00           42.09  \n",
       "339         805.00           33.33  \n",
       "417         806.00           33.00  \n",
       "170         811.00           31.31  \n",
       "222         818.00           28.96  \n",
       "274         833.00           23.91  \n",
       "248         877.00            9.09  \n",
       "183         877.00            9.09  \n",
       "40          881.00            7.74  \n",
       "430         883.00            7.07  \n",
       "53          888.00            5.39  \n",
       "352         892.00            4.04  \n",
       "66          897.00            2.36  \n",
       "261         902.00            0.67  \n",
       "1           902.00            0.67  \n",
       "313         903.00            0.34  \n",
       "92          903.00            0.34  \n",
       "456         903.00            0.34  \n",
       "469         903.00            0.34  \n",
       "326         904.00            0.00  "
      ]
     },
     "execution_count": 84,
     "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": 85,
   "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>28</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>3</td>\n",
       "      <td>38:36.21</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>3</td>\n",
       "      <td>39:20.93</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>3</td>\n",
       "      <td>39:33.74</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>3</td>\n",
       "      <td>39:47.75</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>3</td>\n",
       "      <td>41:14.12</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>3</td>\n",
       "      <td>41:28.40</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>3</td>\n",
       "      <td>42:24.03</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>3</td>\n",
       "      <td>42:24.11</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>3</td>\n",
       "      <td>42:39.22</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>3</td>\n",
       "      <td>42:45.12</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>3</td>\n",
       "      <td>43:45.27</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>3</td>\n",
       "      <td>43:56.88</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>3</td>\n",
       "      <td>45:01.61</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>3</td>\n",
       "      <td>45:36.60</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>3</td>\n",
       "      <td>46:03.48</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>3</td>\n",
       "      <td>46:27.14</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>3</td>\n",
       "      <td>46:40.46</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>3</td>\n",
       "      <td>47:05.95</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>3</td>\n",
       "      <td>47:06.10</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>3</td>\n",
       "      <td>47:23.80</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>3</td>\n",
       "      <td>47:32.81</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>3</td>\n",
       "      <td>47:59.00</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>3</td>\n",
       "      <td>48:20.75</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>3</td>\n",
       "      <td>48:31.49</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>3</td>\n",
       "      <td>49:15.35</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>3</td>\n",
       "      <td>49:20.57</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>3</td>\n",
       "      <td>49:28.59</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>3</td>\n",
       "      <td>49:30.90</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>3</td>\n",
       "      <td>50:01.77</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>3</td>\n",
       "      <td>50:08.08</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>3</td>\n",
       "      <td>50:27.71</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>3</td>\n",
       "      <td>51:17.27</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>3</td>\n",
       "      <td>51:30.83</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>3</td>\n",
       "      <td>52:34.64</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>3</td>\n",
       "      <td>53:17.84</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>3</td>\n",
       "      <td>54:46.08</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score\n",
       "28   Björgvin Karl Guðmundsson         3  38:36.21     1  100 pts\n",
       "15               Mathew Fraser         3  39:20.93     2   94 pts\n",
       "93                 Noah Ohlsen         3  39:33.74     3   88 pts\n",
       "431            Austin Malleolo         3  39:47.75     4   84 pts\n",
       "106                Jonne Koski         3  41:14.12     5   80 pts\n",
       "119              Jacob Heppner         3  41:28.40     6   76 pts\n",
       "262              Adrian Conway         3  42:24.03     7   72 pts\n",
       "158              Alex Anderson         3  42:24.11     8   68 pts\n",
       "184                 Ben Garard         3  42:39.22     9   64 pts\n",
       "2                    Ben Smith         3  42:45.12    10   60 pts\n",
       "379              Lukas Högberg         3  43:45.27    11   58 pts\n",
       "392            Daniel Tyminski         3  43:56.88    12   56 pts\n",
       "80                  Cole Sager         3  45:01.61    13   54 pts\n",
       "67               Scott Panchik         3  45:36.60    14   52 pts\n",
       "236             Tyson Takasaki         3  46:03.48    15   50 pts\n",
       "223                   Jon Pera         3  46:27.14    16   48 pts\n",
       "41                  Dan Bailey         3  46:40.46    17   46 pts\n",
       "509                Chad Mackay         3  47:05.95    18   44 pts\n",
       "340           Nathan Bramblett         3  47:06.10    19   42 pts\n",
       "405            Travis Williams         3  47:23.80    20   40 pts\n",
       "444             Julian Alcaraz         3  47:32.81    21   38 pts\n",
       "132             Alex Vigneault         3  47:59.00    22   36 pts\n",
       "249                  Chad Cole         3  48:20.75    23   34 pts\n",
       "288                  Rob Forte         3  48:31.49    24   32 pts\n",
       "483                  Joe Scali         3  49:15.35    25   30 pts\n",
       "327             Steven Fawcett         3  49:20.57    26   28 pts\n",
       "301            Graham Holmberg         3  49:28.59    27   26 pts\n",
       "418                Khan Porter         3  49:30.90    28   24 pts\n",
       "54              Spencer Hendel         3  50:01.77    29   22 pts\n",
       "353               Nick Urankar         3  50:08.08    30   20 pts\n",
       "470               Kevin Simons         3  50:27.71    31   18 pts\n",
       "496                Neal Maddox         3  51:17.27    32   16 pts\n",
       "275                 Roy Gamboa         3  51:30.83    33   14 pts\n",
       "171               Lucas Parker         3  52:34.64    34   12 pts\n",
       "210               Kevin Manuel         3  53:17.84    35   10 pts\n",
       "145                Aaron Hanna         3  54:46.08    36    8 pts\n",
       "314                Chad Melton         3       CAP    37    6 pts\n",
       "366               Phil Hesketh         3     CAP+1    38    4 pts\n",
       "197            Elijah Muhammad         3     CAP+2    39    2 pts\n",
       "457                Jordan Cook         3     CAP+3    40    0 pts"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_3 = full_data[full_data['ordinals']==3].sort_values('times')\n",
    "event_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_3.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 55*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "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": 88,
   "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>28</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>3</td>\n",
       "      <td>38:36.21</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>2316.21</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>3</td>\n",
       "      <td>39:20.93</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>2360.93</td>\n",
       "      <td>95.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>3</td>\n",
       "      <td>39:33.74</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>2373.74</td>\n",
       "      <td>94.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>3</td>\n",
       "      <td>39:47.75</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>2387.75</td>\n",
       "      <td>92.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>3</td>\n",
       "      <td>41:14.12</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>2474.12</td>\n",
       "      <td>84.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>3</td>\n",
       "      <td>41:28.40</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>2488.40</td>\n",
       "      <td>82.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>3</td>\n",
       "      <td>42:24.03</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>2544.03</td>\n",
       "      <td>76.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>3</td>\n",
       "      <td>42:24.11</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>2544.11</td>\n",
       "      <td>76.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>3</td>\n",
       "      <td>42:39.22</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>2559.22</td>\n",
       "      <td>75.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>3</td>\n",
       "      <td>42:45.12</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>2565.12</td>\n",
       "      <td>74.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>3</td>\n",
       "      <td>43:45.27</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>2625.27</td>\n",
       "      <td>68.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>3</td>\n",
       "      <td>43:56.88</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>2636.88</td>\n",
       "      <td>67.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>3</td>\n",
       "      <td>45:01.61</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>2701.61</td>\n",
       "      <td>60.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>3</td>\n",
       "      <td>45:36.60</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>2736.60</td>\n",
       "      <td>57.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>3</td>\n",
       "      <td>46:03.48</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>2763.48</td>\n",
       "      <td>54.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>3</td>\n",
       "      <td>46:27.14</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>2787.14</td>\n",
       "      <td>52.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>3</td>\n",
       "      <td>46:40.46</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>2800.46</td>\n",
       "      <td>50.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>3</td>\n",
       "      <td>47:05.95</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>2825.95</td>\n",
       "      <td>48.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>3</td>\n",
       "      <td>47:06.10</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>2826.10</td>\n",
       "      <td>48.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>3</td>\n",
       "      <td>47:23.80</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>2843.80</td>\n",
       "      <td>46.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>3</td>\n",
       "      <td>47:32.81</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>2852.81</td>\n",
       "      <td>45.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>3</td>\n",
       "      <td>47:59.00</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>2879.00</td>\n",
       "      <td>42.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>3</td>\n",
       "      <td>48:20.75</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>2900.75</td>\n",
       "      <td>40.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>3</td>\n",
       "      <td>48:31.49</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>2911.49</td>\n",
       "      <td>39.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>3</td>\n",
       "      <td>49:15.35</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>2955.35</td>\n",
       "      <td>35.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>3</td>\n",
       "      <td>49:20.57</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>2960.57</td>\n",
       "      <td>34.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>3</td>\n",
       "      <td>49:28.59</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>2968.59</td>\n",
       "      <td>33.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>3</td>\n",
       "      <td>49:30.90</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>2970.90</td>\n",
       "      <td>33.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>3</td>\n",
       "      <td>50:01.77</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>3001.77</td>\n",
       "      <td>30.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>3</td>\n",
       "      <td>50:08.08</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>3008.08</td>\n",
       "      <td>29.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>3</td>\n",
       "      <td>50:27.71</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>3027.71</td>\n",
       "      <td>27.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>3</td>\n",
       "      <td>51:17.27</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>3077.27</td>\n",
       "      <td>22.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>3</td>\n",
       "      <td>51:30.83</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>3090.83</td>\n",
       "      <td>21.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>3</td>\n",
       "      <td>52:34.64</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>3154.64</td>\n",
       "      <td>15.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>3</td>\n",
       "      <td>53:17.84</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>3197.84</td>\n",
       "      <td>10.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>3</td>\n",
       "      <td>54:46.08</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>3286.08</td>\n",
       "      <td>1.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>3300.00</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>3301.00</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>3302.00</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>3</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>3303.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "28   Björgvin Karl Guðmundsson         3  38:36.21     1  100 pts   \n",
       "15               Mathew Fraser         3  39:20.93     2   94 pts   \n",
       "93                 Noah Ohlsen         3  39:33.74     3   88 pts   \n",
       "431            Austin Malleolo         3  39:47.75     4   84 pts   \n",
       "106                Jonne Koski         3  41:14.12     5   80 pts   \n",
       "119              Jacob Heppner         3  41:28.40     6   76 pts   \n",
       "262              Adrian Conway         3  42:24.03     7   72 pts   \n",
       "158              Alex Anderson         3  42:24.11     8   68 pts   \n",
       "184                 Ben Garard         3  42:39.22     9   64 pts   \n",
       "2                    Ben Smith         3  42:45.12    10   60 pts   \n",
       "379              Lukas Högberg         3  43:45.27    11   58 pts   \n",
       "392            Daniel Tyminski         3  43:56.88    12   56 pts   \n",
       "80                  Cole Sager         3  45:01.61    13   54 pts   \n",
       "67               Scott Panchik         3  45:36.60    14   52 pts   \n",
       "236             Tyson Takasaki         3  46:03.48    15   50 pts   \n",
       "223                   Jon Pera         3  46:27.14    16   48 pts   \n",
       "41                  Dan Bailey         3  46:40.46    17   46 pts   \n",
       "509                Chad Mackay         3  47:05.95    18   44 pts   \n",
       "340           Nathan Bramblett         3  47:06.10    19   42 pts   \n",
       "405            Travis Williams         3  47:23.80    20   40 pts   \n",
       "444             Julian Alcaraz         3  47:32.81    21   38 pts   \n",
       "132             Alex Vigneault         3  47:59.00    22   36 pts   \n",
       "249                  Chad Cole         3  48:20.75    23   34 pts   \n",
       "288                  Rob Forte         3  48:31.49    24   32 pts   \n",
       "483                  Joe Scali         3  49:15.35    25   30 pts   \n",
       "327             Steven Fawcett         3  49:20.57    26   28 pts   \n",
       "301            Graham Holmberg         3  49:28.59    27   26 pts   \n",
       "418                Khan Porter         3  49:30.90    28   24 pts   \n",
       "54              Spencer Hendel         3  50:01.77    29   22 pts   \n",
       "353               Nick Urankar         3  50:08.08    30   20 pts   \n",
       "470               Kevin Simons         3  50:27.71    31   18 pts   \n",
       "496                Neal Maddox         3  51:17.27    32   16 pts   \n",
       "275                 Roy Gamboa         3  51:30.83    33   14 pts   \n",
       "171               Lucas Parker         3  52:34.64    34   12 pts   \n",
       "210               Kevin Manuel         3  53:17.84    35   10 pts   \n",
       "145                Aaron Hanna         3  54:46.08    36    8 pts   \n",
       "314                Chad Melton         3       CAP    37    6 pts   \n",
       "366               Phil Hesketh         3     CAP+1    38    4 pts   \n",
       "197            Elijah Muhammad         3     CAP+2    39    2 pts   \n",
       "457                Jordan Cook         3     CAP+3    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "28         2316.21          100.00  \n",
       "15         2360.93           95.47  \n",
       "93         2373.74           94.17  \n",
       "431        2387.75           92.75  \n",
       "106        2474.12           84.00  \n",
       "119        2488.40           82.55  \n",
       "262        2544.03           76.91  \n",
       "158        2544.11           76.90  \n",
       "184        2559.22           75.37  \n",
       "2          2565.12           74.78  \n",
       "379        2625.27           68.68  \n",
       "392        2636.88           67.50  \n",
       "80         2701.61           60.94  \n",
       "67         2736.60           57.40  \n",
       "236        2763.48           54.67  \n",
       "223        2787.14           52.28  \n",
       "41         2800.46           50.93  \n",
       "509        2825.95           48.34  \n",
       "340        2826.10           48.33  \n",
       "405        2843.80           46.53  \n",
       "444        2852.81           45.62  \n",
       "132        2879.00           42.97  \n",
       "249        2900.75           40.76  \n",
       "288        2911.49           39.68  \n",
       "483        2955.35           35.23  \n",
       "327        2960.57           34.70  \n",
       "301        2968.59           33.89  \n",
       "418        2970.90           33.65  \n",
       "54         3001.77           30.53  \n",
       "353        3008.08           29.89  \n",
       "470        3027.71           27.90  \n",
       "496        3077.27           22.88  \n",
       "275        3090.83           21.50  \n",
       "171        3154.64           15.03  \n",
       "210        3197.84           10.66  \n",
       "145        3286.08            1.71  \n",
       "314        3300.00            0.30  \n",
       "366        3301.00            0.20  \n",
       "197        3302.00            0.10  \n",
       "457        3303.00            0.00  "
      ]
     },
     "execution_count": 88,
     "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": 89,
