get-relative-off-def-efficiency.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e2ca0213-cc65-44e5-82f7-239f66808cf5",
   "metadata": {},
   "source": [
    "This endpoint can be used to get each team's relative offensive and defensive efficiency relative to the league average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3b6aa15b-ee1b-43af-9da6-a130d672a1ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8933b11e-efe4-4d58-ae50-b9d03857ee83",
   "metadata": {},
   "source": [
    "### NBA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c3201249-9d52-4f1d-9f36-3fd109c5a682",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'season': '2010-11',\n",
       "  'team': 'GSW',\n",
       "  'rel_ortg': 0.65984845517683,\n",
       "  'rel_drtg': -3.18108332805829},\n",
       " {'season': '2019-20',\n",
       "  'team': 'SAC',\n",
       "  'rel_ortg': -0.84630975586291,\n",
       "  'rel_drtg': -1.43540994815054},\n",
       " {'season': '2007-08',\n",
       "  'team': 'SAS',\n",
       "  'rel_ortg': -0.49732295560704,\n",
       "  'rel_drtg': 5.59280393931286},\n",
       " {'season': '2010-11',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -2.42052904377413,\n",
       "  'rel_drtg': 1.35885237949036},\n",
       " {'season': '2017-18',\n",
       "  'team': 'MIL',\n",
       "  'rel_ortg': 1.11743920631033,\n",
       "  'rel_drtg': -1.41953867244047},\n",
       " {'season': '2019-20',\n",
       "  'team': 'LAC',\n",
       "  'rel_ortg': 3.23579172996162,\n",
       "  'rel_drtg': 2.99953177134117},\n",
       " {'season': '2008-09',\n",
       "  'team': 'NJN',\n",
       "  'rel_ortg': -0.00590721460695,\n",
       "  'rel_drtg': -2.63900079495926},\n",
       " {'season': '2002-03',\n",
       "  'team': 'UTA',\n",
       "  'rel_ortg': 1.7427420388869,\n",
       "  'rel_drtg': 1.08886993300848},\n",
       " {'season': '2002-03',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': -3.4307620276859563,\n",
       "  'rel_drtg': -2.10319548950498},\n",
       " {'season': '2019-20',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 0.19549534006593,\n",
       "  'rel_drtg': -4.81755189914609},\n",
       " {'season': '2011-12',\n",
       "  'team': 'LAL',\n",
       "  'rel_ortg': 1.33958090104465,\n",
       "  'rel_drtg': 0.34924388123582},\n",
       " {'season': '2017-18',\n",
       "  'team': 'CHA',\n",
       "  'rel_ortg': 0.98763577880355,\n",
       "  'rel_drtg': -0.95955436070029},\n",
       " {'season': '2005-06',\n",
       "  'team': 'TOR',\n",
       "  'rel_ortg': 3.14245176010789,\n",
       "  'rel_drtg': -6.20885220894369},\n",
       " {'season': '2008-09',\n",
       "  'team': 'LAL',\n",
       "  'rel_ortg': 4.30001432721532,\n",
       "  'rel_drtg': 3.5819863555992},\n",
       " {'season': '2011-12',\n",
       "  'team': 'NJN',\n",
       "  'rel_ortg': -1.73667932923227,\n",
       "  'rel_drtg': -4.6589803656443},\n",
       " {'season': '2018-19',\n",
       "  'team': 'PHX',\n",
       "  'rel_ortg': -4.54711250357687,\n",
       "  'rel_drtg': -4.64491221288323},\n",
       " {'season': '2015-16',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': -1.01370968206354,\n",
       "  'rel_drtg': 0.41409194803193},\n",
       " {'season': '2014-15',\n",
       "  'team': 'MEM',\n",
       "  'rel_ortg': 0.19248512286579,\n",
       "  'rel_drtg': 3.4418139067604},\n",
       " {'season': '2006-07',\n",
       "  'team': 'SAC',\n",
       "  'rel_ortg': -0.27768054526929,\n",
       "  'rel_drtg': -1.3123835285824},\n",
       " {'season': '2003-04',\n",
       "  'team': 'LAC',\n",
       "  'rel_ortg': 0.44388951288313,\n",
       "  'rel_drtg': -5.36946211570942},\n",
       " {'season': '2007-08',\n",
       "  'team': 'MIL',\n",
       "  'rel_ortg': -2.33110695005351,\n",
       "  'rel_drtg': -5.04341859749357},\n",
       " {'season': '2021-22',\n",
       "  'team': 'NYK',\n",
       "  'rel_ortg': -1.59587601952776,\n",
       "  'rel_drtg': 1.4264299053889},\n",
       " {'season': '2010-11',\n",
       "  'team': 'TOR',\n",
       "  'rel_ortg': -1.11602252729274,\n",
       "  'rel_drtg': -5.4343999025854},\n",
       " {'season': '2018-19',\n",
       "  'team': 'PHI',\n",
       "  'rel_ortg': 1.99505016756826,\n",
       "  'rel_drtg': 0.91144060046643},\n",
       " {'season': '2005-06',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -1.95944801454134,\n",
       "  'rel_drtg': 3.84778104962134},\n",
       " {'season': '2003-04',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': -4.465156940821291,\n",
