get-number-of-starter-stats-by-team.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "045a4b42-998e-4090-a178-48d7312209d0",
   "metadata": {},
   "source": [
    "This endpoint can be used to get the frequency and net efficiency for each team by the number of starters on the floor. Starters are defined on a game-by-game basis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c18d75bc-b814-411b-94f0-ddf435b41d38",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9ca3cb1-3e3c-488c-a897-391513adb93e",
   "metadata": {},
   "source": [
    "### NBA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2e88f16c-36bf-4247-be77-9bd759f9032f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'team': 'DEN',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.156364768129474,\n",
       "    'net': 0.710539929199598,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.13352007469654528,\n",
       "    'net': -9.71018121498544,\n",
       "    'frequency_rank': 14,\n",
       "    'net_rank': 28},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.07986305633364457,\n",
       "    'net': -7.847592478286856,\n",
       "    'frequency_rank': 30,\n",
       "    'net_rank': 26},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.07469654528478058,\n",
       "    'net': 11.001775241630114,\n",
       "    'frequency_rank': 30,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.1610333022097728,\n",
       "    'net': 4.992768088743318,\n",
       "    'frequency_rank': 25,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.3945222533457828,\n",
       "    'net': 6.337935254459893,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 8}]},\n",
       " {'team': 'PHX',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.0721693771095428,\n",
       "    'net': 1.7139898710892254,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.148634550475606,\n",
       "    'net': -2.7053805528184682,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 20},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.12666462104940165,\n",
       "    'net': 13.004789567924831,\n",
       "    'frequency_rank': 28,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.12003682111077017,\n",
       "    'net': 10.349687344155626,\n",
       "    'frequency_rank': 28,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.17232279840441853,\n",
       "    'net': 13.504686456860043,\n",
       "    'frequency_rank': 23,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.3601718318502608,\n",
       "    'net': 7.510143695579956,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 5}]},\n",
       " {'team': 'PHI',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.05200810845052578,\n",
       "    'net': 0.33768946812425327,\n",
       "    'frequency_rank': 16,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.10110224249334854,\n",
       "    'net': -9.10977247559434,\n",
       "    'frequency_rank': 22,\n",
       "    'net_rank': 27},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.1588749524895477,\n",
       "    'net': 3.528487804567831,\n",
       "    'frequency_rank': 19,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.14303813505637908,\n",
       "    'net': 7.3344442561524374,\n",
       "    'frequency_rank': 24,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.19479285442797414,\n",
       "    'net': 5.73401345407197,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.35018370708222474,\n",
       "    'net': 2.547668152066862,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 13}]},\n",
       " {'team': 'NYK',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.08319034000635527,\n",
       "    'net': 9.915960501435663,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.11680965999364475,\n",
       "    'net': 10.193509733505252,\n",
       "    'frequency_rank': 18,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.1369558309501112,\n",
       "    'net': -4.262391956405267,\n",
       "    'frequency_rank': 25,\n",
       "    'net_rank': 23},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.1424849062599301,\n",
       "    'net': 4.891646878322376,\n",
       "    'frequency_rank': 25,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.18303145853193517,\n",
       "    'net': -1.8249738132027602,\n",
       "    'frequency_rank': 18,\n",
       "    'net_rank': 18},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.33752780425802353,\n",
       "    'net': -5.877823321266121,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 25}]},\n",
       " {'team': 'ATL',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.07388701833146277,\n",
       "    'net': -4.124554186939534,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 18},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.1687866317495947,\n",
       "    'net': 6.959215647740223,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.11154757451053747,\n",
       "    'net': 0.5464112081786681,\n",
       "    'frequency_rank': 29,\n",
       "    'net_rank': 15},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.12333208629504926,\n",
       "    'net': 1.882182145340039,\n",
       "    'frequency_rank': 26,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.1994637735378476,\n",