   "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>224</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>4</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals times ranks    score\n",
       "224                   Jon Pera         4     1     1  100 pts\n",
       "172               Lucas Parker         4    10    10   60 pts\n",
       "510                Chad Mackay         4    11    11   58 pts\n",
       "406            Travis Williams         4    12    12   56 pts\n",
       "159              Alex Anderson         4    13    13   54 pts\n",
       "29   Björgvin Karl Guðmundsson         4    14    14   52 pts\n",
       "146                Aaron Hanna         4    15    15   50 pts\n",
       "133             Alex Vigneault         4    16    16   48 pts\n",
       "81                  Cole Sager         4    17    17   46 pts\n",
       "55              Spencer Hendel         4    18    18   44 pts\n",
       "185                 Ben Garard         4    19    19   42 pts\n",
       "3                    Ben Smith         4     2     2   94 pts\n",
       "419                Khan Porter         4    20    20   40 pts\n",
       "276                 Roy Gamboa         4    21    21   38 pts\n",
       "211               Kevin Manuel         4    22    22   36 pts\n",
       "302            Graham Holmberg         4    23    23   34 pts\n",
       "393            Daniel Tyminski         4    24    24   32 pts\n",
       "367               Phil Hesketh         4    25    25   30 pts\n",
       "94                 Noah Ohlsen         4    26    26   28 pts\n",
       "120              Jacob Heppner         4    27    27   26 pts\n",
       "250                  Chad Cole         4    28    28   24 pts\n",
       "289                  Rob Forte         4    29    29   22 pts\n",
       "16               Mathew Fraser         4     3     3   88 pts\n",
       "380              Lukas Högberg         4    30    30   20 pts\n",
       "458                Jordan Cook         4    31    31   18 pts\n",
       "341           Nathan Bramblett         4    32    32   16 pts\n",
       "263              Adrian Conway         4    33    33   14 pts\n",
       "42                  Dan Bailey         4    34    34   12 pts\n",
       "471               Kevin Simons         4    35    35   10 pts\n",
       "107                Jonne Koski         4    36    36    8 pts\n",
       "328             Steven Fawcett         4    37    37    6 pts\n",
       "484                  Joe Scali         4    38    38    4 pts\n",
       "445             Julian Alcaraz         4    39    39    2 pts\n",
       "198            Elijah Muhammad         4     4     4   84 pts\n",
       "432            Austin Malleolo         4    40    40    0 pts\n",
       "315                Chad Melton         4     5     5   80 pts\n",
       "354               Nick Urankar         4     6     6   76 pts\n",
       "497                Neal Maddox         4     7     7   72 pts\n",
       "237             Tyson Takasaki         4     8     8   68 pts\n",
       "68               Scott Panchik         4     9     9   64 pts"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_4 = full_data[full_data['ordinals']==4].sort_values('times')\n",
    "event_4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_4.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 55*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "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": 92,
   "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>224</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>60.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>120.00</td>\n",
       "      <td>97.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>180.00</td>\n",
       "      <td>94.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>240.00</td>\n",
       "      <td>92.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>300.00</td>\n",
       "      <td>89.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>360.00</td>\n",
       "      <td>87.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>420.00</td>\n",
       "      <td>84.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>480.00</td>\n",
       "      <td>82.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>540.00</td>\n",
       "      <td>79.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>600.00</td>\n",
       "      <td>76.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>660.00</td>\n",
       "      <td>74.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>720.00</td>\n",
       "      <td>71.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>780.00</td>\n",
       "      <td>69.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>840.00</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>900.00</td>\n",
       "      <td>64.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>960.00</td>\n",
       "      <td>61.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>1020.00</td>\n",
       "      <td>58.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>1080.00</td>\n",
       "      <td>56.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>1140.00</td>\n",
       "      <td>53.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>51.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>4</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>1260.00</td>\n",
       "      <td>48.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>46.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>1380.00</td>\n",
       "      <td>43.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>1440.00</td>\n",
       "      <td>41.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>38.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>1560.00</td>\n",
       "      <td>35.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>1620.00</td>\n",
       "      <td>33.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>1680.00</td>\n",
       "      <td>30.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>1740.00</td>\n",
       "      <td>28.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>25.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>1860.00</td>\n",
       "      <td>23.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>1920.00</td>\n",
       "      <td>20.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>1980.00</td>\n",
       "      <td>17.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>2040.00</td>\n",
       "      <td>15.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>2100.00</td>\n",
       "      <td>12.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>2160.00</td>\n",
       "      <td>10.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>2220.00</td>\n",
       "      <td>7.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>2280.00</td>\n",
       "      <td>5.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>2340.00</td>\n",
       "      <td>2.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>2400.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals times ranks    score  total_seconds  \\\n",
       "224                   Jon Pera         4     1     1  100 pts          60.00   \n",
       "3                    Ben Smith         4     2     2   94 pts         120.00   \n",
       "16               Mathew Fraser         4     3     3   88 pts         180.00   \n",
       "198            Elijah Muhammad         4     4     4   84 pts         240.00   \n",
       "315                Chad Melton         4     5     5   80 pts         300.00   \n",
       "354               Nick Urankar         4     6     6   76 pts         360.00   \n",
       "497                Neal Maddox         4     7     7   72 pts         420.00   \n",
       "237             Tyson Takasaki         4     8     8   68 pts         480.00   \n",
       "68               Scott Panchik         4     9     9   64 pts         540.00   \n",
       "172               Lucas Parker         4    10    10   60 pts         600.00   \n",
       "510                Chad Mackay         4    11    11   58 pts         660.00   \n",
       "406            Travis Williams         4    12    12   56 pts         720.00   \n",
       "159              Alex Anderson         4    13    13   54 pts         780.00   \n",
       "29   Björgvin Karl Guðmundsson         4    14    14   52 pts         840.00   \n",
       "146                Aaron Hanna         4    15    15   50 pts         900.00   \n",
       "133             Alex Vigneault         4    16    16   48 pts         960.00   \n",
       "81                  Cole Sager         4    17    17   46 pts        1020.00   \n",
       "55              Spencer Hendel         4    18    18   44 pts        1080.00   \n",
       "185                 Ben Garard         4    19    19   42 pts        1140.00   \n",
       "419                Khan Porter         4    20    20   40 pts        1200.00   \n",
       "276                 Roy Gamboa         4    21    21   38 pts        1260.00   \n",
       "211               Kevin Manuel         4    22    22   36 pts        1320.00   \n",
       "302            Graham Holmberg         4    23    23   34 pts        1380.00   \n",
       "393            Daniel Tyminski         4    24    24   32 pts        1440.00   \n",
       "367               Phil Hesketh         4    25    25   30 pts        1500.00   \n",
       "94                 Noah Ohlsen         4    26    26   28 pts        1560.00   \n",
       "120              Jacob Heppner         4    27    27   26 pts        1620.00   \n",
       "250                  Chad Cole         4    28    28   24 pts        1680.00   \n",
       "289                  Rob Forte         4    29    29   22 pts        1740.00   \n",
       "380              Lukas Högberg         4    30    30   20 pts        1800.00   \n",
       "458                Jordan Cook         4    31    31   18 pts        1860.00   \n",
       "341           Nathan Bramblett         4    32    32   16 pts        1920.00   \n",
       "263              Adrian Conway         4    33    33   14 pts        1980.00   \n",
       "42                  Dan Bailey         4    34    34   12 pts        2040.00   \n",
       "471               Kevin Simons         4    35    35   10 pts        2100.00   \n",
       "107                Jonne Koski         4    36    36    8 pts        2160.00   \n",
       "328             Steven Fawcett         4    37    37    6 pts        2220.00   \n",
       "484                  Joe Scali         4    38    38    4 pts        2280.00   \n",
       "445             Julian Alcaraz         4    39    39    2 pts        2340.00   \n",
       "432            Austin Malleolo         4    40    40    0 pts        2400.00   \n",
       "\n",
       "     adjusted_score  \n",
       "224          100.00  \n",
       "3             97.44  \n",
       "16            94.87  \n",
       "198           92.31  \n",
       "315           89.74  \n",
       "354           87.18  \n",
       "497           84.62  \n",
       "237           82.05  \n",
       "68            79.49  \n",
       "172           76.92  \n",
       "510           74.36  \n",
       "406           71.79  \n",
       "159           69.23  \n",
       "29            66.67  \n",
       "146           64.10  \n",
       "133           61.54  \n",
       "81            58.97  \n",
       "55            56.41  \n",
       "185           53.85  \n",
       "419           51.28  \n",
       "276           48.72  \n",
       "211           46.15  \n",
       "302           43.59  \n",
       "393           41.03  \n",
       "367           38.46  \n",
       "94            35.90  \n",
       "120           33.33  \n",
       "250           30.77  \n",
       "289           28.21  \n",
       "380           25.64  \n",
       "458           23.08  \n",
       "341           20.51  \n",
       "263           17.95  \n",
       "42            15.38  \n",
       "471           12.82  \n",
       "107           10.26  \n",
       "328            7.69  \n",
       "484            5.13  \n",
       "445            2.56  \n",
       "432            0.00  "
      ]
     },
     "execution_count": 92,
     "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": 93,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_5 = full_data[full_data['ordinals']==5].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "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>43</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>5</td>\n",
       "      <td>10:05.10</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>5</td>\n",
       "      <td>10:09.11</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>5</td>\n",
       "      <td>10:14.48</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>5</td>\n",
       "      <td>10:15.76</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>5</td>\n",
       "      <td>10:37.14</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>5</td>\n",
       "      <td>10:38.94</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>5</td>\n",
       "      <td>10:39.82</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>5</td>\n",
       "      <td>10:42.18</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>5</td>\n",
       "      <td>10:51.84</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>5</td>\n",
       "      <td>10:53.54</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>5</td>\n",
       "      <td>11:07.52</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>5</td>\n",
       "      <td>11:14.57</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>5</td>\n",
       "      <td>11:15.75</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>5</td>\n",
       "      <td>11:29.69</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>5</td>\n",
       "      <td>7:55.97</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>5</td>\n",
       "      <td>8:33.59</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>5</td>\n",
       "      <td>9:17.14</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>5</td>\n",
       "      <td>9:20.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>5</td>\n",
       "      <td>9:57.84</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+11</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+11</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+21</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+28</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+29</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+30</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+31</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+33</td>\n",
       "      <td>37T</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+33</td>\n",
       "      <td>37T</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+63</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+68</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score\n",
       "43                  Dan Bailey         5  10:05.10     6   76 pts\n",
       "95                 Noah Ohlsen         5  10:09.11     7   72 pts\n",
       "264              Adrian Conway         5  10:14.48     8   68 pts\n",
       "407            Travis Williams         5  10:15.76     9   64 pts\n",
       "108                Jonne Koski         5  10:37.14    10   60 pts\n",
       "134             Alex Vigneault         5  10:38.94    11   58 pts\n",
       "277                 Roy Gamboa         5  10:39.82    12   56 pts\n",
       "56              Spencer Hendel         5  10:42.18    13   54 pts\n",
       "238             Tyson Takasaki         5  10:51.84    14   52 pts\n",
       "173               Lucas Parker         5  10:53.54    15   50 pts\n",
       "225                   Jon Pera         5  11:07.52    16   48 pts\n",
       "498                Neal Maddox         5  11:14.57    17   46 pts\n",
       "303            Graham Holmberg         5  11:15.75    18   44 pts\n",
       "160              Alex Anderson         5  11:29.69    19   42 pts\n",
       "4                    Ben Smith         5   7:55.97     1  100 pts\n",
       "17               Mathew Fraser         5   8:33.59     2   94 pts\n",
       "69               Scott Panchik         5   9:17.14     3   88 pts\n",
       "290                  Rob Forte         5   9:20.00     4   84 pts\n",
       "147                Aaron Hanna         5   9:57.84     5   80 pts\n",
       "121              Jacob Heppner         5       CAP    20   40 pts\n",
       "316                Chad Melton         5    CAP+11   29T   22 pts\n",
       "355               Nick Urankar         5    CAP+11   29T   22 pts\n",
       "199            Elijah Muhammad         5    CAP+12    31   18 pts\n",
       "394            Daniel Tyminski         5     CAP+2    21   38 pts\n",
       "459                Jordan Cook         5    CAP+21    32   16 pts\n",
       "212               Kevin Manuel         5    CAP+28    33   14 pts\n",
       "420                Khan Porter         5    CAP+29    34   12 pts\n",
       "472               Kevin Simons         5     CAP+3    22   36 pts\n",
       "381              Lukas Högberg         5    CAP+30    35   10 pts\n",
       "446             Julian Alcaraz         5    CAP+31    36    8 pts\n",
       "433            Austin Malleolo         5    CAP+33   37T    6 pts\n",
       "251                  Chad Cole         5    CAP+33   37T    6 pts\n",
       "329             Steven Fawcett         5     CAP+5   23T   34 pts\n",
       "186                 Ben Garard         5     CAP+5   23T   34 pts\n",
       "30   Björgvin Karl Guðmundsson         5     CAP+6   25T   30 pts\n",
       "368               Phil Hesketh         5     CAP+6   25T   30 pts\n",
       "485                  Joe Scali         5    CAP+63    39    2 pts\n",
       "511                Chad Mackay         5    CAP+68    40    0 pts\n",
       "342           Nathan Bramblett         5     CAP+8   27T   26 pts\n",
       "82                  Cole Sager         5     CAP+8   27T   26 pts"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_5.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 12*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "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": 97,
   "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>4</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>5</td>\n",
       "      <td>7:55.97</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>475.97</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>5</td>\n",
       "      <td>8:33.59</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>513.59</td>\n",
       "      <td>87.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>5</td>\n",
       "      <td>9:17.14</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>557.14</td>\n",
       "      <td>73.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>5</td>\n",
       "      <td>9:20.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>560.00</td>\n",
       "      <td>73.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>5</td>\n",
       "      <td>9:57.84</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>597.84</td>\n",
       "      <td>60.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>5</td>\n",
       "      <td>10:05.10</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>605.10</td>\n",
       "      <td>58.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>5</td>\n",
       "      <td>10:09.11</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>609.11</td>\n",
       "      <td>57.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>5</td>\n",
       "      <td>10:14.48</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>614.48</td>\n",
       "      <td>55.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>5</td>\n",
       "      <td>10:15.76</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>615.76</td>\n",
       "      <td>55.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>5</td>\n",
       "      <td>10:37.14</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>637.14</td>\n",
       "      <td>48.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>5</td>\n",
       "      <td>10:38.94</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>638.94</td>\n",
