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tmthyjames/nbaknn.ipynb

Last active July 6, 2016 03:15
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nbaknn.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import requests\n",
"import json, csv, re\n",
"from bs4 import BeautifulSoup\n",
"from sqlalchemy import create_engine\n",
"engine = create_engine('postgresql://tdobbins:@localhost:5432/sports')\n",
"from datetime import date, timedelta, datetime\n",
"import time\n",
"import numpy as np\n",
"import pandas as pd\n",
"# import pyodbc\n",
"import pandas.io.sql as psql\n",
"from pandas.stats.api import ols\n",
"from IPython.display import display\n",
"import matplotlib.pylab as pylab\n",
"import matplotlib.pyplot as plt\n",
"pylab.rcParams['figure.figsize'] = 28, 15\n",
"pd.options.display.max_columns = None\n",
"%matplotlib inline\n",
"from scipy import stats\n",
"import statsmodels.api as sm\n",
"import math\n",
"\n",
"from scipy.spatial import distance\n",
"import random\n",
"from numpy.random import permutation"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sql = \"\"\"select distinct dateof, playername, team, starterorbench, pt, r, a, pf, fg, fgatt, fg3, fgatt3, ft, ftatt, to_, stl, bk, min, fpt, opp\n",
"from nbaplayers order by dateof asc\"\"\"\n",
"\n",
"engine = create_engine('postgresql://tdobbins:@localhost:5432/sports', echo=False)\n",
"dfp = pd.read_sql_query(sql, engine)\n",
"\n",
"#fg3_p\n",
"dfp['fg3p'] = dfp['fg3'] / dfp['fgatt3']\n",
"\n",
"#count games played\n",
"# dfp['minsum'] = dfp.groupby(['playername','team'])['min'].apply(lambda x: x.notnull())\n",
"# dfp['gamesplayed'] = dfp[dfp['min'] > 0].groupby(['playername','team'])['minsum'].cumcount()+1\n",
"# better way \\/ \\/ \\/\n",
"dfp['gamesplayed'] = dfp[dfp['min'] > 0].groupby(['playername','team']).cumcount()+1\n",
"\n",
"#account for low minutes\n",
"dfp['agamesplayed'] = dfp[dfp['min'] > dfp['min'].mean()].groupby(['playername','team']).cumcount()+1\n",
"\n",
"# total minutes\n",
"dfp['totalmin'] = dfp.groupby(['playername','team'])['min'].cumsum()\n",
"#convert datetimes to strings\n",
"dfp['dateof'] = dfp['dateof'].apply(lambda x: x.strftime('%Y-%m-%d'))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# team = 'GS'\n",
"\n",
"sql = \"\"\"select distinct h.dateof, h.team, h.opp, h.points, h.fg, h.fgatt, h.ft, h.ftatt, \n",
" h.fg3, h.fg3att, h.offrebounds, h.defrebounds, h.totalrebounds,\n",
" h.assists, h.blocks, h.fouls, h.steals, h.turnovers,\n",
" a.points as opoints, a.fg as ofg, a.fgatt as ofgatt, a.ft as oft, a.ftatt as oftatt, \n",
" a.fg3 as ofg3, a.fg3att as ofg3att, a.offrebounds as ooffrebounds, a.defrebounds as odefrebounds,\n",
" a.totalrebounds as ototalrebounds, a.assists as oassists, a.blocks as oblocks, a.fouls as ofouls,\n",
" a.steals as osteals, a.turnovers as oturnovers, \n",
" (h.fgatt + h.turnovers + (0.475*h.ftatt) - h.offrebounds) as poss_calc,\n",
" (a.fgatt + a.turnovers + (0.475*a.ftatt) - a.offrebounds) as oposs_calc\n",
" from nbateamstats h\n",
" join nbateamstats a \n",
" on h.opp = a.team \n",
" and h.team = a.opp\n",
" where h.dateof = a.dateof\n",
" order by h.dateof asc\"\"\"\n",
"\n",
"engine = create_engine('postgresql://tdobbins:@localhost:5432/sports', echo=False)\n",
"df = pd.read_sql_query(sql, engine)\n",
"\n",
"# create fg3 percentage column\n",
"df['fg3p'] = df['fg3'] / df['fg3att']\n",
"#create fg percentage column\n",
"df['fgp'] = df['fg'] / df['fgatt']\n",
"\n",
"# four factors\n",
"df['efgp'] = (df['fg'] + (0.5 * df['fg3'])) / df['fgatt']\n",
"df['oefgp'] = (df['ofg'] + (0.5 * df['ofg3'])) / df['ofgatt']\n",
"df['ftrate'] = df['ft'] / df['fgatt']\n",
"df['oftrate'] = df['oft'] / df['ofgatt']\n",
"df['torate'] = df['turnovers'] / (df['fgatt'] + (0.44 * df['ftatt']) + df['turnovers'])\n",
"df['otorate'] = df['oturnovers'] / (df['ofgatt'] + (0.44 * df['oftatt']) + df['oturnovers'])\n",
"df['offrebound_p'] = df['offrebounds'] / (df['offrebounds'] + df['odefrebounds'])\n",
"df['ooffrebound_p'] = df['ooffrebounds'] / (df['ooffrebounds'] + df['defrebounds'])\n",
"\n",
"# four factor comp index\n",
"df['ffindex'] = (.5*df['efgp']) + (.1*df['ftrate']) + (.25*df['torate']) + (.15*df['offrebound_p'])\n",
"df['offindex'] = (.5*df['oefgp']) + (.1*df['oftrate']) + (.25*df['otorate']) + (.15*df['ooffrebound_p'])\n",
"\n",
"# gamecount\n",
"df['gamecount'] = df.groupby(['team']).cumcount()+1\n",
"df['ogamecount'] = df.groupby(['opp']).cumcount()+1\n",
"\n",
"nba = df.groupby('team').mean()\n",
"nba['team'] = nba.index.get_level_values('team')\n",
"\n",
"#.set_index(range(len(df[df['team']=='GS'])))\n",
"#convert datetimes to strings\n",
"df['dateof'] = df['dateof'].apply(lambda x: x.strftime('%Y-%m-%d'))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# for k,v in df.iterrows():\n",
"# min_played = dfp[(dfp.team==v.team)&(dfp.dateof==v.dateof)]['min'].sum()\n",
"# df.set_value(k, 'min', min_played)\n",
" \n",
"df['poss'] = 0.5 * ((df['fgatt'] + 0.4 * df['ftatt'] - 1.07 * (df['offrebounds'] / (df['offrebounds'] + df['odefrebounds'])) * (df['fgatt'] - df['fg']) + df['turnovers']) + (df['ofg'] + 0.4 * df['oftatt'] - 1.07 * (df['ooffrebounds'] / (df['ooffrebounds'] + df['defrebounds'])) * (df['ofgatt'] - df['ofg']) + df['oturnovers']))\n",
"df['oposs'] = 0.5 * ((df['ofgatt'] + 0.4 * df['oftatt'] - 1.07 * (df['ooffrebounds'] / (df['ooffrebounds'] + df['defrebounds'])) * (df['ofgatt'] - df['ofg']) + df['oturnovers']) + (df['fg'] + 0.4 * df['ftatt'] - 1.07 * (df['offrebounds'] / (df['offrebounds'] + df['odefrebounds'])) * (df['fgatt'] - df['fg']) + df['turnovers']))\n",
"\n",
"df['pace'] = 48 * ((df['poss'] + df['oposs']) / (2 * (dfp['min'].mean() / 5)))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"random_idxs = permutation(nba.index)\n",
"test_cutoff = math.floor(len(nba)/3)\n",
"test = nba.loc[random_idxs[1:test_cutoff]]\n",
"train = nba.loc[random_idxs[test_cutoff:]]\n",
"x_cols = [u'fg', u'fgatt', u'ft', u'ftatt', u'fg3', u'fg3att',\n",
" u'offrebounds', u'defrebounds', u'totalrebounds', u'assists',\n",
" u'blocks', u'fouls', u'steals', u'turnovers', u'opoints', u'ofg',\n",
" u'ofgatt', u'oft', u'oftatt', u'ofg3', u'ofg3att', u'ooffrebounds',\n",
" u'odefrebounds', u'ototalrebounds', u'oassists', u'oblocks',\n",
" u'ofouls', u'osteals', u'oturnovers', u'poss_calc', u'oposs_calc',\n",
" 'fg3p', 'fgp', 'efgp', 'oefgp', 'ftrate', 'oftrate', 'torate',\n",
" 'otorate', 'offrebound_p', 'ooffrebound_p']\n",
"y_col = ['points']\n",
"\n",
"\n",
"from sklearn.neighbors import KNeighborsRegressor\n",
"\n",
"knn = KNeighborsRegressor(n_neighbors=5)\n",
"knn.fit(train[x_cols], train[y_col])\n",
"predictions = knn.predict(test[x_cols])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def nn(team, side=None, weight=False):\n",
" \n",
" # four factors: off, def\n",
" dist_cols = {\"off\": ['efgp', 'ftrate', 'torate', 'offrebound_p', 'pace'],\n",
" \"def\":['oefgp', 'oftrate', 'otorate', 'ooffrebound_p', 'oposs']}\n",
" if side == 'off':\n",
" cols = dist_cols['off']\n",
" elif side == 'def':\n",
" cols = dist_cols['def']\n",
" elif side == 'overall':\n",
" cols = dist_cols['off'] + dist_cols['def']\n",
" nba = df.groupby('team').mean()\n",
" nba['team'] = nba.index.get_level_values('team')\n",
" nba_num = nba[cols]\n",
" nba_norm = (nba_num - nba_num.mean())/nba_num.std()\n",
" if weight:\n",
" if side == 'off':\n",
" nba_norm['efgp'] = nba_norm['efgp'] * 1.5\n",
" nba_norm['ftrate'] = nba_norm['ftrate'] * 1.1\n",
" nba_norm['torate'] = nba_norm['torate'] * 1.25\n",
" nba_norm['offrebound_p'] = nba_norm['offrebound_p'] * 1.15\n",
" elif side == 'def':\n",
" nba_norm['oefgp'] = nba_norm['oefgp'] * 1.5\n",
" nba_norm['oftrate'] = nba_norm['oftrate'] * 1.1\n",
" nba_norm['otorate'] = nba_norm['otorate'] * 1.25\n",
" nba_norm['ooffrebound_p'] = nba_norm['ooffrebound_p'] * 1.15\n",
" team_norm = nba_norm[nba.team==team]\n",
" euclidean_distances = nba_norm.apply(lambda row: distance.euclidean(row, team_norm), axis=1)\n",
" distance_frame = pd.DataFrame(data={\"dist\": euclidean_distances, \"idx\": euclidean_distances.index})\n",
" distance_frame.sort(\"dist\", inplace=True)\n",
"\n",
" return distance_frame"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>dist</th>\n",
" <th>idx</th>\n",
" </tr>\n",
" <tr>\n",
" <th>team</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>GS</th>\n",
" <td>0.000000</td>\n",