       "    'net': -2.285062761931485,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 20},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.3229829155755082,\n",
       "    'net': 2.3885293109634773,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 14}]},\n",
       " {'team': 'DET',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.10896003971208737,\n",
       "    'net': -13.289589925005743,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 26},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.1545668900471581,\n",
       "    'net': -1.9942626913779264,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 18},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.12738893025564657,\n",
       "    'net': -5.378095427925999,\n",
       "    'frequency_rank': 27,\n",
       "    'net_rank': 24},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.11764705882352941,\n",
       "    'net': -1.7973267101977655,\n",
       "    'frequency_rank': 29,\n",
       "    'net_rank': 20},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.1731819310002482,\n",
       "    'net': -6.708970353526965,\n",
       "    'frequency_rank': 22,\n",
       "    'net_rank': 25},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.3182551501613304,\n",
       "    'net': -12.651570236171764,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 29}]},\n",
       " {'team': 'TOR',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.025284450063211124,\n",
       "    'net': -19.06428946512966,\n",
       "    'frequency_rank': 27,\n",
       "    'net_rank': 28},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.05214917825537294,\n",
       "    'net': 0.14810983637390507,\n",
       "    'frequency_rank': 29,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.1508849557522124,\n",
       "    'net': -0.26488122818398097,\n",
       "    'frequency_rank': 23,\n",
       "    'net_rank': 18},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.24348925410872313,\n",
       "    'net': 11.163996915993167,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.21649810366624525,\n",
       "    'net': 1.3344217664806166,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.3116940581542351,\n",
       "    'net': -0.8053560330058644,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 18}]},\n",
       " {'team': 'HOU',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.09039582321515299,\n",
       "    'net': 5.757739770513112,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.15838999514327343,\n",
       "    'net': -14.667647636094827,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 29},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.13525983487129675,\n",
       "    'net': -3.7114573386677563,\n",
       "    'frequency_rank': 26,\n",
       "    'net_rank': 21},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.14819086935405537,\n",
       "    'net': -11.013970287125986,\n",
       "    'frequency_rank': 23,\n",
       "    'net_rank': 30},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.15608305002428363,\n",
       "    'net': -12.533237317777207,\n",
       "    'frequency_rank': 26,\n",
       "    'net_rank': 30},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.31168042739193785,\n",
       "    'net': -8.693489947908972,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 28}]},\n",
       " {'team': 'POR',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.044336509122610376,\n",
       "    'net': -25.858681500769322,\n",
       "    'frequency_rank': 18,\n",
       "    'net_rank': 30},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.1455258733420512,\n",
       "    'net': -7.455734323915777,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 25},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.15822903045021483,\n",
       "    'net': -14.923674526373176,\n",
       "    'frequency_rank': 20,\n",
       "    'net_rank': 30},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.16221433464101126,\n",
       "    'net': -9.143099334125594,\n",
       "    'frequency_rank': 21,\n",
       "    'net_rank': 29},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.18905286755090603,\n",
       "    'net': -6.7397961309317225,\n",
       "    'frequency_rank': 14,\n",
       "    'net_rank': 26},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.3006413848932063,\n",
       "    'net': -5.819622605116436,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 24}]},\n",
       " {'team': 'NOP',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.06433846538991113,\n",
       "    'net': 6.530979949808284,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.11847540368006008,\n",
       "    'net': -4.129234052813501,\n",
       "    'frequency_rank': 17,\n",
       "    'net_rank': 23},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.15245963199399173,\n",
       "    'net': -1.2497345830679052,\n",
       "    'frequency_rank': 22,\n",
       "    'net_rank': 20},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.17517837025910626,\n",
       "    'net': -7.377304466278758,\n",
       "    'frequency_rank': 18,\n",
       "    'net_rank': 28},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.19551883840280385,\n",
       "    'net': -0.648037136093933,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 14},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.29402929027412694,\n",