       "      <td>47.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>5</td>\n",
       "      <td>10:39.82</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>639.82</td>\n",
       "      <td>47.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>5</td>\n",
       "      <td>10:42.18</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>642.18</td>\n",
       "      <td>46.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>5</td>\n",
       "      <td>10:51.84</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>651.84</td>\n",
       "      <td>43.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>5</td>\n",
       "      <td>10:53.54</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>653.54</td>\n",
       "      <td>43.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>5</td>\n",
       "      <td>11:07.52</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>667.52</td>\n",
       "      <td>38.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>5</td>\n",
       "      <td>11:14.57</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>674.57</td>\n",
       "      <td>36.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>5</td>\n",
       "      <td>11:15.75</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>675.75</td>\n",
       "      <td>35.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>5</td>\n",
       "      <td>11:29.69</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>689.69</td>\n",
       "      <td>31.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>720.00</td>\n",
       "      <td>21.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>722.00</td>\n",
       "      <td>21.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>723.00</td>\n",
       "      <td>20.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>725.00</td>\n",
       "      <td>20.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>725.00</td>\n",
       "      <td>20.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>726.00</td>\n",
       "      <td>19.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>726.00</td>\n",
       "      <td>19.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>728.00</td>\n",
       "      <td>19.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>728.00</td>\n",
       "      <td>19.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+11</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>731.00</td>\n",
       "      <td>18.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+11</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>731.00</td>\n",
       "      <td>18.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>732.00</td>\n",
       "      <td>17.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+21</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>741.00</td>\n",
       "      <td>15.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+28</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>748.00</td>\n",
       "      <td>12.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+29</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>749.00</td>\n",
       "      <td>12.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+30</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>750.00</td>\n",
       "      <td>12.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+31</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>751.00</td>\n",
       "      <td>11.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+33</td>\n",
       "      <td>37T</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>753.00</td>\n",
       "      <td>11.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+33</td>\n",
       "      <td>37T</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>753.00</td>\n",
       "      <td>11.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+63</td>\n",
       "      <td>39</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>783.00</td>\n",
       "      <td>1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>5</td>\n",
       "      <td>CAP+68</td>\n",
       "      <td>40</td>\n",
       "      <td>0 pts</td>\n",
       "      <td>788.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "4                    Ben Smith         5   7:55.97     1  100 pts   \n",
       "17               Mathew Fraser         5   8:33.59     2   94 pts   \n",
       "69               Scott Panchik         5   9:17.14     3   88 pts   \n",
       "290                  Rob Forte         5   9:20.00     4   84 pts   \n",
       "147                Aaron Hanna         5   9:57.84     5   80 pts   \n",
       "43                  Dan Bailey         5  10:05.10     6   76 pts   \n",
       "95                 Noah Ohlsen         5  10:09.11     7   72 pts   \n",
       "264              Adrian Conway         5  10:14.48     8   68 pts   \n",
       "407            Travis Williams         5  10:15.76     9   64 pts   \n",
       "108                Jonne Koski         5  10:37.14    10   60 pts   \n",
       "134             Alex Vigneault         5  10:38.94    11   58 pts   \n",
       "277                 Roy Gamboa         5  10:39.82    12   56 pts   \n",
       "56              Spencer Hendel         5  10:42.18    13   54 pts   \n",
       "238             Tyson Takasaki         5  10:51.84    14   52 pts   \n",
       "173               Lucas Parker         5  10:53.54    15   50 pts   \n",
       "225                   Jon Pera         5  11:07.52    16   48 pts   \n",
       "498                Neal Maddox         5  11:14.57    17   46 pts   \n",
       "303            Graham Holmberg         5  11:15.75    18   44 pts   \n",
       "160              Alex Anderson         5  11:29.69    19   42 pts   \n",
       "121              Jacob Heppner         5       CAP    20   40 pts   \n",
       "394            Daniel Tyminski         5     CAP+2    21   38 pts   \n",
       "472               Kevin Simons         5     CAP+3    22   36 pts   \n",
       "186                 Ben Garard         5     CAP+5   23T   34 pts   \n",
       "329             Steven Fawcett         5     CAP+5   23T   34 pts   \n",
       "368               Phil Hesketh         5     CAP+6   25T   30 pts   \n",
       "30   Björgvin Karl Guðmundsson         5     CAP+6   25T   30 pts   \n",
       "342           Nathan Bramblett         5     CAP+8   27T   26 pts   \n",
       "82                  Cole Sager         5     CAP+8   27T   26 pts   \n",
       "355               Nick Urankar         5    CAP+11   29T   22 pts   \n",
       "316                Chad Melton         5    CAP+11   29T   22 pts   \n",
       "199            Elijah Muhammad         5    CAP+12    31   18 pts   \n",
       "459                Jordan Cook         5    CAP+21    32   16 pts   \n",
       "212               Kevin Manuel         5    CAP+28    33   14 pts   \n",
       "420                Khan Porter         5    CAP+29    34   12 pts   \n",
       "381              Lukas Högberg         5    CAP+30    35   10 pts   \n",
       "446             Julian Alcaraz         5    CAP+31    36    8 pts   \n",
       "433            Austin Malleolo         5    CAP+33   37T    6 pts   \n",
       "251                  Chad Cole         5    CAP+33   37T    6 pts   \n",
       "485                  Joe Scali         5    CAP+63    39    2 pts   \n",
       "511                Chad Mackay         5    CAP+68    40    0 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "4           475.97          100.00  \n",
       "17          513.59           87.94  \n",
       "69          557.14           73.99  \n",
       "290         560.00           73.07  \n",
       "147         597.84           60.94  \n",
       "43          605.10           58.62  \n",
       "95          609.11           57.33  \n",
       "264         614.48           55.61  \n",
       "407         615.76           55.20  \n",
       "108         637.14           48.35  \n",
       "134         638.94           47.77  \n",
       "277         639.82           47.49  \n",
       "56          642.18           46.73  \n",
       "238         651.84           43.64  \n",
       "173         653.54           43.09  \n",
       "225         667.52           38.61  \n",
       "498         674.57           36.35  \n",
       "303         675.75           35.97  \n",
       "160         689.69           31.51  \n",
       "121         720.00           21.79  \n",
       "394         722.00           21.15  \n",
       "472         723.00           20.83  \n",
       "186         725.00           20.19  \n",
       "329         725.00           20.19  \n",
       "368         726.00           19.87  \n",
       "30          726.00           19.87  \n",
       "342         728.00           19.23  \n",
       "82          728.00           19.23  \n",
       "355         731.00           18.27  \n",
       "316         731.00           18.27  \n",
       "199         732.00           17.95  \n",
       "459         741.00           15.06  \n",
       "212         748.00           12.82  \n",
       "420         749.00           12.50  \n",
       "381         750.00           12.18  \n",
       "446         751.00           11.86  \n",
       "433         753.00           11.22  \n",
       "251         753.00           11.22  \n",
       "485         783.00            1.60  \n",
       "511         788.00            0.00  "
      ]
     },
     "execution_count": 97,
     "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": 98,
   "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>499</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>6</td>\n",
       "      <td>1:00.00</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.10</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.40</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.43</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.53</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.60</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.70</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.90</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.47</td>\n",
       "      <td>8T</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.47</td>\n",
       "      <td>8T</td>\n",
       "      <td>34 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.53</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.63</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.67</td>\n",
       "      <td>12T</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.67</td>\n",
       "      <td>12T</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.67</td>\n",
       "      <td>12T</td>\n",
       "      <td>28 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.80</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.86</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.90</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.97</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.00</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.10</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.20</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.23</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.40</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.47</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.57</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.70</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.77</td>\n",
       "      <td>27</td>\n",
       "      <td>13 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.37</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.43</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.53</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.57</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.27</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.53</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.70</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.77</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.83</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.27</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>6</td>\n",
       "      <td>:24.53</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks   score\n",
       "499                Neal Maddox         6  1:00.00    39   1 pts\n",
       "44                  Dan Bailey         6   :18.10     1  50 pts\n",
       "70               Scott Panchik         6   :18.40     2  47 pts\n",
       "252                  Chad Cole         6   :18.43     3  44 pts\n",
       "83                  Cole Sager         6   :18.53     4  42 pts\n",
       "213               Kevin Manuel         6   :18.60     5  40 pts\n",
       "486                  Joe Scali         6   :18.70     6  38 pts\n",
       "330             Steven Fawcett         6   :18.90     7  36 pts\n",
       "96                 Noah Ohlsen         6   :19.47    8T  34 pts\n",
       "304            Graham Holmberg         6   :19.47    8T  34 pts\n",
       "395            Daniel Tyminski         6   :19.53    10  30 pts\n",
       "5                    Ben Smith         6   :19.63    11  29 pts\n",
       "31   Björgvin Karl Guðmundsson         6   :19.67   12T  28 pts\n",
       "187                 Ben Garard         6   :19.67   12T  28 pts\n",
       "265              Adrian Conway         6   :19.67   12T  28 pts\n",
       "356               Nick Urankar         6   :19.80    15  25 pts\n",
       "447             Julian Alcaraz         6   :19.86    16  24 pts\n",
       "226                   Jon Pera         6   :19.90    17  23 pts\n",
       "369               Phil Hesketh         6   :19.97    18  22 pts\n",
       "57              Spencer Hendel         6   :20.00    19  21 pts\n",
       "382              Lukas Högberg         6   :20.10    20  20 pts\n",
       "148                Aaron Hanna         6   :20.20    21  19 pts\n",
       "343           Nathan Bramblett         6   :20.23    22  18 pts\n",
       "200            Elijah Muhammad         6   :20.40    23  17 pts\n",
       "18               Mathew Fraser         6   :20.47    24  16 pts\n",
       "161              Alex Anderson         6   :20.57    25  15 pts\n",
       "109                Jonne Koski         6   :20.70    26  14 pts\n",
       "174               Lucas Parker         6   :20.77    27  13 pts\n",
       "317                Chad Melton         6   :21.37    28  12 pts\n",
       "135             Alex Vigneault         6   :21.43    29  11 pts\n",
       "239             Tyson Takasaki         6   :21.53    30  10 pts\n",
       "122              Jacob Heppner         6   :21.57    31   9 pts\n",
       "421                Khan Porter         6   :22.27    32   8 pts\n",
       "460                Jordan Cook         6   :22.53    33   7 pts\n",
       "278                 Roy Gamboa         6   :22.70    34   6 pts\n",
       "291                  Rob Forte         6   :22.77    35   5 pts\n",
       "434            Austin Malleolo         6   :22.83    36   4 pts\n",
       "473               Kevin Simons         6   :23.27    37   3 pts\n",
       "408            Travis Williams         6   :24.53    38   2 pts"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_6 = full_data[full_data['ordinals']==6].sort_values('times')\n",
    "event_6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_6.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 12*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        try:\n",
    "            datetime_convert = datetime.strptime(j['times'],':%S.%f')\n",
    "        except:\n",
    "            datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_6['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_6['total_seconds']-min(event_6['total_seconds']))\n",
    "event_6['adjusted_score'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.10</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>18.10</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.40</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>18.40</td>\n",
       "      <td>49.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.43</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>18.43</td>\n",
       "      <td>49.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.53</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>18.53</td>\n",
       "      <td>49.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.60</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>18.60</td>\n",
       "      <td>49.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.70</td>\n",
       "      <td>6</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>18.70</td>\n",
       "      <td>49.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>6</td>\n",
       "      <td>:18.90</td>\n",
       "      <td>7</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>18.90</td>\n",
       "      <td>49.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.47</td>\n",
       "      <td>8T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>19.47</td>\n",
       "      <td>48.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.47</td>\n",
       "      <td>8T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>19.47</td>\n",
       "      <td>48.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.53</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>19.53</td>\n",
       "      <td>48.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.63</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>19.63</td>\n",
       "      <td>48.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.67</td>\n",
       "      <td>12T</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>19.67</td>\n",
       "      <td>48.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.67</td>\n",
       "      <td>12T</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>19.67</td>\n",
       "      <td>48.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.67</td>\n",
       "      <td>12T</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>19.67</td>\n",
       "      <td>48.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.80</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>19.80</td>\n",
       "      <td>47.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.86</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>19.86</td>\n",
       "      <td>47.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.90</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>19.90</td>\n",
       "      <td>47.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>6</td>\n",
       "      <td>:19.97</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>19.97</td>\n",
       "      <td>47.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.00</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>20.00</td>\n",
       "      <td>47.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.10</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>20.10</td>\n",
       "      <td>47.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.20</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>20.20</td>\n",
       "      <td>47.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.23</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>20.23</td>\n",
       "      <td>47.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.40</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>20.40</td>\n",
       "      <td>47.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.47</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>20.47</td>\n",
       "      <td>47.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.57</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>20.57</td>\n",
       "      <td>47.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.70</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>20.70</td>\n",
       "      <td>46.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>6</td>\n",
       "      <td>:20.77</td>\n",
       "      <td>27</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>20.77</td>\n",
       "      <td>46.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.37</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>21.37</td>\n",
       "      <td>46.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.43</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>21.43</td>\n",