" <td>GS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OKC</th>\n",
" <td>2.114810</td>\n",
" <td>OKC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LAC</th>\n",
" <td>2.857470</td>\n",
" <td>LAC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IND</th>\n",
" <td>3.337491</td>\n",
" <td>IND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BOS</th>\n",
" <td>3.651455</td>\n",
" <td>BOS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATL</th>\n",
" <td>3.668401</td>\n",
" <td>ATL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PHI</th>\n",
" <td>3.968919</td>\n",
" <td>PHI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DAL</th>\n",
" <td>4.086203</td>\n",
" <td>DAL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SA</th>\n",
" <td>4.086416</td>\n",
" <td>SA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHI</th>\n",
" <td>4.182410</td>\n",
" <td>CHI</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dist idx\n",
"team \n",
"GS 0.000000 GS\n",
"OKC 2.114810 OKC\n",
"LAC 2.857470 LAC\n",
"IND 3.337491 IND\n",
"BOS 3.651455 BOS\n",
"ATL 3.668401 ATL\n",
"PHI 3.968919 PHI\n",
"DAL 4.086203 DAL\n",
"SA 4.086416 SA\n",
"CHI 4.182410 CHI"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nn('GS', side='def', weight=True).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>points</th>\n",
" <th>fg</th>\n",
" <th>fgatt</th>\n",
" <th>ft</th>\n",
" <th>ftatt</th>\n",
" <th>fg3</th>\n",
" <th>fg3att</th>\n",
" <th>offrebounds</th>\n",
" <th>defrebounds</th>\n",
" <th>totalrebounds</th>\n",
" <th>assists</th>\n",
" <th>blocks</th>\n",
" <th>fouls</th>\n",
" <th>steals</th>\n",
" <th>turnovers</th>\n",
" <th>opoints</th>\n",
" <th>ofg</th>\n",
" <th>ofgatt</th>\n",
" <th>oft</th>\n",
" <th>oftatt</th>\n",
" <th>ofg3</th>\n",
" <th>ofg3att</th>\n",
" <th>ooffrebounds</th>\n",
" <th>odefrebounds</th>\n",
" <th>ototalrebounds</th>\n",
" <th>oassists</th>\n",
" <th>oblocks</th>\n",
" <th>ofouls</th>\n",
" <th>osteals</th>\n",
" <th>oturnovers</th>\n",
" <th>poss_calc</th>\n",
" <th>oposs_calc</th>\n",
" <th>fg3p</th>\n",
" <th>fgp</th>\n",
" <th>efgp</th>\n",
" <th>oefgp</th>\n",
" <th>ftrate</th>\n",
" <th>oftrate</th>\n",
" <th>torate</th>\n",
" <th>otorate</th>\n",
" <th>offrebound_p</th>\n",
" <th>ooffrebound_p</th>\n",
" <th>ffindex</th>\n",
" <th>offindex</th>\n",
" <th>gamecount</th>\n",
" <th>ogamecount</th>\n",
" <th>min</th>\n",
" <th>poss</th>\n",
" <th>oposs</th>\n",
" <th>pace</th>\n",
" </tr>\n",
" <tr>\n",
" <th>team</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SAC</th>\n",
" <td>107.056604</td>\n",
" <td>40.000000</td>\n",
" <td>86.528302</td>\n",
" <td>18.943396</td>\n",
" <td>26.056604</td>\n",
" <td>8.113208</td>\n",
" <td>22.773585</td>\n",
" <td>10.754717</td>\n",
" <td>34.415094</td>\n",
" <td>45.169811</td>\n",
" <td>24.981132</td>\n",
" <td>4.471698</td>\n",
" <td>20.735849</td>\n",
" <td>8.603774</td>\n",
" <td>16.452830</td>\n",
" <td>109.094340</td>\n",
" <td>40.283019</td>\n",
" <td>87.622642</td>\n",
" <td>17.735849</td>\n",
" <td>23.283019</td>\n",
" <td>10.792453</td>\n",
" <td>29.150943</td>\n",
" <td>10.886792</td>\n",
" <td>33.509434</td>\n",
" <td>44.396226</td>\n",
" <td>24.207547</td>\n",
" <td>5.433962</td>\n",
" <td>22.264151</td>\n",
" <td>9.113208</td>\n",
" <td>15.754717</td>\n",
" <td>104.603302</td>\n",
" <td>103.550000</td>\n",
" <td>0.355984</td>\n",
" <td>0.462969</td>\n",
" <td>0.510315</td>\n",
" <td>0.522733</td>\n",
" <td>0.223565</td>\n",
" <td>0.205642</td>\n",
" <td>0.143900</td>\n",
" <td>0.138679</td>\n",
" <td>0.241735</td>\n",
" <td>0.238747</td>\n",
" <td>0.349749</td>\n",
" <td>0.352413</td>\n",
" <td>27.0</td>\n",
" <td>27.132075</td>\n",
" <td>242.471698</td>\n",
" <td>77.188177</td>\n",
" <td>77.593837</td>\n",
" <td>76.621792</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GS</th>\n",
" <td>115.461538</td>\n",
" <td>42.615385</td>\n",
" <td>87.038462</td>\n",
" <td>17.326923</td>\n",
" <td>22.961538</td>\n",
" <td>12.903846</td>\n",
" <td>30.461538</td>\n",
" <td>10.403846</td>\n",
" <td>36.461538</td>\n",
" <td>46.865385</td>\n",
" <td>29.153846</td>\n",
" <td>6.250000</td>\n",
" <td>20.942308</td>\n",
" <td>8.269231</td>\n",
" <td>15.326923</td>\n",
" <td>102.961538</td>\n",
" <td>38.673077</td>\n",
" <td>89.807692</td>\n",
" <td>18.557692</td>\n",
" <td>24.673077</td>\n",
" <td>7.096154</td>\n",
" <td>22.596154</td>\n",
" <td>11.634615</td>\n",
" <td>31.807692</td>\n",
" <td>43.442308</td>\n",
" <td>21.365385</td>\n",
" <td>3.923077</td>\n",
" <td>20.384615</td>\n",
" <td>8.769231</td>\n",
" <td>14.750000</td>\n",
" <td>102.868269</td>\n",
" <td>104.642788</td>\n",
" <td>0.420393</td>\n",
" <td>0.490816</td>\n",
" <td>0.565630</td>\n",
" <td>0.470647</td>\n",
" <td>0.201948</td>\n",
" <td>0.210630</td>\n",
" <td>0.135761</td>\n",
" <td>0.127924</td>\n",
" <td>0.243950</td>\n",
" <td>0.240746</td>\n",
" <td>0.373542</td>\n",
" <td>0.324480</td>\n",
" <td>26.5</td>\n",
" <td>26.288462</td>\n",
" <td>241.923077</td>\n",
" <td>74.921297</td>\n",
" <td>78.277066</td>\n",
" <td>76.030494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WAS</th>\n",
" <td>102.686275</td>\n",
" <td>38.529412</td>\n",
" <td>84.352941</td>\n",
" <td>16.823529</td>\n",
" <td>22.372549</td>\n",
" <td>8.803922</td>\n",
" <td>24.294118</td>\n",
" <td>8.607843</td>\n",
" <td>31.196078</td>\n",
" <td>39.803922</td>\n",
" <td>23.980392</td>\n",
" <td>3.823529</td>\n",
" <td>20.450980</td>\n",
" <td>8.941176</td>\n",
" <td>14.529412</td>\n",
" <td>105.372549</td>\n",
" <td>39.176471</td>\n",
" <td>83.254902</td>\n",
" <td>17.725490</td>\n",
" <td>22.960784</td>\n",
" <td>9.294118</td>\n",
" <td>24.000000</td>\n",
" <td>9.686275</td>\n",
" <td>34.607843</td>\n",
" <td>44.294118</td>\n",
" <td>23.000000</td>\n",
" <td>4.333333</td>\n",
" <td>19.647059</td>\n",
" <td>8.156863</td>\n",
" <td>16.607843</td>\n",
" <td>100.901471</td>\n",
" <td>101.082843</td>\n",
" <td>0.362938</td>\n",
" <td>0.457872</td>\n",
" <td>0.510789</td>\n",
" <td>0.527683</td>\n",
" <td>0.202712</td>\n",
" <td>0.215541</td>\n",
" <td>0.132790</td>\n",
" <td>0.151334</td>\n",
" <td>0.197765</td>\n",
" <td>0.232898</td>\n",
" <td>0.338528</td>\n",
" <td>0.358164</td>\n",
" <td>26.0</td>\n",
" <td>28.313725</td>\n",
" <td>239.921569</td>\n",
" <td>75.883768</td>\n",
" <td>75.011219</td>\n",
" <td>75.473898</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PHO</th>\n",
" <td>100.518519</td>\n",
" <td>37.277778</td>\n",
" <td>84.722222</td>\n",
" <td>16.888889</td>\n",
" <td>22.351852</td>\n",
" <td>9.074074</td>\n",
" <td>24.944444</td>\n",
" <td>10.629630</td>\n",
" <td>32.351852</td>\n",
" <td>42.981481</td>\n",
" <td>20.629630</td>\n",
" <td>3.944444</td>\n",
" <td>22.185185</td>\n",
" <td>8.166667</td>\n",
" <td>16.833333</td>\n",
" <td>106.777778</td>\n",
" <td>39.037037</td>\n",
" <td>82.944444</td>\n",
" <td>19.148148</td>\n",
" <td>25.814815</td>\n",
" <td>9.555556</td>\n",
" <td>25.351852</td>\n",
" <td>9.981481</td>\n",
" <td>33.648148</td>\n",
" <td>43.629630</td>\n",
" <td>22.277778</td>\n",
" <td>4.925926</td>\n",
" <td>20.796296</td>\n",
" <td>9.462963</td>\n",
" <td>15.407407</td>\n",
" <td>101.543056</td>\n",
" <td>100.632407</td>\n",
" <td>0.357477</td>\n",
" <td>0.440599</td>\n",
" <td>0.494128</td>\n",
" <td>0.529327</td>\n",
" <td>0.201540</td>\n",
" <td>0.235035</td>\n",
" <td>0.151278</td>\n",
" <td>0.140186</td>\n",
" <td>0.240334</td>\n",
" <td>0.236323</td>\n",
" <td>0.341088</td>\n",
" <td>0.358662</td>\n",
" <td>27.5</td>\n",
" <td>26.740741</td>\n",
" <td>239.907407</td>\n",
" <td>75.986606</td>\n",
" <td>74.218087</td>\n",
" <td>75.132479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOU</th>\n",
" <td>105.000000</td>\n",
" <td>36.636364</td>\n",
" <td>82.618182</td>\n",
" <td>20.709091</td>\n",
" <td>29.381818</td>\n",
" <td>11.018182</td>\n",
" <td>31.345455</td>\n",
" <td>10.945455</td>\n",
" <td>31.636364</td>\n",
" <td>42.581818</td>\n",
" <td>21.600000</td>\n",
" <td>5.109091</td>\n",
" <td>21.709091</td>\n",
" <td>9.854545</td>\n",
" <td>16.145455</td>\n",
" <td>106.781818</td>\n",
" <td>39.600000</td>\n",
" <td>85.345455</td>\n",
" <td>18.181818</td>\n",
" <td>24.200000</td>\n",
" <td>9.400000</td>\n",
" <td>25.909091</td>\n",
" <td>11.909091</td>\n",
" <td>33.272727</td>\n",
" <td>45.181818</td>\n",
" <td>24.545455</td>\n",
" <td>5.218182</td>\n",
" <td>22.490909</td>\n",
" <td>9.018182</td>\n",