       "    'net': 3.1105735213946986,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 11}]},\n",
       " {'team': 'UTA',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.02961376094764035,\n",
       "    'net': -1.3218890337534361,\n",
       "    'frequency_rank': 24,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.07920105853443388,\n",
       "    'net': 7.089693931799189,\n",
       "    'frequency_rank': 27,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.257387688236406,\n",
       "    'net': 11.270376764292322,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.23300359145611493,\n",
       "    'net': 3.607414083037085,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.10761766744376536,\n",
       "    'net': 0.35321541203894924,\n",
       "    'frequency_rank': 30,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.29317623338163945,\n",
       "    'net': 7.073384325462797,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 7}]},\n",
       " {'team': 'LAC',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.1002863545816733,\n",
       "    'net': -2.931765779317672,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 14},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.17448954183266932,\n",
       "    'net': 5.3022465342764065,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.14436005976095617,\n",
       "    'net': 10.913367971860666,\n",
       "    'frequency_rank': 24,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.12163844621513945,\n",
       "    'net': -2.1678524619876782,\n",
       "    'frequency_rank': 27,\n",
       "    'net_rank': 22},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.16813994023904383,\n",
       "    'net': -5.885920067725095,\n",
       "    'frequency_rank': 24,\n",
       "    'net_rank': 24},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.29108565737051795,\n",
       "    'net': -2.889445029856006,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 21}]},\n",
       " {'team': 'CHI',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.021140334514704966,\n",
       "    'net': -9.423503325942349,\n",
       "    'frequency_rank': 29,\n",
       "    'net_rank': 24},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.08580488714792016,\n",
       "    'net': 0.9325850248689278,\n",
       "    'frequency_rank': 26,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.18696760554622893,\n",
       "    'net': 0.28830466065252836,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 16},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.19672946589566623,\n",
       "    'net': -0.23720289198917044,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 17},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.22837779021326868,\n",
       "    'net': -1.4813668261364228,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 17},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.280979916682211,\n",
       "    'net': 0.005837025545801566,\n",
       "    'frequency_rank': 13,\n",
       "    'net_rank': 16}]},\n",
       " {'team': 'OKC',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.05253433516043604,\n",
       "    'net': -3.05789213260762,\n",
       "    'frequency_rank': 15,\n",
       "    'net_rank': 15},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.14547022233171153,\n",
       "    'net': -1.9571514612670882,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 16},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.1636386031902445,\n",
       "    'net': -8.248342682304937,\n",
       "    'frequency_rank': 17,\n",
       "    'net_rank': 27},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.1696742008991809,\n",
       "    'net': -5.947848615740071,\n",
       "    'frequency_rank': 20,\n",
       "    'net_rank': 26},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.190490854221839,\n",
       "    'net': -4.544325603565795,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 23},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.278191784196588,\n",
       "    'net': -16.27660867553591,\n",
       "    'frequency_rank': 14,\n",
       "    'net_rank': 30}]},\n",
       " {'team': 'BOS',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.04723127035830619,\n",
       "    'net': -4.5092838196286635,\n",
       "    'frequency_rank': 17,\n",
       "    'net_rank': 19},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.05055124029065397,\n",
       "    'net': -1.45382404245386,\n",
       "    'frequency_rank': 30,\n",
       "    'net_rank': 13},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.19756953144575296,\n",
       "    'net': 8.68738110336082,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.2169882235028815,\n",
       "    'net': 5.806464517161388,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.21109997494362315,\n",
       "    'net': 8.148285123057292,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.27655975945878225,\n",
       "    'net': 10.360851758229913,\n",
       "    'frequency_rank': 15,\n",
       "    'net_rank': 1}]},\n",
       " {'team': 'MIA',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.02179560286384084,\n",
       "    'net': -4.543610547667342,\n",
       "    'frequency_rank': 28,\n",
