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andrewgiessel/gist:5066789

Created March 1, 2013 18:43
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basketball-reference parser
Raw
gistfile1.json
{
"metadata": {
"name": "basketball-reference parser"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas\n",
"\n",
"from bs4 import BeautifulSoup\n",
"\n",
"import time\n",
"import json\n",
"\n",
"import os"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 187
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Simple wrapper to return the beautiful soup objective from a url, used throughout below"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def getSoupFromURL(url):\n",
" \"\"\"\n",
" This function grabs the url and returns and returns the BeautifulSoup object\n",
" \"\"\"\n",
" print url\n",
" \n",
" try:\n",
" r = requests.get(url)\n",
" except:\n",
" return None\n",
" \n",
" return BeautifulSoup(r.text)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 188
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"First we need to get a list of all current players and the URLs to their individual pages."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"letters = list('abcdefghijklmnopqrstuvwxyz')\n",
"names = []\n",
"for letter in letters:\n",
" letter_page = getSoupFromURL('http://www.basketball-reference.com/players/%s/' % (letter))\n",
"\n",
" # we know that all the currently active players have <strong> tags, so we'll limit our names to those\n",
" current_names = letter_page.findAll('strong')\n",
" for n in current_names:\n",
" name_data = n.children.next()\n",
" names.append((name_data.contents[0], 'http://www.basketball-reference.com' + name_data.attrs['href']))\n",
" time.sleep(1) # sleeping to be kind for requests\n",
"\n",
"names = dict(names)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"http://www.basketball-reference.com/players/a/\n",
"http://www.basketball-reference.com/players/b/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/c/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/d/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/e/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/f/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/h/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/i/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/k/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/l/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/m/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/n/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/o/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/p/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/q/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/r/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/s/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/t/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/u/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/v/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/w/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/x/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/y/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/z/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 189
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Now, let's begin to build the player dictionary."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Key = Player name (a string)\n",
"\n",
"Value = Player Dictionary (a nested dictionary)\n",
"\n",
"Player Dictionary keys / values:\n",
"\n",
"+ overview_url / url string\n",
"+ overview_url_content / text contents of overview page\n",
"+ gamelog_url_list / list of url strings\n",
"+ gamelog_data / pandas dataframe\n",
" "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"players={}\n",
"for name, url in names.items():\n",
" players[name] = {'overview_url':url}\n",
" \n",
" players[name]['overview_url_content'] = None\n",
" players[name]['gamelog_url_list'] = []\n",
" players[name]['gamelog_data'] = None"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 190
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"players[u'LeBron James']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 191,
"text": [
"{'gamelog_data': None,\n",
" 'gamelog_url_list': [],\n",
" 'overview_url': 'http://www.basketball-reference.com/players/j/jamesle01.html',\n",
" 'overview_url_content': None}"
]
}
],
"prompt_number": 191
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Now we want a function to grab each player's overall page\n",
"We will use this to pull out all their game logs later.\n",
"<br><br>\n",
"\n",
"####Note: there are about 550 players current in the nba so this will take ~10 minutes or so to run\n",
"<br>\n",
"We'll be storing this info in a local file later, so this can be skipped later."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i, (name, player_dict) in enumerate(players.items()):\n",
" if players[name]['overview_url_content'] is None:\n",
" print i, \n",
" \n",
" overview_soup = getSoupFromURL(players[name]['overview_url'])\n",
" players[name]['overview_url_content'] = overview_soup.text\n",
"\n",
" \n",
" # the links to each year's game logs are in <li> tags, and the text contains 'Game Logs'\n",
" # so we can use those to pull out our urls.\n",
" for li in overview_soup.find_all('li'):\n",
" if 'Game Logs' in li.getText():\n",
" game_log_links = li.findAll('a')\n",
" \n",
" for game_log_link in game_log_links:\n",
" players[name]['gamelog_url_list'].append('http://www.basketball-reference.com' + game_log_link.get('href'))\n",
" \n",
" time.sleep(1) # sleep to be kind."
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0 http://www.basketball-reference.com/players/j/jamesmi01.html\n",
"1"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/g/gasolpa01.html\n",
"2"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/t/thomptr02.html\n",
"3"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/h/hillge01.html\n",
"4"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/n/noahjo01.html\n",
"5"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/w/willide02.html\n",
"6"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/f/foyera01.html\n",
"7"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/m/millemi01.html\n",
"8"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/g/greendr01.html\n",
"9"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/l/lowryky01.html\n",
"10"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/b/boozeca01.html\n",
"11"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/p/pargoja01.html\n",
"12"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/f/feltora01.html\n",
"13"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/d/dayeau01.html\n",
"14"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/y/youngth01.html\n",
"15"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/w/willite01.html\n",
"16"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/v/vucevni01.html\n",
"17"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/b/brookaa01.html\n",
"18"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/b/billuch01.html\n",
"19"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/m/meeksjo01.html\n",
"20"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/h/hamiljo02.html\n",
"21"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/j/johnsca01.html\n",
"22"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/c/cookbr01.html\n",
"23"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/s/sullija01.html\n",
"24"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/m/millspa01.html\n",
"25"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/b/bradlav01.html\n",
"26"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/j/johnsjo02.html\n",
"27"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/b/bartowi01.html\n",
"28"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/j/jonesja02.html\n",
"29"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/w/wafervo01.html\n",
"30"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/c/couside01.html\n",
"31"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/w/wallara01.html\n",
"32"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/b/butleca01.html\n",
"33"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/s/selbyjo01.html\n",
"34"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/g/gasolma01.html\n",
"35"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/p/parketo01.html\n",
"36"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/j/jamesle01.html\n",
"37"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/l/lopezbr01.html\n",
"38"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/l/lillada01.html\n",
"39"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/r/randoza01.html\n",
"40"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/m/mohamna01.html\n",
"41"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/l/liggide01.html\n",
"42"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/r/ridnolu01.html\n",
"43"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/k/kanteen01.html\n",
"44"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/l/lawsoty01.html\n",
"45"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/m/matthwe02.html\n",
"46"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/w/westde01.html\n",
"47"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/c/crawfja01.html\n",
"48"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/h/honeyty01.html\n",
"49"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/p/petrojo01.html\n",
"50"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/c/chalmma01.html\n",
"51"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/v/vujacsa01.html\n",
"52"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/e/evansre01.html\n",
"53"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/a/adrieje01.html\n",
"54"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/s/silasxa01.html\n",
"55"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/p/priceaj01.html\n",
"56"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/m/middlkh01.html\n",
"57"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/w/willise01.html\n",
"58"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/d/diopde01.html\n",
"59"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/a/aminual01.html\n",
"60"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/a/azubuke01.html\n",
"61"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/h/horfoal01.html\n",
"62"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/k/kiddja01.html\n",
"63"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/g/gelabmi01.html\n",
"64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/l/lopezro01.html\n",
"65"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/w/willire02.html\n",
"66"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/z/zellelu01.html\n",
"67"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/o/oquinky01.html\n",
"68"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/a/anthojo01.html\n",
"69"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/j/johnsja01.html\n",
"70"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/j/johnsam01.html\n",
"71"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" http://www.basketball-reference.com/players/t/thompmy02.html\n",
"72"
]
},
{
"output_type": "stream",
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"text": [
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" 'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2011/',\n",
" 'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2010/',\n",
" 'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2009/',\n",
" 'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2008/',\n",
" 'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2007/',\n",
" 'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2006/',\n",
" 'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2005/',\n",
" 'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2004/'],\n",
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Sponsor this page for $490. Your message will replace this ad.\\n\\n\\n\\nAll-Star\\n\\nLeBron James\\nReg. Seas.\\n\\nTotals\\nPer Game\\nPer 36 Minutes\\nAdvanced\\n\\n\\nPlayoffs\\n\\nTotals\\nPer Game\\nPer 36 Minutes\\nAdvanced\\n\\n\\nOther\\n\\nPlayer News\\nAll-Star Game\\nSim Scores\\nLeaderboard\\nTransactions\\nSalaries\\nContract\\n\\n\\nGame Logs\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\n\\n\\nSplits\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\nCareer\\n\\n\\nShooting\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\n\\n\\nLineups\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\n\\n\\nOn/Off\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\nCareer\\n\\n\\nFinders\\n\\nGame Finder\\nStreak Finder\\nShot Finder\\nEvent Finder\\nLineup Finder\\nPlus/Minus Finder\\n\\n\\n\\n\\n\\nPlayer News\\nAdd Your Blog Posts Here\\n \\xb7 Player News Archive\\n \\xb7 Hide Stories\\n\\n\\n\\n3/1 HoopsHabit: Andrew Bogut: How Does He Stack Up With Other Centers in the West?: When the Golden State Warriors dealt Monta Ellis for An [...]The...\\n3/1 Spreadsheet Sports: Friday 3/1 NBA Fanduel Analytics: Please see Introducing the Spreadsheet-Sports Daily Fantasy Sports...\\n3/1 HoopsHabit: Philadelphia 76ers: Can Evan Turner Develop Into a Bonafide Star?: When the Philadelphia 76ers bowed out in the second rou [...]The...\\n2/28 Sports Out West: Kobe Bryant says Lakers\\u2019 role \\u2018predicated on the defense\\u2019: Los Angeles Lakers superstar Kobe Bryant is not only one of the...\\n2/28 NBA Injury News: Kyrie Irving Injury: Cavaliers\\' guard undergoes MRI: The Cleveland Cavaliers don\\'t have much to draw fans to the arena...\\nShow 19 more stories\\n\\n2/28 The Wages of Wins Journal: The Real and Fake Shooters of the NBA: Devin takes a look at the NBA\\'s \"shooters\" and wannabe shooters....\\n2/27 HoopsHabit: NBA Power Rankings (February 27th, 2013): Updated February 27, 2013 \\u2013 Next Update: March 6, [...]The...\\n2/27 HoopsHabit: NBA: Ranking The 10 Best Upcoming Free Agents: Free-agent signings and offseason trades can completely [...]The...