       "  'rel_drtg': -1.45801230779947},\n",
       " {'season': '2020-21',\n",
       "  'team': 'SAC',\n",
       "  'rel_ortg': 1.02929345597421,\n",
       "  'rel_drtg': -4.86288555408449},\n",
       " {'season': '2004-05',\n",
       "  'team': 'CLE',\n",
       "  'rel_ortg': 0.44515280616726,\n",
       "  'rel_drtg': 0.07246694937485},\n",
       " {'season': '2015-16',\n",
       "  'team': 'LAC',\n",
       "  'rel_ortg': 1.69995287181961,\n",
       "  'rel_drtg': 2.59383655885552},\n",
       " {'season': '2007-08',\n",
       "  'team': 'CHA',\n",
       "  'rel_ortg': -2.59614642009289,\n",
       "  'rel_drtg': -2.13251532911681},\n",
       " {'season': '2001-02',\n",
       "  'team': 'DET',\n",
       "  'rel_ortg': 0.26623019958849,\n",
       "  'rel_drtg': 2.13970425624417},\n",
       " {'season': '2003-04',\n",
       "  'team': 'SAC',\n",
       "  'rel_ortg': 7.2668648474975,\n",
       "  'rel_drtg': -1.77947253605407},\n",
       " {'season': '2020-21',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': -0.99702076412928,\n",
       "  'rel_drtg': -0.74643416776464},\n",
       " {'season': '2006-07',\n",
       "  'team': 'LAC',\n",
       "  'rel_ortg': -1.30392844549906,\n",
       "  'rel_drtg': 0.93581667148368},\n",
       " {'season': '2021-22',\n",
       "  'team': 'HOU',\n",
       "  'rel_ortg': -3.38985599661495,\n",
       "  'rel_drtg': -5.2140230769622},\n",
       " {'season': '2012-13',\n",
       "  'team': 'UTA',\n",
       "  'rel_ortg': 0.75775175849749,\n",
       "  'rel_drtg': -0.8789785593499},\n",
       " {'season': '2012-13',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': -2.38104913356168,\n",
       "  'rel_drtg': 2.67736332202909},\n",
       " {'season': '2005-06',\n",
       "  'team': 'GSW',\n",
       "  'rel_ortg': -1.70231316477306,\n",
       "  'rel_drtg': -0.14424792216276},\n",
       " {'season': '2017-18',\n",
       "  'team': 'SAS',\n",
       "  'rel_ortg': -0.95638033538952,\n",
       "  'rel_drtg': 3.90898833750247},\n",
       " {'season': '2013-14',\n",
       "  'team': 'BOS',\n",
       "  'rel_ortg': -4.03402787873554,\n",
       "  'rel_drtg': -0.92863789835564},\n",
       " {'season': '2015-16',\n",
       "  'team': 'SAC',\n",
       "  'rel_ortg': -0.50052725181278,\n",
       "  'rel_drtg': -1.96515961810098},\n",
       " {'season': '2006-07',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 3.28234878845947,\n",
       "  'rel_drtg': -4.16212483561553},\n",
       " {'season': '2020-21',\n",
       "  'team': 'LAC',\n",
       "  'rel_ortg': 4.89533660774462,\n",
       "  'rel_drtg': 1.26497584610548},\n",
       " {'season': '2011-12',\n",
       "  'team': 'OKC',\n",
       "  'rel_ortg': 4.74048104894656,\n",
       "  'rel_drtg': 1.390511536955},\n",
       " {'season': '2016-17',\n",
       "  'team': 'BOS',\n",
       "  'rel_ortg': 2.59138564925026,\n",
       "  'rel_drtg': 0.08174808799883},\n",
       " {'season': '2008-09',\n",
       "  'team': 'OKC',\n",
       "  'rel_ortg': -5.68170166427254,\n",
       "  'rel_drtg': -0.65103009519591},\n",
       " {'season': '2009-10',\n",
       "  'team': 'CLE',\n",
       "  'rel_ortg': 4.0579285169465,\n",
       "  'rel_drtg': 3.11574856820022},\n",
       " {'season': '2018-19',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': -5.42593463314971,\n",
       "  'rel_drtg': -3.00924771595042},\n",
       " {'season': '2015-16',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -1.04815158174453,\n",
       "  'rel_drtg': 4.58892720186266},\n",
       " {'season': '2018-19',\n",
       "  'team': 'UTA',\n",
       "  'rel_ortg': 0.58635295560957,\n",
       "  'rel_drtg': 4.68794854405758},\n",
       " {'season': '2015-16',\n",
       "  'team': 'POR',\n",
       "  'rel_ortg': 2.19122138408894,\n",
       "  'rel_drtg': -1.51027153646301},\n",
       " {'season': '2002-03',\n",
       "  'team': 'PHX',\n",
       "  'rel_ortg': 0.33375709809479,\n",
       "  'rel_drtg': 0.96389729888782},\n",
       " {'season': '2019-20',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': -2.6360941871315,\n",
       "  'rel_drtg': -1.44939008816252},\n",
       " {'season': '2017-18',\n",
       "  'team': 'NYK',\n",
       "  'rel_ortg': -1.63567312374996,\n",
       "  'rel_drtg': -1.78239081927287},\n",
       " {'season': '2019-20',\n",
       "  'team': 'NOP',\n",
       "  'rel_ortg': 0.26189059595222,\n",
       "  'rel_drtg': -1.6253324577062},\n",
       " {'season': '2010-11',\n",
       "  'team': 'DAL',\n",
       "  'rel_ortg': 2.32602451773858,\n",