       "    'net_rank': 20},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.14870430209719318,\n",
       "    'net': -2.7743445026527667,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 21},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.20040549958816448,\n",
       "    'net': 16.9640558154412,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.18532598365329786,\n",
       "    'net': -3.460185448397638,\n",
       "    'frequency_rank': 17,\n",
       "    'net_rank': 25},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.17455490084267883,\n",
       "    'net': -1.4211600325487126,\n",
       "    'frequency_rank': 21,\n",
       "    'net_rank': 16},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2692137109548248,\n",
       "    'net': 9.605542321149414,\n",
       "    'frequency_rank': 16,\n",
       "    'net_rank': 3}]},\n",
       " {'team': 'MIN',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.06864463109553447,\n",
       "    'net': -5.65190840641165,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 23},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.14925373134328357,\n",
       "    'net': 0.968397587201693,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.15275847483231617,\n",
       "    'net': -0.4531528232860609,\n",
       "    'frequency_rank': 21,\n",
       "    'net_rank': 19},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.17451205510907003,\n",
       "    'net': 4.000763502654749,\n",
       "    'frequency_rank': 19,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.18828932261768083,\n",
       "    'net': 3.0608524559367396,\n",
       "    'frequency_rank': 16,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.26654178500211495,\n",
       "    'net': 5.642848155966362,\n",
       "    'frequency_rank': 17,\n",
       "    'net_rank': 9}]},\n",
       " {'team': 'ORL',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.06867980114159455,\n",
       "    'net': -11.63142090467673,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 25},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.15767507518566257,\n",
       "    'net': -17.913015018727947,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 30},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.1619100227091389,\n",
       "    'net': -6.77589848970382,\n",
       "    'frequency_rank': 18,\n",
       "    'net_rank': 25},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.16062112563677652,\n",
       "    'net': -2.8567072422724635,\n",
       "    'frequency_rank': 22,\n",
       "    'net_rank': 23},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.18461916160314246,\n",
       "    'net': -12.440012644041516,\n",
       "    'frequency_rank': 17,\n",
       "    'net_rank': 29},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.266494813723685,\n",
       "    'net': -2.778472629320362,\n",
       "    'frequency_rank': 18,\n",
       "    'net_rank': 20}]},\n",
       " {'team': 'WAS',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.03752579898680343,\n",
       "    'net': 8.698164362860567,\n",
       "    'frequency_rank': 21,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.17330664832072049,\n",
       "    'net': -1.795279758350972,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 15},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.19119394583776347,\n",
       "    'net': 0.027567643463044078,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 17},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.18569016198636562,\n",
       "    'net': -1.990653891776475,\n",
       "    'frequency_rank': 15,\n",
       "    'net_rank': 21},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.14910250797423227,\n",
       "    'net': -9.880630630630634,\n",
       "    'frequency_rank': 28,\n",
       "    'net_rank': 28},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2631809368941147,\n",
       "    'net': -5.906232810722855,\n",
       "    'frequency_rank': 19,\n",
       "    'net_rank': 26}]},\n",
       " {'team': 'DAL',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.05725656332242121,\n",
       "    'net': -0.8878521117909486,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.10167533217793183,\n",
       "    'net': 2.8064917259190736,\n",
       "    'frequency_rank': 21,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.17850953206239167,\n",
       "    'net': 4.213585424032473,\n",
       "    'frequency_rank': 14,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.19474934206303357,\n",
       "    'net': 3.132076504798164,\n",
       "    'frequency_rank': 13,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.21021888439566083,\n",
       "    'net': 6.551628201169251,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2575903459785609,\n",
       "    'net': 2.252811450270187,\n",
       "    'frequency_rank': 20,\n",
       "    'net_rank': 15}]},\n",
       " {'team': 'CHA',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.028844988486244092,\n",
       "    'net': -15.054295047232273,\n",
       "    'frequency_rank': 25,\n",
       "    'net_rank': 27},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.07883892861471337,\n",
       "    'net': -1.5212099728228736,\n",
       "    'frequency_rank': 28,\n",
       "    'net_rank': 14},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.20821718579566112,\n",