       "      <td>46.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.53</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>21.53</td>\n",
       "      <td>45.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>6</td>\n",
       "      <td>:21.57</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "      <td>21.57</td>\n",
       "      <td>45.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.27</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>22.27</td>\n",
       "      <td>45.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.53</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>22.53</td>\n",
       "      <td>44.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.70</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>22.70</td>\n",
       "      <td>44.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.77</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>22.77</td>\n",
       "      <td>44.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>6</td>\n",
       "      <td>:22.83</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>22.83</td>\n",
       "      <td>44.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>6</td>\n",
       "      <td>:23.27</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>23.27</td>\n",
       "      <td>43.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>6</td>\n",
       "      <td>:24.53</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>24.53</td>\n",
       "      <td>42.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>6</td>\n",
       "      <td>1:00.00</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "      <td>60.00</td>\n",
       "      <td>-0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks   score  \\\n",
       "44                  Dan Bailey         6   :18.10     1  50 pts   \n",
       "70               Scott Panchik         6   :18.40     2  47 pts   \n",
       "252                  Chad Cole         6   :18.43     3  44 pts   \n",
       "83                  Cole Sager         6   :18.53     4  42 pts   \n",
       "213               Kevin Manuel         6   :18.60     5  40 pts   \n",
       "486                  Joe Scali         6   :18.70     6  38 pts   \n",
       "330             Steven Fawcett         6   :18.90     7  36 pts   \n",
       "304            Graham Holmberg         6   :19.47    8T  34 pts   \n",
       "96                 Noah Ohlsen         6   :19.47    8T  34 pts   \n",
       "395            Daniel Tyminski         6   :19.53    10  30 pts   \n",
       "5                    Ben Smith         6   :19.63    11  29 pts   \n",
       "31   Björgvin Karl Guðmundsson         6   :19.67   12T  28 pts   \n",
       "187                 Ben Garard         6   :19.67   12T  28 pts   \n",
       "265              Adrian Conway         6   :19.67   12T  28 pts   \n",
       "356               Nick Urankar         6   :19.80    15  25 pts   \n",
       "447             Julian Alcaraz         6   :19.86    16  24 pts   \n",
       "226                   Jon Pera         6   :19.90    17  23 pts   \n",
       "369               Phil Hesketh         6   :19.97    18  22 pts   \n",
       "57              Spencer Hendel         6   :20.00    19  21 pts   \n",
       "382              Lukas Högberg         6   :20.10    20  20 pts   \n",
       "148                Aaron Hanna         6   :20.20    21  19 pts   \n",
       "343           Nathan Bramblett         6   :20.23    22  18 pts   \n",
       "200            Elijah Muhammad         6   :20.40    23  17 pts   \n",
       "18               Mathew Fraser         6   :20.47    24  16 pts   \n",
       "161              Alex Anderson         6   :20.57    25  15 pts   \n",
       "109                Jonne Koski         6   :20.70    26  14 pts   \n",
       "174               Lucas Parker         6   :20.77    27  13 pts   \n",
       "317                Chad Melton         6   :21.37    28  12 pts   \n",
       "135             Alex Vigneault         6   :21.43    29  11 pts   \n",
       "239             Tyson Takasaki         6   :21.53    30  10 pts   \n",
       "122              Jacob Heppner         6   :21.57    31   9 pts   \n",
       "421                Khan Porter         6   :22.27    32   8 pts   \n",
       "460                Jordan Cook         6   :22.53    33   7 pts   \n",
       "278                 Roy Gamboa         6   :22.70    34   6 pts   \n",
       "291                  Rob Forte         6   :22.77    35   5 pts   \n",
       "434            Austin Malleolo         6   :22.83    36   4 pts   \n",
       "473               Kevin Simons         6   :23.27    37   3 pts   \n",
       "408            Travis Williams         6   :24.53    38   2 pts   \n",
       "499                Neal Maddox         6  1:00.00    39   1 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "44           18.10           50.00  \n",
       "70           18.40           49.64  \n",
       "252          18.43           49.61  \n",
       "83           18.53           49.49  \n",
       "213          18.60           49.40  \n",
       "486          18.70           49.28  \n",
       "330          18.90           49.05  \n",
       "304          19.47           48.37  \n",
       "96           19.47           48.37  \n",
       "395          19.53           48.29  \n",
       "5            19.63           48.17  \n",
       "31           19.67           48.13  \n",
       "187          19.67           48.13  \n",
       "265          19.67           48.13  \n",
       "356          19.80           47.97  \n",
       "447          19.86           47.90  \n",
       "226          19.90           47.85  \n",
       "369          19.97           47.77  \n",
       "57           20.00           47.73  \n",
       "382          20.10           47.61  \n",
       "148          20.20           47.49  \n",
       "343          20.23           47.46  \n",
       "200          20.40           47.26  \n",
       "18           20.47           47.17  \n",
       "161          20.57           47.05  \n",
       "109          20.70           46.90  \n",
       "174          20.77           46.81  \n",
       "317          21.37           46.10  \n",
       "135          21.43           46.03  \n",
       "239          21.53           45.91  \n",
       "122          21.57           45.86  \n",
       "421          22.27           45.02  \n",
       "460          22.53           44.71  \n",
       "278          22.70           44.51  \n",
       "291          22.77           44.43  \n",
       "434          22.83           44.36  \n",
       "473          23.27           43.83  \n",
       "408          24.53           42.33  \n",
       "499          60.00           -0.00  "
      ]
     },
     "execution_count": 103,
     "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": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_7 = full_data[full_data['ordinals']==7].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_7.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 12*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],':%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60 + datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_7['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_7['total_seconds']-min(event_7['total_seconds']))\n",
    "event_7['adjusted_score'] = [50 - i*(50/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>7</td>\n",
       "      <td>:18.56</td>\n",
       "      <td>1</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>18.56</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>7</td>\n",
       "      <td>:18.63</td>\n",
       "      <td>2</td>\n",
       "      <td>47 pts</td>\n",
       "      <td>18.63</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>7</td>\n",
       "      <td>:18.81</td>\n",
       "      <td>3</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>18.81</td>\n",
       "      <td>49.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>7</td>\n",
       "      <td>:18.89</td>\n",
       "      <td>4</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>18.89</td>\n",
       "      <td>49.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>7</td>\n",
       "      <td>:18.96</td>\n",
       "      <td>5</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>18.96</td>\n",
       "      <td>49.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.06</td>\n",
       "      <td>6T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>19.06</td>\n",
       "      <td>49.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.06</td>\n",
       "      <td>6T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>19.06</td>\n",
       "      <td>49.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.07</td>\n",
       "      <td>8</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>19.07</td>\n",
       "      <td>49.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.26</td>\n",
       "      <td>9</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>19.26</td>\n",
       "      <td>49.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.35</td>\n",
       "      <td>10</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>19.35</td>\n",
       "      <td>49.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.46</td>\n",
       "      <td>11</td>\n",
       "      <td>29 pts</td>\n",
       "      <td>19.46</td>\n",
       "      <td>49.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.69</td>\n",
       "      <td>12</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>19.69</td>\n",
       "      <td>49.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.72</td>\n",
       "      <td>13</td>\n",
       "      <td>27 pts</td>\n",
       "      <td>19.72</td>\n",
       "      <td>49.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>7</td>\n",
       "      <td>:19.94</td>\n",
       "      <td>14</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>19.94</td>\n",
       "      <td>49.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.05</td>\n",
       "      <td>15</td>\n",
       "      <td>25 pts</td>\n",
       "      <td>20.05</td>\n",
       "      <td>49.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.33</td>\n",
       "      <td>16</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>20.33</td>\n",
       "      <td>49.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.34</td>\n",
       "      <td>17</td>\n",
       "      <td>23 pts</td>\n",
       "      <td>20.34</td>\n",
       "      <td>49.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.37</td>\n",
       "      <td>18</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>20.37</td>\n",
       "      <td>49.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.43</td>\n",
       "      <td>19</td>\n",
       "      <td>21 pts</td>\n",
       "      <td>20.43</td>\n",
       "      <td>49.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.57</td>\n",
       "      <td>20</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>20.57</td>\n",
       "      <td>49.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.58</td>\n",
       "      <td>21</td>\n",
       "      <td>19 pts</td>\n",
       "      <td>20.58</td>\n",
       "      <td>49.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.66</td>\n",
       "      <td>22</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>20.66</td>\n",
       "      <td>49.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.72</td>\n",
       "      <td>23</td>\n",
       "      <td>17 pts</td>\n",
       "      <td>20.72</td>\n",
       "      <td>49.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>7</td>\n",
       "      <td>:20.75</td>\n",
       "      <td>24</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>20.75</td>\n",
       "      <td>49.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.13</td>\n",
       "      <td>25</td>\n",
       "      <td>15 pts</td>\n",
       "      <td>21.13</td>\n",
       "      <td>49.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.25</td>\n",
       "      <td>26</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>21.25</td>\n",
       "      <td>49.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.33</td>\n",
       "      <td>27</td>\n",
       "      <td>13 pts</td>\n",
       "      <td>21.33</td>\n",
       "      <td>49.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.37</td>\n",
       "      <td>28</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>21.37</td>\n",
       "      <td>49.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.59</td>\n",
       "      <td>29</td>\n",
       "      <td>11 pts</td>\n",
       "      <td>21.59</td>\n",
       "      <td>49.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.63</td>\n",
       "      <td>30</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>21.63</td>\n",
       "      <td>49.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.64</td>\n",
       "      <td>31</td>\n",
       "      <td>9 pts</td>\n",
       "      <td>21.64</td>\n",
       "      <td>49.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.67</td>\n",
       "      <td>32</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>21.67</td>\n",
       "      <td>49.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.81</td>\n",
       "      <td>33</td>\n",
       "      <td>7 pts</td>\n",
       "      <td>21.81</td>\n",
       "      <td>49.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>7</td>\n",
       "      <td>:21.93</td>\n",
       "      <td>34</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>21.93</td>\n",
       "      <td>49.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.51</td>\n",
       "      <td>35</td>\n",
       "      <td>5 pts</td>\n",
       "      <td>22.51</td>\n",
       "      <td>49.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.57</td>\n",
       "      <td>36</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>22.57</td>\n",
       "      <td>49.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>7</td>\n",
       "      <td>:22.80</td>\n",
       "      <td>37</td>\n",
       "      <td>3 pts</td>\n",
       "      <td>22.80</td>\n",
       "      <td>49.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>7</td>\n",
       "      <td>:23.70</td>\n",
       "      <td>38</td>\n",
       "      <td>2 pts</td>\n",
       "      <td>23.70</td>\n",
       "      <td>49.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>7</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>39</td>\n",
       "      <td>1 pts</td>\n",
       "      <td>727.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals   times ranks   score  total_seconds  \\\n",
       "45                  Dan Bailey         7  :18.56     1  50 pts          18.56   \n",
       "487                  Joe Scali         7  :18.63     2  47 pts          18.63   \n",
       "253                  Chad Cole         7  :18.81     3  44 pts          18.81   \n",
       "201            Elijah Muhammad         7  :18.89     4  42 pts          18.89   \n",
       "84                  Cole Sager         7  :18.96     5  40 pts          18.96   \n",
       "279                 Roy Gamboa         7  :19.06    6T  38 pts          19.06   \n",
       "6                    Ben Smith         7  :19.06    6T  38 pts          19.06   \n",
       "71               Scott Panchik         7  :19.07     8  34 pts          19.07   \n",
       "32   Björgvin Karl Guðmundsson         7  :19.26     9  32 pts          19.26   \n",
       "214               Kevin Manuel         7  :19.35    10  30 pts          19.35   \n",
       "175               Lucas Parker         7  :19.46    11  29 pts          19.46   \n",
       "305            Graham Holmberg         7  :19.69    12  28 pts          19.69   \n",
       "58              Spencer Hendel         7  :19.72    13  27 pts          19.72   \n",
       "136             Alex Vigneault         7  :19.94    14  26 pts          19.94   \n",
       "396            Daniel Tyminski         7  :20.05    15  25 pts          20.05   \n",
       "162              Alex Anderson         7  :20.33    16  24 pts          20.33   \n",
       "149                Aaron Hanna         7  :20.34    17  23 pts          20.34   \n",
       "110                Jonne Koski         7  :20.37    18  22 pts          20.37   \n",
       "383              Lukas Högberg         7  :20.43    19  21 pts          20.43   \n",
       "227                   Jon Pera         7  :20.57    20  20 pts          20.57   \n",
       "448             Julian Alcaraz         7  :20.58    21  19 pts          20.58   \n",
       "188                 Ben Garard         7  :20.66    22  18 pts          20.66   \n",
       "97                 Noah Ohlsen         7  :20.72    23  17 pts          20.72   \n",
       "240             Tyson Takasaki         7  :20.75    24  16 pts          20.75   \n",
       "266              Adrian Conway         7  :21.13    25  15 pts          21.13   \n",
       "318                Chad Melton         7  :21.25    26  14 pts          21.25   \n",
       "435            Austin Malleolo         7  :21.33    27  13 pts          21.33   \n",
       "370               Phil Hesketh         7  :21.37    28  12 pts          21.37   \n",
       "344           Nathan Bramblett         7  :21.59    29  11 pts          21.59   \n",
       "331             Steven Fawcett         7  :21.63    30  10 pts          21.63   \n",
       "461                Jordan Cook         7  :21.64    31   9 pts          21.64   \n",
       "474               Kevin Simons         7  :21.67    32   8 pts          21.67   \n",
       "422                Khan Porter         7  :21.81    33   7 pts          21.81   \n",
       "123              Jacob Heppner         7  :21.93    34   6 pts          21.93   \n",
       "292                  Rob Forte         7  :22.51    35   5 pts          22.51   \n",
       "357               Nick Urankar         7  :22.57    36   4 pts          22.57   \n",
       "19               Mathew Fraser         7  :22.80    37   3 pts          22.80   \n",
       "409            Travis Williams         7  :23.70    38   2 pts          23.70   \n",
       "500                Neal Maddox         7   CAP+7    39   1 pts         727.00   \n",
       "\n",
       "     adjusted_score  \n",
       "45            50.00  \n",
       "487           50.00  \n",
       "253           49.98  \n",
       "201           49.98  \n",
       "84            49.97  \n",
       "279           49.96  \n",
       "6             49.96  \n",
       "71            49.96  \n",
       "32            49.95  \n",
       "214           49.94  \n",
       "175           49.94  \n",
       "305           49.92  \n",
       "58            49.92  \n",
       "136           49.90  \n",
       "396           49.89  \n",
       "162           49.88  \n",
       "149           49.87  \n",
       "110           49.87  \n",
       "383           49.87  \n",
       "227           49.86  \n",
       "448           49.86  \n",
       "188           49.85  \n",
       "97            49.85  \n",
       "240           49.85  \n",
       "266           49.82  \n",
       "318           49.81  \n",
       "435           49.80  \n",
       "370           49.80  \n",
       "344           49.79  \n",
       "331           49.78  \n",
       "461           49.78  \n",
       "474           49.78  \n",
       "422           49.77  \n",
       "123           49.76  \n",
       "292           49.72  \n",
       "357           49.72  \n",
       "19            49.70  \n",
       "409           49.64  \n",
       "500            0.00  "
      ]
     },
     "execution_count": 107,
     "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": 108,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_8 = full_data[full_data['ordinals']==8].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_8.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 12*60\n",
    "        total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "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": 111,
   "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>7</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>8</td>\n",