       "  'rel_drtg': 2.26713131443729},\n",
       " {'season': '2003-04',\n",
       "  'team': 'POR',\n",
       "  'rel_ortg': 0.63788113338018,\n",
       "  'rel_drtg': -2.19631590087804},\n",
       " {'season': '2003-04',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -2.39308581039724,\n",
       "  'rel_drtg': -2.70315706832974},\n",
       " {'season': '2012-13',\n",
       "  'team': 'PHI',\n",
       "  'rel_ortg': -3.86006491283402,\n",
       "  'rel_drtg': 0.22861706723106},\n",
       " {'season': '2014-15',\n",
       "  'team': 'MIA',\n",
       "  'rel_ortg': -1.53169191896206,\n",
       "  'rel_drtg': -1.12950574680678},\n",
       " {'season': '2020-21',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': 2.64272056163596,\n",
       "  'rel_drtg': -0.28596075356371},\n",
       " {'season': '2017-18',\n",
       "  'team': 'HOU',\n",
       "  'rel_ortg': 6.13195774628465,\n",
       "  'rel_drtg': 2.18501176565062},\n",
       " {'season': '2020-21',\n",
       "  'team': 'POR',\n",
       "  'rel_ortg': 5.23161411077197,\n",
       "  'rel_drtg': -3.92062876886246},\n",
       " {'season': '2010-11',\n",
       "  'team': 'DEN',\n",
       "  'rel_ortg': 5.29463773247734,\n",
       "  'rel_drtg': -0.39961019948158},\n",
       " {'season': '2021-22',\n",
       "  'team': 'SAS',\n",
       "  'rel_ortg': 0.58068971400031,\n",
       "  'rel_drtg': -0.33490010334991},\n",
       " {'season': '2006-07',\n",
       "  'team': 'POR',\n",
       "  'rel_ortg': -1.27188747930551,\n",
       "  'rel_drtg': -3.27382378215257},\n",
       " {'season': '2006-07',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -3.50419729752394,\n",
       "  'rel_drtg': -1.55257138188877},\n",
       " {'season': '2007-08',\n",
       "  'team': 'HOU',\n",
       "  'rel_ortg': -0.77337751355159,\n",
       "  'rel_drtg': 5.95109121594956},\n",
       " {'season': '2001-02',\n",
       "  'team': 'CLE',\n",
       "  'rel_ortg': 0.16391194289308,\n",
       "  'rel_drtg': -3.69725177156601},\n",
       " {'season': '2006-07',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': -2.768202036472,\n",
       "  'rel_drtg': -1.09677401487724},\n",
       " {'season': '2020-21',\n",
       "  'team': 'NOP',\n",
       "  'rel_ortg': 1.3356535172651,\n",
       "  'rel_drtg': -1.54715130357461},\n",
       " {'season': '2012-13',\n",
       "  'team': 'PHX',\n",
       "  'rel_ortg': -4.63203575372359,\n",
       "  'rel_drtg': -1.93699328385254},\n",
       " {'season': '2011-12',\n",
       "  'team': 'ORL',\n",
       "  'rel_ortg': 0.50893735623001,\n",
       "  'rel_drtg': 0.42366813268523},\n",
       " {'season': '2020-21',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': -2.36750001385749,\n",
       "  'rel_drtg': -2.88633427247722},\n",
       " {'season': '2009-10',\n",
       "  'team': 'DET',\n",
       "  'rel_ortg': -1.99929771507191,\n",
       "  'rel_drtg': -3.6887019453231},\n",
       " {'season': '2005-06',\n",
       "  'team': 'DEN',\n",
       "  'rel_ortg': -0.47410030102363,\n",
       "  'rel_drtg': 0.88006249958435},\n",
       " {'season': '2000-01',\n",
       "  'team': 'BOS',\n",
       "  'rel_ortg': -1.44835043856879,\n",
       "  'rel_drtg': -0.90326637479982},\n",
       " {'season': '2008-09',\n",
       "  'team': 'ORL',\n",
       "  'rel_ortg': 1.3628680121189,\n",
       "  'rel_drtg': 6.01675788614488},\n",
       " {'season': '2015-16',\n",
       "  'team': 'NOP',\n",
       "  'rel_ortg': -1.06759696750411,\n",
       "  'rel_drtg': -3.06494678422432},\n",
       " {'season': '2005-06',\n",
       "  'team': 'DAL',\n",
       "  'rel_ortg': 5.0576336902739,\n",
       "  'rel_drtg': 1.33502301950144},\n",
       " {'season': '2007-08',\n",
       "  'team': 'NYK',\n",
       "  'rel_ortg': -2.90624747610633,\n",
       "  'rel_drtg': -4.2950447562737},\n",
       " {'season': '2021-22',\n",
       "  'team': 'MIL',\n",
       "  'rel_ortg': 2.95163651617336,\n",
       "  'rel_drtg': 0.27919168721247},\n",
       " {'season': '2003-04',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': 2.98824240806644,\n",
       "  'rel_drtg': 3.0825591362284976},\n",
       " {'season': '2019-20',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -3.27674239350824,\n",
       "  'rel_drtg': -4.28683105125202},\n",
       " {'season': '2019-20',\n",
       "  'team': 'POR',\n",
       "  'rel_ortg': 3.12000744258368,\n",
       "  'rel_drtg': -4.32426886039653},\n",
       " {'season': '2021-22',\n",
       "  'team': 'CHA',\n",
       "  'rel_ortg': 2.21916351745342,\n",