       "    'net': 2.1632423630388615,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 14},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.2290025451460429,\n",
       "    'net': 1.2254461222168942,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 14},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.199430372076112,\n",
       "    'net': 3.230859004236123,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2556659798812265,\n",
       "    'net': -0.3459124443535586,\n",
       "    'frequency_rank': 21,\n",
       "    'net_rank': 17}]},\n",
       " {'team': 'GSW',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.03477665795694911,\n",
       "    'net': -3.9452124935996125,\n",
       "    'frequency_rank': 22,\n",
       "    'net_rank': 17},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.20019907925842975,\n",
       "    'net': 9.528792494795908,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.16554684583799925,\n",
       "    'net': 3.4731543624161105,\n",
       "    'frequency_rank': 16,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.1935423665546846,\n",
       "    'net': -0.08654401717984683,\n",
       "    'frequency_rank': 14,\n",
       "    'net_rank': 16},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.1522956326987682,\n",
       "    'net': 9.502361206134125,\n",
       "    'frequency_rank': 27,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2536394176931691,\n",
       "    'net': 7.4512655812249875,\n",
       "    'frequency_rank': 22,\n",
       "    'net_rank': 6}]},\n",
       " {'team': 'BKN',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.03891290920321186,\n",
       "    'net': -5.396825396825406,\n",
       "    'frequency_rank': 20,\n",
       "    'net_rank': 22},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.10537368746139593,\n",
       "    'net': 3.5796895293462967,\n",
       "    'frequency_rank': 19,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.19116738727609636,\n",
       "    'net': 3.078617883394884,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.22192711550339717,\n",
       "    'net': -0.9208392436965909,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 19},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.18968499073502162,\n",
       "    'net': 5.055816162935685,\n",
       "    'frequency_rank': 13,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2529339098208771,\n",
       "    'net': -1.4244836193209522,\n",
       "    'frequency_rank': 23,\n",
       "    'net_rank': 19}]},\n",
       " {'team': 'SAS',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.054529945774690794,\n",
       "    'net': 11.842341802492811,\n",
       "    'frequency_rank': 13,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.1286175592518126,\n",
       "    'net': -1.98579968762904,\n",
       "    'frequency_rank': 15,\n",
       "    'net_rank': 17},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.17699384634131482,\n",
       "    'net': -3.8615957369151204,\n",
       "    'frequency_rank': 15,\n",
       "    'net_rank': 22},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.21080850545299457,\n",
       "    'net': 0.9826589595375737,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 15},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.1809541217327728,\n",
       "    'net': -1.8251460638386163,\n",
       "    'frequency_rank': 19,\n",
       "    'net_rank': 19},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.24809602144641443,\n",
       "    'net': 2.6574803149606225,\n",
       "    'frequency_rank': 24,\n",
       "    'net_rank': 12}]},\n",
       " {'team': 'CLE',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.054114064581615176,\n",
       "    'net': -3.5062836032589075,\n",
       "    'frequency_rank': 14,\n",
       "    'net_rank': 16},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.0928122819260293,\n",
       "    'net': -1.4481701618631178,\n",
       "    'frequency_rank': 24,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.19044598109496924,\n",
       "    'net': 4.282188094917871,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.1854976844509294,\n",
       "    'net': 6.762685181069841,\n",
       "    'frequency_rank': 16,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.2326333819704371,\n",
       "    'net': -2.7915621313251364,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 21},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2444966059760198,\n",
       "    'net': 4.474207503350101,\n",
       "    'frequency_rank': 25,\n",
       "    'net_rank': 10}]},\n",
       " {'team': 'IND',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.042027729636048526,\n",
       "    'net': -2.3876453236161694,\n",
       "    'frequency_rank': 19,\n",
       "    'net_rank': 13},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.09327803911859371,\n",
       "    'net': -2.3738820139424632,\n",
       "    'frequency_rank': 23,\n",
       "    'net_rank': 19},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.18445159692993315,\n",
       "    'net': -10.164245149759296,\n",
       "    'frequency_rank': 13,\n",
       "    'net_rank': 28},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.23564000990344144,\n",