       "      <td>4:30.93</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>270</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>8</td>\n",
       "      <td>4:42.06</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>282</td>\n",
       "      <td>97.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>8</td>\n",
       "      <td>6:01.12</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>361</td>\n",
       "      <td>80.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>8</td>\n",
       "      <td>6:28.00</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>388</td>\n",
       "      <td>74.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>8</td>\n",
       "      <td>6:51.53</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>411</td>\n",
       "      <td>69.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>8</td>\n",
       "      <td>7:02.30</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>422</td>\n",
       "      <td>66.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>8</td>\n",
       "      <td>7:02.58</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>422</td>\n",
       "      <td>66.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>8</td>\n",
       "      <td>7:19.12</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>439</td>\n",
       "      <td>63.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>8</td>\n",
       "      <td>7:27.79</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>447</td>\n",
       "      <td>61.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>8</td>\n",
       "      <td>7:28.73</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>448</td>\n",
       "      <td>61.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>8</td>\n",
       "      <td>7:32.12</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>452</td>\n",
       "      <td>60.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>8</td>\n",
       "      <td>7:38.69</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>458</td>\n",
       "      <td>58.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>8</td>\n",
       "      <td>7:42.31</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>462</td>\n",
       "      <td>57.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>8</td>\n",
       "      <td>7:52.46</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>472</td>\n",
       "      <td>55.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>8</td>\n",
       "      <td>8:02.01</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>482</td>\n",
       "      <td>53.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>8</td>\n",
       "      <td>8:12.79</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>492</td>\n",
       "      <td>51.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>8</td>\n",
       "      <td>8:15.60</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>495</td>\n",
       "      <td>50.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>8</td>\n",
       "      <td>8:32.17</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>512</td>\n",
       "      <td>47.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>8</td>\n",
       "      <td>8:32.42</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>512</td>\n",
       "      <td>47.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>8</td>\n",
       "      <td>8:37.90</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>517</td>\n",
       "      <td>45.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>8</td>\n",
       "      <td>8:53.91</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>533</td>\n",
       "      <td>42.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>8</td>\n",
       "      <td>9:03.55</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>543</td>\n",
       "      <td>40.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>8</td>\n",
       "      <td>9:59.83</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>599</td>\n",
       "      <td>28.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>8</td>\n",
       "      <td>10:15.44</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>615</td>\n",
       "      <td>24.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>8</td>\n",
       "      <td>10:28.51</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>628</td>\n",
       "      <td>21.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>8</td>\n",
       "      <td>10:35.10</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>635</td>\n",
       "      <td>20.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>8</td>\n",
       "      <td>11:07.71</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>667</td>\n",
       "      <td>13.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>722</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>722</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>722</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>28T</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>722</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>723</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>32T</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>723</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>724</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>35T</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>725</td>\n",
       "      <td>0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>726</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>8</td>\n",
       "      <td>CAP+7</td>\n",
       "      <td>38</td>\n",
       "      <td>4 pts</td>\n",
       "      <td>727</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "7                    Ben Smith         8   4:30.93     1  100 pts   \n",
       "59              Spencer Hendel         8   4:42.06     2   94 pts   \n",
       "85                  Cole Sager         8   6:01.12     3   88 pts   \n",
       "215               Kevin Manuel         8   6:28.00     4   84 pts   \n",
       "202            Elijah Muhammad         8   6:51.53     5   80 pts   \n",
       "150                Aaron Hanna         8   7:02.30     6   76 pts   \n",
       "137             Alex Vigneault         8   7:02.58     7   72 pts   \n",
       "280                 Roy Gamboa         8   7:19.12     8   68 pts   \n",
       "33   Björgvin Karl Guðmundsson         8   7:27.79     9   64 pts   \n",
       "254                  Chad Cole         8   7:28.73    10   60 pts   \n",
       "124              Jacob Heppner         8   7:32.12    11   58 pts   \n",
       "189                 Ben Garard         8   7:38.69    12   56 pts   \n",
       "371               Phil Hesketh         8   7:42.31    13   54 pts   \n",
       "98                 Noah Ohlsen         8   7:52.46    14   52 pts   \n",
       "332             Steven Fawcett         8   8:02.01    15   50 pts   \n",
       "241             Tyson Takasaki         8   8:12.79    16   48 pts   \n",
       "449             Julian Alcaraz         8   8:15.60    17   46 pts   \n",
       "46                  Dan Bailey         8   8:32.17    18   44 pts   \n",
       "384              Lukas Högberg         8   8:32.42    19   42 pts   \n",
       "111                Jonne Koski         8   8:37.90    20   40 pts   \n",
       "72               Scott Panchik         8   8:53.91    21   38 pts   \n",
       "345           Nathan Bramblett         8   9:03.55    22   36 pts   \n",
       "267              Adrian Conway         8   9:59.83    23   34 pts   \n",
       "176               Lucas Parker         8  10:15.44    24   32 pts   \n",
       "293                  Rob Forte         8  10:28.51    25   30 pts   \n",
       "319                Chad Melton         8  10:35.10    26   28 pts   \n",
       "163              Alex Anderson         8  11:07.71    27   26 pts   \n",
       "488                  Joe Scali         8     CAP+2   28T   24 pts   \n",
       "306            Graham Holmberg         8     CAP+2   28T   24 pts   \n",
       "228                   Jon Pera         8     CAP+2   28T   24 pts   \n",
       "358               Nick Urankar         8     CAP+2   28T   24 pts   \n",
       "436            Austin Malleolo         8     CAP+3   32T   16 pts   \n",
       "20               Mathew Fraser         8     CAP+3   32T   16 pts   \n",
       "423                Khan Porter         8     CAP+4    34   12 pts   \n",
       "475               Kevin Simons         8     CAP+5   35T   10 pts   \n",
       "410            Travis Williams         8     CAP+5   35T   10 pts   \n",
       "397            Daniel Tyminski         8     CAP+6    37    6 pts   \n",
       "462                Jordan Cook         8     CAP+7    38    4 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "7              270          100.00  \n",
       "59             282           97.37  \n",
       "85             361           80.09  \n",
       "215            388           74.18  \n",
       "202            411           69.15  \n",
       "150            422           66.74  \n",
       "137            422           66.74  \n",
       "280            439           63.02  \n",
       "33             447           61.27  \n",
       "254            448           61.05  \n",
       "124            452           60.18  \n",
       "189            458           58.86  \n",
       "371            462           57.99  \n",
       "98             472           55.80  \n",
       "332            482           53.61  \n",
       "241            492           51.42  \n",
       "449            495           50.77  \n",
       "46             512           47.05  \n",
       "384            512           47.05  \n",
       "111            517           45.95  \n",
       "72             533           42.45  \n",
       "345            543           40.26  \n",
       "267            599           28.01  \n",
       "176            615           24.51  \n",
       "293            628           21.66  \n",
       "319            635           20.13  \n",
       "163            667           13.13  \n",
       "488            722            1.09  \n",
       "306            722            1.09  \n",
       "228            722            1.09  \n",
       "358            722            1.09  \n",
       "436            723            0.88  \n",
       "20             723            0.88  \n",
       "423            724            0.66  \n",
       "475            725            0.44  \n",
       "410            725            0.44  \n",
       "397            726            0.22  \n",
       "462            727            0.00  "
      ]
     },
     "execution_count": 111,
     "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": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_9 = full_data[full_data['ordinals']==9].sort_values('times')\n",
    "event_9 = event_9[(event_9.competitors != 'Joe Scali') & (event_9.competitors != 'Ben Garard') & (event_9.competitors != 'Travis Williams')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_9['times'] = [int(i) for i in event_9['times']]\n",
    "lst = list(event_9['times']-min(event_9['times']))\n",
    "event_9['adjusted_score'] = [i*(100/max(lst)) for i in lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>151</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>9</td>\n",
       "      <td>350</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>9</td>\n",
       "      <td>347</td>\n",
       "      <td>2T</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>96.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>9</td>\n",
       "      <td>347</td>\n",
       "      <td>2T</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>96.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>9</td>\n",
       "      <td>342</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>89.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>9</td>\n",
       "      <td>341</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>9</td>\n",
       "      <td>330</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>73.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>9</td>\n",
       "      <td>325</td>\n",
       "      <td>7T</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>9</td>\n",
       "      <td>325</td>\n",
       "      <td>7T</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>9</td>\n",
       "      <td>325</td>\n",
       "      <td>7T</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>9</td>\n",
       "      <td>325</td>\n",
       "      <td>7T</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>66.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>9</td>\n",
       "      <td>320</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>60.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>9</td>\n",
       "      <td>317</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>56.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>9</td>\n",
       "      <td>317</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>56.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>9</td>\n",
       "      <td>317</td>\n",
       "      <td>12T</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>56.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>9</td>\n",
       "      <td>316</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>54.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>9</td>\n",
       "      <td>316</td>\n",
       "      <td>15T</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>54.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>9</td>\n",
       "      <td>315</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>53.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>9</td>\n",
       "      <td>315</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>53.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>9</td>\n",
       "      <td>315</td>\n",
       "      <td>17T</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>53.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>9</td>\n",
       "      <td>312</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>49.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>9</td>\n",
       "      <td>310</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>46.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>9</td>\n",
       "      <td>308</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>44.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>9</td>\n",
       "      <td>307</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>42.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>9</td>\n",
       "      <td>307</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>42.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>9</td>\n",
       "      <td>307</td>\n",
       "      <td>23T</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>42.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>9</td>\n",
       "      <td>306</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>41.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>9</td>\n",
       "      <td>305</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>9</td>\n",
       "      <td>305</td>\n",
       "      <td>27T</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>9</td>\n",
       "      <td>301</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>34.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>9</td>\n",
       "      <td>296</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>28.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>9</td>\n",
       "      <td>295</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>26.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>9</td>\n",
       "      <td>291</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>21.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>9</td>\n",
       "      <td>285</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>13.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>9</td>\n",
       "      <td>285</td>\n",
       "      <td>33T</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>13.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>9</td>\n",
       "      <td>275</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals  times ranks    score  adjusted_score\n",
       "151                Aaron Hanna         9    350     1  100 pts          100.00\n",
       "8                    Ben Smith         9    347    2T   94 pts           96.00\n",
       "359               Nick Urankar         9    347    2T   94 pts           96.00\n",
       "21               Mathew Fraser         9    342     4   84 pts           89.33\n",
       "229                   Jon Pera         9    341     5   80 pts           88.00\n",
       "73               Scott Panchik         9    330     6   76 pts           73.33\n",
       "177               Lucas Parker         9    325    7T   72 pts           66.67\n",
       "203            Elijah Muhammad         9    325    7T   72 pts           66.67\n",
       "86                  Cole Sager         9    325    7T   72 pts           66.67\n",
       "281                 Roy Gamboa         9    325    7T   72 pts           66.67\n",
       "346           Nathan Bramblett         9    320    11   58 pts           60.00\n",
       "164              Alex Anderson         9    317   12T   56 pts           56.00\n",
       "333             Steven Fawcett         9    317   12T   56 pts           56.00\n",
       "320                Chad Melton         9    317   12T   56 pts           56.00\n",
       "47                  Dan Bailey         9    316   15T   50 pts           54.67\n",
       "242             Tyson Takasaki         9    316   15T   50 pts           54.67\n",
       "138             Alex Vigneault         9    315   17T   46 pts           53.33\n",
       "476               Kevin Simons         9    315   17T   46 pts           53.33\n",
       "216               Kevin Manuel         9    315   17T   46 pts           53.33\n",
       "268              Adrian Conway         9    312    20   40 pts           49.33\n",
       "60              Spencer Hendel         9    310    21   38 pts           46.67\n",
       "125              Jacob Heppner         9    308    22   36 pts           44.00\n",
       "34   Björgvin Karl Guðmundsson         9    307   23T   34 pts           42.67\n",
       "450             Julian Alcaraz         9    307   23T   34 pts           42.67\n",
       "112                Jonne Koski         9    307   23T   34 pts           42.67\n",
       "463                Jordan Cook         9    306    26   28 pts           41.33\n",
       "307            Graham Holmberg         9    305   27T   26 pts           40.00\n",
       "99                 Noah Ohlsen         9    305   27T   26 pts           40.00\n",
       "424                Khan Porter         9    301    29   22 pts           34.67\n",
       "385              Lukas Högberg         9    296    30   20 pts           28.00\n",
       "372               Phil Hesketh         9    295    31   18 pts           26.67\n",
       "294                  Rob Forte         9    291    32   16 pts           21.33\n",
       "398            Daniel Tyminski         9    285   33T   14 pts           13.33\n",
       "255                  Chad Cole         9    285   33T   14 pts           13.33\n",
       "437            Austin Malleolo         9    275    35   10 pts            0.00"
      ]
     },
     "execution_count": 119,
     "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": 120,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_10 = full_data[full_data['ordinals']==10].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_10.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 10*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "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": 123,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>10</td>\n",
       "      <td>4:43.31</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>283</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>10</td>\n",
       "      <td>4:47.95</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>287</td>\n",
       "      <td>98.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>10</td>\n",