       "  'rel_drtg': -1.47782640967491},\n",
       " {'season': '2002-03',\n",
       "  'team': 'PHI',\n",
       "  'rel_ortg': 0.99045551678246,\n",
       "  'rel_drtg': 1.55794189296218},\n",
       " {'season': '2004-05',\n",
       "  'team': 'DET',\n",
       "  'rel_ortg': -0.55948264050247,\n",
       "  'rel_drtg': 4.73415991969214},\n",
       " {'season': '2015-16',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': 0.15893235696209,\n",
       "  'rel_drtg': -3.42749189701585},\n",
       " {'season': '2011-12',\n",
       "  'team': 'DET',\n",
       "  'rel_ortg': -3.64041591978933,\n",
       "  'rel_drtg': -1.71706170842458},\n",
       " {'season': '2002-03',\n",
       "  'team': 'MEM',\n",
       "  'rel_ortg': 0.39272939313798,\n",
       "  'rel_drtg': -3.66253321632421},\n",
       " {'season': '2009-10',\n",
       "  'team': 'ORL',\n",
       "  'rel_ortg': 4.19750511194816,\n",
       "  'rel_drtg': 3.80998655145402},\n",
       " {'season': '2008-09',\n",
       "  'team': 'DET',\n",
       "  'rel_ortg': -1.04146984302763,\n",
       "  'rel_drtg': 0.5614510515057},\n",
       " {'season': '2000-01',\n",
       "  'team': 'TOR',\n",
       "  'rel_ortg': 2.94678587594508,\n",
       "  'rel_drtg': -0.46466170064873},\n",
       " {'season': '2019-20',\n",
       "  'team': 'HOU',\n",
       "  'rel_ortg': 2.29784133805897,\n",
       "  'rel_drtg': 0.25548768295678},\n",
       " {'season': '2017-18',\n",
       "  'team': 'NOP',\n",
       "  'rel_ortg': 0.898599939719,\n",
       "  'rel_drtg': 0.53208925318086},\n",
       " {'season': '2007-08',\n",
       "  'team': 'POR',\n",
       "  'rel_ortg': -0.24816470341975,\n",
       "  'rel_drtg': -0.84832652465042},\n",
       " {'season': '2004-05',\n",
       "  'team': 'ORL',\n",
       "  'rel_ortg': -1.30967847110287,\n",
       "  'rel_drtg': -1.12615909585557},\n",
       " {'season': '2007-08',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -0.69813878054206,\n",
       "  'rel_drtg': -1.0033934301826},\n",
       " {'season': '2005-06',\n",
       "  'team': 'SAS',\n",
       "  'rel_ortg': 1.25760367537786,\n",
       "  'rel_drtg': 6.289533074849522},\n",
       " {'season': '2017-18',\n",
       "  'team': 'GSW',\n",
       "  'rel_ortg': 5.09422244198366,\n",
       "  'rel_drtg': 1.36687087373956},\n",
       " {'season': '2019-20',\n",
       "  'team': 'NYK',\n",
       "  'rel_ortg': -4.08644289819969,\n",
       "  'rel_drtg': -2.30900045270306},\n",
       " {'season': '2000-01',\n",
       "  'team': 'POR',\n",
       "  'rel_ortg': 3.43136771444616,\n",
       "  'rel_drtg': 0.95947514735304},\n",
       " {'season': '2003-04',\n",
       "  'team': 'NOH',\n",
       "  'rel_ortg': -0.86327842562877,\n",
       "  'rel_drtg': 0.5080526930979},\n",
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       "  'team': 'NJN',\n",
       "  'rel_ortg': 0.16227702316279,\n",
       "  'rel_drtg': 5.6669464014653625},\n",
       " {'season': '2008-09',\n",
       "  'team': 'UTA',\n",
       "  'rel_ortg': 1.46258605405517,\n",
       "  'rel_drtg': 1.11804288689071},\n",
       " {'season': '2011-12',\n",
       "  'team': 'UTA',\n",
       "  'rel_ortg': 1.99698224429182,\n",
       "  'rel_drtg': -1.52157879873925},\n",
       " {'season': '2002-03',\n",
       "  'team': 'LAL',\n",
       "  'rel_ortg': 3.48145799833027,\n",
       "  'rel_drtg': -1.28868029576793},\n",
       " {'season': '2011-12',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': 2.92687664009082,\n",
       "  'rel_drtg': 6.190436692154355},\n",
       " {'season': '2010-11',\n",
       "  'team': 'CHA',\n",
       "  'rel_ortg': -3.63748962046668,\n",
       "  'rel_drtg': -0.77071602873097},\n",
       " {'season': '2009-10',\n",
       "  'team': 'MIA',\n",
       "  'rel_ortg': -0.6852537567754,\n",
       "  'rel_drtg': 3.38521160015533}]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://api.pbpstats.com/get-relative-off-def-efficiency/nba\"\n",
    "response = requests.get(url)\n",
    "response_json = response.json()\n",
    "response_json['results']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96072a6d-28e8-4627-976f-256c011c4d37",
   "metadata": {},
   "source": [
    "### WNBA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00e0482d-8bf0-4988-8a15-7aa0d3e61790",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'season': '2022',\n",
       "  'team': 'DAL',\n",
       "  'rel_ortg': 3.96594197337231,\n",
       "  'rel_drtg': 0.31533473578394},\n",
       " {'season': '2021',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': 3.6590549072425964,\n",