       "    'net': -0.8049006673695658,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 18},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.20066848229759843,\n",
       "    'net': -0.5903453735473079,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 13},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.24393414211438474,\n",
       "    'net': -4.791145679075939,\n",
       "    'frequency_rank': 26,\n",
       "    'net_rank': 23}]},\n",
       " {'team': 'SAC',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.0268583664729275,\n",
       "    'net': 7.729669143592531,\n",
       "    'frequency_rank': 26,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.12542061792597126,\n",
       "    'net': -3.964797962347987,\n",
       "    'frequency_rank': 16,\n",
       "    'net_rank': 22},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.19743040685224839,\n",
       "    'net': -14.262716727702653,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 29},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.21957785255429796,\n",
       "    'net': 1.299763989814295,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 13},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.18855919241358213,\n",
       "    'net': -4.409798166265915,\n",
       "    'frequency_rank': 15,\n",
       "    'net_rank': 22},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.24215356378097277,\n",
       "    'net': -7.588954566009676,\n",
       "    'frequency_rank': 27,\n",
       "    'net_rank': 27}]},\n",
       " {'team': 'MEM',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.07461411750350802,\n",
       "    'net': -4.915599627739795,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 21},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.10444756268684034,\n",
       "    'net': 1.3575284410807171,\n",
       "    'frequency_rank': 20,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.21353181624061984,\n",
       "    'net': 8.094293175065644,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.2536757976938564,\n",
       "    'net': 8.567379076366109,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.12555670794948448,\n",
       "    'net': -0.7230718085106389,\n",
       "    'frequency_rank': 29,\n",
       "    'net_rank': 15},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.22817399792569093,\n",
       "    'net': 9.817675178361242,\n",
       "    'frequency_rank': 28,\n",
       "    'net_rank': 2}]},\n",
       " {'team': 'MIL',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.03392519372750015,\n",
       "    'net': -20.648333872533144,\n",
       "    'frequency_rank': 23,\n",
       "    'net_rank': 29},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.08853499298309842,\n",
       "    'net': -7.816501630100234,\n",
       "    'frequency_rank': 25,\n",
       "    'net_rank': 26},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.185612300933553,\n",
       "    'net': 4.917662884669241,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.25059491122094085,\n",
       "    'net': -2.9323543640968666,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 24},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.21843919702239306,\n",
       "    'net': 11.886220228035214,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2228934041125145,\n",
       "    'net': 8.258124853869546,\n",
       "    'frequency_rank': 29,\n",
       "    'net_rank': 4}]},\n",
       " {'team': 'LAL',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.01885766092475068,\n",
       "    'net': 40.38461538461539,\n",
       "    'frequency_rank': 30,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.14203686914475672,\n",
       "    'net': -5.530928581776038,\n",
       "    'frequency_rank': 13,\n",
       "    'net_rank': 24},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.23112722877002115,\n",
       "    'net': 2.560803210742151,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 13},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.21081897854336656,\n",
       "    'net': -6.325884308650558,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 27},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.1781202780296162,\n",
       "    'net': -8.777650658899503,\n",
       "    'frequency_rank': 20,\n",
       "    'net_rank': 27},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.21903898458748866,\n",
       "    'net': -4.349257565286834,\n",
       "    'frequency_rank': 30,\n",
       "    'net_rank': 22}]}]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://api.pbpstats.com/get-number-of-starter-stats-by-team/nba\"\n",
    "params = {\n",
    "    \"Season\": \"2021-22\", # to query multiple seasons, separate seasons by a comma\n",
    "    \"SeasonType\": \"Regular Season\"\n",
    "}\n",
    "response = requests.get(url, params=params)\n",
    "response_json = response.json()\n",
    "response_json['results']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71adfa7d-8b97-480a-afa8-c8997b22a295",
   "metadata": {},
   "source": [
    "### WNBA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6e94e74f-2c8d-4cfc-b4b7-69199dfc7511",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'team': 'LVA',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.047400611620795105,\n",