" <td>16.200000</td>\n",
" <td>101.774545</td>\n",
" <td>101.131364</td>\n",
" <td>0.353633</td>\n",
" <td>0.444029</td>\n",
" <td>0.510788</td>\n",
" <td>0.519723</td>\n",
" <td>0.254454</td>\n",
" <td>0.214730</td>\n",
" <td>0.144737</td>\n",
" <td>0.144316</td>\n",
" <td>0.245138</td>\n",
" <td>0.272191</td>\n",
" <td>0.353794</td>\n",
" <td>0.358242</td>\n",
" <td>28.0</td>\n",
" <td>27.272727</td>\n",
" <td>242.254545</td>\n",
" <td>75.234281</td>\n",
" <td>75.116099</td>\n",
" <td>74.480829</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PHI</th>\n",
" <td>95.132075</td>\n",
" <td>35.849057</td>\n",
" <td>82.773585</td>\n",
" <td>14.981132</td>\n",
" <td>22.037736</td>\n",
" <td>8.452830</td>\n",
" <td>25.528302</td>\n",
" <td>9.735849</td>\n",
" <td>32.320755</td>\n",
" <td>42.056604</td>\n",
" <td>20.716981</td>\n",
" <td>6.679245</td>\n",
" <td>21.641509</td>\n",
" <td>8.415094</td>\n",
" <td>17.886792</td>\n",
" <td>105.339623</td>\n",
" <td>39.075472</td>\n",
" <td>84.943396</td>\n",
" <td>19.773585</td>\n",
" <td>25.566038</td>\n",
" <td>7.415094</td>\n",
" <td>21.132075</td>\n",
" <td>10.849057</td>\n",
" <td>35.018868</td>\n",
" <td>45.867925</td>\n",
" <td>23.283019</td>\n",
" <td>6.000000</td>\n",
" <td>19.132075</td>\n",
" <td>8.867925</td>\n",
" <td>15.358491</td>\n",
" <td>101.392453</td>\n",
" <td>101.596698</td>\n",
" <td>0.330739</td>\n",
" <td>0.433791</td>\n",
" <td>0.485193</td>\n",
" <td>0.505353</td>\n",
" <td>0.183927</td>\n",
" <td>0.236800</td>\n",
" <td>0.161885</td>\n",
" <td>0.137189</td>\n",
" <td>0.217263</td>\n",
" <td>0.247961</td>\n",
" <td>0.334050</td>\n",
" <td>0.347848</td>\n",
" <td>27.0</td>\n",
" <td>26.320755</td>\n",
" <td>242.245283</td>\n",
" <td>75.388409</td>\n",
" <td>74.860107</td>\n",
" <td>74.463330</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BOS</th>\n",
" <td>105.745455</td>\n",
" <td>39.418182</td>\n",
" <td>89.509091</td>\n",
" <td>17.763636</td>\n",
" <td>22.490909</td>\n",
" <td>9.145455</td>\n",
" <td>27.109091</td>\n",
" <td>11.563636</td>\n",
" <td>33.563636</td>\n",
" <td>45.127273</td>\n",
" <td>24.672727</td>\n",
" <td>4.236364</td>\n",
" <td>22.454545</td>\n",
" <td>9.509091</td>\n",
" <td>14.309091</td>\n",
" <td>101.545455</td>\n",
" <td>36.836364</td>\n",
" <td>84.800000</td>\n",
" <td>20.436364</td>\n",
" <td>26.818182</td>\n",
" <td>7.436364</td>\n",
" <td>22.854545</td>\n",
" <td>11.436364</td>\n",
" <td>34.636364</td>\n",
" <td>46.072727</td>\n",
" <td>20.436364</td>\n",
" <td>5.090909</td>\n",
" <td>20.690909</td>\n",
" <td>7.600000</td>\n",
" <td>16.818182</td>\n",
" <td>102.937727</td>\n",
" <td>102.920455</td>\n",
" <td>0.337152</td>\n",
" <td>0.441048</td>\n",
" <td>0.492229</td>\n",
" <td>0.479277</td>\n",
" <td>0.200971</td>\n",
" <td>0.243257</td>\n",
" <td>0.125647</td>\n",
" <td>0.148246</td>\n",
" <td>0.249560</td>\n",
" <td>0.251885</td>\n",
" <td>0.335058</td>\n",
" <td>0.338808</td>\n",
" <td>28.0</td>\n",
" <td>27.872727</td>\n",
" <td>242.090909</td>\n",
" <td>75.362848</td>\n",
" <td>74.299212</td>\n",
" <td>74.188317</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATL</th>\n",
" <td>102.400000</td>\n",
" <td>38.527273</td>\n",
" <td>83.800000</td>\n",
" <td>15.963636</td>\n",
" <td>20.290909</td>\n",
" <td>9.381818</td>\n",
" <td>26.945455</td>\n",
" <td>8.472727</td>\n",
" <td>32.690909</td>\n",
" <td>41.163636</td>\n",
" <td>25.345455</td>\n",
" <td>5.527273</td>\n",
" <td>18.836364</td>\n",
" <td>9.509091</td>\n",
" <td>15.072727</td>\n",
" <td>99.654545</td>\n",
" <td>37.381818</td>\n",
" <td>84.927273</td>\n",
" <td>16.690909</td>\n",
" <td>21.527273</td>\n",
" <td>8.200000</td>\n",
" <td>23.581818</td>\n",
" <td>11.309091</td>\n",
" <td>34.363636</td>\n",
" <td>45.672727</td>\n",
" <td>22.218182</td>\n",
" <td>5.236364</td>\n",
" <td>18.363636</td>\n",
" <td>8.563636</td>\n",
" <td>16.763636</td>\n",
" <td>100.038182</td>\n",
" <td>100.607273</td>\n",
" <td>0.349587</td>\n",
" <td>0.460287</td>\n",
" <td>0.516315</td>\n",
" <td>0.490706</td>\n",
" <td>0.193251</td>\n",
" <td>0.198789</td>\n",
" <td>0.139925</td>\n",
" <td>0.150709</td>\n",
" <td>0.192948</td>\n",
" <td>0.254293</td>\n",
" <td>0.341406</td>\n",
" <td>0.341053</td>\n",
" <td>28.0</td>\n",
" <td>26.690909</td>\n",
" <td>240.981818</td>\n",
" <td>73.547562</td>\n",
" <td>74.683926</td>\n",
" <td>73.814799</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IND</th>\n",
" <td>102.547170</td>\n",
" <td>38.245283</td>\n",
" <td>85.528302</td>\n",
" <td>17.773585</td>\n",
" <td>23.622642</td>\n",
" <td>8.283019</td>\n",
" <td>23.679245</td>\n",
" <td>10.679245</td>\n",
" <td>33.396226</td>\n",
" <td>44.075472</td>\n",
" <td>20.320755</td>\n",
" <td>4.622642</td>\n",
" <td>19.660377</td>\n",
" <td>9.245283</td>\n",
" <td>15.283019</td>\n",
" <td>100.301887</td>\n",
" <td>37.471698</td>\n",
" <td>84.867925</td>\n",
" <td>17.113208</td>\n",
" <td>23.245283</td>\n",
" <td>8.245283</td>\n",
" <td>24.981132</td>\n",
" <td>10.924528</td>\n",
" <td>33.981132</td>\n",
" <td>44.905660</td>\n",
" <td>20.452830</td>\n",
" <td>4.490566</td>\n",
" <td>20.981132</td>\n",
" <td>8.264151</td>\n",
" <td>16.490566</td>\n",
" <td>101.352830</td>\n",
" <td>101.475472</td>\n",
" <td>0.348841</td>\n",
" <td>0.447998</td>\n",
" <td>0.496378</td>\n",
" <td>0.490023</td>\n",
" <td>0.211206</td>\n",
" <td>0.203000</td>\n",
" <td>0.137563</td>\n",
" <td>0.147569</td>\n",
" <td>0.236753</td>\n",
" <td>0.244976</td>\n",
" <td>0.339213</td>\n",
" <td>0.338950</td>\n",
" <td>27.0</td>\n",
" <td>27.528302</td>\n",
" <td>243.075472</td>\n",
" <td>74.453622</td>\n",
" <td>74.510226</td>\n",
" <td>73.581099</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LAC</th>\n",
" <td>104.698113</td>\n",
" <td>38.245283</td>\n",
" <td>82.754717</td>\n",
" <td>18.867925</td>\n",
" <td>27.377358</td>\n",
" <td>9.339623</td>\n",
" <td>25.886792</td>\n",
" <td>9.188679</td>\n",
" <td>33.188679</td>\n",
" <td>42.377358</td>\n",
" <td>22.641509</td>\n",
" <td>5.396226</td>\n",
" <td>21.584906</td>\n",
" <td>8.169811</td>\n",
" <td>12.943396</td>\n",
" <td>100.754717</td>\n",
" <td>36.886792</td>\n",
" <td>84.396226</td>\n",
" <td>19.264151</td>\n",
" <td>25.830189</td>\n",
" <td>7.716981</td>\n",
" <td>22.339623</td>\n",
" <td>11.358491</td>\n",
" <td>35.056604</td>\n",
" <td>46.415094</td>\n",
" <td>21.132075</td>\n",
" <td>3.169811</td>\n",
" <td>23.339623</td>\n",
" <td>6.943396</td>\n",
" <td>15.301887</td>\n",
" <td>99.513679</td>\n",
" <td>100.608962</td>\n",
" <td>0.359247</td>\n",
" <td>0.463538</td>\n",
" <td>0.520139</td>\n",
" <td>0.484785</td>\n",
" <td>0.232294</td>\n",
" <td>0.232062</td>\n",
" <td>0.120399</td>\n",
" <td>0.138078</td>\n",
" <td>0.204917</td>\n",
" <td>0.253173</td>\n",
" <td>0.344136</td>\n",
" <td>0.338094</td>\n",
" <td>27.0</td>\n",
" <td>27.000000</td>\n",
" <td>242.377358</td>\n",
" <td>73.169649</td>\n",
" <td>74.669649</td>\n",
" <td>73.193335</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OKC</th>\n",
" <td>110.092593</td>\n",
" <td>40.944444</td>\n",
" <td>85.944444</td>\n",
" <td>20.129630</td>\n",
" <td>25.537037</td>\n",
" <td>8.074074</td>\n",
" <td>22.388889</td>\n",
" <td>12.777778</td>\n",
" <td>34.944444</td>\n",
" <td>47.722222</td>\n",
" <td>22.351852</td>\n",
" <td>6.351852</td>\n",
" <td>20.407407</td>\n",
" <td>7.592593</td>\n",
" <td>15.537037</td>\n",
" <td>101.870370</td>\n",
" <td>38.240741</td>\n",
" <td>87.407407</td>\n",
" <td>17.666667</td>\n",
" <td>23.629630</td>\n",
" <td>7.722222</td>\n",
" <td>22.407407</td>\n",
" <td>11.166667</td>\n",
" <td>28.944444</td>\n",
" <td>40.111111</td>\n",
" <td>20.759259</td>\n",
" <td>4.648148</td>\n",
" <td>20.203704</td>\n",
" <td>8.425926</td>\n",
" <td>13.592593</td>\n",
" <td>100.833796</td>\n",
" <td>101.057407</td>\n",
" <td>0.361725</td>\n",
" <td>0.477048</td>\n",
" <td>0.524372</td>\n",
" <td>0.481369</td>\n",
" <td>0.236183</td>\n",
" <td>0.204732</td>\n",
" <td>0.137656</td>\n",
" <td>0.121982</td>\n",
" <td>0.304626</td>\n",
" <td>0.242058</td>\n",
" <td>0.365912</td>\n",
" <td>0.327962</td>\n",
" <td>27.5</td>\n",
" <td>27.185185</td>\n",
" <td>242.185185</td>\n",
" <td>72.721114</td>\n",
" <td>74.804447</td>\n",
" <td>73.109237</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NO</th>\n",
" <td>102.113208</td>\n",
" <td>38.433962</td>\n",
" <td>86.037736</td>\n",
" <td>16.603774</td>\n",
" <td>21.452830</td>\n",