       "      <td>4:52.88</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>292</td>\n",
       "      <td>97.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>10</td>\n",
       "      <td>5:02.14</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>302</td>\n",
       "      <td>94.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>10</td>\n",
       "      <td>5:05.08</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>305</td>\n",
       "      <td>93.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>10</td>\n",
       "      <td>5:08.34</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>308</td>\n",
       "      <td>93.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>10</td>\n",
       "      <td>5:20.41</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>320</td>\n",
       "      <td>89.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>10</td>\n",
       "      <td>5:29.13</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>329</td>\n",
       "      <td>87.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>10</td>\n",
       "      <td>5:30.59</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>330</td>\n",
       "      <td>87.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>10</td>\n",
       "      <td>5:39.29</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>339</td>\n",
       "      <td>84.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>10</td>\n",
       "      <td>5:48.47</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>348</td>\n",
       "      <td>82.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>10</td>\n",
       "      <td>5:52.62</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>352</td>\n",
       "      <td>81.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>10</td>\n",
       "      <td>5:55.48</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>355</td>\n",
       "      <td>80.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>10</td>\n",
       "      <td>5:56.75</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>356</td>\n",
       "      <td>79.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>10</td>\n",
       "      <td>6:01.98</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>361</td>\n",
       "      <td>78.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>10</td>\n",
       "      <td>6:04.04</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>364</td>\n",
       "      <td>77.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>10</td>\n",
       "      <td>6:05.26</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>365</td>\n",
       "      <td>77.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>10</td>\n",
       "      <td>6:05.75</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>365</td>\n",
       "      <td>77.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>10</td>\n",
       "      <td>6:09.87</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>369</td>\n",
       "      <td>76.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>10</td>\n",
       "      <td>6:12.04</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>372</td>\n",
       "      <td>75.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>10</td>\n",
       "      <td>6:12.62</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>372</td>\n",
       "      <td>75.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>10</td>\n",
       "      <td>6:16.71</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>376</td>\n",
       "      <td>74.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>10</td>\n",
       "      <td>6:17.79</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>377</td>\n",
       "      <td>74.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>10</td>\n",
       "      <td>6:18.60</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>378</td>\n",
       "      <td>73.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>10</td>\n",
       "      <td>6:28.18</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>388</td>\n",
       "      <td>71.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>10</td>\n",
       "      <td>6:29.53</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>389</td>\n",
       "      <td>70.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>10</td>\n",
       "      <td>6:33.63</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>393</td>\n",
       "      <td>69.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>10</td>\n",
       "      <td>6:40.15</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>400</td>\n",
       "      <td>67.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>10</td>\n",
       "      <td>6:57.82</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>417</td>\n",
       "      <td>63.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>10</td>\n",
       "      <td>7:01.43</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>421</td>\n",
       "      <td>62.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>10</td>\n",
       "      <td>7:09.68</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>429</td>\n",
       "      <td>59.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>10</td>\n",
       "      <td>7:27.60</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>447</td>\n",
       "      <td>54.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>10</td>\n",
       "      <td>7:27.67</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>447</td>\n",
       "      <td>54.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>10</td>\n",
       "      <td>7:58.51</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>478</td>\n",
       "      <td>46.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>10</td>\n",
       "      <td>8:03.73</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>483</td>\n",
       "      <td>45.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>10</td>\n",
       "      <td>9:16.05</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>556</td>\n",
       "      <td>25.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>10</td>\n",
       "      <td>CAP+47</td>\n",
       "      <td>37</td>\n",
       "      <td>6 pts</td>\n",
       "      <td>647</td>\n",
       "      <td>-0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks    score  \\\n",
       "22               Mathew Fraser        10  4:43.31     1  100 pts   \n",
       "100                Noah Ohlsen        10  4:47.95     2   94 pts   \n",
       "87                  Cole Sager        10  4:52.88     3   88 pts   \n",
       "48                  Dan Bailey        10  5:02.14     4   84 pts   \n",
       "74               Scott Panchik        10  5:05.08     5   80 pts   \n",
       "9                    Ben Smith        10  5:08.34     6   76 pts   \n",
       "35   Björgvin Karl Guðmundsson        10  5:20.41     7   72 pts   \n",
       "61              Spencer Hendel        10  5:29.13     8   68 pts   \n",
       "113                Jonne Koski        10  5:30.59     9   64 pts   \n",
       "126              Jacob Heppner        10  5:39.29    10   60 pts   \n",
       "152                Aaron Hanna        10  5:48.47    11   58 pts   \n",
       "178               Lucas Parker        10  5:52.62    12   56 pts   \n",
       "347           Nathan Bramblett        10  5:55.48    13   54 pts   \n",
       "308            Graham Holmberg        10  5:56.75    14   52 pts   \n",
       "165              Alex Anderson        10  6:01.98    15   50 pts   \n",
       "256                  Chad Cole        10  6:04.04    16   48 pts   \n",
       "191                 Ben Garard        10  6:05.26    17   46 pts   \n",
       "334             Steven Fawcett        10  6:05.75    18   44 pts   \n",
       "360               Nick Urankar        10  6:09.87    19   42 pts   \n",
       "139             Alex Vigneault        10  6:12.04    20   40 pts   \n",
       "282                 Roy Gamboa        10  6:12.62    21   38 pts   \n",
       "269              Adrian Conway        10  6:16.71    22   36 pts   \n",
       "373               Phil Hesketh        10  6:17.79    23   34 pts   \n",
       "204            Elijah Muhammad        10  6:18.60    24   32 pts   \n",
       "321                Chad Melton        10  6:28.18    25   30 pts   \n",
       "412            Travis Williams        10  6:29.53    26   28 pts   \n",
       "399            Daniel Tyminski        10  6:33.63    27   26 pts   \n",
       "425                Khan Porter        10  6:40.15    28   24 pts   \n",
       "217               Kevin Manuel        10  6:57.82    29   22 pts   \n",
       "438            Austin Malleolo        10  7:01.43    30   20 pts   \n",
       "295                  Rob Forte        10  7:09.68    31   18 pts   \n",
       "230                   Jon Pera        10  7:27.60    32   16 pts   \n",
       "464                Jordan Cook        10  7:27.67    33   14 pts   \n",
       "243             Tyson Takasaki        10  7:58.51    34   12 pts   \n",
       "451             Julian Alcaraz        10  8:03.73    35   10 pts   \n",
       "386              Lukas Högberg        10  9:16.05    36    8 pts   \n",
       "477               Kevin Simons        10   CAP+47    37    6 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "22             283          100.00  \n",
       "100            287           98.90  \n",
       "87             292           97.53  \n",
       "48             302           94.78  \n",
       "74             305           93.96  \n",
       "9              308           93.13  \n",
       "35             320           89.84  \n",
       "61             329           87.36  \n",
       "113            330           87.09  \n",
       "126            339           84.62  \n",
       "152            348           82.14  \n",
       "178            352           81.04  \n",
       "347            355           80.22  \n",
       "308            356           79.95  \n",
       "165            361           78.57  \n",
       "256            364           77.75  \n",
       "191            365           77.47  \n",
       "334            365           77.47  \n",
       "360            369           76.37  \n",
       "139            372           75.55  \n",
       "282            372           75.55  \n",
       "269            376           74.45  \n",
       "373            377           74.18  \n",
       "204            378           73.90  \n",
       "321            388           71.15  \n",
       "412            389           70.88  \n",
       "399            393           69.78  \n",
       "425            400           67.86  \n",
       "217            417           63.19  \n",
       "438            421           62.09  \n",
       "295            429           59.89  \n",
       "230            447           54.95  \n",
       "464            447           54.95  \n",
       "243            478           46.43  \n",
       "451            483           45.05  \n",
       "386            556           25.00  \n",
       "477            647           -0.00  "
      ]
     },
     "execution_count": 123,
     "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": 124,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_11 = full_data[full_data['ordinals']==11].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_11.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 25*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_11['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_11['total_seconds']-min(event_11['total_seconds']))\n",
    "event_11['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "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>127</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>11</td>\n",
       "      <td>12:52.40</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>772.40</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>11</td>\n",
       "      <td>12:58.85</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>778.85</td>\n",
       "      <td>96.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>11</td>\n",
       "      <td>13:06.92</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>786.92</td>\n",
       "      <td>91.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>11</td>\n",
       "      <td>13:11.69</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>791.69</td>\n",
       "      <td>88.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>11</td>\n",
       "      <td>13:13.87</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>793.87</td>\n",
       "      <td>86.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>11</td>\n",
       "      <td>13:14.47</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>794.47</td>\n",
       "      <td>86.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>11</td>\n",
       "      <td>13:19.00</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>799.00</td>\n",
       "      <td>83.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>11</td>\n",
       "      <td>13:32.96</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>812.96</td>\n",
       "      <td>75.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>11</td>\n",
       "      <td>13:33.47</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>813.47</td>\n",
       "      <td>74.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>11</td>\n",
       "      <td>13:35.26</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>815.26</td>\n",
       "      <td>73.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>11</td>\n",
       "      <td>13:35.64</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>815.64</td>\n",
       "      <td>73.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>11</td>\n",
       "      <td>13:36.36</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>816.36</td>\n",
       "      <td>73.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>11</td>\n",
       "      <td>13:38.88</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>818.88</td>\n",
       "      <td>71.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>11</td>\n",
       "      <td>13:40.61</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>820.61</td>\n",
       "      <td>70.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>11</td>\n",
       "      <td>13:42.40</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>822.40</td>\n",
       "      <td>69.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>11</td>\n",
       "      <td>13:51.04</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>831.04</td>\n",
       "      <td>64.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>11</td>\n",
       "      <td>13:53.01</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>833.01</td>\n",
       "      <td>62.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>11</td>\n",
       "      <td>13:58.00</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>838.00</td>\n",
       "      <td>59.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>11</td>\n",
       "      <td>14:10.00</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>850.00</td>\n",
       "      <td>52.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>11</td>\n",
       "      <td>14:13.40</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>853.40</td>\n",
       "      <td>50.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>11</td>\n",
       "      <td>14:13.45</td>\n",
       "      <td>21</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>853.45</td>\n",
       "      <td>50.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>11</td>\n",
       "      <td>14:18.00</td>\n",
       "      <td>22</td>\n",
       "      <td>36 pts</td>\n",
       "      <td>858.00</td>\n",
       "      <td>47.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>11</td>\n",
       "      <td>14:18.80</td>\n",
       "      <td>23</td>\n",
       "      <td>34 pts</td>\n",
       "      <td>858.80</td>\n",
       "      <td>47.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>11</td>\n",
       "      <td>14:22.94</td>\n",
       "      <td>24</td>\n",
       "      <td>32 pts</td>\n",
       "      <td>862.94</td>\n",
       "      <td>44.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>11</td>\n",
       "      <td>14:27.12</td>\n",
       "      <td>25</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>867.12</td>\n",
       "      <td>41.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>11</td>\n",
       "      <td>14:30.97</td>\n",
       "      <td>26</td>\n",
       "      <td>28 pts</td>\n",
       "      <td>870.97</td>\n",
       "      <td>39.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>11</td>\n",
       "      <td>14:33.09</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>873.09</td>\n",
       "      <td>38.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>11</td>\n",
       "      <td>14:38.08</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>878.08</td>\n",
       "      <td>35.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>11</td>\n",
       "      <td>14:41.58</td>\n",
       "      <td>29</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>881.58</td>\n",
       "      <td>33.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>11</td>\n",
       "      <td>14:45.65</td>\n",
       "      <td>30</td>\n",
       "      <td>20 pts</td>\n",
       "      <td>885.65</td>\n",
       "      <td>30.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>11</td>\n",
       "      <td>14:49.36</td>\n",
       "      <td>31</td>\n",
       "      <td>18 pts</td>\n",
       "      <td>889.36</td>\n",
       "      <td>28.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>11</td>\n",
       "      <td>14:49.47</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>889.47</td>\n",
       "      <td>28.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>11</td>\n",
       "      <td>14:54.00</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>894.00</td>\n",
       "      <td>25.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>11</td>\n",
       "      <td>15:09.84</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>909.84</td>\n",
       "      <td>15.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>11</td>\n",
       "      <td>15:14.77</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>914.77</td>\n",
       "      <td>12.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>11</td>\n",
       "      <td>15:35.58</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>935.58</td>\n",
       "      <td>-0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals     times ranks    score  \\\n",
       "127              Jacob Heppner        11  12:52.40     1  100 pts   \n",
       "23               Mathew Fraser        11  12:58.85     2   94 pts   \n",
       "296                  Rob Forte        11  13:06.92     3   88 pts   \n",
       "140             Alex Vigneault        11  13:11.69     4   84 pts   \n",
       "36   Björgvin Karl Guðmundsson        11  13:13.87     5   80 pts   \n",
       "101                Noah Ohlsen        11  13:14.47     6   76 pts   \n",
       "10                   Ben Smith        11  13:19.00     7   72 pts   \n",
       "62              Spencer Hendel        11  13:32.96     8   68 pts   \n",
       "439            Austin Malleolo        11  13:33.47     9   64 pts   \n",
       "335             Steven Fawcett        11  13:35.26    10   60 pts   \n",
       "114                Jonne Koski        11  13:35.64    11   58 pts   \n",
       "257                  Chad Cole        11  13:36.36    12   56 pts   \n",
       "270              Adrian Conway        11  13:38.88    13   54 pts   \n",
       "49                  Dan Bailey        11  13:40.61    14   52 pts   \n",
       "166              Alex Anderson        11  13:42.40    15   50 pts   \n",
       "192                 Ben Garard        11  13:51.04    16   48 pts   \n",
       "218               Kevin Manuel        11  13:53.01    17   46 pts   \n",
       "88                  Cole Sager        11  13:58.00    18   44 pts   \n",
       "205            Elijah Muhammad        11  14:10.00    19   42 pts   \n",
       "413            Travis Williams        11  14:13.40    20   40 pts   \n",