       "    'net': -16.129032258064512,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.0481651376146789,\n",
       "    'net': -65.92741935483872,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.12308868501529052,\n",
       "    'net': 36.99413036762434,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.1659021406727829,\n",
       "    'net': 5.532891381947991,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.14143730886850153,\n",
       "    'net': 14.718260462941302,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.4740061162079511,\n",
       "    'net': 24.12171162171164,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 1}]},\n",
       " {'team': 'SEA',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.037069726390114736,\n",
       "    'net': 5.9090909090909065,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.12444836716681378,\n",
       "    'net': 19.758551307847085,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.08384819064430715,\n",
       "    'net': 20.789007092198574,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.1650485436893204,\n",
       "    'net': -31.52472527472527,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.235657546337158,\n",
       "    'net': -2.682981589582397,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.353927625772286,\n",
       "    'net': 4.522388059701484,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 4}]},\n",
       " {'team': 'PHO',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.0,\n",
       "    'net': 0.0,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.0338680926916221,\n",
       "    'net': 5.26315789473685,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.058823529411764705,\n",
       "    'net': 21.212121212121218,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.26559714795008915,\n",
       "    'net': -4.486486486486484,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.3137254901960784,\n",
       "    'net': -8.98876404494382,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.32798573975044565,\n",
       "    'net': -12.649178778211038,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 9}]},\n",
       " {'team': 'WAS',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.05801772763900081,\n",
       "    'net': 8.725868725868736,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.07010475423045931,\n",
       "    'net': -13.002114164904853,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.128928283642224,\n",
       "    'net': -9.544672195274615,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.1925866236905721,\n",
       "    'net': 24.190836485918453,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.22884770346494762,\n",
       "    'net': 18.309859154929583,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.32151490733279614,\n",
       "    'net': 9.000452284034367,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 3}]},\n",
       " {'team': 'CHI',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.012448132780082987,\n",
       "    'net': 16.66666666666663,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.032157676348547715,\n",
       "    'net': 31.66666666666667,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.22614107883817428,\n",
       "    'net': 13.761467889908232,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.1991701244813278,\n",
       "    'net': -12.327726532826901,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.21058091286307054,\n",
       "    'net': -2.834401087167535,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.31950207468879666,\n",
       "    'net': 20.040485829959508,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 2}]},\n",
       " {'team': 'NYL',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.0,\n",
       "    'net': 0.0,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 7},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.057291666666666664,\n",
       "    'net': -21.212121212121218,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.16145833333333334,\n",
       "    'net': -26.17946345975949,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.3098958333333333,\n",
       "    'net': -0.5461050781495231,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.16927083333333334,\n",
       "    'net': -12.342171717171723,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.3020833333333333,\n",
       "    'net': -25.145348837209298,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 11}]},\n",
       " {'team': 'IND',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.011404561824729893,\n",
       "    'net': -123.33333333333334,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.06602641056422569,\n",
       "    'net': -21.759259259259252,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.20108043217286914,\n",
       "    'net': 7.203450242372412,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.22208883553421369,\n",
       "    'net': -14.110357727378997,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.19867947178871548,\n",
       "    'net': -19.376278118609406,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 12},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.3007202881152461,\n",
       "    'net': 2.8863317608058168,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 6}]},\n",