       "  'rel_drtg': 9.09157053743859},\n",
       " {'season': '2018',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -2.949270104468828,\n",
       "  'rel_drtg': 5.767061868168187},\n",
       " {'season': '2015',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': -5.29579667753146,\n",
       "  'rel_drtg': -1.7141393432938548},\n",
       " {'season': '2014',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': -3.296717493908169,\n",
       "  'rel_drtg': -2.3213998387194903},\n",
       " {'season': '2013',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': -1.4382487194530784,\n",
       "  'rel_drtg': -1.7822659952441249},\n",
       " {'season': '2011',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 8.465987769554035,\n",
       "  'rel_drtg': -4.764495270740604},\n",
       " {'season': '2011',\n",
       "  'team': 'TUL',\n",
       "  'rel_ortg': -9.516247630087186,\n",
       "  'rel_drtg': -7.320934814521535},\n",
       " {'season': '2016',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 2.484810366386425,\n",
       "  'rel_drtg': -0.7748944598901353},\n",
       " {'season': '2010',\n",
       "  'team': 'TUL',\n",
       "  'rel_ortg': -7.588992024760849,\n",
       "  'rel_drtg': -6.463827848511766},\n",
       " {'season': '2010',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 7.854456693367786,\n",
       "  'rel_drtg': -8.132450983752657},\n",
       " {'season': '2009',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': -1.7141019732098912,\n",
       "  'rel_drtg': 1.9285578581468987},\n",
       " {'season': '2022',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -14.439503716681015,\n",
       "  'rel_drtg': -4.21330223328518},\n",
       " {'season': '2022',\n",
       "  'team': 'LVA',\n",
       "  'rel_ortg': 10.49922177351506,\n",
       "  'rel_drtg': 2.1828877835944938},\n",
       " {'season': '2009',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': 1.1306392717030092,\n",
       "  'rel_drtg': -2.6677340663873093},\n",
       " {'season': '2019',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': -0.7189270307111602,\n",
       "  'rel_drtg': -0.6575999739613972},\n",
       " {'season': '2022',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 3.61127235243036,\n",
       "  'rel_drtg': 4.249787976637283},\n",
       " {'season': '2012',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -3.8461130454507715,\n",
       "  'rel_drtg': -1.6147699909551143},\n",
       " {'season': '2018',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -7.4398112432117305,\n",
       "  'rel_drtg': -4.399829071512882},\n",
       " {'season': '2015',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': -9.240496437095633,\n",
       "  'rel_drtg': -2.0591186781061848},\n",
       " {'season': '2017',\n",
       "  'team': 'DAL',\n",
       "  'rel_ortg': 1.7173177934871713,\n",
       "  'rel_drtg': -5.419518370687752},\n",
       " {'season': '2014',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': 2.0413613510294604,\n",
       "  'rel_drtg': -4.48204476332791},\n",
       " {'season': '2013',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': -3.3835719950863834,\n",
       "  'rel_drtg': -4.295958940654265},\n",
       " {'season': '2021',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': 3.273876721320306,\n",
       "  'rel_drtg': 2.3006467774377573},\n",
       " {'season': '2020',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': 4.453031686924755,\n",
       "  'rel_drtg': 0.5504121182774151},\n",
       " {'season': '2015',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': 0.46590617414163427,\n",
       "  'rel_drtg': -2.2572935972816146},\n",
       " {'season': '2018',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': -1.253799584808178,\n",
       "  'rel_drtg': -6.477871895153312},\n",
       " {'season': '2015',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 0.45752780382948016,\n",
       "  'rel_drtg': 2.648978726671982},\n",
       " {'season': '2014',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': -1.7314252763285345,\n",
       "  'rel_drtg': -0.18033460558060024},\n",
       " {'season': '2013',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': -6.142668935440905,\n",
       "  'rel_drtg': -1.3117222286353056},\n",
       " {'season': '2012',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': -8.17043225362525,\n",
       "  'rel_drtg': -4.384245176608235},\n",
       " {'season': '2014',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': -2.5217009475187817,\n",