\\n2/27 Cowbell Kingdom: Road Reaction: Miami Heat 141, Sacramento Kings 129: The Kings lose a double-overtime thriller to the defending champs...\\n2/26 Dancing With Noah: Various Degrees of Luminescence: It\\u2019s so late in the game for this. The All-Star game has come...\\n2/26 Cowbell Kingdom: Game 58 Preview: Sacramento Kings at Miami Heat: Looking ahead to tonight\\'s road match-up between the Kings and...\\n2/26 Spreadsheet Sports: Tuesday 2-26 NBA Fanduel Analytics: Please see Introducing the Spreadsheet-Sports Daily Fantasy Sports...\\n2/26 HoopsHabit: Cleveland Cavaliers: How They\\u2019re Slowly Putting It Together: Sunday, Feb. 24, was a disappointing night for the Clev [...]The...\\n2/26 HoopsRumors: Odds & Ends: Allen, Sixers, Bynum, LeBron, Cavs, Draft: \\r\\nHere\\'s tonight\\'s look around the Association..\\r\\n\\r\\nHeat guard\\xa0Ray...\\n2/25 HoopsHabit: Golden State Warriors: Breaking Down Why Their Future is Very Bright: The 2012-13 Golden State Warriors have had a roller coa [...]The...\\n2/25 HoopsHabit: NBA Playoffs: Ranking the Top Threats to the Miami Heat in the Eastern Conference: The Miami Heat are clearly the heavy favorites to win t [...]The...\\n2/25 Hickory-High: Weekly Stats Recap: \\xa0 Thanks to the All Star Break, we\\u2019ve got a Weekly Stats...\\n2/25 Hickory-High: Game of the Week: Memphis Grizzlies at Miami Heat: \\xa0 The trade deadline has passed. The guys on the roster will...\\n2/24 Foul Line Extended: Jose Calderon is an Elite Point Guard: Many of us haven\\u2019t noticed but new Detroit Pistons point...\\n2/24 The High Phive: 76ers WITNESS Lebron and the Heat Losing 114-90 at Home: When you\\u2019re hunting, you set up a good bait and lure in your...\\n2/24 Spreadsheet Sports: Sunday 2-24 NBA Fanduel Analytis: Please see Introducing the Spreadsheet-Sports Daily Fantasy Sports...\\n2/23 Spreadsheet Sports: Saturday 2-23 NBA Fanduel Analytics: Please see Introducing the Spreadsheet-Sports Daily Fantasy Sports...\\n2/22 The Wages of Wins Journal: A Check in on my NBA Predictions: Dre reviews some predictions he made at the start of the season...\\n2/22 The High Phive: Looking for an Answer at This Year\\u2019s NBA All Star Game\\u2026: As I watched the annual collection of NBA superstars descended...\\n\\n div.player_news \\n\\nElo Fan Ratings\\n\\nFine Details\\xa0\\u25aa\\xa0Last updated Mar 1, 2013 12:17 PM\\n\\n\\n\\n\\n\\n\\nAll-Time Rank:\\xa0#19. Jerry West\\u2026\\xa0#20. Pete Maravich\\u2026\\xa0#21. Magic Johnson\\u2026\\xa0#22. LEBRON JAMES\\u2026\\xa0#23. Paul Pierce\\u2026\\xa0#24. Scottie Pippen\\u2026\\xa0#25. Gary 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Game\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2003-04\\n19\\nCLE\\nNBA\\nSG\\n79\\n79\\n39.5\\n7.9\\n18.9\\n.417\\n0.8\\n2.7\\n.290\\n4.4\\n5.8\\n.754\\n1.3\\n4.2\\n5.5\\n5.9\\n1.6\\n0.7\\n3.5\\n1.9\\n20.9\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n80\\n80\\n42.4\\n9.9\\n21.1\\n.472\\n1.4\\n3.9\\n.351\\n6.0\\n8.0\\n.750\\n1.4\\n6.0\\n7.4\\n7.2\\n2.2\\n0.7\\n3.3\\n1.8\\n27.2\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n79\\n79\\n42.5\\n11.1\\n23.1\\n.480\\n1.6\\n4.8\\n.335\\n7.6\\n10.3\\n.738\\n0.9\\n6.1\\n7.0\\n6.6\\n1.6\\n0.8\\n3.3\\n2.3\\n31.4\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n78\\n78\\n40.9\\n9.9\\n20.8\\n.476\\n1.3\\n4.0\\n.319\\n6.3\\n9.0\\n.698\\n1.1\\n5.7\\n6.7\\n6.0\\n1.6\\n0.7\\n3.2\\n2.2\\n27.3\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n75\\n74\\n40.4\\n10.6\\n21.9\\n.484\\n1.5\\n4.8\\n.315\\n7.3\\n10.3\\n.712\\n1.8\\n6.1\\n7.9\\n7.2\\n1.8\\n1.1\\n3.4\\n2.2\\n30.0\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n81\\n81\\n37.7\\n9.7\\n19.9\\n.489\\n1.6\\n4.7\\n.344\\n7.3\\n9.4\\n.780\\n1.3\\n6.3\\n7.6\\n7.2\\n1.7\\n1.1\\n3.0\\n1.7\\n28.4\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n76\\n76\\n39.0\\n10.1\\n20.1\\n.503\\n1.7\\n5.1\\n.333\\n7.8\\n10.2\\n.767\\n0.9\\n6.4\\n7.3\\n8.6\\n1.6\\n1.0\\n3.4\\n1.6\\n29.7\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n79\\n79\\n38.8\\n9.6\\n18.8\\n.510\\n1.2\\n3.5\\n.330\\n6.4\\n8.4\\n.759\\n1.0\\n6.5\\n7.5\\n7.0\\n1.6\\n0.6\\n3.6\\n2.1\\n26.7\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n62\\n62\\n37.5\\n10.0\\n18.9\\n.531\\n0.9\\n2.4\\n.362\\n6.2\\n8.1\\n.771\\n1.5\\n6.4\\n7.9\\n6.2\\n1.9\\n0.8\\n3.4\\n1.5\\n27.1\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n55\\n55\\n38.5\\n10.4\\n18.3\\n.568\\n1.4\\n3.4\\n.411\\n5.1\\n6.8\\n.753\\n1.3\\n6.9\\n8.1\\n7.3\\n1.7\\n0.8\\n2.9\\n1.6\\n27.3\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n744\\n743\\n39.8\\n9.9\\n20.2\\n.489\\n1.3\\n4.0\\n.336\\n6.5\\n8.7\\n.747\\n1.2\\n6.0\\n7.2\\n6.9\\n1.7\\n0.8\\n3.3\\n1.9\\n27.6\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPer 36 Minutes\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2003-04\\n19\\nCLE\\nNBA\\nSG\\n79\\n79\\n3122\\n7.2\\n17.2\\n.417\\n0.7\\n2.5\\n.290\\n4.0\\n5.3\\n.754\\n1.1\\n3.8\\n5.0\\n5.4\\n1.5\\n0.7\\n3.1\\n1.7\\n19.1\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n80\\n80\\n3388\\n8.4\\n17.9\\n.472\\n1.1\\n3.3\\n.351\\n5.1\\n6.8\\n.750\\n1.2\\n5.1\\n6.2\\n6.1\\n1.9\\n0.6\\n2.8\\n1.6\\n23.1\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n79\\n79\\n3361\\n9.4\\n19.5\\n.480\\n1.4\\n4.1\\n.335\\n6.4\\n8.7\\n.738\\n0.8\\n5.2\\n6.0\\n5.6\\n1.3\\n0.7\\n2.8\\n1.9\\n26.5\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n78\\n78\\n3190\\n8.7\\n18.3\\n.476\\n1.1\\n3.5\\n.319\\n5.5\\n7.9\\n.698\\n0.9\\n5.0\\n5.9\\n5.3\\n1.4\\n0.6\\n2.8\\n1.9\\n24.1\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n75\\n74\\n3027\\n9.4\\n19.5\\n.484\\n1.3\\n4.3\\n.315\\n6.5\\n9.2\\n.712\\n1.6\\n5.5\\n7.0\\n6.4\\n1.6\\n1.0\\n3.0\\n2.0\\n26.8\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n81\\n81\\n3054\\n9.3\\n19.0\\n.489\\n1.6\\n4.5\\n.344\\n7.0\\n9.0\\n.780\\n1.2\\n6.0\\n7.2\\n6.9\\n1.6\\n1.1\\n2.8\\n1.6\\n27.2\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n76\\n76\\n2966\\n9.3\\n18.5\\n.503\\n1.6\\n4.7\\n.333\\n7.2\\n9.4\\n.767\\n0.9\\n5.9\\n6.7\\n7.9\\n1.5\\n0.9\\n3.2\\n1.4\\n27.4\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n79\\n79\\n3063\\n8.9\\n17.5\\n.510\\n1.1\\n3.3\\n.330\\n5.9\\n7.8\\n.759\\n0.9\\n6.0\\n6.9\\n6.5\\n1.5\\n0.6\\n3.3\\n1.9\\n24.8\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n62\\n62\\n2326\\n9.6\\n18.1\\n.531\\n0.8\\n2.3\\n.362\\n6.0\\n7.8\\n.771\\n1.5\\n6.2\\n7.6\\n6.0\\n1.8\\n0.8\\n3.3\\n1.5\\n26.0\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n55\\n55\\n2116\\n9.7\\n17.1\\n.568\\n1.3\\n3.1\\n.411\\n4.8\\n6.3\\n.753\\n1.2\\n6.4\\n7.6\\n6.8\\n1.6\\n0.7\\n2.7\\n1.5\\n25.5\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n744\\n743\\n29613\\n9.0\\n18.3\\n.489\\n1.2\\n3.6\\n.336\\n5.9\\n7.8\\n.747\\n1.1\\n5.4\\n6.6\\n6.3\\n1.6\\n0.8\\n3.0\\n1.7\\n25.0\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nAdvanced\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nMP\\nPER\\nTS%\\neFG%\\nORB%\\nDRB%\\nTRB%\\nAST%\\nSTL%\\nBLK%\\nTOV%\\nUSG%\\nORtg\\nDRtg\\nOWS\\nDWS\\nWS\\nWS/48\\n\\n\\n\\n\\n2003-04\\n19\\nCLE\\nNBA\\nSG\\n79\\n3122\\n18.3\\n.488\\n.438\\n3.5\\n11.8\\n7.6\\n27.8\\n2.2\\n1.3\\n13.9\\n28.2\\n99\\n104\\n2.4\\n2.6\\n5.1\\n.078\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n80\\n3388\\n25.7\\n.554\\n.504\\n3.8\\n17.0\\n10.2\\n32.9\\n2.8\\n1.1\\n11.8\\n29.7\\n114\\n103\\n9.7\\n4.6\\n14.3\\n.203\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n79\\n3361\\n28.1\\n.568\\n.515\\n2.6\\n17.1\\n9.8\\n32.8\\n2.0\\n1.5\\n10.7\\n33.6\\n115\\n104\\n12.0\\n4.3\\n16.3\\n.232\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n78\\n3190\\n24.5\\n.552\\n.507\\n3.0\\n16.6\\n9.6\\n29.1\\n2.1\\n1.3\\n11.5\\n31.0\\n112\\n100\\n8.0\\n5.7\\n13.7\\n.206\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n75\\n3027\\n29.1\\n.568\\n.518\\n4.9\\n17.8\\n11.1\\n37.3\\n2.4\\n2.1\\n11.4\\n33.5\\n116\\n104\\n10.7\\n4.6\\n15.2\\n.242\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n81\\n3054\\n31.7\\n.591\\n.530\\n4.3\\n19.0\\n11.9\\n38.0\\n2.4\\n2.4\\n11.0\\n33.8\\n122\\n99\\n13.7\\n6.5\\n20.3\\n.318\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n76\\n2966\\n31.1\\n.604\\n.545\\n3.0\\n18.5\\n11.1\\n41.8\\n2.2\\n2.0\\n12.3\\n33.5\\n121\\n102\\n13.3\\n5.2\\n18.5\\n.299\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n79\\n3063\\n27.3\\n.594\\n.541\\n3.3\\n18.7\\n11.4\\n34.9\\n2.1\\n1.3\\n13.8\\n31.5\\n116\\n102\\n10.3\\n5.3\\n15.6\\n.244\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n62\\n2326\\n30.7\\n.605\\n.554\\n5.0\\n19.7\\n12.6\\n33.6\\n2.6\\n1.7\\n13.3\\n32.0\\n118\\n97\\n10.0\\n4.5\\n14.5\\n.298\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n55\\n2116\\n31.9\\n.641\\n.605\\n4.2\\n21.2\\n13.1\\n35.3\\n2.4\\n1.7\\n12.0\\n30.0\\n125\\n102\\n11.0\\n3.0\\n14.0\\n.319\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n744\\n29613\\n27.6\\n.574\\n.522\\n3.7\\n17.5\\n10.7\\n34.2\\n2.3\\n1.6\\n12.1\\n31.7\\n116\\n102\\n101.2\\n46.1\\n147.3\\n.239\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPlayoffs Totals\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n13\\n13\\n604\\n146\\n307\\n.476\\n21\\n63\\n.333\\n87\\n118\\n.737\\n22\\n83\\n105\\n76\\n18\\n9\\n65\\n44\\n400\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n20\\n20\\n893\\n166\\n399\\n.416\\n21\\n75\\n.280\\n148\\n196\\n.755\\n26\\n135\\n161\\n159\\n34\\n10\\n66\\n40\\n501\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n13\\n13\\n552\\n113\\n275\\n.411\\n18\\n70\\n.257\\n122\\n167\\n.731\\n16\\n86\\n102\\n99\\n23\\n17\\n54\\n33\\n366\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n14\\n14\\n580\\n159\\n312\\n.510\\n27\\n81\\n.333\\n149\\n199\\n.749\\n19\\n109\\n128\\n102\\n23\\n12\\n38\\n30\\n494\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n11\\n11\\n460\\n106\\n211\\n.502\\n20\\n50\\n.400\\n88\\n120\\n.733\\n15\\n87\\n102\\n84\\n19\\n20\\n42\\n23\\n320\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n21\\n21\\n922\\n174\\n373\\n.466\\n30\\n85\\n.353\\n119\\n156\\n.763\\n34\\n142\\n176\\n123\\n35\\n25\\n66\\n56\\n497\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n23\\n23\\n983\\n251\\n502\\n.500\\n22\\n85\\n.259\\n173\\n234\\n.739\\n54\\n170\\n224\\n129\\n43\\n16\\n81\\n47\\n697\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n115\\n115\\n4994\\n1115\\n2379\\n.469\\n159\\n509\\n.312\\n886\\n1190\\n.745\\n186\\n812\\n998\\n772\\n195\\n109\\n412\\n273\\n3275\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPlayoffs Per Game\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n13\\n13\\n46.5\\n11.2\\n23.6\\n.476\\n1.6\\n4.8\\n.333\\n6.7\\n9.1\\n.737\\n1.7\\n6.4\\n8.1\\n5.8\\n1.4\\n0.7\\n5.0\\n3.4\\n30.8\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n20\\n20\\n44.7\\n8.3\\n20.0\\n.416\\n1.1\\n3.8\\n.280\\n7.4\\n9.8\\n.755\\n1.3\\n6.8\\n8.1\\n8.0\\n1.7\\n0.5\\n3.3\\n2.0\\n25.1\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n13\\n13\\n42.5\\n8.7\\n21.2\\n.411\\n1.4\\n5.4\\n.257\\n9.4\\n12.8\\n.731\\n1.2\\n6.6\\n7.8\\n7.6\\n1.8\\n1.3\\n4.2\\n2.5\\n28.2\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n14\\n14\\n41.4\\n11.4\\n22.3\\n.510\\n1.9\\n5.8\\n.333\\n10.6\\n14.2\\n.749\\n1.4\\n7.8\\n9.1\\n7.3\\n1.6\\n0.9\\n2.7\\n2.1\\n35.3\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n11\\n11\\n41.8\\n9.6\\n19.2\\n.502\\n1.8\\n4.5\\n.400\\n8.0\\n10.9\\n.733\\n1.4\\n7.9\\n9.3\\n7.6\\n1.7\\n1.8\\n3.8\\n2.1\\n29.1\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n21\\n21\\n43.9\\n8.3\\n17.8\\n.466\\n1.4\\n4.0\\n.353\\n5.7\\n7.4\\n.763\\n1.6\\n6.8\\n8.4\\n5.9\\n1.7\\n1.2\\n3.1\\n2.7\\n23.7\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n23\\n23\\n42.7\\n10.9\\n21.8\\n.500\\n1.0\\n3.7\\n.259\\n7.5\\n10.2\\n.739\\n2.3\\n7.4\\n9.7\\n5.6\\n1.9\\n0.7\\n3.5\\n2.0\\n30.3\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n115\\n115\\n43.4\\n9.7\\n20.7\\n.469\\n1.4\\n4.4\\n.312\\n7.7\\n10.3\\n.745\\n1.6\\n7.1\\n8.7\\n6.7\\n1.7\\n0.9\\n3.6\\n2.4\\n28.5\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPlayoffs Per 36 Minutes\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n13\\n13\\n604\\n8.7\\n18.3\\n.476\\n1.3\\n3.8\\n.333\\n5.2\\n7.0\\n.737\\n1.3\\n4.9\\n6.3\\n4.5\\n1.1\\n0.5\\n3.9\\n2.6\\n23.8\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n20\\n20\\n893\\n6.7\\n16.1\\n.416\\n0.8\\n3.0\\n.280\\n6.0\\n7.9\\n.755\\n1.0\\n5.4\\n6.5\\n6.4\\n1.4\\n0.4\\n2.7\\n1.6\\n20.2\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n13\\n13\\n552\\n7.4\\n17.9\\n.411\\n1.2\\n4.6\\n.257\\n8.0\\n10.9\\n.731\\n1.0\\n5.6\\n6.7\\n6.5\\n1.5\\n1.1\\n3.5\\n2.2\\n23.9\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n14\\n14\\n580\\n9.9\\n19.4\\n.510\\n1.7\\n5.0\\n.333\\n9.2\\n12.4\\n.749\\n1.2\\n6.8\\n7.9\\n6.3\\n1.4\\n0.7\\n2.4\\n1.9\\n30.7\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n11\\n11\\n460\\n8.3\\n16.5\\n.502\\n1.6\\n3.9\\n.400\\n6.9\\n9.4\\n.733\\n1.2\\n6.8\\n8.0\\n6.6\\n1.5\\n1.6\\n3.3\\n1.8\\n25.0\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n21\\n21\\n922\\n6.8\\n14.6\\n.466\\n1.2\\n3.3\\n.353\\n4.6\\n6.1\\n.763\\n1.3\\n5.5\\n6.9\\n4.8\\n1.4\\n1.0\\n2.6\\n2.2\\n19.4\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n23\\n23\\n983\\n9.2\\n18.4\\n.500\\n0.8\\n3.1\\n.259\\n6.3\\n8.6\\n.739\\n2.0\\n6.2\\n8.2\\n4.7\\n1.6\\n0.6\\n3.0\\n1.7\\n25.5\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n115\\n115\\n4994\\n8.0\\n17.1\\n.469\\n1.1\\n3.7\\n.312\\n6.4\\n8.6\\n.745\\n1.3\\n5.9\\n7.2\\n5.6\\n1.4\\n0.8\\n3.0\\n2.0\\n23.6\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPlayoffs Advanced\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nMP\\nPER\\nTS%\\neFG%\\nORB%\\nDRB%\\nTRB%\\nAST%\\nSTL%\\nBLK%\\nTOV%\\nUSG%\\nORtg\\nDRtg\\nOWS\\nDWS\\nWS\\nWS/48\\n\\n\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n13\\n604\\n23.2\\n.557\\n.510\\n4.4\\n16.2\\n10.3\\n28.1\\n1.7\\n1.3\\n15.3\\n33.5\\n108\\n107\\n1.0\\n0.7\\n1.7\\n.135\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n20\\n893\\n23.9\\n.516\\n.442\\n3.4\\n17.9\\n10.6\\n37.4\\n2.1\\n1.0\\n12.0\\n29.7\\n109\\n99\\n2.1\\n1.6\\n3.7\\n.200\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n13\\n552\\n24.3\\n.525\\n.444\\n3.4\\n19.3\\n11.2\\n40.5\\n2.3\\n2.6\\n13.4\\n34.7\\n107\\n99\\n1.0\\n1.2\\n2.1\\n.187\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n14\\n580\\n37.4\\n.618\\n.553\\n4.3\\n23.6\\n14.2\\n39.5\\n2.2\\n1.8\\n8.7\\n36.4\\n128\\n100\\n3.7\\n1.1\\n4.8\\n.399\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n11\\n460\\n28.6\\n.607\\n.550\\n4.0\\n22.1\\n13.3\\n36.8\\n2.1\\n3.0\\n13.7\\n30.9\\n117\\n103\\n1.5\\n0.8\\n2.3\\n.242\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n21\\n922\\n23.7\\n.563\\n.507\\n4.6\\n18.2\\n11.6\\n27.6\\n2.1\\n2.2\\n13.0\\n26.9\\n113\\n102\\n2.4\\n1.4\\n3.8\\n.198\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n23\\n983\\n30.3\\n.576\\n.522\\n6.8\\n20.5\\n13.8\\n28.1\\n2.4\\n1.3\\n11.8\\n33.4\\n116\\n99\\n4.2\\n1.6\\n5.8\\n.284\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n115\\n4994\\n27.1\\n.564\\n.502\\n4.6\\n19.5\\n12.1\\n33.2\\n2.2\\n1.8\\n12.4\\n31.8\\n114\\n101\\n15.8\\n8.5\\n24.3\\n.234\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nAll-Star Games\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n1\\n1\\n31:00\\n6\\n13\\n.462\\n1\\n4\\n.250\\n0\\n1\\n.000\\n1\\n8\\n6\\n2\\n0\\n3\\n0\\n13\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n1\\n1\\n30:34\\n12\\n21\\n.571\\n4\\n10\\n.400\\n1\\n5\\n.200\\n2\\n6\\n2\\n2\\n0\\n1\\n2\\n29\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n1\\n1\\n32:16\\n11\\n20\\n.550\\n4\\n8\\n.500\\n2\\n2\\n1.000\\n0\\n6\\n6\\n1\\n0\\n4\\n0\\n28\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n1\\n1\\n30:15\\n12\\n22\\n.545\\n2\\n7\\n.286\\n1\\n1\\n1.000\\n1\\n8\\n9\\n2\\n2\\n4\\n3\\n27\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n1\\n1\\n26:50\\n8\\n19\\n.421\\n2\\n5\\n.400\\n2\\n2\\n1.000\\n0\\n5\\n3\\n0\\n0\\n3\\n0\\n20\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n1\\n1\\n32:28\\n10\\n22\\n.455\\n1\\n6\\n.167\\n4\\n4\\n1.000\\n1\\n5\\n6\\n4\\n0\\n2\\n1\\n25\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n1\\n1\\n32:20\\n10\\n18\\n.556\\n0\\n3\\n.000\\n9\\n10\\n.900\\n2\\n12\\n10\\n0\\n0\\n4\\n3\\n29\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n1\\n1\\n32:09\\n15\\n23\\n.652\\n6\\n8\\n.750\\n0\\n0\\n\\n0\\n6\\n7\\n0\\n0\\n4\\n2\\n36\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n1\\n1\\n30:02\\n7\\n18\\n.389\\n3\\n7\\n.429\\n2\\n4\\n.500\\n0\\n3\\n5\\n1\\n0\\n4\\n0\\n19\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n9\\n9\\n278\\n91\\n176\\n.517\\n23\\n58\\n.397\\n21\\n29\\n.724\\n7\\n59\\n54\\n12\\n2\\n29\\n11\\n226\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nSimilarity Scores\\nExplanation\\xa0\\u25aa\\xa0Players with careers of similar quality and shape (thru 2011-12)\\n\\n\\n\\n\\n\\n\\nThru 9 Years\\nWin Shares (Best to Worst)\\n\\n\\nPlayer\\nSim\\n1\\n2\\n3\\n4\\n5\\n6\\n7\\n8\\n9\\n\\n\\n\\n\\nLeBron James\\n\\n20.3\\n18.5\\n16.3\\n15.6\\n15.2\\n14.5\\n14.3\\n13.7\\n5.1\\n\\n\\nCharles Barkley\\n86.9\\n17.3\\n16.7\\n16.1\\n14.4\\n13.4\\n12.3\\n12.0\\n10.8\\n7.5\\n\\n\\nDirk Nowitzki\\n86.3\\n17.7\\n16.3\\n16.1\\n15.6\\n14.6\\n13.4\\n11.5\\n8.1\\n0.8\\n\\n\\nLarry Bird\\n84.4\\n15.8\\n15.7\\n15.2\\n15.0\\n14.0\\n13.6\\n12.5\\n11.2\\n10.8\\n\\n\\nJulius Erving\\n82.8\\n17.7\\n17.6\\n16.5\\n13.3\\n12.5\\n11.5\\n9.8\\n9.1\\n7.9\\n\\n\\nTim Duncan\\n82.2\\n17.8\\n16.5\\n13.2\\n13.1\\n13.0\\n12.8\\n11.2\\n10.8\\n8.7\\n\\n\\nKarl Malone\\n81.8\\n15.9\\n15.5\\n15.4\\n15.2\\n15.1\\n13.4\\n10.1\\n6.9\\n1.9\\n\\n\\nBob Pettit\\n76.1\\n14.9\\n14.8\\n14.3\\n13.8\\n11.6\\n11.5\\n11.5\\n11.0\\n10.7\\n\\n\\nDolph Schayes\\n74.3\\n14.8\\n13.7\\n12.8\\n12.5\\n12.5\\n12.0\\n11.8\\n10.3\\n8.5\\n\\n\\nKevin Garnett\\n70.7\\n18.3\\n15.6\\n12.8\\n11.8\\n11.6\\n9.6\\n7.3\\n5.4\\n4.4\\n\\n\\nPaul Arizin\\n70.4\\n16.0\\n13.7\\n13.0\\n12.3\\n12.2\\n9.7\\n9.2\\n8.7\\n7.7\\n\\n\\n\\n div.table_container#div_xxxx \\n\\n\\n\\n\\n\\nCareer\\nWin Shares (Best to Worst)\\n\\n\\nPlayer\\nSim\\n1\\n2\\n3\\n4\\n5\\n6\\n7\\n8\\n9\\n10\\n11\\n12\\n13\\n14\\n15\\n16\\n17\\n18\\n19\\n\\n\\n\\n\\nLeBron James\\n\\n20.3\\n18.5\\n16.3\\n15.6\\n15.2\\n14.5\\n14.3\\n13.7\\n5.1\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nLarry Bird\\n75.7\\n15.8\\n15.7\\n15.2\\n15.0\\n14.0\\n13.6\\n12.5\\n11.2\\n10.8\\n9.5\\n6.6\\n5.5\\n0.5\\n\\n\\n\\n\\n\\n\\n\\n\\nDirk Nowitzki\\n74.9\\n17.7\\n16.3\\n16.1\\n15.6\\n14.6\\n13.4\\n12.9\\n12.3\\n11.5\\n11.1\\n10.9\\n8.1\\n7.6\\n0.8\\n\\n\\n\\n\\n\\n\\n\\nBob Pettit\\n72.1\\n14.9\\n14.9\\n14.8\\n14.3\\n13.8\\n11.6\\n11.5\\n11.5\\n11.0\\n10.7\\n7.1\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nJulius Erving\\n69.8\\n17.7\\n17.6\\n16.5\\n13.8\\n13.3\\n13.3\\n12.5\\n11.5\\n10.9\\n10.1\\n9.8\\n9.1\\n7.9\\n7.6\\n5.9\\n3.5\\n\\n\\n\\n\\n\\nKevin Garnett\\n68.6\\n18.3\\n16.1\\n15.6\\n14.9\\n12.9\\n12.8\\n11.8\\n11.6\\n10.7\\n9.6\\n9.0\\n7.3\\n7.3\\n7.1\\n6.9\\n5.4\\n4.4\\n\\n\\n\\n\\nPaul Arizin\\n68.1\\n16.0\\n13.7\\n13.0\\n12.3\\n12.2\\n9.7\\n9.2\\n8.7\\n7.7\\n6.3\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nCharles Barkley\\n67.7\\n17.3\\n16.7\\n16.1\\n14.4\\n13.4\\n12.3\\n12.0\\n10.8\\n10.6\\n10.5\\n9.4\\n8.8\\n8.6\\n7.5\\n6.8\\n1.9\\n\\n\\n\\n\\n\\nTim Duncan\\n64.5\\n17.8\\n16.5\\n13.2\\n13.1\\n13.0\\n13.0\\n12.8\\n11.2\\n11.1\\n10.9\\n10.8\\n10.1\\n8.7\\n7.7\\n5.9\\n\\n\\n\\n\\n\\n\\nKarl Malone\\n62.0\\n16.7\\n16.4\\n15.9\\n15.5\\n15.4\\n15.3\\n15.2\\n15.1\\n15.1\\n13.8\\n13.4\\n13.1\\n11.1\\n10.1\\n9.8\\n9.6\\n6.9\\n4.3\\n1.9\\n\\n\\nDolph Schayes\\n62.0\\n14.8\\n13.7\\n12.8\\n12.5\\n12.5\\n12.0\\n11.8\\n10.3\\n9.5\\n9.4\\n8.5\\n8.5\\n3.1\\n2.4\\n-0.1\\n\\n\\n\\n\\n\\n\\n\\n div.table_container#div_xxxx \\n\\n\\n\\nAppearances on Leaderboards, Awards, and Honors\\n\\n\\n\\n\\n\\nAll-Star Games\\n2005 NBA\\n2006 NBA\\n2007 NBA\\n2008 NBA\\n2009 NBA\\n2010 NBA\\n2011 NBA\\n2012 NBA\\n2013 NBA\\n\\n\\nAwards\\n2003-04 NBA Rookie of the Year\\n2005-06 NBA All-Star Game MVP\\n2007-08 NBA All-Star Game MVP\\n2008-09 NBA MVP\\n2009-10 NBA MVP\\n2011-12 NBA Finals MVP\\n2011-12 NBA MVP\\n\\n\\nWeekly & Monthly Awards\\nPlayer of the Week: 42 times (Show/Hide)Nov 14, 2004Nov 28, 2004Jan 23, 2005Nov 20, 2005Jan 29, 2006Mar 19, 2006Mar 26, 2006Apr 2, 2006Nov 19, 2006Mar 11, 2007Nov 25, 2007Jan 6, 2008Feb 24, 2008Nov 9, 2008Nov 16, 2008Dec 28, 2008Jan 25, 2009Feb 8, 2009Mar 15, 2009Mar 22, 2009Nov 22, 2009Dec 27, 2009Jan 10, 2010Jan 24, 2010Feb 7, 2010Feb 28, 2010Dec 26, 2010Jan 9, 2011Jan 30, 2011Feb 6, 2011Mar 20, 2011Jan 1, 2012Jan 8, 2012Jan 29, 2012Feb 19, 2012Apr 8, 2012Apr 22, 2012Nov 11, 2012Nov 18, 2012Dec 23, 2012Feb 10, 2013Feb 24, 2013\\nPlayer of the Month: 23 times (Show/Hide)Nov 2004Jan 2005Nov 2005Mar 2006Mar 2007Jan 2008Feb 2008Nov 2008Jan 2009Mar 2009Apr 2009Nov 2009Dec 2009Jan 2010Feb 2010Dec 2010Jan 2011Apr 2011Jan 2012Feb 2012Nov 2012Dec 2012Jan 2013\\nRookie of the Month: 6 times (Show/Hide)Nov 2003Dec 2003Jan 2004Feb 2004Mar 2004Apr 2004\\n\\n\\nHonors\\n2003 McDonald\\'s All American\\n2003-04 NBA All-Rookie (1st)\\n2004-05 NBA All-NBA (2nd)\\n2005-06 NBA All-NBA (1st)\\n2006-07 NBA All-NBA (2nd)\\n2007-08 NBA All-NBA (1st)\\n2008-09 NBA All-Defensive (1st)\\n2008-09 NBA All-NBA (1st)\\n2009-10 NBA All-Defensive (1st)\\n2009-10 NBA All-NBA (1st)\\n2010-11 NBA All-Defensive (1st)\\n2010-11 NBA All-NBA (1st)\\n2011-12 NBA All-Defensive (1st)\\n2011-12 NBA All-NBA (1st)\\n\\n\\n\\n\\nMVP Award Shares\\n2003-04 NBA 0.009 (9)\\n2004-05 NBA 0.073 (6)\\n2005-06 NBA 0.550 (2)\\n2006-07 NBA 0.142 (5)\\n2007-08 NBA 0.348 (4)\\n2008-09 NBA 0.969 (1)\\n2009-10 NBA 0.980 (1)\\n2010-11 NBA 0.431 (3)\\n2011-12 NBA 0.888 (1)\\nActive 4.389 (1)\\nCareer 4.389 (6)\\n\\n\\nChampionships(Minimum 1 playoff game)\\n2012 Miami Heat (NBA)\\n\\n\\nMinutes Played\\n2003-04 NBA 3122 (9)\\n2004-05 NBA 3388 (1)\\n2005-06 NBA 3361 (2)\\n2006-07 NBA 3190 (1)\\n2008-09 NBA 3054 (7)\\n2010-11 NBA 3063 (6)\\n2011-12 NBA 2326 (10)\\n2012-13 NBA 2116 (8)\\n\\n\\nField Goals\\n2003-04 NBA 622 (7)\\n2004-05 NBA 795 (1)\\n2005-06 NBA 875 (2)\\n2006-07 NBA 772 (2)\\n2007-08 NBA 794 (1)\\n2008-09 NBA 789 (3)\\n2009-10 NBA 768 (2)\\n2010-11 NBA 758 (1)\\n2011-12 NBA 621 (2)\\n2012-13 NBA 571 (2)\\nActive 7365 (9)\\nCareer NBA 7365 (46)\\nCareer 7365 (50)\\n\\n\\n\\n\\nField Goal Attempts\\n2003-04 NBA 1492 (4)\\n2004-05 NBA 1684 (2)\\n2005-06 NBA 1823 (2)\\n2006-07 NBA 1621 (2)\\n2007-08 NBA 1642 (2)\\n2008-09 NBA 1613 (4)\\n2009-10 NBA 1528 (3)\\n2010-11 NBA 1485 (6)\\n2011-12 NBA 1169 (4)\\n2012-13 NBA 1006 (5)\\nCareer NBA 15063 (56)\\nCareer 15063 (59)\\n\\n\\n3-Pt Field Goals\\nCareer NBA 993 (71)\\nCareer 993 (71)\\n\\n\\n3-Pt Field Goal Attempts\\nCareer NBA 2957 (63)\\nCareer 2957 (63)\\n\\n\\nFree Throws\\n2004-05 NBA 477 (10)\\n2005-06 NBA 601 (6)\\n2006-07 NBA 489 (5)\\n2007-08 NBA 549 (5)\\n2008-09 NBA 594 (1)\\n2009-10 NBA 593 (2)\\n2010-11 NBA 503 (6)\\n2011-12 NBA 387 (2)\\n2012-13 NBA 281 (6)\\nActive 4821 (5)\\nCareer NBA 4821 (32)\\nCareer 4821 (37)\\n\\n\\n\\n\\nFree Throw Attempts\\n2004-05 NBA 636 (10)\\n2005-06 NBA 814 (3)\\n2006-07 NBA 701 (3)\\n2007-08 NBA 771 (3)\\n2008-09 NBA 762 (3)\\n2009-10 NBA 773 (3)\\n2010-11 NBA 663 (5)\\n2011-12 NBA 502 (2)\\n2012-13 NBA 373 (6)\\nActive 6455 (5)\\nCareer NBA 6455 (28)\\nCareer 6455 (32)\\n\\n\\nDefensive Rebounds\\nCareer NBA 4469 (89)\\nCareer 4469 (97)\\n\\n\\nAssists\\n2004-05 NBA 577 (5)\\n2005-06 NBA 521 (10)\\n2007-08 NBA 539 (10)\\n2008-09 NBA 587 (8)\\n2009-10 NBA 651 (6)\\nCareer NBA 5150 (54)\\nCareer 5150 (55)\\n\\n\\nSteals\\n2004-05 NBA 177 (2)\\n2007-08 NBA 138 (6)\\n2008-09 NBA 137 (7)\\n2010-11 NBA 124 (9)\\n2011-12 NBA 115 (4)\\nCareer NBA 1288 (59)\\nCareer 1288 (63)\\n\\n\\n\\n\\nTurnovers\\n2003-04 NBA 273 (3)\\n2004-05 NBA 262 (5)\\n2005-06 NBA 260 (6)\\n2006-07 NBA 250 (7)\\n2007-08 NBA 255 (6)\\n2008-09 NBA 241 (4)\\n2009-10 NBA 261 (5)\\n2010-11 NBA 284 (2)\\n2011-12 NBA 213 (6)\\nCareer NBA 2459 (50)\\nCareer 2459 (56)\\n\\n\\nPoints\\n2003-04 NBA 1654 (8)\\n2004-05 NBA 2175 (2)\\n2005-06 NBA 2478 (2)\\n2006-07 NBA 2132 (2)\\n2007-08 NBA 2250 (2)\\n2008-09 NBA 2304 (2)\\n2009-10 NBA 2258 (2)\\n2010-11 NBA 2111 (2)\\n2011-12 NBA 1683 (2)\\n2012-13 NBA 1499 (4)\\nActive 20544 (8)\\nCareer NBA 20544 (36)\\nCareer 20544 (40)\\n\\n\\nField Goal Pct\\n2012-13 NBA .568 (7)\\n\\n\\nMinutes Per Game\\n2003-04 NBA 39.5 (10)\\n2004-05 NBA 42.4 (1)\\n2005-06 NBA 42.5 (2)\\n2006-07 NBA 40.9 (3)\\n2007-08 NBA 40.4 (3)\\n2009-10 NBA 39.0 (5)\\n2010-11 NBA 38.8 (6)\\n2011-12 NBA 37.5 (6)\\n2012-13 NBA 38.5 (6)\\nActive 39.8 (1)\\nCareer NBA 39.8 (6)\\nCareer 39.8 (6)\\n\\n\\n\\n\\nPoints Per Game\\n2004-05 NBA 27.2 (3)\\n2005-06 NBA 31.4 (3)\\n2006-07 NBA 27.3 (4)\\n2007-08 NBA 30.0 (1)\\n2008-09 NBA 28.4 (2)\\n2009-10 NBA 29.7 (2)\\n2010-11 NBA 26.7 (2)\\n2011-12 NBA 27.1 (3)\\n2012-13 NBA 27.3 (3)\\nActive 27.6 (1)\\nCareer NBA 27.6 (3)\\nCareer 27.6 (3)\\n\\n\\nAssists Per Game\\n2004-05 NBA 7.2 (6)\\n2007-08 NBA 7.2 (8)\\n2008-09 NBA 7.2 (9)\\n2009-10 NBA 8.6 (6)\\n2012-13 NBA 7.3 (10)\\nActive 6.9 (10)\\nCareer NBA 6.9 (29)\\nCareer 6.9 (29)\\n\\n\\nSteals Per Game\\n2004-05 NBA 2.2 (3)\\n2007-08 NBA 1.8 (10)\\n2008-09 NBA 1.7 (8)\\n2009-10 NBA 1.6 (9)\\n2010-11 NBA 1.6 (10)\\n2011-12 NBA 1.9 (3)\\nActive 1.7 (5)\\nCareer NBA 1.7 (26)\\nCareer 1.7 (31)\\n\\n\\nPlayer Efficiency Rating\\n2004-05 NBA 25.7 (6)\\n2005-06 NBA 28.1 (2)\\n2006-07 NBA 24.5 (6)\\n2007-08 NBA 29.1 (1)\\n2008-09 NBA 31.7 (1)\\n2009-10 NBA 31.1 (1)\\n2010-11 NBA 27.3 (1)\\n2011-12 NBA 30.7 (1)\\n2012-13 NBA 31.9 (1)\\nActive 27.6 (1)\\nCareer NBA 27.6 (2)\\nCareer 27.6 (2)\\n\\n\\n\\n\\nTrue Shooting Pct\\n2011-12 NBA .605 (9)\\n2012-13 NBA .640 (4)\\nCareer NBA .574 (57)\\nCareer .574 (59)\\n\\n\\nEffective Field Goal Pct\\n2011-12 NBA .554 (9)\\n2012-13 NBA .605 (3)\\nCareer NBA .522 (81)\\nCareer .522 (85)\\n\\n\\nAssist Pct\\n2005-06 NBA 32.8 (10)\\n2007-08 NBA 37.3 (7)\\n2008-09 NBA 38.0 (9)\\n2009-10 NBA 41.8 (5)\\n2012-13 NBA 35.3 (9)\\nActive 34.2 (9)\\nCareer NBA 34.2 (23)\\nCareer 34.2 (23)\\n\\n\\nSteal Pct\\n2004-05 NBA 2.8 (8)\\nCareer NBA 2.3 (85)\\n\\n\\n\\n\\nUsage Pct\\n2004-05 NBA 29.7 (9)\\n2005-06 NBA 33.6 (4)\\n2006-07 NBA 31.0 (8)\\n2007-08 NBA 33.5 (1)\\n2008-09 NBA 33.8 (2)\\n2009-10 NBA 33.5 (2)\\n2010-11 NBA 31.5 (6)\\n2011-12 NBA 32.0 (3)\\n2012-13 NBA 30.0 (4)\\nActive 31.7 (3)\\nCareer NBA 31.7 (5)\\nCareer 31.7 (5)\\n\\n\\nOffensive Rating\\n2008-09 NBA 121.7 (8)\\n2009-10 NBA 120.9 (8)\\n2011-12 NBA 117.9 (9)\\n2012-13 NBA 125.2 (3)\\nActive 115.6 (8)\\nCareer NBA 115.6 (32)\\nCareer 115.6 (30)\\n\\n\\nDefensive Rating\\n2008-09 NBA 99.1 (3)\\n2011-12 NBA 97.4 (8)\\nCareer NBA 102.0 (77)\\nCareer 102.0 (95)\\n\\n\\nOffensive Win Shares\\n2004-05 NBA 9.7 (5)\\n2005-06 NBA 12.0 (3)\\n2006-07 NBA 8.0 (7)\\n2007-08 NBA 10.7 (3)\\n2008-09 NBA 13.7 (1)\\n2009-10 NBA 13.3 (1)\\n2010-11 NBA 10.3 (1)\\n2011-12 NBA 10.0 (2)\\n2012-13 NBA 11.0 (1)\\nActive 101.2 (5)\\nCareer NBA 101.2 (19)\\nCareer 101.2 (22)\\n\\n\\n\\n\\nDefensive Win Shares\\n2006-07 NBA 5.7 (4)\\n2008-09 NBA 6.5 (2)\\n2009-10 NBA 5.2 (3)\\n2010-11 NBA 5.3 (3)\\n2011-12 NBA 4.5 (2)\\nCareer NBA 46.1 (53)\\nCareer 46.1 (57)\\n\\n\\nWin Shares\\n2004-05 NBA 14.3 (4)\\n2005-06 NBA 16.3 (2)\\n2006-07 NBA 13.7 (2)\\n2007-08 NBA 15.2 (2)\\n2008-09 NBA 20.3 (1)\\n2009-10 NBA 18.5 (1)\\n2010-11 NBA 15.6 (1)\\n2011-12 NBA 14.5 (1)\\n2012-13 NBA 14.0 (1)\\nActive 147.3 (5)\\nCareer NBA 147.3 (20)\\nCareer 147.3 (23)\\n\\n\\nWin Shares Per 48 Minutes\\n2004-05 NBA .203 (9)\\n2005-06 NBA .232 (6)\\n2006-07 NBA .206 (8)\\n2007-08 NBA .242 (5)\\n2008-09 NBA .318 (1)\\n2009-10 NBA .299 (1)\\n2010-11 NBA .244 (1)\\n2011-12 NBA .298 (1)\\n2012-13 NBA .319 (1)\\nActive .239 (2)\\nCareer NBA .239 (6)\\nCareer .239 (6)\\n\\n\\nHall of Fame Probability\\nActive 0.999 (4)\\nCareer 0.999 (23)\\n\\n\\n\\n\\nNBA Elo Player Rating\\n25th (overall) as of Mar 1, 2013, 5:04AM\\n4th (active) as of Mar 1, 2013, 5:04AM\\n\\n\\xa0\\n\\xa0\\n\\xa0\\n\\n\\n\\n\\nTransactions\\n\\n\\n\\nJune 26, 2003: Drafted by the Cleveland Cavaliers in the 1st round (1st pick) of the 2003 NBA Draft.\\nJuly 10, 2010: Traded by the Cleveland Cavaliers to the Miami Heat for a 2011 2nd round draft pick (Milan Macvan), a 2012 2nd round draft pick (Jae Crowder), a future 1st round draft pick and a future 1st round draft pick. Cleveland also received a trade exception from Miami. Cleveland had the option to swap 1st round draft picks with Miami in 2012 but did not do so.