       " {'team': 'DAL',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.02669902912621359,\n",
       "    'net': -44.85294117647058,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.05339805825242718,\n",
       "    'net': -42.211981566820285,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 10},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.13754045307443366,\n",
       "    'net': 29.123390112172828,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.20792880258899676,\n",
       "    'net': -13.257025193798455,\n",
       "    'frequency_rank': 7,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.279126213592233,\n",
       "    'net': 4.106734776179593,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 5},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2953074433656958,\n",
       "    'net': 2.047802065817919,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 7}]},\n",
       " {'team': 'MIN',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.009419152276295133,\n",
       "    'net': 66.66666666666667,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.05259026687598116,\n",
       "    'net': 21.122994652406405,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.1326530612244898,\n",
       "    'net': -22.338935574229694,\n",
       "    'frequency_rank': 8,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.2598116169544741,\n",
       "    'net': -3.6144578313252964,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.25824175824175827,\n",
       "    'net': -8.533520585409107,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 8},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.28728414442700156,\n",
       "    'net': -15.390587673196379,\n",
       "    'frequency_rank': 9,\n",
       "    'net_rank': 10}]},\n",
       " {'team': 'ATL',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.0,\n",
       "    'net': 0.0,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.08504923903312445,\n",
       "    'net': 10.328014184397176,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.21217547000895254,\n",
       "    'net': 21.901709401709397,\n",
       "    'frequency_rank': 2,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.26499552372426144,\n",
       "    'net': -18.94063926940639,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.1575649059982095,\n",
       "    'net': -18.181818181818187,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2802148612354521,\n",
       "    'net': 4.283380971825238,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 5}]},\n",
       " {'team': 'CON',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.04105839416058394,\n",
       "    'net': 17.58893280632411,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 2},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.07208029197080291,\n",
       "    'net': 2.115384615384613,\n",
       "    'frequency_rank': 3,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.15328467153284672,\n",
       "    'net': 26.56272147413185,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.18248175182481752,\n",
       "    'net': 30.69762786507856,\n",
       "    'frequency_rank': 10,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.2728102189781022,\n",
       "    'net': 29.400447427293074,\n",
       "    'frequency_rank': 4,\n",
       "    'net_rank': 1},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.2782846715328467,\n",
       "    'net': -5.323815257590084,\n",
       "    'frequency_rank': 11,\n",
       "    'net_rank': 8}]},\n",
       " {'team': 'LAS',\n",
       "  'stats': [{'starters': 0,\n",
       "    'frequency': 0.029271613342409804,\n",
       "    'net': 5.411255411255411,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 6},\n",
       "   {'starters': 1,\n",
       "    'frequency': 0.06330837304288632,\n",
       "    'net': -49.53746530989825,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 11},\n",
       "   {'starters': 2,\n",
       "    'frequency': 0.15656909462219196,\n",
       "    'net': -0.8928571428571388,\n",
       "    'frequency_rank': 5,\n",
       "    'net_rank': 9},\n",
       "   {'starters': 3,\n",
       "    'frequency': 0.21102791014295438,\n",
       "    'net': 9.970442529453408,\n",
       "    'frequency_rank': 6,\n",
       "    'net_rank': 3},\n",
       "   {'starters': 4,\n",
       "    'frequency': 0.32266848196051734,\n",
       "    'net': 9.375945873764806,\n",
       "    'frequency_rank': 1,\n",
       "    'net_rank': 4},\n",
       "   {'starters': 5,\n",
       "    'frequency': 0.21715452688904016,\n",
       "    'net': -32.09090194228199,\n",
       "    'frequency_rank': 12,\n",
       "    'net_rank': 12}]}]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://api.pbpstats.com/get-number-of-starter-stats-by-team/wnba\"\n",
    "params = {\n",
    "    \"Season\": \"2022\", # to query multiple seasons, separate seasons by a comma\n",
    "    \"SeasonType\": \"Regular Season\"\n",
    "}\n",
    "response = requests.get(url, params=params)\n",
    "response_json = response.json()\n",
    "response_json['results']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04c22205-4778-4d09-a012-4a3b8d7cd06a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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