class seasons(db.Model):
"""
player seasons for multi rapm regressions and gp
"""
__tablename__ = "player_seasons"
__table_args__ = {"schema": "nba"}
player_id = db.Column(db.Integer, primary_key=True)
gp = db.Column(db.Integer, primary_key=True)
teams = db.Column(db.String, primary_key=True)
seasons = db.Column(db.String, primary_key=True)
min_season = db.Column(db.Integer, primary_key=True)
class team_single_year_rapm(db.Model):
"""
creates table for player single year rapm stats
"""
__tablename__ = "team_single_year_rapm"
__table_args__ = {"schema": "nba"}
team_id = db.Column(db.Integer, primary_key=True, nullable=False)
rapm_off = db.Column(db.Numeric)
rapm_def = db.Column(db.Numeric)
rapm = db.Column(db.Numeric)
rapm_rank = db.Column(db.Integer)
rapm_off_rank = db.Column(db.Integer)
rapm_def_rank = db.Column(db.Integer)
team_abbrev = db.Column(db.String)
min_season = db.Column(db.Integer, primary_key=True, nullable=False)
max_season = db.Column(db.Integer)
class player_multi_year_rapm(db.Model):
"""
creates table for player multi year rapm stats
"""
__tablename__ = "player_three_year_rapm"
__table_args__ = {"schema": "nba"}
player_id = db.Column(db.Integer, primary_key=True, nullable=False)
rapm_off = db.Column(db.Numeric)
rapm_def = db.Column(db.Numeric)
rapm = db.Column(db.Numeric)
rapm_rank = db.Column(db.Integer)
rapm_off_rank = db.Column(db.Integer)
rapm_def_rank = db.Column(db.Integer)
player_name = db.Column(db.String)
min_season = db.Column(db.Integer, primary_key=True, nullable=False)
max_season = db.Column(db.Integer, primary_key=True, nullable=False)
seasons = column_property(
cast(min_season, String) + "-" + cast(max_season, String))
class Pbp(db.Model):
"""
Class to create the play by play table
"""
__tablename__ = "pbp"
key_col = db.Column(db.String, primary_key=True, nullable=False)
game_id = db.Column(db.Integer, index=True)
eventnum = db.Column(db.Integer)
eventmsgtype = db.Column(db.Integer)
eventmsgactiontype = db.Column(db.Integer)
period = db.Column(db.Integer)
wctimestring = db.Column(db.String)
pctimestring = db.Column(db.String)
homedescription = db.Column(db.String)
neutraldescription = db.Column(db.String)
visitordescription = db.Column(db.String)
score = db.Column(db.String)
scoremargin = db.Column(db.String)
person1type = db.Column(db.Integer)
player1_id = db.Column(db.Integer)
player1_name = db.Column(db.String)
player1_team_id = db.Column(db.Integer)
player1_team_city = db.Column(db.String)
player1_team_nickname = db.Column(db.String)
player1_team_abbreviation = db.Column(db.String)
person2type = db.Column(db.Integer)
player2_id = db.Column(db.Integer)
player2_name = db.Column(db.String)
player2_team_id = db.Column(db.Integer)
player2_team_city = db.Column(db.String)
player2_team_nickname = db.Column(db.String)
player2_team_abbreviation = db.Column(db.String)
person3type = db.Column(db.Integer)
player3_id = db.Column(db.Integer)
player3_name = db.Column(db.String)
player3_team_id = db.Column(db.Integer)
player3_team_city = db.Column(db.String)
player3_team_nickname = db.Column(db.String)
player3_team_abbreviation = db.Column(db.String)
evt = db.Column(db.Integer)
locx = db.Column(db.Integer)
locy = db.Column(db.Integer)
hs = db.Column(db.Integer)
vs = db.Column(db.Integer)
de = db.Column(db.String)
home_team_abbrev = db.Column(db.String)
away_team_abbrev = db.Column(db.String)
game_date = db.Column(db.Date)
season = db.Column(db.Integer)
home_team_id = db.Column(db.Integer)
away_team_id = db.Column(db.Integer)
event_team = db.Column(db.String)
event_type_de = db.Column(db.String)
shot_type_de = db.Column(db.String)
shot_made = db.Column(db.Boolean)
is_block = db.Column(db.Boolean)
shot_type = db.Column(db.String)
seconds_elapsed = db.Column(db.Integer)
event_length = db.Column(db.Integer)
is_three = db.Column(db.Boolean)
points_made = db.Column(db.Integer)
is_d_rebound = db.Column(db.Boolean)
is_o_rebound = db.Column(db.Boolean)
is_turnover = db.Column(db.Boolean)
is_steal = db.Column(db.Boolean)
foul_type = db.Column(db.String)
is_putback = db.Column(db.Boolean)