" <td>8.641509</td>\n",
" <td>24.339623</td>\n",
" <td>9.509434</td>\n",
" <td>32.886792</td>\n",
" <td>42.396226</td>\n",
" <td>21.716981</td>\n",
" <td>4.754717</td>\n",
" <td>20.679245</td>\n",
" <td>7.773585</td>\n",
" <td>12.924528</td>\n",
" <td>105.075472</td>\n",
" <td>38.924528</td>\n",
" <td>84.169811</td>\n",
" <td>18.037736</td>\n",
" <td>23.169811</td>\n",
" <td>9.188679</td>\n",
" <td>24.660377</td>\n",
" <td>9.452830</td>\n",
" <td>35.358491</td>\n",
" <td>44.811321</td>\n",
" <td>22.320755</td>\n",
" <td>4.849057</td>\n",
" <td>19.622642</td>\n",
" <td>6.641509</td>\n",
" <td>13.679245</td>\n",
" <td>99.642925</td>\n",
" <td>99.401887</td>\n",
" <td>0.349364</td>\n",
" <td>0.447513</td>\n",
" <td>0.497805</td>\n",
" <td>0.518668</td>\n",
" <td>0.197410</td>\n",
" <td>0.216611</td>\n",
" <td>0.119010</td>\n",
" <td>0.126527</td>\n",
" <td>0.210181</td>\n",
" <td>0.219455</td>\n",
" <td>0.329923</td>\n",
" <td>0.345545</td>\n",
" <td>27.0</td>\n",
" <td>27.754717</td>\n",
" <td>241.415094</td>\n",
" <td>73.887348</td>\n",
" <td>72.708103</td>\n",
" <td>72.881142</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MIN</th>\n",
" <td>100.444444</td>\n",
" <td>37.037037</td>\n",
" <td>81.018519</td>\n",
" <td>21.518519</td>\n",
" <td>27.074074</td>\n",
" <td>4.851852</td>\n",
" <td>15.296296</td>\n",
" <td>10.240741</td>\n",
" <td>31.962963</td>\n",
" <td>42.203704</td>\n",
" <td>22.351852</td>\n",
" <td>4.537037</td>\n",
" <td>21.629630</td>\n",
" <td>7.500000</td>\n",
" <td>14.814815</td>\n",
" <td>104.074074</td>\n",
" <td>38.833333</td>\n",
" <td>83.666667</td>\n",
" <td>17.740741</td>\n",
" <td>23.703704</td>\n",
" <td>8.666667</td>\n",
" <td>24.833333</td>\n",
" <td>10.314815</td>\n",
" <td>31.092593</td>\n",
" <td>41.407407</td>\n",
" <td>21.907407</td>\n",
" <td>5.185185</td>\n",
" <td>21.629630</td>\n",
" <td>7.555556</td>\n",
" <td>14.259259</td>\n",
" <td>98.452778</td>\n",
" <td>98.870370</td>\n",
" <td>0.314763</td>\n",
" <td>0.458012</td>\n",
" <td>0.488058</td>\n",
" <td>0.517613</td>\n",
" <td>0.269393</td>\n",
" <td>0.215437</td>\n",
" <td>0.137719</td>\n",
" <td>0.131891</td>\n",
" <td>0.247981</td>\n",
" <td>0.243336</td>\n",
" <td>0.342596</td>\n",
" <td>0.349824</td>\n",
" <td>27.5</td>\n",
" <td>27.666667</td>\n",
" <td>242.407407</td>\n",
" <td>72.917662</td>\n",
" <td>73.343588</td>\n",
" <td>72.427985</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DEN</th>\n",
" <td>100.481481</td>\n",
" <td>36.907407</td>\n",
" <td>84.574074</td>\n",
" <td>18.833333</td>\n",
" <td>24.555556</td>\n",
" <td>7.833333</td>\n",
" <td>23.222222</td>\n",
" <td>11.555556</td>\n",
" <td>32.981481</td>\n",
" <td>44.537037</td>\n",
" <td>22.240741</td>\n",
" <td>4.555556</td>\n",
" <td>20.574074</td>\n",
" <td>7.333333</td>\n",
" <td>14.537037</td>\n",
" <td>103.425926</td>\n",
" <td>38.425926</td>\n",
" <td>83.574074</td>\n",
" <td>17.777778</td>\n",
" <td>23.685185</td>\n",
" <td>8.796296</td>\n",
" <td>23.537037</td>\n",
" <td>9.777778</td>\n",
" <td>32.851852</td>\n",
" <td>42.629630</td>\n",
" <td>22.833333</td>\n",
" <td>6.462963</td>\n",
" <td>21.370370</td>\n",
" <td>8.092593</td>\n",
" <td>13.814815</td>\n",
" <td>99.219444</td>\n",
" <td>98.861574</td>\n",
" <td>0.335551</td>\n",
" <td>0.436979</td>\n",
" <td>0.483605</td>\n",
" <td>0.512975</td>\n",
" <td>0.225951</td>\n",
" <td>0.215425</td>\n",
" <td>0.132288</td>\n",
" <td>0.128033</td>\n",
" <td>0.259169</td>\n",
" <td>0.229018</td>\n",
" <td>0.336345</td>\n",
" <td>0.344391</td>\n",
" <td>27.5</td>\n",
" <td>27.370370</td>\n",
" <td>241.425926</td>\n",
" <td>73.161128</td>\n",
" <td>71.901869</td>\n",
" <td>72.122269</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SA</th>\n",
" <td>105.018868</td>\n",
" <td>40.830189</td>\n",
" <td>83.264151</td>\n",
" <td>16.018868</td>\n",
" <td>20.094340</td>\n",
" <td>7.339623</td>\n",
" <td>18.679245</td>\n",
" <td>9.396226</td>\n",
" <td>35.226415</td>\n",
" <td>44.622642</td>\n",
" <td>25.207547</td>\n",
" <td>5.924528</td>\n",
" <td>17.641509</td>\n",
" <td>8.056604</td>\n",
" <td>13.396226</td>\n",
" <td>91.754717</td>\n",
" <td>35.283019</td>\n",
" <td>81.773585</td>\n",
" <td>15.113208</td>\n",
" <td>20.075472</td>\n",
" <td>6.075472</td>\n",
" <td>19.150943</td>\n",
" <td>9.000000</td>\n",
" <td>30.943396</td>\n",
" <td>39.943396</td>\n",
" <td>20.811321</td>\n",
" <td>3.849057</td>\n",
" <td>19.735849</td>\n",
" <td>7.169811</td>\n",
" <td>14.773585</td>\n",
" <td>96.808962</td>\n",
" <td>97.083019</td>\n",
" <td>0.396271</td>\n",
" <td>0.491087</td>\n",
" <td>0.535364</td>\n",
" <td>0.470089</td>\n",
" <td>0.194424</td>\n",
" <td>0.188513</td>\n",
" <td>0.126473</td>\n",
" <td>0.140549</td>\n",
" <td>0.232287</td>\n",
" <td>0.200699</td>\n",
" <td>0.353586</td>\n",
" <td>0.319138</td>\n",
" <td>27.0</td>\n",
" <td>26.754717</td>\n",
" <td>240.056604</td>\n",
" <td>71.015476</td>\n",
" <td>73.043778</td>\n",
" <td>72.015173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DET</th>\n",
" <td>101.777778</td>\n",
" <td>38.185185</td>\n",
" <td>87.777778</td>\n",
" <td>16.500000</td>\n",
" <td>25.518519</td>\n",
" <td>8.907407</td>\n",
" <td>26.370370</td>\n",
" <td>13.166667</td>\n",
" <td>33.555556</td>\n",
" <td>46.722222</td>\n",
" <td>18.703704</td>\n",
" <td>3.796296</td>\n",
" <td>19.388889</td>\n",
" <td>7.444444</td>\n",
" <td>13.685185</td>\n",
" <td>100.962963</td>\n",
" <td>38.444444</td>\n",
" <td>83.981481</td>\n",
" <td>17.018519</td>\n",
" <td>21.814815</td>\n",
" <td>7.055556</td>\n",
" <td>20.000000</td>\n",
" <td>9.148148</td>\n",
" <td>34.000000</td>\n",
" <td>43.148148</td>\n",
" <td>20.981481</td>\n",
" <td>4.537037</td>\n",
" <td>22.000000</td>\n",
" <td>7.277778</td>\n",
" <td>14.351852</td>\n",
" <td>100.417593</td>\n",
" <td>99.547222</td>\n",
" <td>0.336758</td>\n",
" <td>0.436646</td>\n",
" <td>0.488243</td>\n",
" <td>0.501425</td>\n",
" <td>0.191550</td>\n",
" <td>0.204222</td>\n",
" <td>0.121856</td>\n",
" <td>0.132891</td>\n",
" <td>0.276023</td>\n",
" <td>0.211791</td>\n",
" <td>0.335144</td>\n",
" <td>0.336126</td>\n",
" <td>27.5</td>\n",
" <td>27.277778</td>\n",
" <td>243.296296</td>\n",
" <td>73.919568</td>\n",
" <td>71.891790</td>\n",
" <td>71.951386</td>\n",
" </tr>\n",
" <tr>\n",
" <th>POR</th>\n",
" <td>102.481481</td>\n",
" <td>38.370370</td>\n",
" <td>85.796296</td>\n",
" <td>15.685185</td>\n",
" <td>21.592593</td>\n",
" <td>10.055556</td>\n",
" <td>28.444444</td>\n",
" <td>11.907407</td>\n",
" <td>33.981481</td>\n",
" <td>45.888889</td>\n",
" <td>21.333333</td>\n",
" <td>4.203704</td>\n",
" <td>21.888889</td>\n",
" <td>6.888889</td>\n",
" <td>14.759259</td>\n",
" <td>101.925926</td>\n",
" <td>37.111111</td>\n",
" <td>82.796296</td>\n",
" <td>19.259259</td>\n",
" <td>26.370370</td>\n",
" <td>8.444444</td>\n",
" <td>23.296296</td>\n",
" <td>10.018519</td>\n",
" <td>32.703704</td>\n",
" <td>42.722222</td>\n",
" <td>21.111111</td>\n",
" <td>5.055556</td>\n",
" <td>18.537037</td>\n",
" <td>7.648148</td>\n",
" <td>13.370370</td>\n",
" <td>98.904630</td>\n",
" <td>98.674074</td>\n",
" <td>0.351330</td>\n",
" <td>0.448292</td>\n",
" <td>0.507038</td>\n",
" <td>0.500258</td>\n",
" <td>0.185420</td>\n",
" <td>0.235243</td>\n",
" <td>0.134048</td>\n",
" <td>0.123510</td>\n",
" <td>0.265182</td>\n",
" <td>0.222596</td>\n",
" <td>0.345350</td>\n",
" <td>0.337920</td>\n",
" <td>27.5</td>\n",
" <td>26.203704</td>\n",
" <td>241.388889</td>\n",
" <td>72.794309</td>\n",
" <td>71.923938</td>\n",
" <td>71.949482</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BKN</th>\n",
" <td>96.296296</td>\n",
" <td>37.777778</td>\n",
" <td>83.759259</td>\n",
" <td>14.759259</td>\n",
" <td>19.444444</td>\n",
" <td>6.018519</td>\n",
" <td>17.481481</td>\n",
" <td>10.425926</td>\n",
" <td>32.277778</td>\n",
" <td>42.703704</td>\n",
" <td>21.722222</td>\n",
" <td>3.907407</td>\n",
" <td>17.611111</td>\n",
" <td>7.148148</td>\n",
" <td>15.111111</td>\n",
" <td>103.592593</td>\n",
" <td>39.851852</td>\n",
" <td>84.722222</td>\n",
" <td>14.648148</td>\n",
" <td>19.333333</td>\n",
" <td>9.240741</td>\n",
" <td>25.370370</td>\n",
" <td>10.166667</td>\n",
" <td>33.166667</td>\n",
" <td>43.333333</td>\n",
" <td>23.703704</td>\n",
" <td>5.018519</td>\n",
" <td>17.907407</td>\n",
" <td>9.148148</td>\n",
" <td>14.037037</td>\n",
" <td>97.680556</td>\n",
" <td>97.775926</td>\n",
" <td>0.338542</td>\n",
" <td>0.451051</td>\n",
" <td>0.487325</td>\n",