       "  'rel_drtg': 3.0643948651550614},\n",
       " {'season': '2013',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': -1.1885231063098565,\n",
       "  'rel_drtg': 1.3758493635754618},\n",
       " {'season': '2012',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': 3.844525399328264,\n",
       "  'rel_drtg': 1.7689471137845452},\n",
       " {'season': '2011',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': 0.5275114287298347,\n",
       "  'rel_drtg': 1.5904778508303186},\n",
       " {'season': '2020',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 1.9414490750781348,\n",
       "  'rel_drtg': 0.564364903602185},\n",
       " {'season': '2017',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': -6.816703613240654,\n",
       "  'rel_drtg': -1.8001911598112414},\n",
       " {'season': '2020',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -0.6500353648983052,\n",
       "  'rel_drtg': -8.995054185696215},\n",
       " {'season': '2010',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -0.04604231428812421,\n",
       "  'rel_drtg': 3.1253991414640647},\n",
       " {'season': '2018',\n",
       "  'team': 'LAS',\n",
       "  'rel_ortg': -1.668794804992408,\n",
       "  'rel_drtg': 4.358736095009348},\n",
       " {'season': '2009',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': -0.7294719826318435,\n",
       "  'rel_drtg': 3.487717214091131},\n",
       " {'season': '2017',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -0.48835495451738864,\n",
       "  'rel_drtg': 4.215376958069567},\n",
       " {'season': '2019',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -8.897576250577954,\n",
       "  'rel_drtg': -0.6057737947972173},\n",
       " {'season': '2017',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 2.4563729466197213,\n",
       "  'rel_drtg': -1.3833180473587114},\n",
       " {'season': '2022',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': -3.2507782264849365,\n",
       "  'rel_drtg': 1.9986125993193096},\n",
       " {'season': '2017',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': 3.5368029081772714,\n",
       "  'rel_drtg': 2.3608660684644587},\n",
       " {'season': '2018',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': -2.221163274470098,\n",
       "  'rel_drtg': 3.332110702221678},\n",
       " {'season': '2020',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': 3.498571605275065,\n",
       "  'rel_drtg': -0.2456271296721449},\n",
       " {'season': '2018',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': 5.0690093662263225,\n",
       "  'rel_drtg': 3.885879793989298},\n",
       " {'season': '2016',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': -9.599240737748504,\n",
       "  'rel_drtg': -0.8525343665738153},\n",
       " {'season': '2022',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': -2.2249343446283967,\n",
       "  'rel_drtg': -8.95079835009164},\n",
       " {'season': '2009',\n",
       "  'team': 'LAS',\n",
       "  'rel_ortg': -1.6155525101992287,\n",
       "  'rel_drtg': 3.0085460240670883},\n",
       " {'season': '2011',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -0.3065858634207431,\n",
       "  'rel_drtg': 2.005994156632352},\n",
       " {'season': '2016',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -2.3575582087804947,\n",
       "  'rel_drtg': 3.1627140535281346},\n",
       " {'season': '2021',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -5.049451565584175,\n",
       "  'rel_drtg': -7.468199221533446},\n",
       " {'season': '2019',\n",
       "  'team': 'DAL',\n",
       "  'rel_ortg': -4.695702250245151,\n",
       "  'rel_drtg': -3.1169653873579573},\n",
       " {'season': '2011',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': -0.11480641447601535,\n",
       "  'rel_drtg': 3.1384672308369277},\n",
       " {'season': '2021',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 4.1320649839497765,\n",
       "  'rel_drtg': -0.5765000493644463},\n",
       " {'season': '2016',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 0.18087607702943526,\n",
       "  'rel_drtg': -2.041623844580115},\n",
       " {'season': '2016',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': -0.9340608206875247,\n",
       "  'rel_drtg': -0.9016933236984253},\n",
       " {'season': '2021',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': 0.5850370515466463,\n",
       "  'rel_drtg': 1.1065011838412337},\n",
       " {'season': '2015',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': 0.03335692748421328,\n",