\\n\\n\\n\\n\\nSalaries\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nTeam\\nLg\\nSalary\\n\\n\\n\\n\\n2003-04\\nCleveland Cavaliers\\nNBA\\n$4,018,920\\n\\n\\n2004-05\\nCleveland Cavaliers\\nNBA\\n$4,320,360\\n\\n\\n2005-06\\nCleveland Cavaliers\\nNBA\\n$4,621,800\\n\\n\\n2006-07\\nCleveland Cavaliers\\nNBA\\n$5,828,090\\n\\n\\n2007-08\\nCleveland Cavaliers\\nNBA\\n$13,041,250\\n\\n\\n2008-09\\nCleveland Cavaliers\\nNBA\\n$14,410,581\\n\\n\\n2009-10\\nCleveland Cavaliers\\nNBA\\n$15,779,912\\n\\n\\n2010-11\\nMiami Heat\\nNBA\\n$14,500,000\\n\\n\\n2011-12\\nMiami Heat\\nNBA\\n$16,022,500\\n\\n\\n\\n\\nCareer\\n(may be incomplete)\\n\\n$92,543,413\\n\\n\\n\\n div.table_container#div_xxxx \\n\\n\\n\\nContract\\nFree Agent or Unsigned Draft Pick cap hold\\xa0\\u25aa\\xa0Player, Team, or Early Termination option\\n\\n\\n\\nTeam\\n2012-13\\n2013-14\\n2014-15\\n2015-16\\n\\n\\nMiami Heat\\n$17,545,000\\n$19,067,500\\n$20,590,000\\n$22,112,500\\n\\n\\n\\nSigned July 9, 2010 for an assumed $109,837,500 for 6 years.\\n2015-16 is a Player Option.\\n2014-15 is an ETO.\\nContract includes a 15% trade bonus.\\n\\n\\n\\nLinks\\n\\n\\n\\n\\nError?\\nGoogle Search\\n82games: LeBron James\\nWhatIfSports: LeBron James\\n\\n\\n\\n\\n\\n(function () {\\n var sr_js_file = \\'http://d2ft4b0ve1aur1.cloudfront.net/js-302/sr-bbr-min.js\\';\\n if (sr_gzipEnabled) {\\n sr_js_file = \\'http://d2ft4b0ve1aur1.cloudfront.net/js-302/sr-bbr-min.js.jgz\\';\\n }\\n var sr_script_tag = document.getElementById(\"sr_js\"); \\n if (sr_script_tag) {\\n\\tvar scriptStyles = document.createElement(\"script\");\\n\\tscriptStyles.type = \"text/javascript\";\\n\\tscriptStyles.src = sr_js_file;\\n\\tsr_script_tag.appendChild(scriptStyles);\\n\\t//alert(\\'adding js to footer:\\'+sr_js_file);\\n }\\n}());\\n\\n\\n\\n\\ngoogletag.defineSlot(\\'/7103/SMG_BasketballReference/728x90_2a/sports/basketball/main\\', [728,90] , \\'homepage_728x90_btf1\\').addService(googletag.pubads());\\ngoogletag.enableServices();\\ngoogletag.display(\"homepage_728x90_btf1\");\\n\\n div.#homepage_728x90_btf1.advert728x90 \\n\\nCopyright \\xa9 2000-2013 Sports\\nReference LLC. All rights reserved.\\n\\n\\n\\n\\n\\nTools: Automatic Player Linker\\xa0|\\xa0Basic Player Linker\\n\\nCurrent season data provided by XML\\nTeam\\xa0|\\xa0The NBA identifications are used with the permission\\nof NBA Properties, Inc.\\n\\n\\nA Sports Reference Site:\\nAbout BBR\\xa0|\\nFound a bug or have a suggestion?\\nPrivacy Statement\\xa0|\\nConditions & Terms of Service | \\nUse of Data\\n\\n\\n\\nPartner of USA TODAY Sports Digital Properties.\\n\\n div#sr_footer \\n div#site_footer \\n google +1 code \\n\\n (function() {\\n var po = document.createElement(\\'script\\'); po.type = \\'text/javascript\\'; po.async = true;\\n po.src = \\'https://apis.google.com/js/plusone.js\\';\\n var s = document.getElementsByTagName(\\'script\\')[0]; s.parentNode.insertBefore(po, s);\\n })();\\n\\n google analytics code \\n \\nvar gaJsHost = ((\"https:\" == document.location.protocol) ? \"https://ssl.\" : \"http://www.\");\\ndocument.write(unescape(\"%3Cscript src=\\'\" + gaJsHost + \"google-analytics.com/ga.js\\' type=\\'text/javascript\\'%3E%3C/script%3E\"));\\n\\n\\ntry {\\n var pageTracker = _gat._createTracker(\"UA-1890630-2\");\\n pageTracker._trackPageview();\\n pageTracker._trackPageLoadTime();\\n var sr_tracker = _gat._createTracker(\"UA-1890630-9\");\\n sr_tracker._setDomainName(\\'none\\'); \\n sr_tracker._setAllowLinker(true); \\n sr_tracker._setAllowHash(false);\\n sr_tracker._setCustomVar(1,\"site\",\"bbr\",3);\\n sr_tracker._trackPageview();\\n} catch(err) {}\\n Begin comScore Tag \\n\\n document.write(unescape(\"%3Cscript src=\\'\" + (document.location.protocol == \"https:\" ? \"https://sb\" : \"http://b\") + \".scorecardresearch.com/beacon.js\\' %3E%3C/script%3E\"));\\n\\n\\n COMSCORE.beacon({\\n c1:2,\\n c2:\"6035210\",\\n c3:\"\",\\n c4:\"www.basketball-reference.com\",\\n c5:\"\",\\n c6:\"\",\\n c15:\"\"\\n });\\n\\n\\n\\n\\n End comScore Tag \\n\\n(function(d, s, id) {\\n var js, fjs = d.getElementsByTagName(s)[0];\\n if (d.getElementById(id)) {return;}\\n js = d.createElement(s); js.id = id;\\n js.src = \"//connect.facebook.net/en_US/all.js#xfbml=1&appId=154659497934788\";\\n fjs.parentNode.insertBefore(js, fjs);\\n}(document, \\'script\\', \\'facebook-jssdk\\'));\\n\\n\\n'}"
]
}
],
"prompt_number": 198
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Let's save the structure we have now"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"player_archive = {}\n",
"for name, k in players.items():\n",
" player_archive[name] = {'gamelog_url_list':k['gamelog_url_list'], 'overview_url':k['overview_url'], 'overview_url_content':k['overview_url_content']}\n",
" \n",
"json.dump(player_archive, open(os.path.join(os.path.expandvars('$HOME'), 'nba_player_data.dict'), 'wb'))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 206
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Reload from file"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"f = open(os.path.join(os.path.expandvars('$HOME'), 'nba_player_data.dict'))\n",
"json_string = f.read()\n",
"player_archive = json.loads(json_string)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 207
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"player_archive['LeBron James']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 208,
"text": [
"{u'gamelog_url_list': [u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2013/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2012/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2011/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2010/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2009/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2008/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2007/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2006/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2005/',\n",
" u'http://www.basketball-reference.com/players/j/jamesle01/gamelog/2004/'],\n",
" u'overview_url': u'http://www.basketball-reference.com/players/j/jamesle01.html',\n",
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\\nvar crtg_cookiename=\"cto_usatd\"; \\nfunction crtg_getCookie(c_name){var i,x,y,ARRcookies=document.cookie.split(\";\");for(i=0;i<ARRcookies.length;i++){x=ARRcookies[i].substr(0,ARRcookies[i].indexOf(\"=\"));y=ARRcookies[i].substr(ARRcookies[i].indexOf(\"=\")+1);x=x.replace(/^\\\\s+|\\\\s+$/g,\"\");if(x==c_name){return unescape(y);}}return\\'\\';} var crtg_content=crtg_getCookie(crtg_cookiename);var crtg_rnd=Math.floor(Math.random()*99999999999);var crtg_url=\\'http://rtax.criteo.com/delivery/rta/rta.js?netId=\\'+escape(crtg_nid);crtg_url+=\\'&cookieName=\\'+escape(crtg_cookiename);crtg_url+=\\'&rnd=\\'+crtg_rnd;crtg_url+=\\'&varName=crtg_content\\';var crtg_script=document.createElement(\\'script\\');crtg_script.type=\\'text/javascript\\';crtg_script.src=crtg_url;crtg_script.async=true;if(document.getElementsByTagName(\"head\").length>0)document.getElementsByTagName(\"head\")[0].appendChild(crtg_script);else if(document.getElementsByTagName(\"body\").length>0)document.getElementsByTagName(\"body\")[0].appendChild(crtg_script); \\nvar crtg_ap=new Array();var crtg_cp=(crtg_content!=null&&crtg_content.length>0)?crtg_content.split(\\';\\'):null;if(crtg_cp){for(var crtg_kidx in crtg_cp){if(crtg_cp[crtg_kidx].length>0){var crtg_apa=crtg_cp[crtg_kidx].split(\\'=\\');if(crtg_apa[1]==1){crtg_ap.push(crtg_apa[0].replace(/usatd/,\\'\\'))}}}}\\n\\n SYNCHRONOUS:googletag \\n\\n (function() {\\n var useSSL = \\'https:\\' == document.location.protocol;\\n var src = (useSSL ? \\'https:\\' : \\'http:\\') + \\'//www.googletagservices.com/tag/js/gpt.js\\';\\n document.write(\\'<scr\\' + \\'ipt src=\"\\' + src + \\'\"></scr\\' + \\'ipt>\\');\\n })();\\n\\n\\ngoogletag.pubads().enableSyncRendering();\\ngoogletag.pubads().setTargeting(\"usatcriteo\",crtg_ap);\\n\\n\\n\\n\\n\\n\\n |\\n Account |\\n Logout\\n\\n\\nLogin\\n\\n\\nS-R:\\n MLB |\\n NBA \\xb7\\n CBB |\\n NFL \\xb7\\n CFB |\\n NHL |\\n Oly |\\n Blog\\n\\n\\n\\xa0\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nplay index\\nbox scores\\nplayers\\nteams\\nseasons\\ncoaches\\nleaders\\nawards\\nplayoffs\\ndraft\\nolympics\\nmore [+]\\n\\n\\n\\n\\nMobile Site You Are Here\\xa0>\\xa0BBR\\xa0>\\xa0Players\\xa0>\\xa0J\\xa0>\\xa0LeBron James\\n\\nNews: s-r blog:1943-1998 College Basketball Stats, 8000+ Team Seasons \\n\\n\\n\\ngoogletag.defineSlot(\\'/7103/SMG_BasketballReference/launchpad/sports/basketball/general\\', [970,66] , \\'restofsite_launchpad\\').addService(googletag.pubads());\\ngoogletag.enableServices();\\ngoogletag.display(\"restofsite_launchpad\");\\n\\n div.#restofsite_launchpad.advertlaunchpad \\n\\n\\n\\ngoogletag.defineSlot(\\'/7103/SMG_BasketballReference/300x250_1a/sports/basketball/general\\', [[300,250],[300,600]] , \\'restofsite_300x250_atf1\\').addService(googletag.pubads());\\ngoogletag.enableServices();\\ngoogletag.display(\"restofsite_300x250_atf1\");\\n\\n div.#restofsite_300x250_atf1.advert300x250 \\nLeBron James\\n\\n\\n\\n\\nLeBron Raymone James (King)\\xa0\\u25aa\\xa0Twitter: @KingJames\\n\\nPosition: Forward-Guard\\xa0\\u25aa\\xa0Shoots: RightHeight: 6-8\\xa0\\u25aa\\xa0Weight: 240 lbs.\\nBorn: December 30, 1984 in Akron, Ohio\\nHigh School: Saint Vincent-Saint Mary in Akron, Ohio\\nDraft: Cleveland Cavaliers, 1st round (1st pick, 1st overall), 2003 NBA Draft\\nNBA Debut: October 29, 2003\\nAge: 28 years, 61 days\\xa0\\u25aa\\xa0Experience: 9 years\\n23\\n\\n\\u20096\\u2009\\n\\n\\nOther SR Links: Olympics at Sports-Reference.com\\n div#info_box \\n\\n\\ngoogletag.defineSlot(\\'/7103/SMG_BasketballReference/728x90_1a/sports/basketball/general\\', [728,90] , \\'restofsite_728x90_atf1\\').addService(googletag.pubads());\\ngoogletag.enableServices();\\ngoogletag.display(\"restofsite_728x90_atf1\");\\n\\n div.#restofsite_728x90_atf1.advert728x90 \\n\\nLet people know you like this site. Sponsor this page for $490. Your message will replace this ad.\\n\\n\\n\\nAll-Star\\n\\nLeBron James\\nReg. Seas.\\n\\nTotals\\nPer Game\\nPer 36 Minutes\\nAdvanced\\n\\n\\nPlayoffs\\n\\nTotals\\nPer Game\\nPer 36 Minutes\\nAdvanced\\n\\n\\nOther\\n\\nPlayer News\\nAll-Star Game\\nSim Scores\\nLeaderboard\\nTransactions\\nSalaries\\nContract\\n\\n\\nGame Logs\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\n\\n\\nSplits\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\nCareer\\n\\n\\nShooting\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\n\\n\\nLineups\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\n\\n\\nOn/Off\\n\\n2012-13\\n2011-12\\n2010-11\\n2009-10\\n2008-09\\n2007-08\\n2006-07\\n2005-06\\n2004-05\\n2003-04\\nCareer\\n\\n\\nFinders\\n\\nGame Finder\\nStreak Finder\\nShot Finder\\nEvent Finder\\nLineup Finder\\nPlus/Minus Finder\\n\\n\\n\\n\\n\\nPlayer News\\nAdd Your Blog Posts Here\\n \\xb7 Player News Archive\\n \\xb7 Hide Stories\\n\\n\\n\\n3/1 HoopsHabit: Andrew Bogut: How Does He Stack Up With Other Centers in the West?: When the Golden State Warriors dealt Monta Ellis for An [...]The...\\n3/1 Spreadsheet Sports: Friday 3/1 NBA Fanduel Analytics: Please see Introducing the Spreadsheet-Sports Daily Fantasy Sports...\\n3/1 HoopsHabit: Philadelphia 76ers: Can Evan Turner Develop Into a Bonafide Star?: When the Philadelphia 76ers bowed out in the second rou [...]The...\\n2/28 Sports Out West: Kobe Bryant says Lakers\\u2019 role \\u2018predicated on the defense\\u2019: Los Angeles Lakers superstar Kobe Bryant is not only one of the...\\n2/28 NBA Injury News: Kyrie Irving Injury: Cavaliers\\' guard undergoes MRI: The Cleveland Cavaliers don\\'t have much to draw fans to the arena...\\nShow 19 more stories\\n\\n2/28 The Wages of Wins Journal: The Real and Fake Shooters of the NBA: Devin takes a look at the NBA\\'s \"shooters\" and wannabe shooters....\\n2/27 HoopsHabit: NBA Power Rankings (February 27th, 2013): Updated February 27, 2013 \\u2013 Next Update: March 6, [...]The...\\n2/27 HoopsHabit: NBA: Ranking The 10 Best Upcoming Free Agents: Free-agent signings and offseason trades can completely [...]The...\\n2/27 Cowbell Kingdom: Road Reaction: Miami Heat 141, Sacramento Kings 129: The Kings lose a double-overtime thriller to the defending champs...\\n2/26 Dancing With Noah: Various Degrees of Luminescence: It\\u2019s so late in the game for this. The All-Star game has come...\\n2/26 Cowbell Kingdom: Game 58 Preview: Sacramento Kings at Miami Heat: Looking ahead to tonight\\'s road match-up between the Kings and...\\n2/26 Spreadsheet Sports: Tuesday 2-26 NBA Fanduel Analytics: Please see Introducing the Spreadsheet-Sports Daily Fantasy Sports...\\n2/26 HoopsHabit: Cleveland Cavaliers: How They\\u2019re Slowly Putting It Together: Sunday, Feb. 24, was a disappointing night for the Clev [...]The...\\n2/26 HoopsRumors: Odds & Ends: Allen, Sixers, Bynum, LeBron, Cavs, Draft: \\r\\nHere\\'s tonight\\'s look around the Association..\\r\\n\\r\\nHeat guard\\xa0Ray...\\n2/25 HoopsHabit: Golden State Warriors: Breaking Down Why Their Future is Very Bright: The 2012-13 Golden State Warriors have had a roller coa [...]The...\\n2/25 HoopsHabit: NBA Playoffs: Ranking the Top Threats to the Miami Heat in the Eastern Conference: The Miami Heat are clearly the heavy favorites to win t [...]The...\\n2/25 Hickory-High: Weekly Stats Recap: \\xa0 Thanks to the All Star Break, we\\u2019ve got a Weekly Stats...\\n2/25 Hickory-High: Game of the Week: Memphis Grizzlies at Miami Heat: \\xa0 The trade deadline has passed. The guys on the roster will...\\n2/24 Foul Line Extended: Jose Calderon is an Elite Point Guard: Many of us haven\\u2019t noticed but new Detroit Pistons point...\\n2/24 The High Phive: 76ers WITNESS Lebron and the Heat Losing 114-90 at Home: When you\\u2019re hunting, you set up a good bait and lure in your...\\n2/24 Spreadsheet Sports: Sunday 2-24 NBA Fanduel Analytis: Please see Introducing the Spreadsheet-Sports Daily Fantasy Sports...