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config.py
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FEATURE_TABLE_INFO = {
"team_fivethirtyeight_games": {
"primary_key": ["date", "team1", "team2"],
"date_column": "date",
"info_columns": ["date", "team1", "team2"],
"feature_columns": [
"elo1_pre",
"elo2_pre",
"elo_prob1",
"elo_prob2",
"carm_elo1_pre",
"carm_elo2_pre",
"carm_elo_prob1",
"carm_elo_prob2",
"raptor1_pre",
"raptor2_pre",
"raptor_prob1",
"raptor_prob2",
],
},
"team_nbastats_general_traditional": {
"primary_key": ["team_name", "to_date", "games"],
"date_column": "to_date",
"info_columns": ["team_name", "to_date", "games"],
"feature_columns": ["gp", "w", "l", "w_pct", "min", "pts", "plus_minus"],
},
"team_nbastats_general_advanced": {
"primary_key": ["team_name", "to_date", "games"],
"date_column": "to_date",
"info_columns": ["team_name", "to_date", "games"],
"feature_columns": [
"off_rating",
"e_off_rating",
"def_rating",
"e_def_rating",
"net_rating",
"e_net_rating",
"ast_pct",
"ast_to",
"ast_ratio",
"oreb_pct",
"dreb_pct",
"reb_pct",
"tm_tov_pct",
"efg_pct",
"ts_pct",
"pace",
"e_pace",
"pace_per40",
"poss",
"pie",
],
},
"team_nbastats_general_fourfactors": {
"primary_key": ["team_name", "to_date", "games"],
"date_column": "to_date",
"info_columns": ["team_name", "to_date", "games"],
"feature_columns": [
"efg_pct",
"fta_rate",
"tm_tov_pct",
"oreb_pct",
"opp_efg_pct",
"opp_fta_rate",
"opp_tov_pct",
"opp_oreb_pct",
],
},
"team_nbastats_general_opponent": {
"primary_key": ["team_name", "to_date", "games"],
"date_column": "to_date",
"info_columns": ["team_name", "to_date", "games"],
"feature_columns": [
"opp_fgm",
"opp_fga",
"opp_fg_pct",
"opp_fg3m",
"opp_fg3a",
"opp_fg3_pct",
"opp_ftm",
"opp_fta",
"opp_ft_pct",
"opp_oreb",
"opp_dreb",
"opp_reb",
"opp_ast",
"opp_tov",
"opp_stl",
"opp_blk",
"opp_blka",
"opp_pf",
"opp_pfd",
"opp_pts",
"plus_minus",
],
},
}
TEAM_FULL_NAME_MAP = {
"Washington Wizards": "WAS",
"Washington Bullets": "WAS",
"Brooklyn Nets": "BKN",
"Chicago Bulls": "CHI",
"Miami Heat": "MIA",
"Cleveland Cavaliers": "CLE",
"Philadelphia 76ers": "PHI",
"New York Knicks": "NYK",
"Charlotte Hornets": "CHA",
"Boston Celtics": "BOS",
"Toronto Raptors": "TOR",
"Milwaukee Bucks": "MIL",
"Atlanta Hawks": "ATL",
"Indiana Pacers": "IND",
"Detroit Pistons": "DET",
"Orlando Magic": "ORL",
"Golden State Warriors": "GSW",
"Phoenix Suns": "PHX",
"Dallas Mavericks": "DAL",
"Denver Nuggets": "DEN",
"Los Angeles Clippers": "LAC",
"LA Clippers": "LAC",
"Utah Jazz": "UTA",
"Los Angeles Lakers": "LAL",
"Memphis Grizzlies": "MEM",
"Vancouver Grizzlies": "MEM",
"Portland Trail Blazers": "POR",
"Sacramento Kings": "SAC",
"Oklahoma City Thunder": "OKC",
"Minnesota Timberwolves": "MIN",
"San Antonio Spurs": "SAS",
"New Orleans Pelicans": "NOP",
"Houston Rockets": "HOU",
"Charlotte Bobcats": "CHA",
"New Orleans Hornets": "NOP",
"New Jersey Nets": "BKN",
"Seattle SuperSonics": "OKC",
"New Orleans/Oklahoma City Hornets": "NOP",
}
TEAM_SHORT_NAME_MAP = {
"Nets": "BKN",
"Celtics": "BOS",
"Bucks": "MIL",
"Hawks": "ATL",
"Hornets": "CHA",
"Bulls": "CHI",
"Cavaliers": "CLE",
"Mavericks": "DAL",
"Nuggets": "DEN",
"Pistons": "DET",