" <td>0.526919</td>\n",
" <td>0.178005</td>\n",
" <td>0.176095</td>\n",
" <td>0.140990</td>\n",
" <td>0.131036</td>\n",
" <td>0.236449</td>\n",
" <td>0.235163</td>\n",
" <td>0.332178</td>\n",
" <td>0.349102</td>\n",
" <td>27.5</td>\n",
" <td>27.574074</td>\n",
" <td>241.000000</td>\n",
" <td>72.498091</td>\n",
" <td>71.942535</td>\n",
" <td>71.930192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LAL</th>\n",
" <td>96.509091</td>\n",
" <td>34.963636</td>\n",
" <td>84.909091</td>\n",
" <td>18.818182</td>\n",
" <td>24.290909</td>\n",
" <td>7.763636</td>\n",
" <td>24.581818</td>\n",
" <td>10.600000</td>\n",
" <td>32.490909</td>\n",
" <td>43.090909</td>\n",
" <td>18.200000</td>\n",
" <td>4.418182</td>\n",
" <td>20.145455</td>\n",
" <td>7.181818</td>\n",
" <td>14.036364</td>\n",
" <td>106.127273</td>\n",
" <td>40.200000</td>\n",
" <td>86.309091</td>\n",
" <td>17.472727</td>\n",
" <td>23.636364</td>\n",
" <td>8.254545</td>\n",
" <td>24.472727</td>\n",
" <td>11.400000</td>\n",
" <td>35.672727</td>\n",
" <td>47.072727</td>\n",
" <td>23.818182</td>\n",
" <td>5.527273</td>\n",
" <td>18.672727</td>\n",
" <td>7.654545</td>\n",
" <td>12.763636</td>\n",
" <td>99.883636</td>\n",
" <td>98.900000</td>\n",
" <td>0.319775</td>\n",
" <td>0.413362</td>\n",
" <td>0.459183</td>\n",
" <td>0.513993</td>\n",
" <td>0.223603</td>\n",
" <td>0.205243</td>\n",
" <td>0.128312</td>\n",
" <td>0.116207</td>\n",
" <td>0.225919</td>\n",
" <td>0.258368</td>\n",
" <td>0.317918</td>\n",
" <td>0.345328</td>\n",
" <td>28.0</td>\n",
" <td>27.745455</td>\n",
" <td>240.545455</td>\n",
" <td>73.012986</td>\n",
" <td>71.094804</td>\n",
" <td>71.891776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHA</th>\n",
" <td>102.056604</td>\n",
" <td>36.396226</td>\n",
" <td>84.603774</td>\n",
" <td>18.886792</td>\n",
" <td>23.943396</td>\n",
" <td>10.377358</td>\n",
" <td>29.415094</td>\n",
" <td>9.283019</td>\n",
" <td>34.867925</td>\n",
" <td>44.150943</td>\n",
" <td>21.283019</td>\n",
" <td>5.301887</td>\n",
" <td>18.509434</td>\n",
" <td>7.037736</td>\n",
" <td>13.075472</td>\n",
" <td>100.924528</td>\n",
" <td>37.849057</td>\n",
" <td>85.132075</td>\n",
" <td>16.169811</td>\n",
" <td>20.962264</td>\n",
" <td>9.056604</td>\n",
" <td>25.509434</td>\n",
" <td>8.716981</td>\n",
" <td>36.037736</td>\n",
" <td>44.754717</td>\n",
" <td>23.415094</td>\n",
" <td>5.716981</td>\n",
" <td>20.735849</td>\n",
" <td>6.773585</td>\n",
" <td>13.528302</td>\n",
" <td>99.769340</td>\n",
" <td>99.900472</td>\n",
" <td>0.350570</td>\n",
" <td>0.430186</td>\n",
" <td>0.491700</td>\n",
" <td>0.498740</td>\n",
" <td>0.225823</td>\n",
" <td>0.194529</td>\n",
" <td>0.121006</td>\n",
" <td>0.125070</td>\n",
" <td>0.201851</td>\n",
" <td>0.198801</td>\n",
" <td>0.328962</td>\n",
" <td>0.329911</td>\n",
" <td>27.0</td>\n",
" <td>27.622642</td>\n",
" <td>243.603774</td>\n",
" <td>73.175016</td>\n",
" <td>72.712752</td>\n",
" <td>71.862226</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MIL</th>\n",
" <td>98.129630</td>\n",
" <td>37.740741</td>\n",
" <td>81.833333</td>\n",
" <td>17.166667</td>\n",
" <td>22.722222</td>\n",
" <td>5.481481</td>\n",
" <td>15.666667</td>\n",
" <td>10.648148</td>\n",
" <td>31.055556</td>\n",
" <td>41.703704</td>\n",
" <td>22.888889</td>\n",
" <td>5.611111</td>\n",
" <td>21.444444</td>\n",
" <td>7.777778</td>\n",
" <td>15.370370</td>\n",
" <td>102.851852</td>\n",
" <td>37.240741</td>\n",
" <td>82.703704</td>\n",
" <td>19.111111</td>\n",
" <td>24.944444</td>\n",
" <td>9.259259</td>\n",
" <td>25.777778</td>\n",
" <td>11.777778</td>\n",
" <td>31.351852</td>\n",
" <td>43.129630</td>\n",
" <td>23.925926</td>\n",
" <td>5.537037</td>\n",
" <td>19.611111</td>\n",
" <td>8.277778</td>\n",
" <td>15.111111</td>\n",
" <td>97.348611</td>\n",
" <td>97.885648</td>\n",
" <td>0.348064</td>\n",
" <td>0.461467</td>\n",
" <td>0.495198</td>\n",
" <td>0.507527</td>\n",
" <td>0.213327</td>\n",
" <td>0.235061</td>\n",
" <td>0.143795</td>\n",
" <td>0.138719</td>\n",
" <td>0.250440</td>\n",
" <td>0.273810</td>\n",
" <td>0.342447</td>\n",
" <td>0.353021</td>\n",
" <td>27.5</td>\n",
" <td>26.592593</td>\n",
" <td>241.759259</td>\n",
" <td>71.596779</td>\n",
" <td>72.281964</td>\n",
" <td>71.440467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ORL</th>\n",
" <td>99.423077</td>\n",
" <td>38.634615</td>\n",
" <td>85.923077</td>\n",
" <td>14.326923</td>\n",
" <td>18.653846</td>\n",
" <td>7.826923</td>\n",
" <td>22.173077</td>\n",
" <td>10.423077</td>\n",
" <td>33.365385</td>\n",
" <td>43.788462</td>\n",
" <td>22.942308</td>\n",
" <td>5.153846</td>\n",
" <td>20.173077</td>\n",
" <td>7.903846</td>\n",
" <td>14.711538</td>\n",
" <td>100.826923</td>\n",
" <td>37.115385</td>\n",
" <td>83.211538</td>\n",
" <td>17.538462</td>\n",
" <td>23.134615</td>\n",
" <td>9.057692</td>\n",
" <td>25.769231</td>\n",
" <td>10.346154</td>\n",
" <td>33.788462</td>\n",
" <td>44.134615</td>\n",
" <td>22.846154</td>\n",
" <td>5.923077</td>\n",
" <td>17.961538</td>\n",
" <td>7.730769</td>\n",
" <td>14.750000</td>\n",
" <td>99.072115</td>\n",
" <td>98.604327</td>\n",
" <td>0.350607</td>\n",
" <td>0.450691</td>\n",
" <td>0.496489</td>\n",
" <td>0.502222</td>\n",
" <td>0.169286</td>\n",
" <td>0.211937</td>\n",
" <td>0.135272</td>\n",
" <td>0.136823</td>\n",
" <td>0.231467</td>\n",
" <td>0.232933</td>\n",
" <td>0.333711</td>\n",
" <td>0.341450</td>\n",
" <td>26.5</td>\n",
" <td>26.903846</td>\n",
" <td>243.942308</td>\n",
" <td>72.804612</td>\n",
" <td>72.208458</td>\n",
" <td>71.314507</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DAL</th>\n",
" <td>100.800000</td>\n",
" <td>36.763636</td>\n",
" <td>83.763636</td>\n",
" <td>17.836364</td>\n",
" <td>22.745455</td>\n",
" <td>9.436364</td>\n",
" <td>27.745455</td>\n",
" <td>8.909091</td>\n",
" <td>34.000000</td>\n",
" <td>42.909091</td>\n",
" <td>21.363636</td>\n",
" <td>3.436364</td>\n",
" <td>19.200000</td>\n",
" <td>6.727273</td>\n",
" <td>12.709091</td>\n",
" <td>101.672727</td>\n",
" <td>38.309091</td>\n",
" <td>85.090909</td>\n",
" <td>16.472727</td>\n",
" <td>22.090909</td>\n",
" <td>8.581818</td>\n",
" <td>25.454545</td>\n",
" <td>10.290909</td>\n",
" <td>35.654545</td>\n",
" <td>45.945455</td>\n",
" <td>21.581818</td>\n",
" <td>4.381818</td>\n",
" <td>21.836364</td>\n",
" <td>7.218182</td>\n",
" <td>13.890909</td>\n",
" <td>98.367727</td>\n",
" <td>99.184091</td>\n",
" <td>0.339525</td>\n",
" <td>0.439957</td>\n",
" <td>0.496519</td>\n",
" <td>0.500153</td>\n",
" <td>0.216010</td>\n",
" <td>0.196201</td>\n",
" <td>0.119074</td>\n",
" <td>0.127659</td>\n",
" <td>0.199306</td>\n",
" <td>0.231719</td>\n",
" <td>0.329525</td>\n",
" <td>0.336369</td>\n",
" <td>28.0</td>\n",
" <td>27.381818</td>\n",
" <td>243.890909</td>\n",
" <td>72.448525</td>\n",
" <td>72.339434</td>\n",
" <td>71.271831</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHI</th>\n",
" <td>101.211538</td>\n",
" <td>38.423077</td>\n",
" <td>88.307692</td>\n",
" <td>16.980769</td>\n",
" <td>21.711538</td>\n",
" <td>7.384615</td>\n",
" <td>20.596154</td>\n",
" <td>11.538462</td>\n",
" <td>36.384615</td>\n",
" <td>47.923077</td>\n",
" <td>21.884615</td>\n",
" <td>5.923077</td>\n",
" <td>19.096154</td>\n",
" <td>6.057692</td>\n",
" <td>14.230769</td>\n",
" <td>101.903846</td>\n",
" <td>39.192308</td>\n",
" <td>90.903846</td>\n",
" <td>15.788462</td>\n",
" <td>22.019231</td>\n",
" <td>7.730769</td>\n",
" <td>23.038462</td>\n",
" <td>12.346154</td>\n",
" <td>34.461538</td>\n",
" <td>46.807692</td>\n",
" <td>22.384615</td>\n",
" <td>5.615385</td>\n",
" <td>19.000000</td>\n",
" <td>8.038462</td>\n",
" <td>12.019231</td>\n",
" <td>101.312981</td>\n",
" <td>101.036058</td>\n",
" <td>0.356985</td>\n",
" <td>0.436253</td>\n",
" <td>0.478503</td>\n",
" <td>0.474480</td>\n",
" <td>0.192946</td>\n",
" <td>0.175292</td>\n",
" <td>0.126213</td>\n",
" <td>0.106724</td>\n",
" <td>0.250402</td>\n",
" <td>0.252008</td>\n",
" <td>0.327660</td>\n",
" <td>0.319251</td>\n",
" <td>26.5</td>\n",
" <td>28.211538</td>\n",
" <td>244.461538</td>\n",
" <td>71.893276</td>\n",
" <td>72.806737</td>\n",
" <td>71.065164</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MEM</th>\n",
" <td>98.150943</td>\n",
" <td>36.301887</td>\n",
" <td>81.792453</td>\n",
" <td>19.509434</td>\n",
" <td>24.698113</td>\n",
" <td>6.037736</td>\n",
" <td>17.698113</td>\n",
" <td>9.811321</td>\n",
" <td>31.075472</td>\n",
" <td>40.886792</td>\n",
" <td>21.320755</td>\n",