       "  'rel_drtg': -2.278603463094915},\n",
       " {'season': '2009',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': 1.6180082192118892,\n",
       "  'rel_drtg': -5.102371729000479},\n",
       " {'season': '2012',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -1.8514142130911597,\n",
       "  'rel_drtg': 5.587826075519593},\n",
       " {'season': '2011',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': 0.8104909212040147,\n",
       "  'rel_drtg': 3.3781677564635357},\n",
       " {'season': '2022',\n",
       "  'team': 'LAS',\n",
       "  'rel_ortg': -2.5851278199808716,\n",
       "  'rel_drtg': 0.55094829451215},\n",
       " {'season': '2014',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -1.3906646560064715,\n",
       "  'rel_drtg': 3.8802714550254596},\n",
       " {'season': '2013',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -1.8590348772487804,\n",
       "  'rel_drtg': 3.988117455478644},\n",
       " {'season': '2011',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': -5.462061237020571,\n",
       "  'rel_drtg': -5.035311776509294},\n",
       " {'season': '2020',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': 5.362986069245605,\n",
       "  'rel_drtg': 8.94194884553868},\n",
       " {'season': '2019',\n",
       "  'team': 'LVA',\n",
       "  'rel_ortg': 0.4628331213408573,\n",
       "  'rel_drtg': 3.646262453251538},\n",
       " {'season': '2021',\n",
       "  'team': 'LAS',\n",
       "  'rel_ortg': -8.453719761884763,\n",
       "  'rel_drtg': 2.7612139100241593},\n",
       " {'season': '2010',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 0.11100340668382579,\n",
       "  'rel_drtg': 4.872513460095458},\n",
       " {'season': '2009',\n",
       "  'team': 'DET',\n",
       "  'rel_ortg': -1.093775030211477,\n",
       "  'rel_drtg': 1.3547035927856328},\n",
       " {'season': '2009',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -1.894976008058048,\n",
       "  'rel_drtg': 5.518175478715146},\n",
       " {'season': '2019',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -3.492461221834805,\n",
       "  'rel_drtg': -5.348200870661577},\n",
       " {'season': '2010',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': -0.3994671514360042,\n",
       "  'rel_drtg': 1.6879640299794143},\n",
       " {'season': '2009',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 9.94168692311496,\n",
       "  'rel_drtg': -5.855172259331599},\n",
       " {'season': '2022',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': 1.80470753565912,\n",
       "  'rel_drtg': 6.767192367899078},\n",
       " {'season': '2016',\n",
       "  'team': 'DAL',\n",
       "  'rel_ortg': -1.2613445667121248,\n",
       "  'rel_drtg': -5.417313518595575},\n",
       " {'season': '2019',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': 1.5938822984829972,\n",
       "  'rel_drtg': 2.146105289101188},\n",
       " {'season': '2010',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': 2.5408198330358758,\n",
       "  'rel_drtg': 1.837283189408441},\n",
       " {'season': '2022',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -5.188718810573557,\n",
       "  'rel_drtg': -4.73803986446959},\n",
       " {'season': '2019',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 14.740516293116247,\n",
       "  'rel_drtg': 0.2596566693854802},\n",
       " {'season': '2017',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -5.535557343424107,\n",
       "  'rel_drtg': 0.7122221211989886},\n",
       " {'season': '2009',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': -0.10494555949101404,\n",
       "  'rel_drtg': -4.540815183830709},\n",
       " {'season': '2022',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 1.54088844018173,\n",
       "  'rel_drtg': -8.37698802524397},\n",
       " {'season': '2021',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': 2.3738405662952364,\n",
       "  'rel_drtg': 2.780449825988297},\n",
       " {'season': '2010',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': -0.7536918581390942,\n",
       "  'rel_drtg': -3.501223077396356},\n",
       " {'season': '2021',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -3.130033824726492,\n",
       "  'rel_drtg': -4.214042395780866},\n",
       " {'season': '2017',\n",
       "  'team': 'MIN',\n",
       "  'rel_ortg': 6.142531872318552,\n",
       "  'rel_drtg': 7.848726794109137},\n",
       " {'season': '2015',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': 6.557218168966955,\n",