"Warriors": "GSW",
"Rockets": "HOU",
"Pacers": "IND",
"Clippers": "LAC",
"Lakers": "LAL",
"Grizzlies": "MEM",
"Heat": "MIA",
"Timberwolves": "MIN",
"Pelicans": "NOP",
"Knicks": "NYK",
"Thunder": "OKC",
"Magic": "ORL",
"76ers": "PHI",
"Suns": "PHX",
"Trail Blazers": "POR",
"Spurs": "SAS",
"Kings": "SAC",
"Raptors": "TOR",
"Jazz": "UTA",
"Wizards": "WAS",
}
VALID_TEAM_ABBREVIATIONS = [
"ATL",
"BKN",
"BOS",
"CHA",
"CHI",
"CLE",
"DAL",
"DEN",
"DET",
"GSW",
"HOU",
"IND",
"LAC",
"LAL",
"MEM",
"MIA",
"MIL",
"MIN",
"NOP",
"NYK",
"OKC",
"ORL",
"PHI",
"PHX",
"POR",
"SAC",
"SAS",
"TOR",
"UTA",
"WAS",
]
VALID_TEAM_ABBREVIATION_MAP = {team: team for team in VALID_TEAM_ABBREVIATIONS}
TEAM_ABBREVIATION_MAP = {
"BK": "BKN",
"BRK": "BKN",
"CHO": "CHA",
"GS": "GSW",
"NOK": "NOP",
"NO": "NOP",
"NY": "NYK",
"SEA": "OKC",
"PHO": "PHX",
"SA": "SAS",
"NOJ": "UTA",
"BUF": "LAC",
"VAN": "MEM",
"NJN": "BKN",
"NOH": "NOP",
"SAN": "SAS",
"SDC": "LAC",
"CHH": "CHA",
"UTH": "UTA",
"KCK": "SAC",
"PHL": "PHI",
"WSB": "WAS",
}
TEAM_MAP = dict(
TEAM_FULL_NAME_MAP.items()
| TEAM_SHORT_NAME_MAP.items()
| TEAM_ABBREVIATION_MAP.items()
| VALID_TEAM_ABBREVIATION_MAP.items()
)
def team_name_mapper(team_name):
return TEAM_MAP.get(team_name, team_name)
NBA_IMPORTANT_DATES = {
"1976-1977": {
"reg_season_start_date": "1976-10-21",
"reg_season_end_date": "1977-04-10",
"postseason_start_date": "1977-04-12",
"postseason_end_date": "1977-06-05",
},
"1977-1978": {
"reg_season_start_date": "1977-10-18",
"reg_season_end_date": "1978-04-09",
"postseason_start_date": "1978-04-11",
"postseason_end_date": "1978-06-07",
},
"1978-1979": {
"reg_season_start_date": "1978-10-13",
"reg_season_end_date": "1979-04-08",
"postseason_start_date": "1979-04-10",
"postseason_end_date": "1979-06-01",
},
"1979-1980": {
"reg_season_start_date": "1979-10-12",
"reg_season_end_date": "1980-04-06",
"postseason_start_date": "1980-04-08",
"postseason_end_date": "1980-05-16",
},
"1980-1981": {
"reg_season_start_date": "1980-10-10",
"reg_season_end_date": "1981-04-05",
"postseason_start_date": "1981-04-07",
"postseason_end_date": "1981-05-14",
},
"1981-1982": {
"reg_season_start_date": "1981-10-30",
"reg_season_end_date": "1982-04-18",
"postseason_start_date": "1982-04-20",
"postseason_end_date": "1982-06-08",
},
"1982-1983": {
"reg_season_start_date": "1982-10-29",
"reg_season_end_date": "1983-04-17",
"postseason_start_date": "1983-04-19",
"postseason_end_date": "1983-06-01",
},
"1983-1984": {
"reg_season_start_date": "1983-10-28",
"reg_season_end_date": "1984-04-15",
"postseason_start_date": "1984-04-17",
"postseason_end_date": "1984-06-12",
},
"1984-1985": {
"reg_season_start_date": "1984-10-26",
"reg_season_end_date": "1985-04-14",
"postseason_start_date": "1985-04-16",
"postseason_end_date": "1985-06-09",
},
"1985-1986": {
"reg_season_start_date": "1985-10-25",
"reg_season_end_date": "1986-04-13",
"postseason_start_date": "1986-04-15",
"postseason_end_date": "1986-06-08",
},
"1986-1987": {
"reg_season_start_date": "1986-10-31",
"reg_season_end_date": "1987-04-19",
"postseason_start_date": "1987-04-21",
"postseason_end_date": "1987-06-14",
},
"1987-1988": {
"reg_season_start_date": "1987-11-06",