\\n2/23 Spreadsheet Sports: Saturday 2-23 NBA Fanduel Analytics: Please see Introducing the Spreadsheet-Sports Daily Fantasy Sports...\\n2/22 The Wages of Wins Journal: A Check in on my NBA Predictions: Dre reviews some predictions he made at the start of the season...\\n2/22 The High Phive: Looking for an Answer at This Year\\u2019s NBA All Star Game\\u2026: As I watched the annual collection of NBA superstars descended...\\n\\n div.player_news \\n\\nElo Fan Ratings\\n\\nFine Details\\xa0\\u25aa\\xa0Last updated Mar 1, 2013 12:17 PM\\n\\n\\n\\n\\n\\n\\nAll-Time Rank:\\xa0#19. Jerry West\\u2026\\xa0#20. Pete Maravich\\u2026\\xa0#21. Magic Johnson\\u2026\\xa0#22. LEBRON JAMES\\u2026\\xa0#23. Paul Pierce\\u2026\\xa0#24. Scottie Pippen\\u2026\\xa0#25. Gary Payton\\u2026\\xa0Vote\\n\\n\\n\\n\\n\\nTotals\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2003-04\\n19\\nCLE\\nNBA\\nSG\\n79\\n79\\n3122\\n622\\n1492\\n.417\\n63\\n217\\n.290\\n347\\n460\\n.754\\n99\\n333\\n432\\n465\\n130\\n58\\n273\\n149\\n1654\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n80\\n80\\n3388\\n795\\n1684\\n.472\\n108\\n308\\n.351\\n477\\n636\\n.750\\n111\\n477\\n588\\n577\\n177\\n52\\n262\\n146\\n2175\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n79\\n79\\n3361\\n875\\n1823\\n.480\\n127\\n379\\n.335\\n601\\n814\\n.738\\n75\\n481\\n556\\n521\\n123\\n66\\n260\\n181\\n2478\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n78\\n78\\n3190\\n772\\n1621\\n.476\\n99\\n310\\n.319\\n489\\n701\\n.698\\n83\\n443\\n526\\n470\\n125\\n55\\n250\\n171\\n2132\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n75\\n74\\n3027\\n794\\n1642\\n.484\\n113\\n359\\n.315\\n549\\n771\\n.712\\n133\\n459\\n592\\n539\\n138\\n81\\n255\\n165\\n2250\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n81\\n81\\n3054\\n789\\n1613\\n.489\\n132\\n384\\n.344\\n594\\n762\\n.780\\n106\\n507\\n613\\n587\\n137\\n93\\n241\\n139\\n2304\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n76\\n76\\n2966\\n768\\n1528\\n.503\\n129\\n387\\n.333\\n593\\n773\\n.767\\n71\\n483\\n554\\n651\\n125\\n77\\n261\\n119\\n2258\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n79\\n79\\n3063\\n758\\n1485\\n.510\\n92\\n279\\n.330\\n503\\n663\\n.759\\n80\\n510\\n590\\n554\\n124\\n50\\n284\\n163\\n2111\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n62\\n62\\n2326\\n621\\n1169\\n.531\\n54\\n149\\n.362\\n387\\n502\\n.771\\n94\\n398\\n492\\n387\\n115\\n50\\n213\\n96\\n1683\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n55\\n55\\n2116\\n571\\n1006\\n.568\\n76\\n185\\n.411\\n281\\n373\\n.753\\n69\\n378\\n447\\n399\\n94\\n44\\n160\\n86\\n1499\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n744\\n743\\n29613\\n7365\\n15063\\n.489\\n993\\n2957\\n.336\\n4821\\n6455\\n.747\\n921\\n4469\\n5390\\n5150\\n1288\\n626\\n2459\\n1415\\n20544\\n\\n\\n\\n div.table_container#div_xxxx \\n\\n\\ngoogletag.defineSlot(\\'/7103/SMG_BasketballReference/728x90_2a/sports/basketball/general\\', [728,90] , \\'restofsite_728x90_btf1\\').addService(googletag.pubads());\\ngoogletag.enableServices();\\ngoogletag.display(\"restofsite_728x90_btf1\");\\n\\n div.#restofsite_728x90_btf1.advert728x90 \\n\\nclose .stw\\n\\n\\nPer Game\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2003-04\\n19\\nCLE\\nNBA\\nSG\\n79\\n79\\n39.5\\n7.9\\n18.9\\n.417\\n0.8\\n2.7\\n.290\\n4.4\\n5.8\\n.754\\n1.3\\n4.2\\n5.5\\n5.9\\n1.6\\n0.7\\n3.5\\n1.9\\n20.9\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n80\\n80\\n42.4\\n9.9\\n21.1\\n.472\\n1.4\\n3.9\\n.351\\n6.0\\n8.0\\n.750\\n1.4\\n6.0\\n7.4\\n7.2\\n2.2\\n0.7\\n3.3\\n1.8\\n27.2\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n79\\n79\\n42.5\\n11.1\\n23.1\\n.480\\n1.6\\n4.8\\n.335\\n7.6\\n10.3\\n.738\\n0.9\\n6.1\\n7.0\\n6.6\\n1.6\\n0.8\\n3.3\\n2.3\\n31.4\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n78\\n78\\n40.9\\n9.9\\n20.8\\n.476\\n1.3\\n4.0\\n.319\\n6.3\\n9.0\\n.698\\n1.1\\n5.7\\n6.7\\n6.0\\n1.6\\n0.7\\n3.2\\n2.2\\n27.3\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n75\\n74\\n40.4\\n10.6\\n21.9\\n.484\\n1.5\\n4.8\\n.315\\n7.3\\n10.3\\n.712\\n1.8\\n6.1\\n7.9\\n7.2\\n1.8\\n1.1\\n3.4\\n2.2\\n30.0\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n81\\n81\\n37.7\\n9.7\\n19.9\\n.489\\n1.6\\n4.7\\n.344\\n7.3\\n9.4\\n.780\\n1.3\\n6.3\\n7.6\\n7.2\\n1.7\\n1.1\\n3.0\\n1.7\\n28.4\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n76\\n76\\n39.0\\n10.1\\n20.1\\n.503\\n1.7\\n5.1\\n.333\\n7.8\\n10.2\\n.767\\n0.9\\n6.4\\n7.3\\n8.6\\n1.6\\n1.0\\n3.4\\n1.6\\n29.7\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n79\\n79\\n38.8\\n9.6\\n18.8\\n.510\\n1.2\\n3.5\\n.330\\n6.4\\n8.4\\n.759\\n1.0\\n6.5\\n7.5\\n7.0\\n1.6\\n0.6\\n3.6\\n2.1\\n26.7\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n62\\n62\\n37.5\\n10.0\\n18.9\\n.531\\n0.9\\n2.4\\n.362\\n6.2\\n8.1\\n.771\\n1.5\\n6.4\\n7.9\\n6.2\\n1.9\\n0.8\\n3.4\\n1.5\\n27.1\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n55\\n55\\n38.5\\n10.4\\n18.3\\n.568\\n1.4\\n3.4\\n.411\\n5.1\\n6.8\\n.753\\n1.3\\n6.9\\n8.1\\n7.3\\n1.7\\n0.8\\n2.9\\n1.6\\n27.3\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n744\\n743\\n39.8\\n9.9\\n20.2\\n.489\\n1.3\\n4.0\\n.336\\n6.5\\n8.7\\n.747\\n1.2\\n6.0\\n7.2\\n6.9\\n1.7\\n0.8\\n3.3\\n1.9\\n27.6\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPer 36 Minutes\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2003-04\\n19\\nCLE\\nNBA\\nSG\\n79\\n79\\n3122\\n7.2\\n17.2\\n.417\\n0.7\\n2.5\\n.290\\n4.0\\n5.3\\n.754\\n1.1\\n3.8\\n5.0\\n5.4\\n1.5\\n0.7\\n3.1\\n1.7\\n19.1\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n80\\n80\\n3388\\n8.4\\n17.9\\n.472\\n1.1\\n3.3\\n.351\\n5.1\\n6.8\\n.750\\n1.2\\n5.1\\n6.2\\n6.1\\n1.9\\n0.6\\n2.8\\n1.6\\n23.1\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n79\\n79\\n3361\\n9.4\\n19.5\\n.480\\n1.4\\n4.1\\n.335\\n6.4\\n8.7\\n.738\\n0.8\\n5.2\\n6.0\\n5.6\\n1.3\\n0.7\\n2.8\\n1.9\\n26.5\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n78\\n78\\n3190\\n8.7\\n18.3\\n.476\\n1.1\\n3.5\\n.319\\n5.5\\n7.9\\n.698\\n0.9\\n5.0\\n5.9\\n5.3\\n1.4\\n0.6\\n2.8\\n1.9\\n24.1\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n75\\n74\\n3027\\n9.4\\n19.5\\n.484\\n1.3\\n4.3\\n.315\\n6.5\\n9.2\\n.712\\n1.6\\n5.5\\n7.0\\n6.4\\n1.6\\n1.0\\n3.0\\n2.0\\n26.8\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n81\\n81\\n3054\\n9.3\\n19.0\\n.489\\n1.6\\n4.5\\n.344\\n7.0\\n9.0\\n.780\\n1.2\\n6.0\\n7.2\\n6.9\\n1.6\\n1.1\\n2.8\\n1.6\\n27.2\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n76\\n76\\n2966\\n9.3\\n18.5\\n.503\\n1.6\\n4.7\\n.333\\n7.2\\n9.4\\n.767\\n0.9\\n5.9\\n6.7\\n7.9\\n1.5\\n0.9\\n3.2\\n1.4\\n27.4\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n79\\n79\\n3063\\n8.9\\n17.5\\n.510\\n1.1\\n3.3\\n.330\\n5.9\\n7.8\\n.759\\n0.9\\n6.0\\n6.9\\n6.5\\n1.5\\n0.6\\n3.3\\n1.9\\n24.8\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n62\\n62\\n2326\\n9.6\\n18.1\\n.531\\n0.8\\n2.3\\n.362\\n6.0\\n7.8\\n.771\\n1.5\\n6.2\\n7.6\\n6.0\\n1.8\\n0.8\\n3.3\\n1.5\\n26.0\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n55\\n55\\n2116\\n9.7\\n17.1\\n.568\\n1.3\\n3.1\\n.411\\n4.8\\n6.3\\n.753\\n1.2\\n6.4\\n7.6\\n6.8\\n1.6\\n0.7\\n2.7\\n1.5\\n25.5\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n744\\n743\\n29613\\n9.0\\n18.3\\n.489\\n1.2\\n3.6\\n.336\\n5.9\\n7.8\\n.747\\n1.1\\n5.4\\n6.6\\n6.3\\n1.6\\n0.8\\n3.0\\n1.7\\n25.0\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nAdvanced\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nMP\\nPER\\nTS%\\neFG%\\nORB%\\nDRB%\\nTRB%\\nAST%\\nSTL%\\nBLK%\\nTOV%\\nUSG%\\nORtg\\nDRtg\\nOWS\\nDWS\\nWS\\nWS/48\\n\\n\\n\\n\\n2003-04\\n19\\nCLE\\nNBA\\nSG\\n79\\n3122\\n18.3\\n.488\\n.438\\n3.5\\n11.8\\n7.6\\n27.8\\n2.2\\n1.3\\n13.9\\n28.2\\n99\\n104\\n2.4\\n2.6\\n5.1\\n.078\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n80\\n3388\\n25.7\\n.554\\n.504\\n3.8\\n17.0\\n10.2\\n32.9\\n2.8\\n1.1\\n11.8\\n29.7\\n114\\n103\\n9.7\\n4.6\\n14.3\\n.203\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n79\\n3361\\n28.1\\n.568\\n.515\\n2.6\\n17.1\\n9.8\\n32.8\\n2.0\\n1.5\\n10.7\\n33.6\\n115\\n104\\n12.0\\n4.3\\n16.3\\n.232\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n78\\n3190\\n24.5\\n.552\\n.507\\n3.0\\n16.6\\n9.6\\n29.1\\n2.1\\n1.3\\n11.5\\n31.0\\n112\\n100\\n8.0\\n5.7\\n13.7\\n.206\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n75\\n3027\\n29.1\\n.568\\n.518\\n4.9\\n17.8\\n11.1\\n37.3\\n2.4\\n2.1\\n11.4\\n33.5\\n116\\n104\\n10.7\\n4.6\\n15.2\\n.242\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n81\\n3054\\n31.7\\n.591\\n.530\\n4.3\\n19.0\\n11.9\\n38.0\\n2.4\\n2.4\\n11.0\\n33.8\\n122\\n99\\n13.7\\n6.5\\n20.3\\n.318\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n76\\n2966\\n31.1\\n.604\\n.545\\n3.0\\n18.5\\n11.1\\n41.8\\n2.2\\n2.0\\n12.3\\n33.5\\n121\\n102\\n13.3\\n5.2\\n18.5\\n.299\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n79\\n3063\\n27.3\\n.594\\n.541\\n3.3\\n18.7\\n11.4\\n34.9\\n2.1\\n1.3\\n13.8\\n31.5\\n116\\n102\\n10.3\\n5.3\\n15.6\\n.244\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n62\\n2326\\n30.7\\n.605\\n.554\\n5.0\\n19.7\\n12.6\\n33.6\\n2.6\\n1.7\\n13.3\\n32.0\\n118\\n97\\n10.0\\n4.5\\n14.5\\n.298\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n55\\n2116\\n31.9\\n.641\\n.605\\n4.2\\n21.2\\n13.1\\n35.3\\n2.4\\n1.7\\n12.0\\n30.0\\n125\\n102\\n11.0\\n3.0\\n14.0\\n.319\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n744\\n29613\\n27.6\\n.574\\n.522\\n3.7\\n17.5\\n10.7\\n34.2\\n2.3\\n1.6\\n12.1\\n31.7\\n116\\n102\\n101.2\\n46.1\\n147.3\\n.239\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPlayoffs Totals\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n13\\n13\\n604\\n146\\n307\\n.476\\n21\\n63\\n.333\\n87\\n118\\n.737\\n22\\n83\\n105\\n76\\n18\\n9\\n65\\n44\\n400\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n20\\n20\\n893\\n166\\n399\\n.416\\n21\\n75\\n.280\\n148\\n196\\n.755\\n26\\n135\\n161\\n159\\n34\\n10\\n66\\n40\\n501\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n13\\n13\\n552\\n113\\n275\\n.411\\n18\\n70\\n.257\\n122\\n167\\n.731\\n16\\n86\\n102\\n99\\n23\\n17\\n54\\n33\\n366\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n14\\n14\\n580\\n159\\n312\\n.510\\n27\\n81\\n.333\\n149\\n199\\n.749\\n19\\n109\\n128\\n102\\n23\\n12\\n38\\n30\\n494\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n11\\n11\\n460\\n106\\n211\\n.502\\n20\\n50\\n.400\\n88\\n120\\n.733\\n15\\n87\\n102\\n84\\n19\\n20\\n42\\n23\\n320\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n21\\n21\\n922\\n174\\n373\\n.466\\n30\\n85\\n.353\\n119\\n156\\n.763\\n34\\n142\\n176\\n123\\n35\\n25\\n66\\n56\\n497\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n23\\n23\\n983\\n251\\n502\\n.500\\n22\\n85\\n.259\\n173\\n234\\n.739\\n54\\n170\\n224\\n129\\n43\\n16\\n81\\n47\\n697\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n115\\n115\\n4994\\n1115\\n2379\\n.469\\n159\\n509\\n.312\\n886\\n1190\\n.745\\n186\\n812\\n998\\n772\\n195\\n109\\n412\\n273\\n3275\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPlayoffs Per Game\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n13\\n13\\n46.5\\n11.2\\n23.6\\n.476\\n1.6\\n4.8\\n.333\\n6.7\\n9.1\\n.737\\n1.7\\n6.4\\n8.1\\n5.8\\n1.4\\n0.7\\n5.0\\n3.4\\n30.8\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n20\\n20\\n44.7\\n8.3\\n20.0\\n.416\\n1.1\\n3.8\\n.280\\n7.4\\n9.8\\n.755\\n1.3\\n6.8\\n8.1\\n8.0\\n1.7\\n0.5\\n3.3\\n2.0\\n25.1\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n13\\n13\\n42.5\\n8.7\\n21.2\\n.411\\n1.4\\n5.4\\n.257\\n9.4\\n12.8\\n.731\\n1.2\\n6.6\\n7.8\\n7.6\\n1.8\\n1.3\\n4.2\\n2.5\\n28.2\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n14\\n14\\n41.4\\n11.4\\n22.3\\n.510\\n1.9\\n5.8\\n.333\\n10.6\\n14.2\\n.749\\n1.4\\n7.8\\n9.1\\n7.3\\n1.6\\n0.9\\n2.7\\n2.1\\n35.3\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n11\\n11\\n41.8\\n9.6\\n19.2\\n.502\\n1.8\\n4.5\\n.400\\n8.0\\n10.9\\n.733\\n1.4\\n7.9\\n9.3\\n7.6\\n1.7\\n1.8\\n3.8\\n2.1\\n29.1\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n21\\n21\\n43.9\\n8.3\\n17.8\\n.466\\n1.4\\n4.0\\n.353\\n5.7\\n7.4\\n.763\\n1.6\\n6.8\\n8.4\\n5.9\\n1.7\\n1.2\\n3.1\\n2.7\\n23.7\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n23\\n23\\n42.7\\n10.9\\n21.8\\n.500\\n1.0\\n3.7\\n.259\\n7.5\\n10.2\\n.739\\n2.3\\n7.4\\n9.7\\n5.6\\n1.9\\n0.7\\n3.5\\n2.0\\n30.3\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n115\\n115\\n43.4\\n9.7\\n20.7\\n.469\\n1.4\\n4.4\\n.312\\n7.7\\n10.3\\n.745\\n1.6\\n7.1\\n8.7\\n6.7\\n1.7\\n0.9\\n3.6\\n2.4\\n28.5\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPlayoffs Per 36 Minutes\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nDRB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n13\\n13\\n604\\n8.7\\n18.3\\n.476\\n1.3\\n3.8\\n.333\\n5.2\\n7.0\\n.737\\n1.3\\n4.9\\n6.3\\n4.5\\n1.1\\n0.5\\n3.9\\n2.6\\n23.8\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n20\\n20\\n893\\n6.7\\n16.1\\n.416\\n0.8\\n3.0\\n.280\\n6.0\\n7.9\\n.755\\n1.0\\n5.4\\n6.5\\n6.4\\n1.4\\n0.4\\n2.7\\n1.6\\n20.2\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n13\\n13\\n552\\n7.4\\n17.9\\n.411\\n1.2\\n4.6\\n.257\\n8.0\\n10.9\\n.731\\n1.0\\n5.6\\n6.7\\n6.5\\n1.5\\n1.1\\n3.5\\n2.2\\n23.9\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n14\\n14\\n580\\n9.9\\n19.4\\n.510\\n1.7\\n5.0\\n.333\\n9.2\\n12.4\\n.749\\n1.2\\n6.8\\n7.9\\n6.3\\n1.4\\n0.7\\n2.4\\n1.9\\n30.7\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n11\\n11\\n460\\n8.3\\n16.5\\n.502\\n1.6\\n3.9\\n.400\\n6.9\\n9.4\\n.733\\n1.2\\n6.8\\n8.0\\n6.6\\n1.5\\n1.6\\n3.3\\n1.8\\n25.0\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n21\\n21\\n922\\n6.8\\n14.6\\n.466\\n1.2\\n3.3\\n.353\\n4.6\\n6.1\\n.763\\n1.3\\n5.5\\n6.9\\n4.8\\n1.4\\n1.0\\n2.6\\n2.2\\n19.4\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n23\\n23\\n983\\n9.2\\n18.4\\n.500\\n0.8\\n3.1\\n.259\\n6.3\\n8.6\\n.739\\n2.0\\n6.2\\n8.2\\n4.7\\n1.6\\n0.6\\n3.0\\n1.7\\n25.5\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n115\\n115\\n4994\\n8.0\\n17.1\\n.469\\n1.1\\n3.7\\n.312\\n6.4\\n8.6\\n.745\\n1.3\\n5.9\\n7.2\\n5.6\\n1.4\\n0.8\\n3.0\\n2.0\\n23.6\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nPlayoffs