def get_team_lineup_vs_specific_team_stats(team_id=1610612751, opponent_id=0):
"""Get all lineups and stats vs specific team."""
team_vs_opp_raw = team.TeamLineups(team_id, opponent_team_id=opponent_id)
opp_vs_team_raw = team.TeamLineups(opponent_id, opponent_team_id=team_id)
team_vs_opp = small_lineup_vs_team_stats(lineup_group_id_parser(team_vs_opp_raw.lineups()))
opp_vs_team = small_lineup_vs_team_stats(lineup_group_id_parser(opp_vs_team_raw.lineups()))
return {team_id: team_vs_opp, opponent_id: opp_vs_team}
def test():
team_id = TEAMS['ATL']['id']
player_id = get_player('Lebron', 'James')
assert team.TeamList()
assert team.TeamSummary(team_id)
team_details = team.TeamDetails(team_id)
assert team_details
assert team_details.background()
assert team_details.history()
assert team.TeamCommonRoster(team_id)
assert team.TeamGeneralSplits(team_id)
assert team.TeamOpponentSplits(team_id)
assert team.TeamLastNGamesSplits(team_id)
assert team.TeamInGameSplits(team_id)
assert team.TeamClutchSplits(team_id)
assert team.TeamShootingSplits(team_id)
assert team.TeamPerformanceSplits(team_id)
assert team.TeamLineups(team_id)
assert team.TeamPlayers(team_id)
assert team.TeamPlayerOnOffDetail(team_id)
assert team.TeamPlayerOnOffSummary(team_id)
assert team.TeamGameLogs(team_id)
assert team.TeamShotTracking(team_id)
assert team.TeamReboundTracking(team_id)
assert team.TeamPassTracking(team_id)
assert team.TeamVsPlayer(team_id, player_id)
def get_lineups(team_id_lst, season='2016-17'):
lst_of_dicts = []
for i in team_id_lst:
team_lineups = team.TeamLineups(team_id=i, season=season).lineups()
for j in range(team_lineups.shape[0]):
lineup_ids = team_lineups.iloc[j]['GROUP_ID']
lineup_names = team_lineups.iloc[j]['GROUP_NAME']
points_scored = float(team_lineups.iloc[j]['PTS'])
points_allowed = points_scored - float(
team_lineups.iloc[j]['PLUS_MINUS'])
GP = float(team_lineups.iloc[j]['GP'])
MIN = float(team_lineups.iloc[j]['MIN'])
FGA = float(team_lineups.iloc[j]['FGA'])
FTA = float(team_lineups.iloc[j]['FTA'])
OREB = float(team_lineups.iloc[j]['OREB'])
TOV = float(team_lineups.iloc[j]['TOV'])
lst_of_dicts.append({
'lineup_ids': lineup_ids,
'lineup_names': lineup_names,
'points_scored': (points_scored * GP),
'points_allowed': (points_allowed * GP),
'FGA_l': (FGA * GP),
'FTA_l': (FTA * GP),
'OREB_l': (OREB * GP),
'TOV_l': (TOV * GP),
'MIN_TOT': (MIN * GP)
})
lineups_df = pd.DataFrame(lst_of_dicts)
return lineups_df
def testAll(self):
assert team.TeamList()
assert team.TeamSummary(self.teamId)
team_details = team.TeamDetails(self.teamId)
assert team_details
# assert team_details.background()
# assert team_details.history()
assert team.TeamCommonRoster(self.teamId)
assert team.TeamGeneralSplits(self.teamId)
assert team.TeamOpponentSplits(self.teamId)
assert team.TeamLastNGamesSplits(self.teamId)
assert team.TeamInGameSplits(self.teamId)
assert team.TeamClutchSplits(self.teamId)
assert team.TeamShootingSplits(self.teamId)
assert team.TeamPerformanceSplits(self.teamId)
assert team.TeamLineups(self.teamId)
assert team.TeamPlayers(self.teamId)
assert team.TeamPlayerOnOffDetail(self.teamId)
assert team.TeamPlayerOnOffSummary(self.teamId)
assert team.TeamGameLogs(self.teamId)
assert team.TeamShotTracking(self.teamId)
assert team.TeamReboundTracking(self.teamId)
assert team.TeamPassTracking(self.teamId)
assert team.TeamVsPlayer(self.teamId, self.playerId)
from sklearn import datasets
import pandas as pd
from nba_py import team
clips = team.TeamLineups(1610612746)
isBlakeGood = team.TeamVsPlayer(1610612746, 201933)
print(isBlakeGood.shot_distance_off_court().head(10),
isBlakeGood.shot_distance_on_court().head(10))
n_games_save = 123
for i in range(u_games.shape[0]):
gameid = u_games[i]
pbp = game.PlayByPlay(gameid).info()
pbp['Season_ID'] = seasonid
play_by_play = play_by_play.append(pbp[good_cols])
teams = game_list.ix[gameid].Team_ID
for teamid in teams:
# Get the lineups for the game
groupids = team.TeamLineups(teamid, gameid,
season=season).lineups().GROUP_ID
# Loop through Group IDs
for groupid in groupids:
group_str = groupid.replace(' ', '').split('-')
lineup_list.loc[groupid_index] = group_str
# Shot Chart Detail
shotchart = player.PlayerShotChartLineupDetail(
gameid, groupid, season=season).overall()
shotchart = shotchart[shot_cols]
shotchart['GROUP_ID'] = groupid_index
shot_chart_list = shot_chart_list.append(shotchart)
groupid_index += 1