"reg_season_end_date": "1988-04-24",
"postseason_start_date": "1988-04-28",
"postseason_end_date": "1988-06-21",
},
"1988-1989": {
"reg_season_start_date": "1988-11-04",
"reg_season_end_date": "1989-04-23",
"postseason_start_date": "1989-04-27",
"postseason_end_date": "1989-06-13",
},
"1989-1990": {
"reg_season_start_date": "1989-11-03",
"reg_season_end_date": "1990-04-22",
"postseason_start_date": "1990-04-26",
"postseason_end_date": "1990-06-14",
},
"1990-1991": {
"reg_season_start_date": "1990-11-02",
"reg_season_end_date": "1991-04-21",
"postseason_start_date": "1991-04-25",
"postseason_end_date": "1991-06-12",
},
"1991-1992": {
"reg_season_start_date": "1991-11-01",
"reg_season_end_date": "1992-04-19",
"postseason_start_date": "1992-04-23",
"postseason_end_date": "1992-06-14",
},
"1992-1993": {
"reg_season_start_date": "1992-11-06",
"reg_season_end_date": "1993-04-25",
"postseason_start_date": "1993-04-29",
"postseason_end_date": "1993-06-20",
},
"1993-1994": {
"reg_season_start_date": "1993-11-05",
"reg_season_end_date": "1994-04-24",
"postseason_start_date": "1994-04-28",
"postseason_end_date": "1994-06-22",
},
"1994-1995": {
"reg_season_start_date": "1994-11-04",
"reg_season_end_date": "1995-04-23",
"postseason_start_date": "1995-04-27",
"postseason_end_date": "1995-06-14",
},
"1995-1996": {
"reg_season_start_date": "1995-11-03",
"reg_season_end_date": "1996-04-21",
"postseason_start_date": "1996-04-25",
"postseason_end_date": "1996-06-16",
},
"1996-1997": {
"reg_season_start_date": "1996-11-01",
"reg_season_end_date": "1997-04-20",
"postseason_start_date": "1997-04-24",
"postseason_end_date": "1997-06-13",
},
"1997-1998": {
"reg_season_start_date": "1997-10-31",
"reg_season_end_date": "1998-04-19",
"postseason_start_date": "1998-04-23",
"postseason_end_date": "1998-06-14",
},
"1998-1999": {
"reg_season_start_date": "1999-02-05", # Lockout-shortened season
"reg_season_end_date": "1999-05-05",
"postseason_start_date": "1999-05-08",
"postseason_end_date": "1999-06-25",
},
"1999-2000": {
"reg_season_start_date": "1999-11-02",
"reg_season_end_date": "2000-04-19",
"postseason_start_date": "2000-04-22",
"postseason_end_date": "2000-06-19",
},
"2000-2001": {
"reg_season_start_date": "2000-10-31",
"reg_season_end_date": "2001-04-18",
"postseason_start_date": "2001-04-21",
"postseason_end_date": "2001-06-15",
},
"2001-2002": {
"reg_season_start_date": "2001-10-30",
"reg_season_end_date": "2002-04-17",
"postseason_start_date": "2002-04-20",
"postseason_end_date": "2002-06-12",
},
"2002-2003": {
"reg_season_start_date": "2002-10-29",
"reg_season_end_date": "2003-04-16",
"postseason_start_date": "2003-04-19",
"postseason_end_date": "2003-06-15",
},
"2003-2004": {
"reg_season_start_date": "2003-10-28",
"reg_season_end_date": "2004-04-14",
"postseason_start_date": "2004-04-17",
"postseason_end_date": "2004-06-15",
},
"2004-2005": {
"reg_season_start_date": "2004-11-02",
"reg_season_end_date": "2005-04-20",
"postseason_start_date": "2005-04-23",
"postseason_end_date": "2005-06-23",
},
"2005-2006": {
"reg_season_start_date": "2005-11-01",
"reg_season_end_date": "2006-04-19",
"postseason_start_date": "2006-04-22",
"postseason_end_date": "2006-06-20",