" <td>4.358491</td>\n",
" <td>21.396226</td>\n",
" <td>8.735849</td>\n",
" <td>13.245283</td>\n",
" <td>99.056604</td>\n",
" <td>35.226415</td>\n",
" <td>78.924528</td>\n",
" <td>19.188679</td>\n",
" <td>24.905660</td>\n",
" <td>9.415094</td>\n",
" <td>26.150943</td>\n",
" <td>10.037736</td>\n",
" <td>32.867925</td>\n",
" <td>42.905660</td>\n",
" <td>21.188679</td>\n",
" <td>5.132075</td>\n",
" <td>21.226415</td>\n",
" <td>7.037736</td>\n",
" <td>16.396226</td>\n",
" <td>96.958019</td>\n",
" <td>97.113208</td>\n",
" <td>0.337104</td>\n",
" <td>0.445753</td>\n",
" <td>0.483005</td>\n",
" <td>0.506138</td>\n",
" <td>0.241410</td>\n",
" <td>0.246917</td>\n",
" <td>0.125001</td>\n",
" <td>0.154150</td>\n",
" <td>0.224884</td>\n",
" <td>0.243544</td>\n",
" <td>0.330626</td>\n",
" <td>0.352830</td>\n",
" <td>27.0</td>\n",
" <td>26.150943</td>\n",
" <td>242.679245</td>\n",
" <td>71.941656</td>\n",
" <td>71.045430</td>\n",
" <td>70.750309</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TOR</th>\n",
" <td>101.826923</td>\n",
" <td>36.288462</td>\n",
" <td>81.134615</td>\n",
" <td>20.711538</td>\n",
" <td>26.423077</td>\n",
" <td>8.538462</td>\n",
" <td>23.153846</td>\n",
" <td>10.173077</td>\n",
" <td>33.076923</td>\n",
" <td>43.250000</td>\n",
" <td>18.442308</td>\n",
" <td>5.269231</td>\n",
" <td>19.403846</td>\n",
" <td>8.307692</td>\n",
" <td>13.634615</td>\n",
" <td>97.384615</td>\n",
" <td>36.134615</td>\n",
" <td>81.788462</td>\n",
" <td>16.365385</td>\n",
" <td>21.461538</td>\n",
" <td>8.750000</td>\n",
" <td>23.634615</td>\n",
" <td>9.403846</td>\n",
" <td>31.538462</td>\n",
" <td>40.942308</td>\n",
" <td>21.653846</td>\n",
" <td>5.442308</td>\n",
" <td>21.769231</td>\n",
" <td>6.711538</td>\n",
" <td>14.173077</td>\n",
" <td>97.147115</td>\n",
" <td>96.751923</td>\n",
" <td>0.364281</td>\n",
" <td>0.449023</td>\n",
" <td>0.501596</td>\n",
" <td>0.496409</td>\n",
" <td>0.257525</td>\n",
" <td>0.202899</td>\n",
" <td>0.128189</td>\n",
" <td>0.134569</td>\n",
" <td>0.240231</td>\n",
" <td>0.221710</td>\n",
" <td>0.344632</td>\n",
" <td>0.335393</td>\n",
" <td>26.5</td>\n",
" <td>25.826923</td>\n",
" <td>241.230769</td>\n",
" <td>70.851355</td>\n",
" <td>71.255201</td>\n",
" <td>70.693405</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CLE</th>\n",
" <td>102.884615</td>\n",
" <td>38.365385</td>\n",
" <td>83.923077</td>\n",
" <td>16.019231</td>\n",
" <td>22.057692</td>\n",
" <td>10.134615</td>\n",
" <td>28.326923</td>\n",
" <td>10.884615</td>\n",
" <td>33.903846</td>\n",
" <td>44.788462</td>\n",
" <td>22.346154</td>\n",
" <td>3.750000</td>\n",
" <td>20.346154</td>\n",
" <td>6.826923</td>\n",
" <td>13.519231</td>\n",
" <td>96.942308</td>\n",
" <td>36.326923</td>\n",
" <td>81.865385</td>\n",
" <td>16.750000</td>\n",
" <td>22.442308</td>\n",
" <td>7.538462</td>\n",
" <td>22.173077</td>\n",
" <td>9.307692</td>\n",
" <td>31.865385</td>\n",
" <td>41.173077</td>\n",
" <td>21.211538</td>\n",
" <td>4.423077</td>\n",
" <td>20.692308</td>\n",
" <td>6.846154</td>\n",
" <td>13.500000</td>\n",
" <td>97.035096</td>\n",
" <td>96.717788</td>\n",
" <td>0.356110</td>\n",
" <td>0.458954</td>\n",
" <td>0.519792</td>\n",
" <td>0.491167</td>\n",
" <td>0.193826</td>\n",
" <td>0.206645</td>\n",
" <td>0.126020</td>\n",
" <td>0.128040</td>\n",
" <td>0.255403</td>\n",
" <td>0.213968</td>\n",
" <td>0.349094</td>\n",
" <td>0.330353</td>\n",
" <td>26.5</td>\n",
" <td>27.884615</td>\n",
" <td>242.480769</td>\n",
" <td>71.062315</td>\n",
" <td>71.052700</td>\n",
" <td>70.373662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MIA</th>\n",
" <td>96.037736</td>\n",
" <td>36.622642</td>\n",
" <td>79.547170</td>\n",
" <td>16.716981</td>\n",
" <td>22.622642</td>\n",
" <td>6.075472</td>\n",
" <td>18.811321</td>\n",
" <td>9.018868</td>\n",
" <td>34.075472</td>\n",
" <td>43.094340</td>\n",
" <td>20.132075</td>\n",
" <td>6.471698</td>\n",
" <td>17.566038</td>\n",
" <td>6.358491</td>\n",
" <td>14.226415</td>\n",
" <td>96.339623</td>\n",
" <td>36.679245</td>\n",
" <td>83.415094</td>\n",
" <td>15.509434</td>\n",
" <td>20.075472</td>\n",
" <td>7.471698</td>\n",
" <td>22.113208</td>\n",
" <td>9.415094</td>\n",
" <td>32.245283</td>\n",
" <td>41.660377</td>\n",
" <td>20.490566</td>\n",
" <td>4.245283</td>\n",
" <td>19.452830</td>\n",
" <td>7.471698</td>\n",
" <td>12.924528</td>\n",
" <td>95.500472</td>\n",
" <td>96.460377</td>\n",
" <td>0.319340</td>\n",
" <td>0.461809</td>\n",
" <td>0.500544</td>\n",
" <td>0.486641</td>\n",
" <td>0.212768</td>\n",
" <td>0.188061</td>\n",
" <td>0.137245</td>\n",
" <td>0.123127</td>\n",
" <td>0.213689</td>\n",
" <td>0.213446</td>\n",
" <td>0.337914</td>\n",
" <td>0.324925</td>\n",
" <td>27.0</td>\n",
" <td>27.830189</td>\n",
" <td>241.415094</td>\n",
" <td>69.785696</td>\n",
" <td>71.691356</td>\n",
" <td>70.362175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NY</th>\n",
" <td>99.145455</td>\n",
" <td>36.890909</td>\n",
" <td>84.181818</td>\n",
" <td>18.181818</td>\n",
" <td>22.490909</td>\n",
" <td>7.181818</td>\n",
" <td>21.400000</td>\n",
" <td>10.527273</td>\n",
" <td>33.400000</td>\n",
" <td>43.927273</td>\n",
" <td>20.381818</td>\n",
" <td>5.618182</td>\n",
" <td>20.727273</td>\n",
" <td>5.890909</td>\n",
" <td>13.509091</td>\n",
" <td>101.309091</td>\n",
" <td>37.709091</td>\n",
" <td>85.109091</td>\n",
" <td>18.527273</td>\n",
" <td>24.672727</td>\n",
" <td>7.363636</td>\n",
" <td>21.618182</td>\n",
" <td>10.927273</td>\n",
" <td>33.000000</td>\n",
" <td>43.927273</td>\n",
" <td>20.400000</td>\n",
" <td>4.345455</td>\n",
" <td>19.236364</td>\n",
" <td>6.909091</td>\n",
" <td>11.763636</td>\n",
" <td>97.846818</td>\n",
" <td>97.665000</td>\n",
" <td>0.336143</td>\n",
" <td>0.439123</td>\n",
" <td>0.481913</td>\n",
" <td>0.487817</td>\n",
" <td>0.216649</td>\n",
" <td>0.219825</td>\n",
" <td>0.125341</td>\n",
" <td>0.109138</td>\n",
" <td>0.239972</td>\n",
" <td>0.241854</td>\n",
" <td>0.329952</td>\n",
" <td>0.329453</td>\n",
" <td>28.0</td>\n",
" <td>27.000000</td>\n",
" <td>242.272727</td>\n",
" <td>70.608333</td>\n",
" <td>70.662879</td>\n",
" <td>69.967583</td>\n",
" </tr>\n",
" <tr>\n",
" <th>UTA</th>\n",
" <td>97.788462</td>\n",
" <td>35.865385</td>\n",
" <td>80.519231</td>\n",
" <td>17.769231</td>\n",
" <td>23.576923</td>\n",
" <td>8.288462</td>\n",
" <td>23.423077</td>\n",
" <td>10.942308</td>\n",
" <td>31.692308</td>\n",
" <td>42.634615</td>\n",
" <td>18.365385</td>\n",
" <td>5.076923</td>\n",
" <td>21.307692</td>\n",
" <td>7.826923</td>\n",
" <td>14.692308</td>\n",
" <td>96.423077</td>\n",
" <td>35.134615</td>\n",
" <td>78.692308</td>\n",
" <td>18.307692</td>\n",
" <td>24.115385</td>\n",
" <td>7.846154</td>\n",
" <td>21.384615</td>\n",
" <td>9.673077</td>\n",
" <td>30.673077</td>\n",
" <td>40.346154</td>\n",
" <td>18.673077</td>\n",
" <td>4.615385</td>\n",
" <td>20.115385</td>\n",
" <td>7.596154</td>\n",
" <td>14.423077</td>\n",
" <td>95.468269</td>\n",
" <td>94.897115</td>\n",
" <td>0.356555</td>\n",
" <td>0.446554</td>\n",
" <td>0.498142</td>\n",
" <td>0.496271</td>\n",
" <td>0.222589</td>\n",
" <td>0.236834</td>\n",
" <td>0.139705</td>\n",
" <td>0.139054</td>\n",
" <td>0.260041</td>\n",
" <td>0.233659</td>\n",
" <td>0.345262</td>\n",
" <td>0.341631</td>\n",
" <td>26.5</td>\n",
" <td>28.288462</td>\n",
" <td>243.769231</td>\n",
" <td>70.176708</td>\n",
" <td>69.628631</td>\n",
" <td>68.850870</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" points fg fgatt ft ftatt fg3 \\\n",
"team \n",
"SAC 107.056604 40.000000 86.528302 18.943396 26.056604 8.113208 \n",
"GS 115.461538 42.615385 87.038462 17.326923 22.961538 12.903846 \n",
"WAS 102.686275 38.529412 84.352941 16.823529 22.372549 8.803922 \n",
"PHO 100.518519 37.277778 84.722222 16.888889 22.351852 9.074074 \n",
"HOU 105.000000 36.636364 82.618182 20.709091 29.381818 11.018182 \n",
"PHI 95.132075 35.849057 82.773585 14.981132 22.037736 8.452830 \n",
"BOS 105.745455 39.418182 89.509091 17.763636 22.490909 9.145455 \n",
"ATL 102.400000 38.527273 83.800000 15.963636 20.290909 9.381818 \n",
"IND 102.547170 38.245283 85.528302 17.773585 23.622642 8.283019 \n",
"LAC 104.698113 38.245283 82.754717 18.867925 27.377358 9.339623 \n",
"OKC 110.092593 40.944444 85.944444 20.129630 25.537037 8.074074 \n",
"NO 102.113208 38.433962 86.037736 16.603774 21.452830 8.641509 \n",
"MIN 100.444444 37.037037 81.018519 21.518519 27.074074 4.851852 \n",
"DEN 100.481481 36.907407 84.574074 18.833333 24.555556 7.833333 \n",