       "309            Graham Holmberg        11  14:13.45    21   38 pts   \n",
       "179               Lucas Parker        11  14:18.00    22   36 pts   \n",
       "426                Khan Porter        11  14:18.80    23   34 pts   \n",
       "322                Chad Melton        11  14:22.94    24   32 pts   \n",
       "153                Aaron Hanna        11  14:27.12    25   30 pts   \n",
       "374               Phil Hesketh        11  14:30.97    26   28 pts   \n",
       "400            Daniel Tyminski        11  14:33.09    27   26 pts   \n",
       "244             Tyson Takasaki        11  14:38.08    28   24 pts   \n",
       "283                 Roy Gamboa        11  14:41.58    29   22 pts   \n",
       "75               Scott Panchik        11  14:45.65    30   20 pts   \n",
       "452             Julian Alcaraz        11  14:49.36    31   18 pts   \n",
       "465                Jordan Cook        11  14:49.47    32   16 pts   \n",
       "231                   Jon Pera        11  14:54.00    33   14 pts   \n",
       "387              Lukas Högberg        11  15:09.84    34   12 pts   \n",
       "348           Nathan Bramblett        11  15:14.77    35   10 pts   \n",
       "361               Nick Urankar        11  15:35.58    36    8 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "127         772.40          100.00  \n",
       "23          778.85           96.05  \n",
       "296         786.92           91.10  \n",
       "140         791.69           88.18  \n",
       "36          793.87           86.84  \n",
       "101         794.47           86.48  \n",
       "10          799.00           83.70  \n",
       "62          812.96           75.14  \n",
       "439         813.47           74.83  \n",
       "335         815.26           73.73  \n",
       "114         815.64           73.50  \n",
       "257         816.36           73.06  \n",
       "270         818.88           71.52  \n",
       "49          820.61           70.46  \n",
       "166         822.40           69.36  \n",
       "192         831.04           64.06  \n",
       "218         833.01           62.86  \n",
       "88          838.00           59.80  \n",
       "205         850.00           52.45  \n",
       "413         853.40           50.36  \n",
       "309         853.45           50.33  \n",
       "179         858.00           47.54  \n",
       "426         858.80           47.05  \n",
       "322         862.94           44.52  \n",
       "153         867.12           41.95  \n",
       "374         870.97           39.59  \n",
       "400         873.09           38.30  \n",
       "244         878.08           35.24  \n",
       "283         881.58           33.09  \n",
       "75          885.65           30.60  \n",
       "452         889.36           28.32  \n",
       "465         889.47           28.26  \n",
       "231         894.00           25.48  \n",
       "387         909.84           15.77  \n",
       "348         914.77           12.75  \n",
       "361         935.58           -0.00  "
      ]
     },
     "execution_count": 127,
     "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": 128,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_12 = full_data[full_data['ordinals']==12].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_12.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 6*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        if len(j['times'])==7:\n",
    "            datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "            total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)\n",
    "        else:\n",
    "            datetime_convert = datetime.strptime(j['times'],':%S.%f')\n",
    "            total_seconds.append(datetime_convert.second+datetime_convert.microsecond*1e-6)            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_12['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_12['total_seconds']-min(event_12['total_seconds']))\n",
    "event_12['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>12</td>\n",
       "      <td>4:35.86</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>275.86</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>12</td>\n",
       "      <td>4:52.15</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>292.15</td>\n",
       "      <td>87.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>12</td>\n",
       "      <td>5:16.55</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>316.55</td>\n",
       "      <td>69.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>12</td>\n",
       "      <td>5:23.05</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>323.05</td>\n",
       "      <td>65.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>12</td>\n",
       "      <td>5:25.94</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>325.94</td>\n",
       "      <td>62.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>12</td>\n",
       "      <td>5:53.00</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>353.00</td>\n",
       "      <td>42.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>360.00</td>\n",
       "      <td>37.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+1</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>361.00</td>\n",
       "      <td>37.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>362.00</td>\n",
       "      <td>36.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>9T</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>362.00</td>\n",
       "      <td>36.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>363.00</td>\n",
       "      <td>35.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>364.00</td>\n",
       "      <td>34.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>366.00</td>\n",
       "      <td>33.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>14T</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>368.00</td>\n",
       "      <td>31.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>14T</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>368.00</td>\n",
       "      <td>31.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>14T</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>368.00</td>\n",
       "      <td>31.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+12</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>372.00</td>\n",
       "      <td>28.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>409.00</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+49</td>\n",
       "      <td>18T</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>409.00</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>20T</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>410.00</td>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>20T</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>410.00</td>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>20T</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>410.00</td>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>20T</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>410.00</td>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+50</td>\n",
       "      <td>20T</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>410.00</td>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>12</td>\n",
       "      <td>CAP+51</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>411.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks    score  \\\n",
       "63              Spencer Hendel        12  4:35.86     1  100 pts   \n",
       "24               Mathew Fraser        12  4:52.15     2   94 pts   \n",
       "50                  Dan Bailey        12  5:16.55     3   88 pts   \n",
       "11                   Ben Smith        12  5:23.05     4   84 pts   \n",
       "76               Scott Panchik        12  5:25.94     5   80 pts   \n",
       "349           Nathan Bramblett        12  5:53.00     6   76 pts   \n",
       "37   Björgvin Karl Guðmundsson        12      CAP     7   72 pts   \n",
       "141             Alex Vigneault        12    CAP+1     8   68 pts   \n",
       "245             Tyson Takasaki        12    CAP+2    9T   64 pts   \n",
       "219               Kevin Manuel        12    CAP+2    9T   64 pts   \n",
       "180               Lucas Parker        12    CAP+3    11   58 pts   \n",
       "232                   Jon Pera        12    CAP+4    12   56 pts   \n",
       "362               Nick Urankar        12    CAP+6    13   54 pts   \n",
       "271              Adrian Conway        12    CAP+8   14T   52 pts   \n",
       "375               Phil Hesketh        12    CAP+8   14T   52 pts   \n",
       "115                Jonne Koski        12    CAP+8   14T   52 pts   \n",
       "102                Noah Ohlsen        12   CAP+12    17   46 pts   \n",
       "206            Elijah Muhammad        12   CAP+49   18T   44 pts   \n",
       "89                  Cole Sager        12   CAP+49   18T   44 pts   \n",
       "128              Jacob Heppner        12   CAP+50   20T   40 pts   \n",
       "258                  Chad Cole        12   CAP+50   20T   40 pts   \n",
       "284                 Roy Gamboa        12   CAP+50   20T   40 pts   \n",
       "336             Steven Fawcett        12   CAP+50   20T   40 pts   \n",
       "466                Jordan Cook        12   CAP+50   20T   40 pts   \n",
       "414            Travis Williams        12   CAP+51   25T   30 pts   \n",
       "401            Daniel Tyminski        12   CAP+51   25T   30 pts   \n",
       "388              Lukas Högberg        12   CAP+51   25T   30 pts   \n",
       "154                Aaron Hanna        12   CAP+51   25T   30 pts   \n",
       "427                Khan Porter        12   CAP+51   25T   30 pts   \n",
       "297                  Rob Forte        12   CAP+51   25T   30 pts   \n",
       "453             Julian Alcaraz        12   CAP+51   25T   30 pts   \n",
       "193                 Ben Garard        12   CAP+51   25T   30 pts   \n",
       "167              Alex Anderson        12   CAP+51   25T   30 pts   \n",
       "323                Chad Melton        12   CAP+51   25T   30 pts   \n",
       "440            Austin Malleolo        12   CAP+51   25T   30 pts   \n",
       "310            Graham Holmberg        12   CAP+51   25T   30 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "63          275.86          100.00  \n",
       "24          292.15           87.95  \n",
       "50          316.55           69.89  \n",
       "11          323.05           65.08  \n",
       "76          325.94           62.94  \n",
       "349         353.00           42.92  \n",
       "37          360.00           37.74  \n",
       "141         361.00           37.00  \n",
       "245         362.00           36.26  \n",
       "219         362.00           36.26  \n",
       "180         363.00           35.52  \n",
       "232         364.00           34.78  \n",
       "362         366.00           33.30  \n",
       "271         368.00           31.82  \n",
       "375         368.00           31.82  \n",
       "115         368.00           31.82  \n",
       "102         372.00           28.86  \n",
       "206         409.00            1.48  \n",
       "89          409.00            1.48  \n",
       "128         410.00            0.74  \n",
       "258         410.00            0.74  \n",
       "284         410.00            0.74  \n",
       "336         410.00            0.74  \n",
       "466         410.00            0.74  \n",
       "414         411.00            0.00  \n",
       "401         411.00            0.00  \n",
       "388         411.00            0.00  \n",
       "154         411.00            0.00  \n",
       "427         411.00            0.00  \n",
       "297         411.00            0.00  \n",
       "453         411.00            0.00  \n",
       "193         411.00            0.00  \n",
       "167         411.00            0.00  \n",
       "323         411.00            0.00  \n",
       "440         411.00            0.00  \n",
       "310         411.00            0.00  "
      ]
     },
     "execution_count": 131,
     "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": 132,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_13 = full_data[full_data['ordinals']==13].sort_values('times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "total_seconds = []\n",
    "for i, j in event_13.iterrows():\n",
    "    if 'CAP' in j['times']:\n",
    "        cap = 7*60\n",
    "        if len(j['times'])==3:\n",
    "            total_seconds.append(cap)\n",
    "        else:\n",
    "            total_seconds.append(cap+int(j['times'][4:]))\n",
    "    else:\n",
    "        datetime_convert = datetime.strptime(j['times'],'%M:%S.%f')\n",
    "        total_seconds.append(datetime_convert.second + datetime_convert.minute*60+datetime_convert.microsecond*1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "event_13['total_seconds'] = total_seconds\n",
    "\n",
    "lst = list(event_13['total_seconds']-min(event_13['total_seconds']))\n",
    "event_13['adjusted_score'] = [100 - i*(100/max(lst)) for i in lst]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competitors</th>\n",
       "      <th>ordinals</th>\n",
       "      <th>times</th>\n",
       "      <th>ranks</th>\n",
       "      <th>score</th>\n",
       "      <th>total_seconds</th>\n",
       "      <th>adjusted_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>13</td>\n",
       "      <td>4:18.97</td>\n",
       "      <td>1</td>\n",
       "      <td>100 pts</td>\n",
       "      <td>258.97</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>13</td>\n",
       "      <td>4:32.53</td>\n",
       "      <td>2</td>\n",
       "      <td>94 pts</td>\n",
       "      <td>272.53</td>\n",
       "      <td>93.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>13</td>\n",
       "      <td>4:52.57</td>\n",
       "      <td>3</td>\n",
       "      <td>88 pts</td>\n",
       "      <td>292.57</td>\n",
       "      <td>84.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Ben Smith</td>\n",
       "      <td>13</td>\n",
       "      <td>5:01.20</td>\n",
       "      <td>4</td>\n",
       "      <td>84 pts</td>\n",
       "      <td>301.20</td>\n",
       "      <td>80.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>13</td>\n",
       "      <td>5:30.45</td>\n",
       "      <td>5</td>\n",
       "      <td>80 pts</td>\n",
       "      <td>330.45</td>\n",
       "      <td>67.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>13</td>\n",
       "      <td>5:32.87</td>\n",
       "      <td>6</td>\n",
       "      <td>76 pts</td>\n",
       "      <td>332.87</td>\n",
       "      <td>66.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>13</td>\n",
       "      <td>5:44.86</td>\n",
       "      <td>7</td>\n",
       "      <td>72 pts</td>\n",
       "      <td>344.86</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>13</td>\n",
       "      <td>5:50.05</td>\n",
       "      <td>8</td>\n",
       "      <td>68 pts</td>\n",
       "      <td>350.05</td>\n",
       "      <td>58.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>13</td>\n",
       "      <td>5:51.48</td>\n",
       "      <td>9</td>\n",
       "      <td>64 pts</td>\n",
       "      <td>351.48</td>\n",
       "      <td>58.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>13</td>\n",
       "      <td>5:55.13</td>\n",
       "      <td>10</td>\n",
       "      <td>60 pts</td>\n",
       "      <td>355.13</td>\n",
       "      <td>56.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>13</td>\n",
       "      <td>6:01.56</td>\n",
       "      <td>11</td>\n",
       "      <td>58 pts</td>\n",
       "      <td>361.56</td>\n",
       "      <td>53.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>13</td>\n",
       "      <td>6:03.29</td>\n",
       "      <td>12</td>\n",
       "      <td>56 pts</td>\n",
       "      <td>363.29</td>\n",
       "      <td>52.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>13</td>\n",
       "      <td>6:06.53</td>\n",
       "      <td>13</td>\n",
       "      <td>54 pts</td>\n",
       "      <td>366.53</td>\n",
       "      <td>51.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>13</td>\n",
       "      <td>6:08.19</td>\n",
       "      <td>14</td>\n",
       "      <td>52 pts</td>\n",
       "      <td>368.19</td>\n",
       "      <td>50.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>13</td>\n",
       "      <td>6:08.94</td>\n",
       "      <td>15</td>\n",
       "      <td>50 pts</td>\n",
       "      <td>368.94</td>\n",
       "      <td>50.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>13</td>\n",
       "      <td>6:19.29</td>\n",
       "      <td>16</td>\n",
       "      <td>48 pts</td>\n",
       "      <td>379.29</td>\n",
       "      <td>45.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>13</td>\n",
       "      <td>6:31.61</td>\n",
       "      <td>17</td>\n",
       "      <td>46 pts</td>\n",
       "      <td>391.61</td>\n",
       "      <td>39.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>13</td>\n",
       "      <td>6:35.03</td>\n",
       "      <td>18</td>\n",
       "      <td>44 pts</td>\n",
       "      <td>395.03</td>\n",
       "      <td>38.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>13</td>\n",
       "      <td>6:48.02</td>\n",
       "      <td>19</td>\n",
       "      <td>42 pts</td>\n",
       "      <td>408.02</td>\n",
       "      <td>32.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>13</td>\n",
       "      <td>6:52.60</td>\n",
       "      <td>20</td>\n",
       "      <td>40 pts</td>\n",
       "      <td>412.60</td>\n",
       "      <td>30.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>422.00</td>\n",
       "      <td>26.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>422.00</td>\n",
       "      <td>26.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>422.00</td>\n",
       "      <td>26.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+2</td>\n",
       "      <td>21T</td>\n",
       "      <td>38 pts</td>\n",
       "      <td>422.00</td>\n",
       "      <td>26.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>423.00</td>\n",
       "      <td>25.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+3</td>\n",
       "      <td>25T</td>\n",
       "      <td>30 pts</td>\n",
       "      <td>423.00</td>\n",
       "      <td>25.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+4</td>\n",
       "      <td>27</td>\n",
       "      <td>26 pts</td>\n",
       "      <td>424.00</td>\n",
       "      <td>25.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+5</td>\n",
       "      <td>28</td>\n",
       "      <td>24 pts</td>\n",
       "      <td>425.00</td>\n",
       "      <td>24.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>426.00</td>\n",
       "      <td>24.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>426.00</td>\n",
       "      <td>24.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+6</td>\n",
       "      <td>29T</td>\n",
       "      <td>22 pts</td>\n",
       "      <td>426.00</td>\n",
       "      <td>24.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+8</td>\n",
       "      <td>32</td>\n",
       "      <td>16 pts</td>\n",
       "      <td>428.00</td>\n",
       "      <td>23.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+27</td>\n",
       "      <td>33</td>\n",
       "      <td>14 pts</td>\n",
       "      <td>447.00</td>\n",
       "      <td>14.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+52</td>\n",
       "      <td>34</td>\n",
       "      <td>12 pts</td>\n",
       "      <td>472.00</td>\n",
       "      <td>3.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+53</td>\n",
       "      <td>35</td>\n",
       "      <td>10 pts</td>\n",
       "      <td>473.00</td>\n",
       "      <td>3.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>13</td>\n",
       "      <td>CAP+60</td>\n",
       "      <td>36</td>\n",
       "      <td>8 pts</td>\n",
       "      <td>480.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   competitors  ordinals    times ranks    score  \\\n",