},
"2006-2007": {
"reg_season_start_date": "2006-10-31",
"reg_season_end_date": "2007-04-18",
"postseason_start_date": "2007-04-21",
"postseason_end_date": "2007-06-14",
},
"2007-2008": {
"reg_season_start_date": "2007-10-30",
"reg_season_end_date": "2008-04-16",
"postseason_start_date": "2008-04-19",
"postseason_end_date": "2008-06-17",
},
"2008-2009": {
"reg_season_start_date": "2008-10-28",
"reg_season_end_date": "2009-04-15",
"postseason_start_date": "2009-04-18",
"postseason_end_date": "2009-06-14",
},
"2009-2010": {
"reg_season_start_date": "2009-10-27",
"reg_season_end_date": "2010-04-14",
"postseason_start_date": "2010-04-17",
"postseason_end_date": "2010-06-17",
},
"2010-2011": {
"reg_season_start_date": "2010-10-26",
"reg_season_end_date": "2011-04-13",
"postseason_start_date": "2011-04-16",
"postseason_end_date": "2011-06-12",
},
"2011-2012": {
"reg_season_start_date": "2011-12-25", # Lockout-shortened season
"reg_season_end_date": "2012-04-26",
"postseason_start_date": "2012-04-28",
"postseason_end_date": "2012-06-21",
},
"2012-2013": {
"reg_season_start_date": "2012-10-30",
"reg_season_end_date": "2013-04-17",
"postseason_start_date": "2013-04-20",
"postseason_end_date": "2013-06-20",
},
"2013-2014": {
"reg_season_start_date": "2013-10-29",
"reg_season_end_date": "2014-04-16",
"postseason_start_date": "2014-04-19",
"postseason_end_date": "2014-06-15",
},
"2014-2015": {
"reg_season_start_date": "2014-10-28",
"reg_season_end_date": "2015-04-15",
"postseason_start_date": "2015-04-18",
"postseason_end_date": "2015-06-16",
},
"2015-2016": {
"reg_season_start_date": "2015-10-27",
"reg_season_end_date": "2016-04-13",
"postseason_start_date": "2016-04-16",
"postseason_end_date": "2016-06-19",
},
"2016-2017": {
"reg_season_start_date": "2016-10-25",
"reg_season_end_date": "2017-04-12",
"postseason_start_date": "2017-04-15",
"postseason_end_date": "2017-06-12",
},
"2017-2018": {
"reg_season_start_date": "2017-10-17",
"reg_season_end_date": "2018-04-11",
"postseason_start_date": "2018-04-14",
"postseason_end_date": "2018-06-08",
},
"2018-2019": {
"reg_season_start_date": "2018-10-16",
"reg_season_end_date": "2019-04-10",
"postseason_start_date": "2019-04-13",
"postseason_end_date": "2019-06-13",
},
"2019-2020": {
"reg_season_start_date": "2019-10-22",
"reg_season_end_date": "2020-03-11", # Season suspended due to COVID-19
"postseason_start_date": "2020-08-17", # Season resumed in the NBA Bubble
"postseason_end_date": "2020-10-11",
},
"2020-2021": {
"reg_season_start_date": "2020-12-22",
"reg_season_end_date": "2021-05-16",
"postseason_start_date": "2021-05-18",
"postseason_end_date": "2021-07-20",
},
"2021-2022": {
"reg_season_start_date": "2021-10-19",
"reg_season_end_date": "2022-04-10",
"postseason_start_date": "2022-04-12",
"postseason_end_date": "2022-06-16",
},
"2022-2023": {
"reg_season_start_date": "2022-10-18",
"reg_season_end_date": "2023-04-09",
"postseason_start_date": "2023-04-11",
"postseason_end_date": "2023-06-12",
},
"2023-2024": { # Estimated
"reg_season_start_date": "2023-10-24",
"reg_season_end_date": "2024-04-14",
"postseason_start_date": "2024-04-16",
"postseason_end_date": "2024-06-16",
},
}