Advanced\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nMP\\nPER\\nTS%\\neFG%\\nORB%\\nDRB%\\nTRB%\\nAST%\\nSTL%\\nBLK%\\nTOV%\\nUSG%\\nORtg\\nDRtg\\nOWS\\nDWS\\nWS\\nWS/48\\n\\n\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n13\\n604\\n23.2\\n.557\\n.510\\n4.4\\n16.2\\n10.3\\n28.1\\n1.7\\n1.3\\n15.3\\n33.5\\n108\\n107\\n1.0\\n0.7\\n1.7\\n.135\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n20\\n893\\n23.9\\n.516\\n.442\\n3.4\\n17.9\\n10.6\\n37.4\\n2.1\\n1.0\\n12.0\\n29.7\\n109\\n99\\n2.1\\n1.6\\n3.7\\n.200\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n13\\n552\\n24.3\\n.525\\n.444\\n3.4\\n19.3\\n11.2\\n40.5\\n2.3\\n2.6\\n13.4\\n34.7\\n107\\n99\\n1.0\\n1.2\\n2.1\\n.187\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n14\\n580\\n37.4\\n.618\\n.553\\n4.3\\n23.6\\n14.2\\n39.5\\n2.2\\n1.8\\n8.7\\n36.4\\n128\\n100\\n3.7\\n1.1\\n4.8\\n.399\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n11\\n460\\n28.6\\n.607\\n.550\\n4.0\\n22.1\\n13.3\\n36.8\\n2.1\\n3.0\\n13.7\\n30.9\\n117\\n103\\n1.5\\n0.8\\n2.3\\n.242\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n21\\n922\\n23.7\\n.563\\n.507\\n4.6\\n18.2\\n11.6\\n27.6\\n2.1\\n2.2\\n13.0\\n26.9\\n113\\n102\\n2.4\\n1.4\\n3.8\\n.198\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n23\\n983\\n30.3\\n.576\\n.522\\n6.8\\n20.5\\n13.8\\n28.1\\n2.4\\n1.3\\n11.8\\n33.4\\n116\\n99\\n4.2\\n1.6\\n5.8\\n.284\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n115\\n4994\\n27.1\\n.564\\n.502\\n4.6\\n19.5\\n12.1\\n33.2\\n2.2\\n1.8\\n12.4\\n31.8\\n114\\n101\\n15.8\\n8.5\\n24.3\\n.234\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nAll-Star Games\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nAge\\nTm\\nLg\\nPos\\nG\\nGS\\nMP\\nFG\\nFGA\\nFG%\\n3P\\n3PA\\n3P%\\nFT\\nFTA\\nFT%\\nORB\\nTRB\\nAST\\nSTL\\nBLK\\nTOV\\nPF\\nPTS\\n\\n\\n\\n\\n2004-05\\n20\\nCLE\\nNBA\\nSF\\n1\\n1\\n31:00\\n6\\n13\\n.462\\n1\\n4\\n.250\\n0\\n1\\n.000\\n1\\n8\\n6\\n2\\n0\\n3\\n0\\n13\\n\\n\\n2005-06\\n21\\nCLE\\nNBA\\nSF\\n1\\n1\\n30:34\\n12\\n21\\n.571\\n4\\n10\\n.400\\n1\\n5\\n.200\\n2\\n6\\n2\\n2\\n0\\n1\\n2\\n29\\n\\n\\n2006-07\\n22\\nCLE\\nNBA\\nSF\\n1\\n1\\n32:16\\n11\\n20\\n.550\\n4\\n8\\n.500\\n2\\n2\\n1.000\\n0\\n6\\n6\\n1\\n0\\n4\\n0\\n28\\n\\n\\n2007-08\\n23\\nCLE\\nNBA\\nSF\\n1\\n1\\n30:15\\n12\\n22\\n.545\\n2\\n7\\n.286\\n1\\n1\\n1.000\\n1\\n8\\n9\\n2\\n2\\n4\\n3\\n27\\n\\n\\n2008-09\\n24\\nCLE\\nNBA\\nSF\\n1\\n1\\n26:50\\n8\\n19\\n.421\\n2\\n5\\n.400\\n2\\n2\\n1.000\\n0\\n5\\n3\\n0\\n0\\n3\\n0\\n20\\n\\n\\n2009-10\\n25\\nCLE\\nNBA\\nSF\\n1\\n1\\n32:28\\n10\\n22\\n.455\\n1\\n6\\n.167\\n4\\n4\\n1.000\\n1\\n5\\n6\\n4\\n0\\n2\\n1\\n25\\n\\n\\n2010-11\\n26\\nMIA\\nNBA\\nSF\\n1\\n1\\n32:20\\n10\\n18\\n.556\\n0\\n3\\n.000\\n9\\n10\\n.900\\n2\\n12\\n10\\n0\\n0\\n4\\n3\\n29\\n\\n\\n2011-12\\n27\\nMIA\\nNBA\\nSF\\n1\\n1\\n32:09\\n15\\n23\\n.652\\n6\\n8\\n.750\\n0\\n0\\n\\n0\\n6\\n7\\n0\\n0\\n4\\n2\\n36\\n\\n\\n2012-13\\n28\\nMIA\\nNBA\\nPF\\n1\\n1\\n30:02\\n7\\n18\\n.389\\n3\\n7\\n.429\\n2\\n4\\n.500\\n0\\n3\\n5\\n1\\n0\\n4\\n0\\n19\\n\\n\\n\\n\\nCareer\\n\\n\\nNBA\\n\\n9\\n9\\n278\\n91\\n176\\n.517\\n23\\n58\\n.397\\n21\\n29\\n.724\\n7\\n59\\n54\\n12\\n2\\n29\\n11\\n226\\n\\n\\n\\n div.table_container#div_xxxx \\nclose .stw\\n\\n\\nSimilarity Scores\\nExplanation\\xa0\\u25aa\\xa0Players with careers of similar quality and shape (thru 2011-12)\\n\\n\\n\\n\\n\\n\\nThru 9 Years\\nWin Shares (Best to Worst)\\n\\n\\nPlayer\\nSim\\n1\\n2\\n3\\n4\\n5\\n6\\n7\\n8\\n9\\n\\n\\n\\n\\nLeBron James\\n\\n20.3\\n18.5\\n16.3\\n15.6\\n15.2\\n14.5\\n14.3\\n13.7\\n5.1\\n\\n\\nCharles Barkley\\n86.9\\n17.3\\n16.7\\n16.1\\n14.4\\n13.4\\n12.3\\n12.0\\n10.8\\n7.5\\n\\n\\nDirk Nowitzki\\n86.3\\n17.7\\n16.3\\n16.1\\n15.6\\n14.6\\n13.4\\n11.5\\n8.1\\n0.8\\n\\n\\nLarry Bird\\n84.4\\n15.8\\n15.7\\n15.2\\n15.0\\n14.0\\n13.6\\n12.5\\n11.2\\n10.8\\n\\n\\nJulius Erving\\n82.8\\n17.7\\n17.6\\n16.5\\n13.3\\n12.5\\n11.5\\n9.8\\n9.1\\n7.9\\n\\n\\nTim Duncan\\n82.2\\n17.8\\n16.5\\n13.2\\n13.1\\n13.0\\n12.8\\n11.2\\n10.8\\n8.7\\n\\n\\nKarl Malone\\n81.8\\n15.9\\n15.5\\n15.4\\n15.2\\n15.1\\n13.4\\n10.1\\n6.9\\n1.9\\n\\n\\nBob Pettit\\n76.1\\n14.9\\n14.8\\n14.3\\n13.8\\n11.6\\n11.5\\n11.5\\n11.0\\n10.7\\n\\n\\nDolph Schayes\\n74.3\\n14.8\\n13.7\\n12.8\\n12.5\\n12.5\\n12.0\\n11.8\\n10.3\\n8.5\\n\\n\\nKevin Garnett\\n70.7\\n18.3\\n15.6\\n12.8\\n11.8\\n11.6\\n9.6\\n7.3\\n5.4\\n4.4\\n\\n\\nPaul Arizin\\n70.4\\n16.0\\n13.7\\n13.0\\n12.3\\n12.2\\n9.7\\n9.2\\n8.7\\n7.7\\n\\n\\n\\n div.table_container#div_xxxx \\n\\n\\n\\n\\n\\nCareer\\nWin Shares (Best to Worst)\\n\\n\\nPlayer\\nSim\\n1\\n2\\n3\\n4\\n5\\n6\\n7\\n8\\n9\\n10\\n11\\n12\\n13\\n14\\n15\\n16\\n17\\n18\\n19\\n\\n\\n\\n\\nLeBron James\\n\\n20.3\\n18.5\\n16.3\\n15.6\\n15.2\\n14.5\\n14.3\\n13.7\\n5.1\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nLarry Bird\\n75.7\\n15.8\\n15.7\\n15.2\\n15.0\\n14.0\\n13.6\\n12.5\\n11.2\\n10.8\\n9.5\\n6.6\\n5.5\\n0.5\\n\\n\\n\\n\\n\\n\\n\\n\\nDirk Nowitzki\\n74.9\\n17.7\\n16.3\\n16.1\\n15.6\\n14.6\\n13.4\\n12.9\\n12.3\\n11.5\\n11.1\\n10.9\\n8.1\\n7.6\\n0.8\\n\\n\\n\\n\\n\\n\\n\\nBob Pettit\\n72.1\\n14.9\\n14.9\\n14.8\\n14.3\\n13.8\\n11.6\\n11.5\\n11.5\\n11.0\\n10.7\\n7.1\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nJulius Erving\\n69.8\\n17.7\\n17.6\\n16.5\\n13.8\\n13.3\\n13.3\\n12.5\\n11.5\\n10.9\\n10.1\\n9.8\\n9.1\\n7.9\\n7.6\\n5.9\\n3.5\\n\\n\\n\\n\\n\\nKevin Garnett\\n68.6\\n18.3\\n16.1\\n15.6\\n14.9\\n12.9\\n12.8\\n11.8\\n11.6\\n10.7\\n9.6\\n9.0\\n7.3\\n7.3\\n7.1\\n6.9\\n5.4\\n4.4\\n\\n\\n\\n\\nPaul Arizin\\n68.1\\n16.0\\n13.7\\n13.0\\n12.3\\n12.2\\n9.7\\n9.2\\n8.7\\n7.7\\n6.3\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nCharles Barkley\\n67.7\\n17.3\\n16.7\\n16.1\\n14.4\\n13.4\\n12.3\\n12.0\\n10.8\\n10.6\\n10.5\\n9.4\\n8.8\\n8.6\\n7.5\\n6.8\\n1.9\\n\\n\\n\\n\\n\\nTim Duncan\\n64.5\\n17.8\\n16.5\\n13.2\\n13.1\\n13.0\\n13.0\\n12.8\\n11.2\\n11.1\\n10.9\\n10.8\\n10.1\\n8.7\\n7.7\\n5.9\\n\\n\\n\\n\\n\\n\\nKarl Malone\\n62.0\\n16.7\\n16.4\\n15.9\\n15.5\\n15.4\\n15.3\\n15.2\\n15.1\\n15.1\\n13.8\\n13.4\\n13.1\\n11.1\\n10.1\\n9.8\\n9.6\\n6.9\\n4.3\\n1.9\\n\\n\\nDolph Schayes\\n62.0\\n14.8\\n13.7\\n12.8\\n12.5\\n12.5\\n12.0\\n11.8\\n10.3\\n9.5\\n9.4\\n8.5\\n8.5\\n3.1\\n2.4\\n-0.1\\n\\n\\n\\n\\n\\n\\n\\n div.table_container#div_xxxx \\n\\n\\n\\nAppearances on Leaderboards, Awards, and Honors\\n\\n\\n\\n\\n\\nAll-Star Games\\n2005 NBA\\n2006 NBA\\n2007 NBA\\n2008 NBA\\n2009 NBA\\n2010 NBA\\n2011 NBA\\n2012 NBA\\n2013 NBA\\n\\n\\nAwards\\n2003-04 NBA Rookie of the Year\\n2005-06 NBA All-Star Game MVP\\n2007-08 NBA All-Star Game MVP\\n2008-09 NBA MVP\\n2009-10 NBA MVP\\n2011-12 NBA Finals MVP\\n2011-12 NBA MVP\\n\\n\\nWeekly & Monthly Awards\\nPlayer of the Week: 42 times (Show/Hide)Nov 14, 2004Nov 28, 2004Jan 23, 2005Nov 20, 2005Jan 29, 2006Mar 19, 2006Mar 26, 2006Apr 2, 2006Nov 19, 2006Mar 11, 2007Nov 25, 2007Jan 6, 2008Feb 24, 2008Nov 9, 2008Nov 16, 2008Dec 28, 2008Jan 25, 2009Feb 8, 2009Mar 15, 2009Mar 22, 2009Nov 22, 2009Dec 27, 2009Jan 10, 2010Jan 24, 2010Feb 7, 2010Feb 28, 2010Dec 26, 2010Jan 9, 2011Jan 30, 2011Feb 6, 2011Mar 20, 2011Jan 1, 2012Jan 8, 2012Jan 29, 2012Feb 19, 2012Apr 8, 2012Apr 22, 2012Nov 11, 2012Nov 18, 2012Dec 23, 2012Feb 10, 2013Feb 24, 2013\\nPlayer of the Month: 23 times (Show/Hide)Nov 2004Jan 2005Nov 2005Mar 2006Mar 2007Jan 2008Feb 2008Nov 2008Jan 2009Mar 2009Apr 2009Nov 2009Dec 2009Jan 2010Feb 2010Dec 2010Jan 2011Apr 2011Jan 2012Feb 2012Nov 2012Dec 2012Jan 2013\\nRookie of the Month: 6 times (Show/Hide)Nov 2003Dec 2003Jan 2004Feb 2004Mar 2004Apr 2004\\n\\n\\nHonors\\n2003 McDonald\\'s All American\\n2003-04 NBA All-Rookie (1st)\\n2004-05 NBA All-NBA (2nd)\\n2005-06 NBA All-NBA (1st)\\n2006-07 NBA All-NBA (2nd)\\n2007-08 NBA All-NBA (1st)\\n2008-09 NBA All-Defensive (1st)\\n2008-09 NBA All-NBA (1st)\\n2009-10 NBA All-Defensive (1st)\\n2009-10 NBA All-NBA (1st)\\n2010-11 NBA All-Defensive (1st)\\n2010-11 NBA All-NBA (1st)\\n2011-12 NBA All-Defensive (1st)\\n2011-12 NBA All-NBA (1st)\\n\\n\\n\\n\\nMVP Award Shares\\n2003-04 NBA 0.009 (9)\\n2004-05 NBA 0.073 (6)\\n2005-06 NBA 0.550 (2)\\n2006-07 NBA 0.142 (5)\\n2007-08 NBA 0.348 (4)\\n2008-09 NBA 0.969 (1)\\n2009-10 NBA 0.980 (1)\\n2010-11 NBA 0.431 (3)\\n2011-12 NBA 0.888 (1)\\nActive 4.389 (1)\\nCareer 4.389 (6)\\n\\n\\nChampionships(Minimum 1 playoff game)\\n2012 Miami Heat (NBA)\\n\\n\\nMinutes Played\\n2003-04 NBA 3122 (9)\\n2004-05 NBA 3388 (1)\\n2005-06 NBA 3361 (2)\\n2006-07 NBA 3190 (1)\\n2008-09 NBA 3054 (7)\\n2010-11 NBA 3063 (6)\\n2011-12 NBA 2326 (10)\\n2012-13 NBA 2116 (8)\\n\\n\\nField Goals\\n2003-04 NBA 622 (7)\\n2004-05 NBA 795 (1)\\n2005-06 NBA 875 (2)\\n2006-07 NBA 772 (2)\\n2007-08 NBA 794 (1)\\n2008-09 NBA 789 (3)\\n2009-10 NBA 768 (2)\\n2010-11 NBA 758 (1)\\n2011-12 NBA 621 (2)\\n2012-13 NBA 571 (2)\\nActive 7365 (9)\\nCareer NBA 7365 (46)\\nCareer 7365 (50)\\n\\n\\n\\n\\nField Goal Attempts\\n2003-04 NBA 1492 (4)\\n2004-05 NBA 1684 (2)\\n2005-06 NBA 1823 (2)\\n2006-07 NBA 1621 (2)\\n2007-08 NBA 1642 (2)\\n2008-09 NBA 1613 (4)\\n2009-10 NBA 1528 (3)\\n2010-11 NBA 1485 (6)\\n2011-12 NBA 1169 (4)\\n2012-13 NBA 1006 (5)\\nCareer NBA 15063 (56)\\nCareer 15063 (59)\\n\\n\\n3-Pt Field Goals\\nCareer NBA 993 (71)\\nCareer 993 (71)\\n\\n\\n3-Pt Field Goal Attempts\\nCareer NBA 2957 (63)\\nCareer 2957 (63)\\n\\n\\nFree Throws\\n2004-05 NBA 477 (10)\\n2005-06 NBA 601 (6)\\n2006-07 NBA 489 (5)\\n2007-08 NBA 549 (5)\\n2008-09 NBA 594 (1)\\n2009-10 NBA 593 (2)\\n2010-11 NBA 503 (6)\\n2011-12 NBA 387 (2)\\n2012-13 NBA 281 (6)\\nActive 4821 (5)\\nCareer NBA 4821 (32)\\nCareer 4821 (37)\\n\\n\\n\\n\\nFree Throw Attempts\\n2004-05 NBA 636 (10)\\n2005-06 NBA 814 (3)\\n2006-07 NBA 701 (3)\\n2007-08 NBA 771 (3)\\n2008-09 NBA 762 (3)\\n2009-10 NBA 773 (3)\\n2010-11 NBA 663 (5)\\n2011-12 NBA 502 (2)\\n2012-13 NBA 373 (6)\\nActive 6455 (5)\\nCareer NBA 6455 (28)\\nCareer 6455 (32)\\n\\n\\nDefensive Rebounds\\nCareer NBA 4469 (89)\\nCareer 4469 (97)\\n\\n\\nAssists\\n2004-05 NBA 577 (5)\\n2005-06 NBA 521 (10)\\n2007-08 NBA 539 (10)\\n2008-09 NBA 587 (8)\\n2009-10 NBA 651 (6)\\nCareer NBA 5150 (54)\\nCareer 5150 (55)\\n\\n\\nSteals\\n2004-05 NBA 177 (2)\\n2007-08 NBA 138 (6)\\n2008-09 NBA 137 (7)\\n2010-11 NBA 124 (9)\\n2011-12 NBA 115 (4)\\nCareer NBA 1288 (59)\\nCareer 1288 (63)\\n\\n\\n\\n\\nTurnovers\\n2003-04 NBA 273 (3)\\n2004-05 NBA 262 (5)\\n2005-06 NBA 260 (6)\\n2006-07 NBA 250 (7)\\n2007-08 NBA 255 (6)\\n2008-09 NBA 241 (4)\\n2009-10 NBA 261 (5)\\n2010-11 NBA 284 (2)\\n2011-12 NBA 213 (6)\\nCareer NBA 2459 (50)\\nCareer 2459 (56)\\n\\n\\nPoints\\n2003-04 NBA 1654 (8)\\n2004-05 NBA 2175 (2)\\n2005-06 NBA 2478 (2)\\n2006-07 NBA 2132 (2)\\n2007-08 NBA 2250 (2)\\n2008-09 NBA 2304 (2)\\n2009-10 NBA 2258 (2)\\n2010-11 NBA 2111 (2)\\n2011-12 NBA 1683 (2)\\n2012-13 NBA 1499 (4)\\nActive 20544 (8)\\nCareer NBA 20544 (36)\\nCareer 20544 (40)\\n\\n\\nField Goal Pct\\n2012-13 NBA .568 (7)\\n\\n\\nMinutes Per Game\\n2003-04 NBA 39.5 (10)\\n2004-05 NBA 42.4 (1)\\n2005-06 NBA 42.5 (2)\\n2006-07 NBA 40.9 (3)\\n2007-08 NBA 40.4 (3)\\n2009-10 NBA 39.0 (5)\\n2010-11 NBA 38.8 (6)\\n2011-12 NBA 37.5 (6)\\n2012-13 NBA 38.5 (6)\\nActive 39.8 (1)\\nCareer NBA 39.8 (6)\\nCareer 39.8 (6)\\n\\n\\n\\n\\nPoints Per Game\\n2004-05 NBA 27.2 (3)\\n2005-06 NBA 31.4 (3)\\n2006-07 NBA 27.3 (4)\\n2007-08 NBA 30.0 (1)\\n2008-09 NBA 28.4 (2)\\n2009-10 NBA 29.7 (2)\\n2010-11 NBA 26.7 (2)\\n2011-12 NBA 27.1 (3)\\n2012-13 NBA 27.3 (3)\\nActive 27.6 (1)\\nCareer NBA 27.6 (3)\\nCareer 27.6 (3)\\n\\n\\nAssists Per Game\\n2004-05 NBA 7.2 (6)\\n2007-08 NBA 7.2 (8)\\n2008-09 NBA 7.2 (9)\\n2009-10 NBA 8.6 (6)\\n2012-13 NBA 7.3 (10)\\nActive 6.9 (10)\\nCareer NBA 6.9 (29)\\nCareer 6.9 (29)\\n\\n\\nSteals Per Game\\n2004-05 NBA 2.2 (3)\\n2007-08 NBA 1.8 (10)\\n2008-09 NBA 1.7 (8)\\n2009-10 NBA 1.6 (9)\\n2010-11 NBA 1.6 (10)\\n2011-12 NBA 1.9 (3)\\nActive 1.7 (5)\\nCareer NBA 1.7 (26)\\nCareer 1.7 (31)\\n\\n\\nPlayer Efficiency Rating\\n2004-05 NBA 25.7 (6)\\n2005-06 NBA 28.1 (2)\\n2006-07 NBA 24.5 (6)\\n2007-08 NBA 29.1 (1)\\n2008-09 NBA 31.7 (1)\\n2009-10 NBA 31.1 (1)\\n2010-11 NBA 27.3 (1)\\n2011-12 NBA 30.7 (1)\\n2012-13 NBA 31.9 (1)\\nActive 27.6 (1)\\nCareer NBA 27.6 (2)\\nCareer 27.6 (2)\\n\\n\\n\\n\\nTrue Shooting Pct\\n2011-12 NBA .605 (9)\\n2012-13 NBA .640 (4)\\nCareer NBA .574 (57)\\nCareer .574 (59)\\n\\n\\nEffective Field Goal Pct\\n2011-12 NBA .554 (9)\\n2012-13 NBA .605 (3)\\nCareer NBA .522 (81)\\nCareer .522 (85)\\n\\n\\nAssist Pct\\n2005-06 NBA 32.8 (10)\\n2007-08 NBA 37.3 (7)\\n2008-09 NBA 38.0 (9)\\n2009-10 NBA 41.8 (5)\\n2012-13 NBA 35.3 (9)\\nActive 34.2 (9)\\nCareer NBA 34.2 (23)\\nCareer 34.2 (23)\\n\\n\\nSteal Pct\\n2004-05 NBA 2.8 (8)\\nCareer NBA 2.3 (85)\\n\\n\\n\\n\\nUsage Pct\\n2004-05 NBA 29.7 (9)\\n2005-06 NBA 33.6 (4)\\n2006-07 NBA 31.0 (8)\\n2007-08 NBA 33.5 (1)\\n2008-09 NBA 33.8 (2)\\n2009-10 NBA 33.5 (2)\\n2010-11 NBA 31.5 (6)\\n2011-12 NBA 32.0 (3)\\n2012-13 NBA 30.0 (4)\\nActive 31.7 (3)\\nCareer NBA 31.7 (5)\\nCareer 31.7 (5)\\n\\n\\nOffensive Rating\\n2008-09 NBA 121.7 (8)\\n2009-10 NBA 120.9 (8)\\n2011-12 NBA 117.9 (9)\\n2012-13 NBA 125.2 (3)\\nActive 115.6 (8)\\nCareer NBA 115.6 (32)\\nCareer 115.6 (30)\\n\\n\\nDefensive Rating\\n2008-09 NBA 99.1 (3)\\n2011-12 NBA 97.4 (8)\\nCareer NBA 102.0 (77)\\nCareer 102.0 (95)\\n\\n\\nOffensive Win Shares\\n2004-05 NBA 9.7 (5)\\n2005-06 NBA 12.0 (3)\\n2006-07 NBA 8.0 (7)\\n2007-08 NBA 10.7 (3)\\n2008-09 NBA 13.7 (1)\\n2009-10 NBA 13.3 (1)\\n2010-11 NBA 10.3 (1)\\n2011-12 NBA 10.0 (2)\\n2012-13 NBA 11.0 (1)\\nActive 101.2 (5)\\nCareer NBA 101.2 (19)\\nCareer 101.2 (22)\\n\\n\\n\\n\\nDefensive Win Shares\\n2006-07 NBA 5.7 (4)\\n2008-09 NBA 6.5 (2)\\n2009-10 NBA 5.2 (3)\\n2010-11 NBA 5.3 (3)\\n2011-12 NBA 4.5 (2)\\nCareer NBA 46.1 (53)\\nCareer 46.1 (57)\\n\\n\\nWin Shares\\n2004-05 NBA 14.3 (4)\\n2005-06 NBA 16.3 (2)\\n2006-07 NBA 13.7 (2)\\n2007-08 NBA 15.2 (2)\\n2008-09 NBA 20.3 (1)\\n2009-10 NBA 18.5 (1)\\n2010-11 NBA 15.6 (1)\\n2011-12 NBA 14.5 (1)\\n2012-13 NBA 14.0 (1)\\nActive 147.3 (5)\\nCareer NBA 147.3 (20)\\nCareer 147.3 (23)\\n\\n\\nWin Shares Per 48 Minutes\\n2004-05 NBA .203 (9)\\n2005-06 NBA .232 (6)\\n2006-07 NBA .206 (8)\\n2007-08 NBA .242 (5)\\n2008-09 NBA .318 (1)\\n2009-10 NBA .299 (1)\\n2010-11 NBA .244 (1)\\n2011-12 NBA .298 (1)\\n2012-13 NBA .319 (1)\\nActive .239 (2)\\nCareer NBA .239 (6)\\nCareer .239 (6)\\n\\n\\nHall of Fame Probability\\nActive 0.999 (4)\\nCareer 0.999 (23)\\n\\n\\n\\n\\nNBA Elo Player Rating\\n25th (overall) as of Mar 1, 2013, 5:04AM\\n4th (active) as of Mar 1, 2013, 5:04AM\\n\\n\\xa0\\n\\xa0\\n\\xa0\\n\\n\\n\\n\\nTransactions\\n\\n\\n\\nJune 26, 2003: Drafted by the Cleveland Cavaliers in the 1st round (1st pick) of the 2003 NBA Draft.