       "64              Spencer Hendel        13  4:18.97     1  100 pts   \n",
       "324                Chad Melton        13  4:32.53     2   94 pts   \n",
       "51                  Dan Bailey        13  4:52.57     3   88 pts   \n",
       "12                   Ben Smith        13  5:01.20     4   84 pts   \n",
       "38   Björgvin Karl Guðmundsson        13  5:30.45     5   80 pts   \n",
       "77               Scott Panchik        13  5:32.87     6   76 pts   \n",
       "129              Jacob Heppner        13  5:44.86     7   72 pts   \n",
       "181               Lucas Parker        13  5:50.05     8   68 pts   \n",
       "103                Noah Ohlsen        13  5:51.48     9   64 pts   \n",
       "194                 Ben Garard        13  5:55.13    10   60 pts   \n",
       "168              Alex Anderson        13  6:01.56    11   58 pts   \n",
       "155                Aaron Hanna        13  6:03.29    12   56 pts   \n",
       "259                  Chad Cole        13  6:06.53    13   54 pts   \n",
       "298                  Rob Forte        13  6:08.19    14   52 pts   \n",
       "142             Alex Vigneault        13  6:08.94    15   50 pts   \n",
       "402            Daniel Tyminski        13  6:19.29    16   48 pts   \n",
       "25               Mathew Fraser        13  6:31.61    17   46 pts   \n",
       "233                   Jon Pera        13  6:35.03    18   44 pts   \n",
       "285                 Roy Gamboa        13  6:48.02    19   42 pts   \n",
       "467                Jordan Cook        13  6:52.60    20   40 pts   \n",
       "90                  Cole Sager        13    CAP+2   21T   38 pts   \n",
       "376               Phil Hesketh        13    CAP+2   21T   38 pts   \n",
       "116                Jonne Koski        13    CAP+2   21T   38 pts   \n",
       "220               Kevin Manuel        13    CAP+2   21T   38 pts   \n",
       "337             Steven Fawcett        13    CAP+3   25T   30 pts   \n",
       "350           Nathan Bramblett        13    CAP+3   25T   30 pts   \n",
       "454             Julian Alcaraz        13    CAP+4    27   26 pts   \n",
       "311            Graham Holmberg        13    CAP+5    28   24 pts   \n",
       "363               Nick Urankar        13    CAP+6   29T   22 pts   \n",
       "272              Adrian Conway        13    CAP+6   29T   22 pts   \n",
       "246             Tyson Takasaki        13    CAP+6   29T   22 pts   \n",
       "441            Austin Malleolo        13    CAP+8    32   16 pts   \n",
       "207            Elijah Muhammad        13   CAP+27    33   14 pts   \n",
       "415            Travis Williams        13   CAP+52    34   12 pts   \n",
       "428                Khan Porter        13   CAP+53    35   10 pts   \n",
       "389              Lukas Högberg        13   CAP+60    36    8 pts   \n",
       "\n",
       "     total_seconds  adjusted_score  \n",
       "64          258.97          100.00  \n",
       "324         272.53           93.87  \n",
       "51          292.57           84.80  \n",
       "12          301.20           80.89  \n",
       "38          330.45           67.66  \n",
       "77          332.87           66.57  \n",
       "129         344.86           61.14  \n",
       "181         350.05           58.79  \n",
       "103         351.48           58.15  \n",
       "194         355.13           56.49  \n",
       "168         361.56           53.59  \n",
       "155         363.29           52.80  \n",
       "259         366.53           51.34  \n",
       "298         368.19           50.59  \n",
       "142         368.94           50.25  \n",
       "402         379.29           45.56  \n",
       "25          391.61           39.99  \n",
       "233         395.03           38.44  \n",
       "285         408.02           32.57  \n",
       "467         412.60           30.49  \n",
       "90          422.00           26.24  \n",
       "376         422.00           26.24  \n",
       "116         422.00           26.24  \n",
       "220         422.00           26.24  \n",
       "337         423.00           25.79  \n",
       "350         423.00           25.79  \n",
       "454         424.00           25.34  \n",
       "311         425.00           24.88  \n",
       "363         426.00           24.43  \n",
       "272         426.00           24.43  \n",
       "246         426.00           24.43  \n",
       "441         428.00           23.53  \n",
       "207         447.00           14.93  \n",
       "415         472.00            3.62  \n",
       "428         473.00            3.17  \n",
       "389         480.00            0.00  "
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_13.sort_values('adjusted_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:2: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "frames = [event_1, event_2, event_3, event_4, event_5, event_6, event_7, event_8, event_9, event_10, event_11, event_12, event_13]\n",
    "final_df = pd.concat(frames)[['competitors','adjusted_score', 'score']]\n",
    "final_df['score'] = [int(i[:-4]) for i in final_df['score']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "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": 138,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adjusted_placements['adjusted_placement'] = [i+1 for i in range(len(adjusted_placements))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "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": 140,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_placements = pd.DataFrame(actual_placement, columns=['competitors','actual_placement'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "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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       "    .dataframe thead 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>Ben Smith</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Spencer Hendel</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>Cole Sager</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  competitors actual_placement\n",
       "0                   Ben Smith                1\n",
       "1               Mathew Fraser                2\n",
       "2   Björgvin Karl Guðmundsson                3\n",
       "3                  Dan Bailey                4\n",
       "4              Spencer Hendel                5\n",
       "5               Scott Panchik                6\n",
       "6                  Cole Sager                7\n",
       "7                 Noah Ohlsen                8\n",
       "8                 Jonne Koski                9\n",
       "9               Jacob Heppner               10\n",
       "10             Alex Vigneault               11\n",
       "11                Aaron Hanna               12\n",
       "12              Alex Anderson               13\n",
       "13               Lucas Parker               14\n",
       "14                 Ben Garard               15\n",
       "15            Elijah Muhammad               16\n",
       "16               Kevin Manuel               17\n",
       "17                   Jon Pera               18\n",
       "18             Tyson Takasaki               19\n",
       "19                  Chad Cole               20\n",
       "20              Adrian Conway               21\n",
       "21                 Roy Gamboa               22\n",
       "22                  Rob Forte               23\n",
       "23            Graham Holmberg               24\n",
       "24                Chad Melton               25\n",
       "25             Steven Fawcett               26\n",
       "26           Nathan Bramblett               27\n",
       "27               Nick Urankar               28\n",
       "28               Phil Hesketh               29\n",
       "29              Lukas Högberg               30\n",
       "30            Daniel Tyminski               31\n",
       "31            Travis Williams               32\n",
       "32                Khan Porter               33\n",
       "33            Austin Malleolo               34\n",
       "34             Julian Alcaraz               35\n",
       "35                Jordan Cook               36\n",
       "36               Kevin Simons               37\n",
       "37                  Joe Scali               38\n",
       "38                Neal Maddox               39\n",
       "39                Chad Mackay               40"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_placements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "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": 143,
   "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>Ben Smith</td>\n",
       "      <td>915</td>\n",
       "      <td>1</td>\n",
       "      <td>950.35</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mathew Fraser</td>\n",
       "      <td>879</td>\n",
       "      <td>2</td>\n",
       "      <td>930.91</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Björgvin Karl Guðmundsson</td>\n",
       "      <td>766</td>\n",
       "      <td>3</td>\n",
       "      <td>789.47</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>730</td>\n",
       "      <td>4</td>\n",
       "      <td>714.43</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Spencer Hendel</td>\n",
       "      <td>718</td>\n",
       "      <td>5</td>\n",
       "      <td>800.57</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Scott Panchik</td>\n",
       "      <td>709</td>\n",
       "      <td>6</td>\n",
       "      <td>701.21</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Cole Sager</td>\n",
       "      <td>700</td>\n",
       "      <td>7</td>\n",
       "      <td>675.42</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Noah Ohlsen</td>\n",
       "      <td>693</td>\n",
       "      <td>8</td>\n",
       "      <td>732.02</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jonne Koski</td>\n",
       "      <td>638</td>\n",
       "      <td>9</td>\n",
       "      <td>721.39</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Jacob Heppner</td>\n",
       "      <td>621</td>\n",
       "      <td>10</td>\n",
       "      <td>678.75</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alex Vigneault</td>\n",
       "      <td>615</td>\n",
       "      <td>11</td>\n",
       "      <td>689.96</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Aaron Hanna</td>\n",
       "      <td>604</td>\n",
       "      <td>12</td>\n",
       "      <td>628.82</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Alex Anderson</td>\n",
       "      <td>583</td>\n",
       "      <td>13</td>\n",
       "      <td>665.80</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Lucas Parker</td>\n",
       "      <td>556</td>\n",
       "      <td>14</td>\n",
       "      <td>595.06</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ben Garard</td>\n",
       "      <td>532</td>\n",
       "      <td>15</td>\n",
       "      <td>578.83</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Elijah Muhammad</td>\n",
       "      <td>535</td>\n",
       "      <td>16</td>\n",
       "      <td>572.69</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kevin Manuel</td>\n",
       "      <td>534</td>\n",
       "      <td>17</td>\n",
       "      <td>591.90</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Jon Pera</td>\n",
       "      <td>519</td>\n",
       "      <td>18</td>\n",
       "      <td>561.04</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Tyson Takasaki</td>\n",
       "      <td>518</td>\n",
       "      <td>19</td>\n",
       "      <td>610.78</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Chad Cole</td>\n",
       "      <td>508</td>\n",
       "      <td>20</td>\n",
       "      <td>523.83</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Adrian Conway</td>\n",
       "      <td>493</td>\n",
       "      <td>21</td>\n",
       "      <td>557.91</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Roy Gamboa</td>\n",
       "      <td>476</td>\n",
       "      <td>22</td>\n",
       "      <td>508.38</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Rob Forte</td>\n",
       "      <td>472</td>\n",
       "      <td>23</td>\n",
       "      <td>561.79</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Graham Holmberg</td>\n",
       "      <td>472</td>\n",
       "      <td>24</td>\n",
       "      <td>503.72</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chad Melton</td>\n",
       "      <td>460</td>\n",
       "      <td>25</td>\n",
       "      <td>525.94</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Steven Fawcett</td>\n",
       "      <td>454</td>\n",
       "      <td>26</td>\n",
       "      <td>504.47</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Nathan Bramblett</td>\n",
       "      <td>425</td>\n",
       "      <td>27</td>\n",
       "      <td>481.15</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Nick Urankar</td>\n",
       "      <td>417</td>\n",
       "      <td>28</td>\n",
       "      <td>468.73</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Phil Hesketh</td>\n",
       "      <td>400</td>\n",
       "      <td>29</td>\n",
       "      <td>482.88</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Lukas Högberg</td>\n",
       "      <td>385</td>\n",
       "      <td>30</td>\n",
       "      <td>436.72</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Daniel Tyminski</td>\n",
       "      <td>381</td>\n",
       "      <td>31</td>\n",
       "      <td>444.26</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Travis Williams</td>\n",
       "      <td>362</td>\n",
       "      <td>32</td>\n",
       "      <td>459.71</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Khan Porter</td>\n",
       "      <td>351</td>\n",
       "      <td>33</td>\n",
       "      <td>467.23</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Austin Malleolo</td>\n",
       "      <td>301</td>\n",
       "      <td>34</td>\n",
       "      <td>367.36</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Julian Alcaraz</td>\n",
       "      <td>299</td>\n",
       "      <td>35</td>\n",
       "      <td>392.32</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Jordan Cook</td>\n",
       "      <td>244</td>\n",
       "      <td>36</td>\n",
       "      <td>317.38</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kevin Simons</td>\n",
       "      <td>149</td>\n",
       "      <td>37</td>\n",
       "      <td>209.45</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Joe Scali</td>\n",
       "      <td>213</td>\n",
       "      <td>38</td>\n",
       "      <td>193.76</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Neal Maddox</td>\n",
       "      <td>198</td>\n",
       "      <td>39</td>\n",
       "      <td>215.65</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Chad Mackay</td>\n",
       "      <td>270</td>\n",
       "      <td>40</td>\n",
       "      <td>284.32</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  competitors  score actual_placement  adjusted_score  \\\n",
       "0                   Ben Smith    915                1          950.35   \n",
       "1               Mathew Fraser    879                2          930.91   \n",
       "2   Björgvin Karl Guðmundsson    766                3          789.47   \n",
       "3                  Dan Bailey    730                4          714.43   \n",
       "4              Spencer Hendel    718                5          800.57   \n",
       "5               Scott Panchik    709                6          701.21   \n",
       "6                  Cole Sager    700                7          675.42   \n",
       "7                 Noah Ohlsen    693                8          732.02   \n",
       "8                 Jonne Koski    638                9          721.39   \n",
       "9               Jacob Heppner    621               10          678.75   \n",
       "10             Alex Vigneault    615               11          689.96   \n",
       "11                Aaron Hanna    604               12          628.82   \n",
       "12              Alex Anderson    583               13          665.80   \n",
       "13               Lucas Parker    556               14          595.06   \n",
       "14                 Ben Garard    532               15          578.83   \n",
       "15            Elijah Muhammad    535               16          572.69   \n",
       "16               Kevin Manuel    534               17          591.90   \n",
       "17                   Jon Pera    519               18          561.04   \n",
       "18             Tyson Takasaki    518               19          610.78   \n",
       "19                  Chad Cole    508               20          523.83   \n",
       "20              Adrian Conway    493               21          557.91   \n",
       "21                 Roy Gamboa    476               22          508.38   \n",
       "22                  Rob Forte    472               23          561.79   \n",
       "23            Graham Holmberg    472               24          503.72   \n",
       "24                Chad Melton    460               25          525.94   \n",
       "25             Steven Fawcett    454               26          504.47   \n",
       "26           Nathan Bramblett    425               27          481.15   \n",
       "27               Nick Urankar    417               28          468.73   \n",
       "28               Phil Hesketh    400               29          482.88   \n",
       "29              Lukas Högberg    385               30          436.72   \n",
       "30            Daniel Tyminski    381               31          444.26   \n",
       "31            Travis Williams    362               32          459.71   \n",
       "32                Khan Porter    351               33          467.23   \n",
       "33            Austin Malleolo    301               34          367.36   \n",
       "34             Julian Alcaraz    299               35          392.32   \n",
       "35                Jordan Cook    244               36          317.38   \n",
       "36               Kevin Simons    149               37          209.45   \n",
       "37                  Joe Scali    213               38          193.76   \n",
       "38                Neal Maddox    198               39          215.65   \n",
       "39                Chad Mackay    270               40          284.32   \n",
       "\n",
       "    adjusted_placement  \n",
       "0                    1  \n",
       "1                    2  \n",
       "2                    4  \n",
       "3                    7  \n",
       "4                    3  \n",
       "5                    8  \n",
       "6                   11  \n",
       "7                    5  \n",
       "8                    6  \n",
       "9                   10  \n",
       "10                   9  \n",
       "11                  13  \n",
       "12                  12  \n",
       "13                  15  \n",
       "14                  17  \n",
       "15                  18  \n",
       "16                  16  \n",
       "17                  20  \n",
       "18                  14  \n",
       "19                  23  \n",
       "20                  21  \n",
       "21                  24  \n",
       "22                  19  \n",
       "23                  26  \n",
       "24                  22  \n",
       "25                  25  \n",
       "26                  28  \n",
       "27                  29  \n",
       "28                  27  \n",
       "29                  33  \n",
       "30                  32  \n",
       "31                  31  \n",
       "32                  30  \n",
       "33                  35  \n",
       "34                  34  \n",
       "35                  36  \n",
       "36                  39  \n",
       "37                  40  \n",
       "38                  38  \n",
       "39                  37  "
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.to_csv('Adjusted_Results/Men_2015.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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