"SA 105.018868 40.830189 83.264151 16.018868 20.094340 7.339623 \n",
"DET 101.777778 38.185185 87.777778 16.500000 25.518519 8.907407 \n",
"POR 102.481481 38.370370 85.796296 15.685185 21.592593 10.055556 \n",
"BKN 96.296296 37.777778 83.759259 14.759259 19.444444 6.018519 \n",
"LAL 96.509091 34.963636 84.909091 18.818182 24.290909 7.763636 \n",
"CHA 102.056604 36.396226 84.603774 18.886792 23.943396 10.377358 \n",
"MIL 98.129630 37.740741 81.833333 17.166667 22.722222 5.481481 \n",
"ORL 99.423077 38.634615 85.923077 14.326923 18.653846 7.826923 \n",
"DAL 100.800000 36.763636 83.763636 17.836364 22.745455 9.436364 \n",
"CHI 101.211538 38.423077 88.307692 16.980769 21.711538 7.384615 \n",
"MEM 98.150943 36.301887 81.792453 19.509434 24.698113 6.037736 \n",
"TOR 101.826923 36.288462 81.134615 20.711538 26.423077 8.538462 \n",
"CLE 102.884615 38.365385 83.923077 16.019231 22.057692 10.134615 \n",
"MIA 96.037736 36.622642 79.547170 16.716981 22.622642 6.075472 \n",
"NY 99.145455 36.890909 84.181818 18.181818 22.490909 7.181818 \n",
"UTA 97.788462 35.865385 80.519231 17.769231 23.576923 8.288462 \n",
"\n",
" fg3att offrebounds defrebounds totalrebounds assists blocks \\\n",
"team \n",
"SAC 22.773585 10.754717 34.415094 45.169811 24.981132 4.471698 \n",
"GS 30.461538 10.403846 36.461538 46.865385 29.153846 6.250000 \n",
"WAS 24.294118 8.607843 31.196078 39.803922 23.980392 3.823529 \n",
"PHO 24.944444 10.629630 32.351852 42.981481 20.629630 3.944444 \n",
"HOU 31.345455 10.945455 31.636364 42.581818 21.600000 5.109091 \n",
"PHI 25.528302 9.735849 32.320755 42.056604 20.716981 6.679245 \n",
"BOS 27.109091 11.563636 33.563636 45.127273 24.672727 4.236364 \n",
"ATL 26.945455 8.472727 32.690909 41.163636 25.345455 5.527273 \n",
"IND 23.679245 10.679245 33.396226 44.075472 20.320755 4.622642 \n",
"LAC 25.886792 9.188679 33.188679 42.377358 22.641509 5.396226 \n",
"OKC 22.388889 12.777778 34.944444 47.722222 22.351852 6.351852 \n",
"NO 24.339623 9.509434 32.886792 42.396226 21.716981 4.754717 \n",
"MIN 15.296296 10.240741 31.962963 42.203704 22.351852 4.537037 \n",
"DEN 23.222222 11.555556 32.981481 44.537037 22.240741 4.555556 \n",
"SA 18.679245 9.396226 35.226415 44.622642 25.207547 5.924528 \n",
"DET 26.370370 13.166667 33.555556 46.722222 18.703704 3.796296 \n",
"POR 28.444444 11.907407 33.981481 45.888889 21.333333 4.203704 \n",
"BKN 17.481481 10.425926 32.277778 42.703704 21.722222 3.907407 \n",
"LAL 24.581818 10.600000 32.490909 43.090909 18.200000 4.418182 \n",
"CHA 29.415094 9.283019 34.867925 44.150943 21.283019 5.301887 \n",
"MIL 15.666667 10.648148 31.055556 41.703704 22.888889 5.611111 \n",
"ORL 22.173077 10.423077 33.365385 43.788462 22.942308 5.153846 \n",
"DAL 27.745455 8.909091 34.000000 42.909091 21.363636 3.436364 \n",
"CHI 20.596154 11.538462 36.384615 47.923077 21.884615 5.923077 \n",
"MEM 17.698113 9.811321 31.075472 40.886792 21.320755 4.358491 \n",
"TOR 23.153846 10.173077 33.076923 43.250000 18.442308 5.269231 \n",
"CLE 28.326923 10.884615 33.903846 44.788462 22.346154 3.750000 \n",
"MIA 18.811321 9.018868 34.075472 43.094340 20.132075 6.471698 \n",
"NY 21.400000 10.527273 33.400000 43.927273 20.381818 5.618182 \n",
"UTA 23.423077 10.942308 31.692308 42.634615 18.365385 5.076923 \n",
"\n",
" fouls steals turnovers opoints ofg ofgatt \\\n",
"team \n",
"SAC 20.735849 8.603774 16.452830 109.094340 40.283019 87.622642 \n",
"GS 20.942308 8.269231 15.326923 102.961538 38.673077 89.807692 \n",
"WAS 20.450980 8.941176 14.529412 105.372549 39.176471 83.254902 \n",
"PHO 22.185185 8.166667 16.833333 106.777778 39.037037 82.944444 \n",
"HOU 21.709091 9.854545 16.145455 106.781818 39.600000 85.345455 \n",
"PHI 21.641509 8.415094 17.886792 105.339623 39.075472 84.943396 \n",
"BOS 22.454545 9.509091 14.309091 101.545455 36.836364 84.800000 \n",
"ATL 18.836364 9.509091 15.072727 99.654545 37.381818 84.927273 \n",
"IND 19.660377 9.245283 15.283019 100.301887 37.471698 84.867925 \n",
"LAC 21.584906 8.169811 12.943396 100.754717 36.886792 84.396226 \n",
"OKC 20.407407 7.592593 15.537037 101.870370 38.240741 87.407407 \n",
"NO 20.679245 7.773585 12.924528 105.075472 38.924528 84.169811 \n",
"MIN 21.629630 7.500000 14.814815 104.074074 38.833333 83.666667 \n",
"DEN 20.574074 7.333333 14.537037 103.425926 38.425926 83.574074 \n",
"SA 17.641509 8.056604 13.396226 91.754717 35.283019 81.773585 \n",
"DET 19.388889 7.444444 13.685185 100.962963 38.444444 83.981481 \n",
"POR 21.888889 6.888889 14.759259 101.925926 37.111111 82.796296 \n",
"BKN 17.611111 7.148148 15.111111 103.592593 39.851852 84.722222 \n",
"LAL 20.145455 7.181818 14.036364 106.127273 40.200000 86.309091 \n",
"CHA 18.509434 7.037736 13.075472 100.924528 37.849057 85.132075 \n",
"MIL 21.444444 7.777778 15.370370 102.851852 37.240741 82.703704 \n",
"ORL 20.173077 7.903846 14.711538 100.826923 37.115385 83.211538 \n",
"DAL 19.200000 6.727273 12.709091 101.672727 38.309091 85.090909 \n",
"CHI 19.096154 6.057692 14.230769 101.903846 39.192308 90.903846 \n",
"MEM 21.396226 8.735849 13.245283 99.056604 35.226415 78.924528 \n",
"TOR 19.403846 8.307692 13.634615 97.384615 36.134615 81.788462 \n",
"CLE 20.346154 6.826923 13.519231 96.942308 36.326923 81.865385 \n",
"MIA 17.566038 6.358491 14.226415 96.339623 36.679245 83.415094 \n",
"NY 20.727273 5.890909 13.509091 101.309091 37.709091 85.109091 \n",
"UTA 21.307692 7.826923 14.692308 96.423077 35.134615 78.692308 \n",
"\n",
" oft oftatt ofg3 ofg3att ooffrebounds odefrebounds \\\n",
"team \n",
"SAC 17.735849 23.283019 10.792453 29.150943 10.886792 33.509434 \n",
"GS 18.557692 24.673077 7.096154 22.596154 11.634615 31.807692 \n",
"WAS 17.725490 22.960784 9.294118 24.000000 9.686275 34.607843 \n",
"PHO 19.148148 25.814815 9.555556 25.351852 9.981481 33.648148 \n",
"HOU 18.181818 24.200000 9.400000 25.909091 11.909091 33.272727 \n",
"PHI 19.773585 25.566038 7.415094 21.132075 10.849057 35.018868 \n",
"BOS 20.436364 26.818182 7.436364 22.854545 11.436364 34.636364 \n",
"ATL 16.690909 21.527273 8.200000 23.581818 11.309091 34.363636 \n",
"IND 17.113208 23.245283 8.245283 24.981132 10.924528 33.981132 \n",
"LAC 19.264151 25.830189 7.716981 22.339623 11.358491 35.056604 \n",
"OKC 17.666667 23.629630 7.722222 22.407407 11.166667 28.944444 \n",
"NO 18.037736 23.169811 9.188679 24.660377 9.452830 35.358491 \n",
"MIN 17.740741 23.703704 8.666667 24.833333 10.314815 31.092593 \n",
"DEN 17.777778 23.685185 8.796296 23.537037 9.777778 32.851852 \n",
"SA 15.113208 20.075472 6.075472 19.150943 9.000000 30.943396 \n",
"DET 17.018519 21.814815 7.055556 20.000000 9.148148 34.000000 \n",
"POR 19.259259 26.370370 8.444444 23.296296 10.018519 32.703704 \n",
"BKN 14.648148 19.333333 9.240741 25.370370 10.166667 33.166667 \n",
"LAL 17.472727 23.636364 8.254545 24.472727 11.400000 35.672727 \n",
"CHA 16.169811 20.962264 9.056604 25.509434 8.716981 36.037736 \n",
"MIL 19.111111 24.944444 9.259259 25.777778 11.777778 31.351852 \n",
"ORL 17.538462 23.134615 9.057692 25.769231 10.346154 33.788462 \n",
"DAL 16.472727 22.090909 8.581818 25.454545 10.290909 35.654545 \n",
"CHI 15.788462 22.019231 7.730769 23.038462 12.346154 34.461538 \n",
"MEM 19.188679 24.905660 9.415094 26.150943 10.037736 32.867925 \n",
"TOR 16.365385 21.461538 8.750000 23.634615 9.403846 31.538462 \n",
"CLE 16.750000 22.442308 7.538462 22.173077 9.307692 31.865385 \n",
"MIA 15.509434 20.075472 7.471698 22.113208 9.415094 32.245283 \n",
"NY 18.527273 24.672727 7.363636 21.618182 10.927273 33.000000 \n",
"UTA 18.307692 24.115385 7.846154 21.384615 9.673077 30.673077 \n",
"\n",
" ototalrebounds oassists oblocks ofouls osteals oturnovers \\\n",
"team \n",
"SAC 44.396226 24.207547 5.433962 22.264151 9.113208 15.754717 \n",
"GS 43.442308 21.365385 3.923077 20.384615 8.769231 14.750000 \n",
"WAS 44.294118 23.000000 4.333333 19.647059 8.156863 16.607843 \n",
"PHO 43.629630 22.277778 4.925926 20.796296 9.462963 15.407407 \n",
"HOU 45.181818 24.545455 5.218182 22.490909 9.018182 16.200000 \n",
"PHI 45.867925 23.283019 6.000000 19.132075 8.867925 15.358491 \n",
"BOS 46.072727 20.436364 5.090909 20.690909 7.600000 16.818182 \n",
"ATL 45.672727 22.218182 5.236364 18.363636 8.563636 16.763636 \n",
"IND 44.905660 20.452830 4.490566 20.981132 8.264151 16.490566 \n",
"LAC 46.415094 21.132075 3.169811 23.339623 6.943396 15.301887 \n",
"OKC 40.111111 20.759259 4.648148 20.203704 8.425926 13.592593 \n",
"NO 44.811321 22.320755 4.849057 19.622642 6.641509 13.679245 \n",