\\nJuly 10, 2010: Traded by the Cleveland Cavaliers to the Miami Heat for a 2011 2nd round draft pick (Milan Macvan), a 2012 2nd round draft pick (Jae Crowder), a future 1st round draft pick and a future 1st round draft pick. Cleveland also received a trade exception from Miami. Cleveland had the option to swap 1st round draft picks with Miami in 2012 but did not do so.\\n\\n\\n\\n\\nSalaries\\n\\n\\n\\n\\n\\n\\n\\nSeason\\nTeam\\nLg\\nSalary\\n\\n\\n\\n\\n2003-04\\nCleveland Cavaliers\\nNBA\\n$4,018,920\\n\\n\\n2004-05\\nCleveland Cavaliers\\nNBA\\n$4,320,360\\n\\n\\n2005-06\\nCleveland Cavaliers\\nNBA\\n$4,621,800\\n\\n\\n2006-07\\nCleveland Cavaliers\\nNBA\\n$5,828,090\\n\\n\\n2007-08\\nCleveland Cavaliers\\nNBA\\n$13,041,250\\n\\n\\n2008-09\\nCleveland Cavaliers\\nNBA\\n$14,410,581\\n\\n\\n2009-10\\nCleveland Cavaliers\\nNBA\\n$15,779,912\\n\\n\\n2010-11\\nMiami Heat\\nNBA\\n$14,500,000\\n\\n\\n2011-12\\nMiami Heat\\nNBA\\n$16,022,500\\n\\n\\n\\n\\nCareer\\n(may be incomplete)\\n\\n$92,543,413\\n\\n\\n\\n div.table_container#div_xxxx \\n\\n\\n\\nContract\\nFree Agent or Unsigned Draft Pick cap hold\\xa0\\u25aa\\xa0Player, Team, or Early Termination option\\n\\n\\n\\nTeam\\n2012-13\\n2013-14\\n2014-15\\n2015-16\\n\\n\\nMiami Heat\\n$17,545,000\\n$19,067,500\\n$20,590,000\\n$22,112,500\\n\\n\\n\\nSigned July 9, 2010 for an assumed $109,837,500 for 6 years.\\n2015-16 is a Player Option.\\n2014-15 is an ETO.\\nContract includes a 15% trade bonus.\\n\\n\\n\\nLinks\\n\\n\\n\\n\\nError?\\nGoogle Search\\n82games: LeBron James\\nWhatIfSports: LeBron James\\n\\n\\n\\n\\n\\n(function () {\\n var sr_js_file = \\'http://d2ft4b0ve1aur1.cloudfront.net/js-302/sr-bbr-min.js\\';\\n if (sr_gzipEnabled) {\\n sr_js_file = \\'http://d2ft4b0ve1aur1.cloudfront.net/js-302/sr-bbr-min.js.jgz\\';\\n }\\n var sr_script_tag = document.getElementById(\"sr_js\"); \\n if (sr_script_tag) {\\n\\tvar scriptStyles = document.createElement(\"script\");\\n\\tscriptStyles.type = \"text/javascript\";\\n\\tscriptStyles.src = sr_js_file;\\n\\tsr_script_tag.appendChild(scriptStyles);\\n\\t//alert(\\'adding js to footer:\\'+sr_js_file);\\n }\\n}());\\n\\n\\n\\n\\ngoogletag.defineSlot(\\'/7103/SMG_BasketballReference/728x90_2a/sports/basketball/main\\', [728,90] , \\'homepage_728x90_btf1\\').addService(googletag.pubads());\\ngoogletag.enableServices();\\ngoogletag.display(\"homepage_728x90_btf1\");\\n\\n div.#homepage_728x90_btf1.advert728x90 \\n\\nCopyright \\xa9 2000-2013 Sports\\nReference LLC. All rights reserved.\\n\\n\\n\\n\\n\\nTools: Automatic Player Linker\\xa0|\\xa0Basic Player Linker\\n\\nCurrent season data provided by XML\\nTeam\\xa0|\\xa0The NBA identifications are used with the permission\\nof NBA Properties, Inc.\\n\\n\\nA Sports Reference Site:\\nAbout BBR\\xa0|\\nFound a bug or have a suggestion?\\nPrivacy Statement\\xa0|\\nConditions & Terms of Service | \\nUse of Data\\n\\n\\n\\nPartner of USA TODAY Sports Digital Properties.\\n\\n div#sr_footer \\n div#site_footer \\n google +1 code \\n\\n (function() {\\n var po = document.createElement(\\'script\\'); po.type = \\'text/javascript\\'; po.async = true;\\n po.src = \\'https://apis.google.com/js/plusone.js\\';\\n var s = document.getElementsByTagName(\\'script\\')[0]; s.parentNode.insertBefore(po, s);\\n })();\\n\\n google analytics code \\n \\nvar gaJsHost = ((\"https:\" == document.location.protocol) ? \"https://ssl.\" : \"http://www.\");\\ndocument.write(unescape(\"%3Cscript src=\\'\" + gaJsHost + \"google-analytics.com/ga.js\\' type=\\'text/javascript\\'%3E%3C/script%3E\"));\\n\\n\\ntry {\\n var pageTracker = _gat._createTracker(\"UA-1890630-2\");\\n pageTracker._trackPageview();\\n pageTracker._trackPageLoadTime();\\n var sr_tracker = _gat._createTracker(\"UA-1890630-9\");\\n sr_tracker._setDomainName(\\'none\\'); \\n sr_tracker._setAllowLinker(true); \\n sr_tracker._setAllowHash(false);\\n sr_tracker._setCustomVar(1,\"site\",\"bbr\",3);\\n sr_tracker._trackPageview();\\n} catch(err) {}\\n Begin comScore Tag \\n\\n document.write(unescape(\"%3Cscript src=\\'\" + (document.location.protocol == \"https:\" ? \"https://sb\" : \"http://b\") + \".scorecardresearch.com/beacon.js\\' %3E%3C/script%3E\"));\\n\\n\\n COMSCORE.beacon({\\n c1:2,\\n c2:\"6035210\",\\n c3:\"\",\\n c4:\"www.basketball-reference.com\",\\n c5:\"\",\\n c6:\"\",\\n c15:\"\"\\n });\\n\\n\\n\\n\\n End comScore Tag \\n\\n(function(d, s, id) {\\n var js, fjs = d.getElementsByTagName(s)[0];\\n if (d.getElementById(id)) {return;}\\n js = d.createElement(s); js.id = id;\\n js.src = \"//connect.facebook.net/en_US/all.js#xfbml=1&appId=154659497934788\";\\n fjs.parentNode.insertBefore(js, fjs);\\n}(document, \\'script\\', \\'facebook-jssdk\\'));\\n\\n\\n'}"
]
}
],
"prompt_number": 208
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Now we can have a list of all gamelog urls for each player. We have to parse each of them,\n",
"and turn them into a pandas dataframe object which will have career game-by-game stats for a given player. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Game Log URL parsing functions\n",
"\n",
"two functions to use are:\n",
"\n",
"+ dfFromGameLogURLList(gamelogs)\n",
"+ dfFromGameLotURL(url)\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def dfFromGameLogURLList(gamelogs):\n",
" \"\"\"Takes a list of game log urls and returns a concatenated DataFrame\"\"\"\n",
" return pandas.concat([dfFromGameLogURL(g) for g in gamelogs])\n",
"\n",
"def dfFromGameLogURL(url):\n",
" \"\"\"Takes a url of a player's game log for a given year, returns a DataFrame\"\"\"\n",
" glsoup = getSoupFromURL(url)\n",
" \n",
" reg_season_table = glsoup.findAll('table', attrs={'id': 'pgl_basic'}) # id for reg season table\n",
" playoff_table = glsoup.findAll('table', attrs={'id': 'pgl_basic_playoffs'}) # id for playoff table\n",
" \n",
" # parse the table header. we'll use this for the creation of the DataFrame\n",
"\n",
" header = []\n",
" for th in reg_season_table[0].findAll('th'):\n",
" if not th.getText() in header:\n",
" header.append(th.getText())\n",
" \n",
" # add in headers for home/away and w/l columns. a must to get the DataFrame to parse correctly\n",
"\n",
" header[5] = u'HomeAway'\n",
" header.insert(7, u'WinLoss')\n",
"\n",
" reg = soupTableToDF(reg_season_table, header)\n",
" playoff = soupTableToDF(playoff_table, header)\n",
" \n",
" if reg is None:\n",
" return playoff\n",
" elif playoff is None:\n",
" return reg\n",
" else:\n",
" return pandas.concat([reg, playoff])\n",
" \n",
"def soupTableToDF(table_soup, header):\n",
" \"\"\"Parses the HTML/Soup table for the gamelog stats.\n",
" \n",
" Returns a pandas DataFrame\n",
" \"\"\"\n",
" if not table_soup:\n",
" return None\n",
" else:\n",
" rows = table_soup[0].findAll('tr')[1:] # all rows but the header\n",
" \n",
" # remove blank rows\n",
" rows = [r for r in rows if len(r.findAll('td')) > 0]\n",
" \n",
" parsed_table = [[col.getText() for col in row.findAll('td')] for row in rows] # build 2d list of table values\n",
" return pandas.io.parsers.TextParser(parsed_table, names=header, index_col=2, parse_dates=True).get_chunk()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 203
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lbj = dfFromGameLogURL('http://www.basketball-reference.com/players/j/jamesle01/gamelog/2008/')\n",
"\n",
"print lbj"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2008/\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 88 entries, 2007-10-31 00:00:00 to 2008-05-18 00:00:00\n",
"Data columns:\n",
"Rk 88 non-null values\n",
"G 88 non-null values\n",
"Age 88 non-null values\n",
"Tm 88 non-null values\n",
"HomeAway 43 non-null values\n",
"Opp 88 non-null values\n",
"WinLoss 88 non-null values\n",
"GS 88 non-null values\n",
"MP 88 non-null values\n",
"FG 88 non-null values\n",
"FGA 88 non-null values\n",
"FG% 88 non-null values\n",
"3P 88 non-null values\n",
"3PA 88 non-null values\n",
"3P% 88 non-null values\n",
"FT 88 non-null values\n",
"FTA 88 non-null values\n",
"FT% 87 non-null values\n",
"ORB 88 non-null values\n",
"DRB 88 non-null values\n",
"TRB 88 non-null values\n",
"AST 88 non-null values\n",
"STL 88 non-null values\n",
"BLK 88 non-null values\n",
"TOV 88 non-null values\n",
"PF 88 non-null values\n",
"PTS 88 non-null values\n",
"GmSc 88 non-null values\n",
"dtypes: float64(4), int64(18), object(6)"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 204
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lj = dfFromGameLogURLList(player_archive['LeBron James']['gamelog_url_list'])\n",
"kb = dfFromGameLogURLList(player_archive['Kobe Bryant']['gamelog_url_list'])\n",
"kg = dfFromGameLogURLList(player_archive['Kevin Garnett']['gamelog_url_list'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2013/\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2012/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2011/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2010/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2009/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2008/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2007/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2006/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2005/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/j/jamesle01/gamelog/2004/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2013/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2012/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2011/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2010/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2009/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2008/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2007/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2006/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2005/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2004/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2003/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2002/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2001/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/2000/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/1999/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/1998/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/b/bryanko01/gamelog/1997/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2013/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2012/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2011/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2010/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2009/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2008/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2007/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2006/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2005/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2004/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2003/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2002/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2001/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/2000/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/1999/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/1998/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/1997/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"http://www.basketball-reference.com/players/g/garneke01/gamelog/1996/"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 205
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure()\n",
"plt.title('Points')\n",
"lj.PTS.plot()\n",
"kb.PTS.plot(color='purple')\n",
"kg.PTS.plot(color='green')\n",
"\n",
"\n",
"plt.figure()\n",
"plt.title('Total Rebounds')\n",
"lj.TRB.plot()\n",
"kb.TRB.plot(color='purple')\n",
"kg.TRB.plot(color='green')\n",
"\n",
"# local convience function to inline plots if you didn't start the server with --pylab=inline.\n",
"# uncomment if needed\n",