       "  'rel_drtg': -1.3452010054452346},\n",
       " {'season': '2018',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': 5.387218340652852,\n",
       "  'rel_drtg': 1.890319825979588},\n",
       " {'season': '2018',\n",
       "  'team': 'WAS',\n",
       "  'rel_ortg': 4.118093739811032,\n",
       "  'rel_drtg': -0.593253979289002},\n",
       " {'season': '2014',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': -1.870446997383165,\n",
       "  'rel_drtg': -0.7864741001027802},\n",
       " {'season': '2013',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': 5.106768223336605,\n",
       "  'rel_drtg': 2.4131174377917124},\n",
       " {'season': '2012',\n",
       "  'team': 'CHI',\n",
       "  'rel_ortg': -2.4170179005545136,\n",
       "  'rel_drtg': 1.547726608119238},\n",
       " {'season': '2015',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 0.6222018492856076,\n",
       "  'rel_drtg': 3.051428346936021},\n",
       " {'season': '2014',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -1.0267389398092306,\n",
       "  'rel_drtg': -0.23194219316931022},\n",
       " {'season': '2013',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -1.7911778795663624,\n",
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       " {'season': '2022',\n",
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       "  'rel_drtg': -3.9093301691800053},\n",
       " {'season': '2021',\n",
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       " {'season': '2021',\n",
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       " {'season': '2021',\n",
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       " {'season': '2010',\n",
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       " {'season': '2009',\n",
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       " {'season': '2020',\n",
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       " {'season': '2016',\n",
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       " {'season': '2016',\n",
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       "  'team': 'CHI',\n",
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       " {'season': '2021',\n",
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       "  'rel_ortg': 2.0422545765274265,\n",
       "  'rel_drtg': -2.4304157253108363},\n",
       " {'season': '2019',\n",
       "  'team': 'IND',\n",
       "  'rel_ortg': -0.674435107684208,\n",
       "  'rel_drtg': -3.1092050734250174},\n",
       " {'season': '2011',\n",
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       "  'rel_ortg': 0.5390252715403646,\n",
       "  'rel_drtg': -4.807456236589255},\n",
       " {'season': '2022',\n",
       "  'team': 'CON',\n",
       "  'rel_ortg': 8.36078768451422,\n",
       "  'rel_drtg': 9.79749539820211},\n",
       " {'season': '2017',\n",
       "  'team': 'SEA',\n",
       "  'rel_ortg': 2.9129253468533514,\n",
       "  'rel_drtg': -2.8323468228952313},\n",
       " {'season': '2009',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -3.0652401544668653,\n",
       "  'rel_drtg': 2.1427410941603164},\n",
       " {'season': '2018',\n",
       "  'team': 'PHO',\n",
       "  'rel_ortg': 4.307940513642012,\n",
       "  'rel_drtg': -0.973181329266062},\n",
       " {'season': '2015',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -1.3465532333997823,\n",
       "  'rel_drtg': 5.3885151465641},\n",
       " {'season': '2014',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -5.781834095618123,\n",
       "  'rel_drtg': 1.8166239315857082},\n",
       " {'season': '2013',\n",
       "  'team': 'NYL',\n",
       "  'rel_ortg': -8.04665404908603,\n",
       "  'rel_drtg': -1.1980907227408621},\n",
       " {'season': '2020',\n",
       "  'team': 'LAS',\n",
       "  'rel_ortg': 1.905522631331285,\n",
       "  'rel_drtg': 3.568645678117866},\n",
       " {'season': '2012',\n",
       "  'team': 'SAN',\n",
       "  'rel_ortg': 6.805005190244544,\n",
       "  'rel_drtg': -0.21769634461561427},\n",
       " {'season': '2016',\n",
       "  'team': 'ATL',\n",
       "  'rel_ortg': -2.360245665613225,\n",
       "  'rel_drtg': 0.22233744613180473}]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://api.pbpstats.com/get-relative-off-def-efficiency/wnba\"\n",
    "response = requests.get(url)\n",
    "response_json = response.json()\n",
    "response_json['results']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b07519c-840c-4dcc-9e2b-712037add9fe",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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