"MIN 41.407407 21.907407 5.185185 21.629630 7.555556 14.259259 \n",
"DEN 42.629630 22.833333 6.462963 21.370370 8.092593 13.814815 \n",
"SA 39.943396 20.811321 3.849057 19.735849 7.169811 14.773585 \n",
"DET 43.148148 20.981481 4.537037 22.000000 7.277778 14.351852 \n",
"POR 42.722222 21.111111 5.055556 18.537037 7.648148 13.370370 \n",
"BKN 43.333333 23.703704 5.018519 17.907407 9.148148 14.037037 \n",
"LAL 47.072727 23.818182 5.527273 18.672727 7.654545 12.763636 \n",
"CHA 44.754717 23.415094 5.716981 20.735849 6.773585 13.528302 \n",
"MIL 43.129630 23.925926 5.537037 19.611111 8.277778 15.111111 \n",
"ORL 44.134615 22.846154 5.923077 17.961538 7.730769 14.750000 \n",
"DAL 45.945455 21.581818 4.381818 21.836364 7.218182 13.890909 \n",
"CHI 46.807692 22.384615 5.615385 19.000000 8.038462 12.019231 \n",
"MEM 42.905660 21.188679 5.132075 21.226415 7.037736 16.396226 \n",
"TOR 40.942308 21.653846 5.442308 21.769231 6.711538 14.173077 \n",
"CLE 41.173077 21.211538 4.423077 20.692308 6.846154 13.500000 \n",
"MIA 41.660377 20.490566 4.245283 19.452830 7.471698 12.924528 \n",
"NY 43.927273 20.400000 4.345455 19.236364 6.909091 11.763636 \n",
"UTA 40.346154 18.673077 4.615385 20.115385 7.596154 14.423077 \n",
"\n",
" poss_calc oposs_calc fg3p fgp efgp oefgp \\\n",
"team \n",
"SAC 104.603302 103.550000 0.355984 0.462969 0.510315 0.522733 \n",
"GS 102.868269 104.642788 0.420393 0.490816 0.565630 0.470647 \n",
"WAS 100.901471 101.082843 0.362938 0.457872 0.510789 0.527683 \n",
"PHO 101.543056 100.632407 0.357477 0.440599 0.494128 0.529327 \n",
"HOU 101.774545 101.131364 0.353633 0.444029 0.510788 0.519723 \n",
"PHI 101.392453 101.596698 0.330739 0.433791 0.485193 0.505353 \n",
"BOS 102.937727 102.920455 0.337152 0.441048 0.492229 0.479277 \n",
"ATL 100.038182 100.607273 0.349587 0.460287 0.516315 0.490706 \n",
"IND 101.352830 101.475472 0.348841 0.447998 0.496378 0.490023 \n",
"LAC 99.513679 100.608962 0.359247 0.463538 0.520139 0.484785 \n",
"OKC 100.833796 101.057407 0.361725 0.477048 0.524372 0.481369 \n",
"NO 99.642925 99.401887 0.349364 0.447513 0.497805 0.518668 \n",
"MIN 98.452778 98.870370 0.314763 0.458012 0.488058 0.517613 \n",
"DEN 99.219444 98.861574 0.335551 0.436979 0.483605 0.512975 \n",
"SA 96.808962 97.083019 0.396271 0.491087 0.535364 0.470089 \n",
"DET 100.417593 99.547222 0.336758 0.436646 0.488243 0.501425 \n",
"POR 98.904630 98.674074 0.351330 0.448292 0.507038 0.500258 \n",
"BKN 97.680556 97.775926 0.338542 0.451051 0.487325 0.526919 \n",
"LAL 99.883636 98.900000 0.319775 0.413362 0.459183 0.513993 \n",
"CHA 99.769340 99.900472 0.350570 0.430186 0.491700 0.498740 \n",
"MIL 97.348611 97.885648 0.348064 0.461467 0.495198 0.507527 \n",
"ORL 99.072115 98.604327 0.350607 0.450691 0.496489 0.502222 \n",
"DAL 98.367727 99.184091 0.339525 0.439957 0.496519 0.500153 \n",
"CHI 101.312981 101.036058 0.356985 0.436253 0.478503 0.474480 \n",
"MEM 96.958019 97.113208 0.337104 0.445753 0.483005 0.506138 \n",
"TOR 97.147115 96.751923 0.364281 0.449023 0.501596 0.496409 \n",
"CLE 97.035096 96.717788 0.356110 0.458954 0.519792 0.491167 \n",
"MIA 95.500472 96.460377 0.319340 0.461809 0.500544 0.486641 \n",
"NY 97.846818 97.665000 0.336143 0.439123 0.481913 0.487817 \n",
"UTA 95.468269 94.897115 0.356555 0.446554 0.498142 0.496271 \n",
"\n",
" ftrate oftrate torate otorate offrebound_p ooffrebound_p \\\n",
"team \n",
"SAC 0.223565 0.205642 0.143900 0.138679 0.241735 0.238747 \n",
"GS 0.201948 0.210630 0.135761 0.127924 0.243950 0.240746 \n",
"WAS 0.202712 0.215541 0.132790 0.151334 0.197765 0.232898 \n",
"PHO 0.201540 0.235035 0.151278 0.140186 0.240334 0.236323 \n",
"HOU 0.254454 0.214730 0.144737 0.144316 0.245138 0.272191 \n",
"PHI 0.183927 0.236800 0.161885 0.137189 0.217263 0.247961 \n",
"BOS 0.200971 0.243257 0.125647 0.148246 0.249560 0.251885 \n",
"ATL 0.193251 0.198789 0.139925 0.150709 0.192948 0.254293 \n",
"IND 0.211206 0.203000 0.137563 0.147569 0.236753 0.244976 \n",
"LAC 0.232294 0.232062 0.120399 0.138078 0.204917 0.253173 \n",
"OKC 0.236183 0.204732 0.137656 0.121982 0.304626 0.242058 \n",
"NO 0.197410 0.216611 0.119010 0.126527 0.210181 0.219455 \n",
"MIN 0.269393 0.215437 0.137719 0.131891 0.247981 0.243336 \n",
"DEN 0.225951 0.215425 0.132288 0.128033 0.259169 0.229018 \n",
"SA 0.194424 0.188513 0.126473 0.140549 0.232287 0.200699 \n",
"DET 0.191550 0.204222 0.121856 0.132891 0.276023 0.211791 \n",
"POR 0.185420 0.235243 0.134048 0.123510 0.265182 0.222596 \n",
"BKN 0.178005 0.176095 0.140990 0.131036 0.236449 0.235163 \n",
"LAL 0.223603 0.205243 0.128312 0.116207 0.225919 0.258368 \n",
"CHA 0.225823 0.194529 0.121006 0.125070 0.201851 0.198801 \n",
"MIL 0.213327 0.235061 0.143795 0.138719 0.250440 0.273810 \n",
"ORL 0.169286 0.211937 0.135272 0.136823 0.231467 0.232933 \n",
"DAL 0.216010 0.196201 0.119074 0.127659 0.199306 0.231719 \n",
"CHI 0.192946 0.175292 0.126213 0.106724 0.250402 0.252008 \n",
"MEM 0.241410 0.246917 0.125001 0.154150 0.224884 0.243544 \n",
"TOR 0.257525 0.202899 0.128189 0.134569 0.240231 0.221710 \n",
"CLE 0.193826 0.206645 0.126020 0.128040 0.255403 0.213968 \n",
"MIA 0.212768 0.188061 0.137245 0.123127 0.213689 0.213446 \n",
"NY 0.216649 0.219825 0.125341 0.109138 0.239972 0.241854 \n",
"UTA 0.222589 0.236834 0.139705 0.139054 0.260041 0.233659 \n",
"\n",
" ffindex offindex gamecount ogamecount min poss \\\n",
"team \n",
"SAC 0.349749 0.352413 27.0 27.132075 242.471698 77.188177 \n",
"GS 0.373542 0.324480 26.5 26.288462 241.923077 74.921297 \n",
"WAS 0.338528 0.358164 26.0 28.313725 239.921569 75.883768 \n",
"PHO 0.341088 0.358662 27.5 26.740741 239.907407 75.986606 \n",
"HOU 0.353794 0.358242 28.0 27.272727 242.254545 75.234281 \n",
"PHI 0.334050 0.347848 27.0 26.320755 242.245283 75.388409 \n",
"BOS 0.335058 0.338808 28.0 27.872727 242.090909 75.362848 \n",
"ATL 0.341406 0.341053 28.0 26.690909 240.981818 73.547562 \n",
"IND 0.339213 0.338950 27.0 27.528302 243.075472 74.453622 \n",
"LAC 0.344136 0.338094 27.0 27.000000 242.377358 73.169649 \n",
"OKC 0.365912 0.327962 27.5 27.185185 242.185185 72.721114 \n",
"NO 0.329923 0.345545 27.0 27.754717 241.415094 73.887348 \n",
"MIN 0.342596 0.349824 27.5 27.666667 242.407407 72.917662 \n",
"DEN 0.336345 0.344391 27.5 27.370370 241.425926 73.161128 \n",
"SA 0.353586 0.319138 27.0 26.754717 240.056604 71.015476 \n",
"DET 0.335144 0.336126 27.5 27.277778 243.296296 73.919568 \n",
"POR 0.345350 0.337920 27.5 26.203704 241.388889 72.794309 \n",
"BKN 0.332178 0.349102 27.5 27.574074 241.000000 72.498091 \n",
"LAL 0.317918 0.345328 28.0 27.745455 240.545455 73.012986 \n",
"CHA 0.328962 0.329911 27.0 27.622642 243.603774 73.175016 \n",
"MIL 0.342447 0.353021 27.5 26.592593 241.759259 71.596779 \n",
"ORL 0.333711 0.341450 26.5 26.903846 243.942308 72.804612 \n",
"DAL 0.329525 0.336369 28.0 27.381818 243.890909 72.448525 \n",
"CHI 0.327660 0.319251 26.5 28.211538 244.461538 71.893276 \n",
"MEM 0.330626 0.352830 27.0 26.150943 242.679245 71.941656 \n",
"TOR 0.344632 0.335393 26.5 25.826923 241.230769 70.851355 \n",
"CLE 0.349094 0.330353 26.5 27.884615 242.480769 71.062315 \n",
"MIA 0.337914 0.324925 27.0 27.830189 241.415094 69.785696 \n",
"NY 0.329952 0.329453 28.0 27.000000 242.272727 70.608333 \n",
"UTA 0.345262 0.341631 26.5 28.288462 243.769231 70.176708 \n",
"\n",
" oposs pace \n",
"team \n",
"SAC 77.593837 76.621792 \n",
"GS 78.277066 76.030494 \n",
"WAS 75.011219 75.473898 \n",
"PHO 74.218087 75.132479 \n",
"HOU 75.116099 74.480829 \n",
"PHI 74.860107 74.463330 \n",
"BOS 74.299212 74.188317 \n",
"ATL 74.683926 73.814799 \n",
"IND 74.510226 73.581099 \n",
"LAC 74.669649 73.193335 \n",
"OKC 74.804447 73.109237 \n",
"NO 72.708103 72.881142 \n",
"MIN 73.343588 72.427985 \n",
"DEN 71.901869 72.122269 \n",
"SA 73.043778 72.015173 \n",
"DET 71.891790 71.951386 \n",
"POR 71.923938 71.949482 \n",
"BKN 71.942535 71.930192 \n",
"LAL 71.094804 71.891776 \n",
"CHA 72.712752 71.862226 \n",
"MIL 72.281964 71.440467 \n",
"ORL 72.208458 71.314507 \n",
"DAL 72.339434 71.271831 \n",
"CHI 72.806737 71.065164 \n",
"MEM 71.045430 70.750309 \n",
"TOR 71.255201 70.693405 \n",
"CLE 71.052700 70.373662 \n",
"MIA 71.691356 70.362175 \n",
"NY 70.662879 69.967583 \n",
"UTA 69.628631 68.850870 "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby('team').mean().sort('pace', ascending=False, inplace=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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