"io.embed() "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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zeO211/DNN9/gpZdeUjxn+/btiI+Px4EDBzBp0iSMHz8eq1evRnx8PEpKSqo1\n3/z8fD2ab1vMR5vM2ez+eTc+6f0JNszeYFkbZM5HBsHyqc09slx3xJiPGPPRZqdsdC1ET5w4gb/+\n9a949NFHkZ6ejieeeAI9evTA008/jVdeecX7vLfffhvl5eXIyMjAI488goSEBCxduhQ7d+7Ehx9+\nWK15jxkzRq/FsCXmo03mbM4cPQMAOF142rI2yJyPDLTyqc0FqAfXHTHmI8Z8tNkpG10L0WnTpuHI\nkSOKotNfRUUFUlNT0a9fPzRp0sQ7vV27drj99tsxe/bsas17ypQp1XpdbcF8tMmcjaeYsfIwr8z5\niJh1jqgiH5VZ1eZD9JG67piF+YgxH212ykbXQjQ7Oxv169dHcXEx7rrrLlxyySVo164dXnzxRZw5\n4+7ZKSwsRGlpKTp16hTw+o4dO2LHjh3VmredhjIwAvPRJnU2nsLGwlpG6nxETMpMK5/aXIB6ROy6\nYxLmI8Z8tNkpG10L0YKCAjgcDtx///24+uqr8emnn+KOO+7A1KlT8fDDDwMA9u/fDwBo1qxZwOub\nN2+OsrKyap8nSmRXLGqqb93UdebNTOVj4iF6IiJtuhaiFy5cQFlZGQYMGIA5c+agb9++mDlzJoYN\nG4Zly5bhl19+0WU+ffr0gdPpVPwXHx+P9PR0xfOWL18Op9MZ8Prhw4djxowZimk5OTlwOp0BV+6P\nGzcOEyZMUEzbs2cPnE5nwMnCkydPDrjbQWlpKZxOJzIzMxXT09LSkJiYGNC2xx9/nMvB5fBOc7lc\nWIM1mPrV1IheDsD8z+PNz99EDnKw95e9pi3Huk3KojcXufjPZ/+p0XLY5fPgcnA5uBz2XI60tDRv\nLRYbG4vOnTtj5MiRAe+jyaWj3r17uxwOhysjI0Mx/eeff3Y5HA7XtGnTXIcOHXI5HA7Xu+++G/D6\nESNGuBo2bKj5/tnZ2S4Aruzs7IDH3njjjZovgI0xH20yZ5P3eZ4rGcmuX976xbI2yJyPyJrJa1zJ\nSHYlI9nQ+fjms3vlblcykl3LX1zu2rJwi/uze9O6z85qkbrumIX5iDEfbbJnI6rX/OnaI3rNNdcI\nH3c4HGjRogUaNWqEjRs3Bjyem5uLuLi4as27tLS0Wq+rLZiPNmYjxnzEguXjqsWH5rnuiDEfMeaj\nzU7Z6FqIDhkyBACwePFixfSFCxcCALp16waHw4GEhAR88cUXinNBCwoKkJmZicGDB1dr3ikpKdVr\ndC3BfLRENdg1AAAgAElEQVTJnI1LgqvmZc5HBop8eCqvAtcdMeYjxny02SmbOnq+WefOnTFw4EDM\nmDEDx48fx8MPP4z09HR8/vnnGDhwILp06QIAGDVqFBYsWIBevXph9OjROHPmDMaPH4+4uDgMHTpU\nzyYR2QMLnPBZkVnt7fwkIqoWXQtRAEhNTcX111+PRYsWYfDgwYiNjUVKSoriZNm2bdsiKysLL774\nIpKSklC/fn3ceeedePfdd9G4cWO9m0QUuVjYVBtHGiAikp/uhajD4cA///lP/POf/xQ+Ly4uDosW\nLdJtvsXFxapDQpEb89EmczYyHJqXOR8ZKPJh7avAdUeM+YgxH212ykb3e81bxXN+KqljPtqkzkaC\nAe2lzkcCmvmwKOW6EwTzEWM+2uyUjW0K0eTkZKubIDXmo03mbGToEZU5HwDYk7kH506fC3zApMgU\n+fieSsHTKqRfd6zGfMSYjzY7ZWObQvSmm26yuglSYz7aIiIbC3vXZM9n5h0z8eXQLwOmm1W8y56P\nlZiNGPMRYz7a7JSNbQpRIltir1pIju04ZnUT3Bwa/09ERKpYiBJJTIZD85FAmkHj1ZohSdOIiGRk\nm0LU/x6tpMR8tDEbsYjNx6TaXTUfB1iAIoLXHZMwHzHmo81O2dimEM3JybG6CVJjPtoiIhsLO0Qj\nIh8Liz7VfHzbU4s7syNi3bEQ8xFjPtrslI1tCtGpU6da3QSpMR9tUmcjQa+a1PlIQJGP2jmiEnyG\nVuG6I8Z8xJiPNjtlY5tClMiOeI6omOjcUEsyq8VFJxFRdbAQJZKZBAPaRyxmRkQkPRaiRBJjj2ho\npLlqnoiIwmKbQtTpdFrdBKkxH20RkY2FdWhE5GMh5qON2Yip5ZPaMxWvXvSqBa2RD9cfbaJsHA7g\nv/81sTE1ZJtCdMSIEVY3QWrMR5vU2UjQ0Sd1PgJm9SKr5sMObACRu+6YRS2fHSt2oPxsuQWtkQ/X\nH23BsklLM6khOrBNIdqzZ0+rmyA15qNN5mxkODQvcz4yFOqq+biqPrPafNqA1OuOBJiPGPPRZqds\nbFOIEtlS7a1has7iXsnaXIASkbUiaffDQpQoEvBQr5jEO11eaFa7VZRXoGBFgepjmZnAqVMmN4hs\nLZIKUA/bFKLp6elWN0FqzEdbJGRjZTETCfmoMSsz1XwcLECByF139LRm0hrM7TkXhzcdDnjsjjvS\n8cwzFjQqQnD90WanbGxTiKZF0pm5FmA+2mTORobDuzLn42FlTqr5+DRHhs/QKpGw7hjt1AF3l+fZ\nk2dVHk3Djh3mtieScP3RZqdsbFOIzp8/3+omSI35aJM6GwkGtJc6HxGTMovYfEzAbIJhPiJcf7TZ\nKRvbFKJEdiTDVfMyi4TeRn52JBIBqzBFkEhcn1iIEkUC1jKRxefzioRimYzDz59IjIUokcz4HRYa\nlZws7Ynk50ZEFoqk3z+2KUQTExOtboLUmI82mbOR4dC8zPnIgPloYzba3Js28xHh+qNNK5tIKkA9\nbFOI2ukuA0ZgPtqkzkaCnYrU+VRSPfxpUu2umg9PpQAQGeuOtZiPCNcfbcGyiaRT021TiA4YMMDq\nJkiN+WiTORtvgWXhTkXmfGSgmo8EPyBkwHUn2NEM5iPC9UdbsGwiqWfUNoUokZ1F4pXX0/44DZPa\nTTLs/VeMWYF/1/m35uO+mS1JXGJYO4hEeLESkRgLUSIyRFFeEY4VHDPs/bM/yA75uRtmbTCsHUQ1\nwTqV9BSJ65NtCtHMzEyrmyA15qNN6mwkGNBe2nwk6SRWzUeStllN2nVHGsxHhOuPNjtlY5tCdOLE\niVY3QWrMR5vM2chw1bys+SgyUesFMCky1XwisFfCCLKuO/JgPiJcf7TZKRvbFKLz5s2zuglSYz7a\npM5Ggh7RUPM5e/Is9vyyx+DWuIvzguUFQZ9nVvGumY9n9rW4KJV62/LjqnBhe8Z20+b33XcAEDn5\nWMGK9efwYSAnx/TZhi2Stq1gbFOINmzY0OomSI35aIuEbKzsEQ01nyWDl2Dm7TMNbg2wcfZGzO01\nF2UlZYbPKxSq+ThQqwtQj0jYtjw2ztmIT3p/gl0/7TLk/X234b17gfvuA4DIyccKVqw/XbsCXbqY\nPtuwaWXDc0SJSFeRdMXt0e1HTZnPqcOnTJmPbni+aETwrFdlx4z/gVNaavgsqJr27bO6BfqIoK8O\nFqJEUpPg0HyozCqa1XqHrRzQXpULPDQfYaw66hBJBQOREWxTiI4ePdrqJkiN+WiTORsZekRlzkcG\nzEdbJGaj+zbnEr1v5OVjpkhcf8xip2x0LUR//PFHREVFqf63du1axXMLCgrQv39/xMTEIDY2FgkJ\nCSguLq72vFu3bl3T5tsa89EWCdlYeY6odPmoRWFhva6ajwP4/evfDZvnijErsHfVXsPeXw/r1gHZ\n2ZKtOwLZ00Mfl1Y/7nzKy4HBg4GdO82d+7RpQFqactrPr/2M7cvMu2hLRIZ9z7PPAps3W92KQFrZ\nSNB3EbY6Rrzp66+/jrvvvlsx7YYbbvD+//bt29G9e3fExsZi0qRJOHPmDMaPH4/4+HisW7cOTZo0\nCXueSUlJNW63nTEfbcxGjPmIaeWT86Fxl96uenMV1r+/Hi+feNmwedTUQw8BBw5Ezrpj2M0XKn84\nqf+YdOdz4AAwezZw5gzQwZhWqBo+3P2v790if3jlBwDAONc4E1uiToZ9z/vvu6+iX7PG6pYoyZCN\nXgwpRK+55hrcfPPNmo+//fbbKC8vR0ZGhrfojI+PR/v27fHhhx/aqsuZqEYi6BxR6c6FtKA9MpxK\nQTXEj5BsIJJ2RYacIyraGVdUVCA1NRX9+vVT9Hy2a9cOt99+O2bPnm1Ek4gikgwD2ofL6GIs1Cxc\nFRG0J64Omy+eVaz8MRFJxUNtEkmfSyS11cOQQnT48OGoV68eWrVqBafTiU2bNnkfKywsRGlpKTp1\n6hTwuo4dO2LHjh3Vmmd+fn6121sbMB9tUmcjQY9o2PlI0hNpViHqm08k/WAwmvsjkXjbMotwNWQ+\nIlbvm2Uu6oJlE0m7Il0L0SZNmmDkyJGYPn06li5disceewy//vorunbtijWVJ1js378fANCsWbOA\n1zdv3hxlZWUoKSkJe95jxoypWeNtjvloi4RsrCxwQs3HUwwa3qMUYhTR9aJ1m+XJAyeR4khBiiMl\n4DG1fFa9uUq3eWs5d+ocJl87Ge9e9a7h86o++betAKYWH2MUxU4kFQ9mkGXfLOPnEiwbmYtof7oW\nop07d8Y777wDp9OJe+65B++++y5WrVqFiooKjBw5Urf59OnTB06nU/Hfvn37kJ6ernje8uXL4XQ6\nA14/fPhwzJgxQzEtJycHTqcz4Mr9cePGYcKECYppe/bsgdPpDPhFMnny5IDzW0tLS+F0OpGZmamY\nnpaWhsTExIC2Pf7444YsR1xcnC2Ww4jPY8qUKdIuh8vlwhqswVupbwVdDsCYz2PKlCnhLcdu93IU\nQ/lcvdarnzf/rJhWgAK8v/v9gOe+Pvd15EB5wVB1P49jO6suZPFfjilTpniXY+1G5eggucjFfxb8\nR3U5arJeHcRBpCEN+37fhxP7ToS8HL7M2c6nCJdDpv1uvl/vpF7b+WfrPgtYjmefdcLdGzrF55HJ\n2LDB3P0uELgcaUhDKZQj7lu1Xk2ZUpWPFd8fY8a4l8NT1Mn0Peh7AbjvcmzbZv52npaW5q3FYmNj\n0blz57BqPofLhBNiHnzwQXz33Xc4ffo0CgsLERMTg3feeSegoUlJSfj4449x+vRp1ffJyclBly5d\nkJ2djZtuusnoZhNZbtVbq7Bi9Ao8uuBRdHjYzOtpwzftj9NQlFeEV869gui60d7eQ72vvs16JwvL\nX1iumNa8Q3P8Le9vimn5S/Ix/6H53r9r0o49mXsw846ZQd9n98rdmHXnLMW0e16/B7f/4/Zqz1uN\nf8+sDFc4+4uJAQ4ejJyeGU+mj37+KDo8ot+2tvyF5ch6JwtDfhmCq7pfBQDYtg1o3979+E03Aenp\nQOvWwKOPAjd8bsx2o8bT0+f7GRm13UYK30wqKoDoaKBbN8BvBEpplZUBDRq416tsK0YkqxROvWba\ngPaeQ4stWrRAo0aNsHHjxoDn5ObmIi4uzqwmEUkvIq/CtqLJkhw64zmikc/KbY6rD9VGhheiu3fv\nxtKlS3HjjTd6B7dPSEjAF198oTgXtKCgAJmZmRg8eLDRTSKKHJXfiZ4CZ//a/Thz9IyFDQpOry/y\nHd/uQMWFihBnqsssaywifziQNPxXnx9+AM6etaYtRGbRtRB98skn8corr2DRokVYtmwZkpKScOut\nt6Ju3bqYPHmy93mjRo1CnTp10KtXLyxYsACpqano3bs34uLiMHTo0GrN2/+8D1JiPtoiIpvKnpKP\nbvkIc3vPNXXWYeejQy125PcjSL0vFZkTMgMfDLXXSMeaUFRgRsT6YwF3ZMxGTDufwkLgz38G/vlP\nE5sjGW5b2uyUja6FaKdOnfDNN9/g6aefxkMPPYSMjAzcc8892LRpk+IcgbZt2yIrKwutWrVCUlIS\nxo4di/j4eGRlZaFx48bVmndpaWnwJ9VizEdbpGVzZNsRU+cXbj569AqeO3UOAHBy/0nT5lldvvmo\nHZqv3b2kkbVtATC5d71U86p5T0/onj1mtkcuVu+bZd50tbKRuc1adL2z0ksvvYSXXnoppOfGxcVh\n0aJFus07JSVwWBWqwny0yZyN6oD2Jp9HFnI+Ou4Avcur8p6ynYcp8/pjJffHFHnZmPvDQZmP76yj\nogKn1TbctrQFyyaS1hvTLlYiomqQYED7UHm/wCNoB6g3tSJGtsLZLJH0RaggSbs9q01FiKdJE0Uq\nFqIWKj9XjoUDF+LUoVNWN4UkJ2Mxs2LMCuxdtTdguiwD2stySNzqduxftx8ZozIsbYOVysqAAQOA\noiKLG+J7UENjHXaE8BzZLE1aikMbDpk+33/9y30xl5Ek2YWEJRLbbJtC1H/A10iwf91+bE7bjFVv\nGX8XlkjMxywyZ2N1EQNo57PqzVX4pM8ngQ/o0WTvWH4hvpnRMQne3zcfGX8wzH9oPla/u9qiuVu/\nba1cCcybB/hcL2u5qtW6WGO6eJpM1k5Zi0WD9DvNzpdo3/zvf7sv5qqtZP7eCpdtCtEhQ4ZY3YSw\nic6D01sk5mMWqbNROTRvdrEjyseoi3NEyyhbsSf1+gNYfFqH9dmoDdouYu6PP9G25f5X9kIUAFzl\nxjRSlm1Lxs9Almz0YJtCNDk52eomhM0R5d7TmLHji8R8zCJzNjL0iArzUSty9GxyTYoHk6LzzUeG\nz8uftYV7soXzdrO6oBOfO52s+Evt0LyEq1QAV4UxjZR532w1O2Vjm0I0Im/56dnRGLQR+4rIfEwi\ndTZ+A9pbQZSPYcMVydXpKST1+oOqH7zWsD4buQu6mxTtUhvKSc52K1WUG3NFldXblsu7/7W0Gaq0\nsomE9cWfbQrRSCTbIUaSmEPj/63m2xaX379mzNMkbX5og9W3Bj/PUsptWsImmcm/oHv22SCFhVHr\nb5gXInk6vKwuLC6UXUCKIwUbZm3QfI5Rh+ZlofYZOBxV69L8+ea3yU5YiFrJszOy9zZMNmb0AO4y\nHerO/WNu0OdYeYqAFquKY1k+Ov9C9P33rWuLGq0r5WfMcP9rdY7nTrtvLrF14daAxzzruxlH9WTk\nWZe++cbadqixer0Jh20K0RmerTaCeL4gzNiIIzEfs8icjeqA9iYT5eN72FfPojHsAe1VrzbWebvS\n+AhkXn+sZ3024W465v74mRExh+ZFP7KMOjRv9bYVavYNGxrbDjVWZ6Mn2xSiOTk5VjchfOEOUVMD\nEZmPSaTORoI7CwnzMepiJYkOJwfbPoOuPxYvi1XniLpXU3m2rZB3syYUflVtcecj4xkdHqL9jdE9\nolLvm31YUYhqZSPLD5dw2KYQnTp1qtVNCJuZwzdFYj5mkTkbGQ5Ni/I5XXg6YDBrWQa0153fYh35\n/QiOFhxV5BNqb62pTPzB68s9O+u3LYcDaIRTwKGDms8pP19uYot8ufMRfTQS7ALc1NrhGRDAoHNE\nrd43FxSE9jwrClGrs9GTbQrRiGTRFwRFHmnXERfwwY0fBEzT7e1lWm6/GnPKtVMwuZ1ylHSp2lvJ\nzB+8aqyOxOEA/oZpaDB7uuZzfv73zya2SNkDGiwfq/MTsfs5oh06hPa8+vWNbYfdsRC1kNVfEBQB\nJF03RAWXrgPa1+StdMrOJeuHECarimSrCymHA2iIM8LnnNx/0vv/VuQkOjRv5r3mw150g88RpdqB\nhaiFvAPa2/TXJOlAbdWQ4Xwy0Spr8DmiRl+pbzdW72es/mhCOf/SEW3tRiXLrT1V5yk4cuftEbX5\n8E2RxOrtrTpsU4g6nU6rmxA+E/d9EZmPSWTORoYCSy0f1aLGc76YTYdv0iLz+gPA1BtnBLI+m5AK\nUd8LukyNyanZPk9PqJmbQHV7RI1at2TZtmQ8fUKWbPRgm0J0xIgRVjeh2sz4so3kfIwWEdlYsKPb\nNHcT1r+/XjUf4RePHjdWEh2aD/FKfaO2qyO/H1H8Lf36U5nlzh1WFKIjgn5Jny46jYUDFuJC2QVD\nWuBb6H0z/Bu0hPviuqPbj2LJkCVwVbgsvPuUOx9Rsbx8OfDmm+7/f+01YNky41rj+1kteGIBykrK\nvH+fPg0884zyOZ5tzKhD89JvWz5mzABmzjRvfpGUTTC2KUR79uxpdRPCZuYhs0jMxyxSZ2Ph8E2L\nExbj62e/Vs1HtM5GQi9mOPyXZ/mo5Yq/pV5/AJRXXhA+9hUrrprvGbQQXTdlHTbP24zdP+82pB2+\nm8u6aevwFywGAGT8PQMbZm7AmWNnTC9EqzLp6fe3ujFj3P++8gpw//2GNUvRjrz5edg4Z6N3f5O3\nGfjoI6CszPcFfv/qTPZty9fQocCQIebNTyubSNz92qYQjUS8WIkilVohalYBatmdgio3VNFySnmL\nT0i+nzF49BD/j8RVOUPf+Rl1Y4aakKQZQt6sZFztTSTjZyVjm7SwELUSh2+iIGRdN4w+NB+p24aU\n7XV4/pH0YiWDb3Uc7LdBwI8HUwe0h+aheWkuVhK+wJBmUC1jm0I0PT3d6iaEzcwe0UjMxyxSZyPB\nVfNq+Rh9aD7cnkUj7/Hu6Ql1aPQsSr3+wNxbCSvnCwDpQYsbb/tM7hE1rYgSzse97sjy+8W/HS6X\nK2B/oxwDtXLbMOhIgGzbltbnZMXnJ1s2NWGbQjQtLc3qJoTPxF6fiMzHJGlpaZj2x2mY1G6Sd9qK\nMSuQ4kixsFVKVva0Tf14KhwpDmwt2lrVHqN7REXvZdFhQK3xRKXftioPO5vVI7p+vbtYOXwYANzZ\nbF20FSmOFJw5pjKep0Gf51dfudtRVBT42GDMwu/f/K76OqO2tYPZB5HiSEHRliKfwiVNqtt7ihb9\nsqPbVV5gXFsAebat7Gz3xUhRUcB2lRisoJWN5zPcuBHYssXEBtWAbQrR+fPnW92EsJnZUxGJ+Zhl\n/vz5KMorwrGCY95p2R9kW9iiKjIc6nX+0z1MyIZDG7zTzBq+KWQWxiT7tuUw+dD8qlW+f82HywX8\n9uVvANy3hPVn1JGhb75x/3vggHK6Cw60gTEXRonsy9oHAH63xJ0f0Yfmjd7WZdq25sxx//uzyk24\nrPisQslmw4agT5GCbQrRiCTRL2FSkqEABCDFOVjeQ9M+35ZmnSOq+pDJXUj+64I060a4ZL2zkkFH\nhjxvFxXsW84Bc7Yzn+UMPARuwvxDoNoOUds8j9WC77KrrnL/u9v83zC2x0LUQrxqnoJR+3K2qhBz\nILRCVJYB7Q0rGC3uNQr7/Qw+B1M3OjdPqxB1qVVNDsUT9OXpkQ5zuD4pPi61Ax8q44jWBp77yUdS\nIRopHw8LUStZcMeT0uJS7F+337T5UQ1JuiMRfgHp0OawB7SvtPOHnbhw1piB0UXOl57Hrp92BX/e\nGffzzp48i9y0XKydshY7vtuBigvG3avbUwA5DPpWqiivwO9Lf9dcJ1yuqvWlQOX8Om+BpnP7sivP\nrgnpd5uR25lnhCOfdVrrqnmrixzfAew9Ao8I+P5hcIMk4lnuPXtCf01RUdV6aBb/dSsS2KYQTUxM\ntLoJ1WbGr0pPPnPunYOPbv7I8PlFEtV1R7YN2ML2fPrqpwHTZBzQ/nThacz58xx8/8/vdX1ftYuU\njvxWdXelxMRELHt+GWb3mK16dyDfHuylI5Zido/ZWDhgIRYNXISlSUuRem8q3mn1Dr7+29fY9dOu\n4D9Mqx2vMZ/L1oVb8WmfT3FsxzGVRxMVX4YPPBj4DKOODK1f7/43pB5RE/j2iFZlotz3rF1rbpv8\nff30orCeb/RV8zJ9r3s+M/dFeOqP+bvtNqBrV2PaI1M2NWWbQjSS7sDg5fL710CefIq3Fhs/swgj\n87qjWtSZ/D163c3XuWdr5jmiYXK5XN6e0BN7TxgzE59z/M6dOued3LNnT5TsLgEA1Z5N38/Qc3vQ\n4vyq7fCPA/6IP/3fn/D7179jdo/ZePeqd7Fs5DLszdqrb1Fv0OeydZF7NIWK82q9usHvrORh1A+Y\nYOeI+hdRhv2QUj0XtqdUV82XqP6YUDKzR9TKfbMe5/H+rj4wgy5k/t4Kl20K0QEDBljdhGozowfJ\nk49191SWVySvO2a48b4bA6YZfmclwQUsIfe+mFQQDxgwoGoEjHLxTD2P+xZtMV1jcN+b9+H5nc9j\nyKoh6PBoB+R9loePu3+M99q8hxWjV+DA+gPeLMLN2dM2I66av3D2QsAwSMrmhbBtmTygfUCPqP/q\nZFg71A7Ny7XvcUSrFOWi35wG31lJpn2z8GwkC358h5JNpByar2N1Awim9iCxEI0wEuxIAgZ0h/HD\nN8l0IZ93eQRHMDzbVfn5cuF7eXpMFc/zuZjlqvircFX8Vej5dk/sydyDvPl52DB7A1a9tQpN45ri\nhsdvQIdHOoTVfu82b8C30s7vduLcyXPC51g9oH0ofOdtbo+oXMVCVJ3gfVO15RxRWUc2CIbniBJO\nHjiJRYMWBf1C8pX3WR7Ol543sFVVPF9K6z9Yj01zN5kyz3CtemsV8pfkmza/ZSOXBUyT7WpQxX2x\nLTqWZ+aheWH+KotfsrMEm9M213zGIj7z/eFfPygfqtyu1A9Pu7kqXNi/dn/A89Q+z6joKLS5qw0e\nmPYAXjjwAhJWJCD2z7HI/iAb07tMr167XfpfEJW/ON/7/ptSN2H9B+vD/wLXeXU+WnAU3wz/Bp4V\nMeg5oi5g3dR1VX8adPFo1Q8CZSa5ucDzzxsyy7A5go51pSTbflJP/otWUbn5yHQqhV3YphDNzMy0\nugkAgJWvrUTuJ7ko3FwY9Lm+G/HxPceNbJY3H8/O8OthX2NxwmJD51ldK0avwPyHzBvI+PP3Pjdt\nXuGSYUe/Y8OOgGkyDt/07UvfGtYOf79/XXU4OjMzM6Qe0VOHTnn/P5wfqlF1ohB3bxz6ftgXLxx6\nAQO/GViNFuuvorwC+UvycVV39wCLK/+zEl8P+9rvWcH3y3r3fm/5fAvWTVuHunCfMxwdHeYbGHxo\nXrntuPNZFN41QobxPzQPV+B2pNYjatSPYyu/18P5QWXFblqWmkcPtilEJ06caHUTAFT/y8/ogsOT\nDw/NB/oFv1jdBG3W16H44dMfAqZZebFSsC89o7cl//efOHFiVY+oYBimqLpVu1tFz2kYm2R03Whc\nc/81ob/AQHtX7UVpUSna928veNbE0Ae016kn8tCvnjsXhdYjatoNC1QHtJfje8vDER3eoXmzvres\nIEEfgJBWNjw0b6F58+ZZ3QQAVTtTqw6favHkw0I00CN4JHCiJBuwKeeuBfFkypMATB7QXpL8AfXh\nm3zNmzcvpEPzvm/j2yNq1r5C77nkL85Hoysa4cpbrlRMV37880z/MlTeQjOEi5X86H1oPmCII8Wh\neTm+tzxUC1FRHAZ/trJ8rwPy9YiGkg0LUZM1bNjQ6iYohbvXN3iF8eQTqYWoy+Uy7DzauqhryPvq\nQm29MPkjrFvfnY8lwzdJtCP1FqR+bWrYsGFIh+Z9M6tuj2i1eC8i0/EtXS7kL85H+37tg+xT/PfL\ngc/Vc0D7c6fOeYfI8swpaJ3vP1ufv8sCx3evNvXllOt7K6q6PaIGrcNWfq/Lfo6odDVPDRheiH70\n0UeIiorCJZdcEvBYQUEB+vfvj5iYGMTGxiIhIQHFxRE+zmU458xY8CWr9qUx7Y/TMKndJPMbU2nJ\nkCVIcaQInzM+ajz+c/F/cGK/QWNESmBG/Ay82eJN9QddMGV9qbhQgRRHCtZ/sF74PP9CNMWR4h3Q\n3PBzREP9IrBgNIpf3tA+zaOiXL23VI8e0RRHCh67ZBluDBxpq4rLhZMHTyLFkYLtGSq3OArD4Y2H\nUbKrJMhhebc77xQ/ruc5ooc2Hgp4n9JtexV/B+sRXZq0FEVF7oKjQQNg9eqatcm7fD6nIMjWU+UZ\nG111+CYRA88R7dEDaNxY97cN2a23Kv+W7TOTVVqae9s5fTr01xhaiO7fvx8vvvgiYmJiAlbU7du3\nIz4+HgcOHMCkSZMwfvx4rF69GvHx8SgpKTGyWYaq7i9E0w67qrSrKK8IxwqCD2RslA0zN4T83DNH\nzxjYEmvtW70PpUWlimlmH5r3nOOYNz8v4LFQD80bftW8yUJpi6cQVb3o0NMjGWSM0Zpqf2odNgg2\nJYcDKNnl3rcWZBTUaF75i/NRv3F9tOnRJui+Ljc3tPfU4zNXHpZ3v9/preHfN3Pfvqr/37WrZm3y\nkGlIMn+zZrn/VTs0L7pYycjt9KefgBMW9jv8+qvyb4l2SUJWnyOanu7+9+TJ0F9jaCE6bNgw3H33\n3bjvvvsCVti3334b5eXlyMjIwCOPPIKEhAQsXboUO3fuxIcffhj2vEaPHq1Xs2umur8QDV5hPPlE\n6q19TKYAACAASURBVKF5Iy3H8oBp0hRCah2CRh4bUrlw5KupXwU8zaghbkJh9fnX/uvG6NGjQ9qu\ntHpEjT4079taz6HXmhbFWxdvxbUPXovoesEuSfffLwt6uPXoEf31UMC0gDsnBblYyT3N9/U1bxeg\nPDRf9f6SfG9VCuXQvIJnOQxbh+XJR7ZzREOpeWT5GgvGsEJ07ty5WLlyJaZOnRqwoVdUVCA1NRX9\n+vVDkyZNvNPbtWuH22+/HbNnzw57fq1bt65xm+3Mk0/YOxrZGLBhNYaFx3/CYcZORWUeTVq4t9FQ\nzxGNhNtS1ohfm1q3bi0uRINcFW54Ye29I1PVoVfNojgER7cfRWFuoeZheeXHH3y/rOeA9od+PYR6\nl9Rzv28N3kfPQtT/KJlyPZDse0ttPRYMY2T8D3Z58qkQbDKix4wia81Tne3FkKrk8OHDGDlyJN54\n4w3ExMQEPF5YWIjS0lJ06tQp4LGOHTtix47AcQuDSUpKqlZba2rHtztQcaECJbtKUJxf7N0wj/x+\nxHvOnL+DOQdx6vApUw+79u3YFxfKLph+oYusjvx+BEcLjsLlcuEW3BL2608dPoWDOQcNaFnleW6V\nzOyZPbHvBPb8sgcAsPunqsOZ3R/pDsDcQ/Na7+FyubBjRWj7h1CfF7wp4gVKSkoSFqL71hzAd98B\ne3/Zq/4EnbbJaFTgCijXybVrgQuV1/jVP1GII7+5L+SpSY/o1sVbUeeiOmjXu10Izw7cLx/MOYjT\nhT4nkOm0/OXny1G4uRAtOl4ufJ5/j2juBnEVEeYY78Eprpr3y6dpAY5cdkT1ZXoXO2q7Fs+dlc7X\nPY9dV+8Kvi0beI6omzufHd/tCGvsXSPI1iP64INJ+O038XO2btXv1JJwhZOJIYXo8OHD0aFDBwwb\nNkz18f373XcXadasWcBjzZs3R1lZmfA80T59+sDpdCr+i4+PR7rn5IRKy5cvh9PpVG3fjBkzFNNy\ncnLgdDoDLpYaN24cJkyYoJi2Z88eOJ1OrF62Gqn3pSJzQibei30P/3f9/2HmmpkAgM/+8hkmtZ2E\n0tJSOJ1OxeCz07tMx7D2w/Dcy88FtO3xxx/XfTnOnjiLwXcPxjN3P6P4wjyO4+7nQrnMkydPDuj2\nV1sOAEhLS0Oi50z3ai7H1/gaOchRTDuIg6qfx8RpEzU/j/x85d2YRMsx5toxmNxusndHmotcpMOn\nvS7xctza5taAO9zUdL06juNIQxpe6/yaYvoarMHEWRMVPStGfB7vxb6H1HtTAz4PF1zAQeC1v73m\nXQ5PIfoDfkCm36Dlew/srfF6tfCrhUhHekAhfv9t9+PzT5U3IChAAdKQpph2OPcwXpv1WsB6VZ3t\nfFv+NsX0FXtXBJzOca7iHNKQhj3Yo5iei1y8+eUE3HsvkP5UVf6f43Pkw72+er7Ew9nOD+Ig0pCG\nUijPKb4WAxTLccstQPa2I0hDGi7OmoZFA90jp1eUV1R7O89fnI+2Pdui3sX18PjjjyPj5wzFc7dt\nWw5AfTsvwyeY3mW6d9vJycnB6Omj3cvh81GLPg+t7bx4azHKz5Xjt1NX4DzO4zweBpAJh8+3XC5y\nsQrKU7/G3pul+DyquJfDv8YKdzv/bP1nAKo+54NHD2LUKCcQML/JwPXtMPm5yT7TSuHOMhNz5lRN\n1WO/O3z4cADK5dh9chfSkIav7v4KsxJn4azrLADldu7ZJPfs2YMBQwcY9v2Byv3x8b3HkXpvKt4Z\n/I6h3+f+6xUwGYGnBpRi9+7A5cjLSwMQuBxA1XJ46FWXxMVNwHXXBS7Hb79VLcdbbwGxscZ/n6el\npXlrsS+/jAXQGePHjwx4Hy0Ol85dLgsWLMCgQYOwceNGXFeZ0uDBg7Fw4UKcrDx7NTs7G926dcOc\nOXMwaNAgxevHjx+P5ORkHD16VHHYHnB/KF26dEF2djZuuukmPZtdLQd/PYjpN01Ht791w7pp7lvE\n3TjkRvz6cdVZzuNc4wJe57lCfHj+cExtPxUAMGzjMLTs1NKQdpYeKcWbzd7ENQ9cg6ItRSjZWVXk\nj3ON87ZHra1m8J+/Wns80/664a+4/E/iHo9w5jn2wlj8u86/vdM983ytwWu4UHZBMxMjMvMdOcDz\nvkuTlmLtlLV4bNFjuPaBa/Fq/VdxSatLMGrfKN3mqzZ/X/VX1sfL372M9MfT0a99PwDAvjX7MOPW\nGarP96zLNcnoyG9HMOW6KejwSAc8+vmj3ulrp6zF0qSlwtd2eLQDbnnuFsy8Y6ZienU/q9Lzpbj4\nPxfjigNX4K/T/4o2d7fBrh92Kd53SeISbJilfaXQa3gZ/8Trqo898L8H0HVY17DaJBplwnc5HQ7g\nGXyIVjigeM6NQ26Ec0bgl2EwJw+exDsx76DfrH7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C3IXodX2v07xgZd064KL6gjcIstsJ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\nY0O3xaVDuI4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1290b3090>"
]
},
{
"output_type": "display_data",
"png": 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xIawNCI73nrKIiNpddvzHiHKd9qsS1s8WzzhJG8c4orGxsaxN4BrSRx3SRhsW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\n+H+b5A5BDUpQEAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x112dee2d0>"
]
}
],
"prompt_number": 211
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TODO / Summary\n",
"\n",
"Obviously, there is a lot that could be done from here. Pulling all the data down like this takes time, but one could loop over the names in player_archive and get all the career stats for every player in the league. Obviously it'd be prudent to locally store all this information. It's pretty trival to get season totals and averages as well. This should be a lot of fun to play with!"
]
}
],
"metadata": {}
}
]
}
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