home_player_1 = db.Column(db.String)
home_player_1_id = db.Column(db.Integer)
home_player_2 = db.Column(db.String)
home_player_2_id = db.Column(db.Integer)
home_player_3 = db.Column(db.String)
home_player_3_id = db.Column(db.Integer)
home_player_4 = db.Column(db.String)
home_player_4_id = db.Column(db.Integer)
home_player_5 = db.Column(db.String)
home_player_5_id = db.Column(db.Integer)
away_player_1 = db.Column(db.String)
away_player_1_id = db.Column(db.Integer)
away_player_2 = db.Column(db.String)
away_player_2_id = db.Column(db.Integer)
away_player_3 = db.Column(db.String)
away_player_3_id = db.Column(db.Integer)
away_player_4 = db.Column(db.String)
away_player_4_id = db.Column(db.Integer)
away_player_5 = db.Column(db.String)
away_player_5_id = db.Column(db.Integer)
__table_args__ = {"schema": "nba"}
class shot_locations_view(db.Model):
__tablename__ = "shot_locations_view"
__table_args__ = {"schema": "nba"}
player_id = db.Column(db.Integer, primary_key=True, nullable=False)
player_name = db.Column(db.String)
team_id = db.Column(db.Integer, primary_key=True, nullable=False)
season = db.Column(db.Integer, primary_key=True, nullable=False)
x = db.Column(db.Integer)
y = db.Column(db.Integer)
lg_made = db.Column(db.Integer)
lg_attempted = db.Column(db.Integer)
lg_x = db.Column(db.Integer)
lg_y = db.Column(db.Integer)
made = db.Column(db.Integer)
attempted = db.Column(db.Integer)
class player_multi_rapm_view(db.Model):
__tablename__ = "player_multi_rapm_view"
__table_args__ = {"schema": "nba"}
player_id = db.Column(db.Integer, primary_key=True, nullable=False)
rapm_off = db.Column(db.Numeric)
rapm_def = db.Column(db.Numeric)
rapm = db.Column(db.Numeric)
rapm_rank = db.Column(db.Integer)
rapm_off_rank = db.Column(db.Integer)
rapm_def_rank = db.Column(db.Integer)
player_name = db.Column(db.String)
min_season = db.Column(db.Integer, primary_key=True, nullable=False)
max_season = db.Column(db.Integer)
gp = db.Column(db.Integer)
teams = db.Column(db.String)
class per_poss_stats(db.Model):
__tablename__ = "per_poss_stats"
__table_args__ = {"schema": "nba"}
player_name = db.Column(db.String, primary_key=True)
player_id = db.Column(db.Integer, primary_key=True, nullable=False)
position = db.Column(db.String, primary_key=True)
season = db.Column(db.Integer, primary_key=True, nullable=False)
teams = db.Column(db.String, primary_key=True)
gp = db.Column(db.Integer)
mins = db.Column(db.Numeric)
fgm = db.Column(db.Integer)
fga = db.Column(db.Integer)
tpm = db.Column(db.Integer)
tpa = db.Column(db.Integer)
ftm = db.Column(db.Integer)
fta = db.Column(db.Integer)
oreb = db.Column(db.Integer)
dreb = db.Column(db.Integer)
ast = db.Column(db.Integer)
tov = db.Column(db.Integer)
blk = db.Column(db.Integer)
stl = db.Column(db.Integer)
points = db.Column(db.Integer)
class pa_stats_view(db.Model):
"""
materialized view for player advanced stats
"""
__tablename__ = "pa_stats_view"
__table_args__ = {"schema": "nba"}
player_id = db.Column(db.Integer, primary_key=True, nullable=False)
player_name = db.Column(db.String)
team_abbrev = db.Column(db.String)
gp = db.Column(db.Integer)
position = db.Column(db.String)
off_rating = db.Column(db.Numeric)
def_rating = db.Column(db.Numeric)
efg_percent = db.Column(db.Numeric)
ts_percent = db.Column(db.Numeric)
oreb_percent = db.Column(db.Numeric)
dreb_percent = db.Column(db.Numeric)
ast_percent = db.Column(db.Numeric)
blk_percent = db.Column(db.Numeric)
stl_percent = db.Column(db.Numeric)
tov_percent = db.Column(db.Numeric)
usg_percent = db.Column(db.Numeric)
min_season = db.Column(db.Integer, primary_key=True, nullable=False)
max_season = db.Column(db.Integer, primary_key=True, nullable=False)
class shot_locations(db.Model):
"""
model for the shot locations table
"""
__tablename__ = "shot_locations"
__table_args__ = {"schema": "nba"}
key_col = db.Column(db.String, primary_key=True, nullable=False)
grid_type = db.Column(db.String)
game_id = db.Column(db.Integer)
game_event_id = db.Column(db.Integer)
player_id = db.Column(db.Integer)
player_name = db.Column(db.String)
team_id = db.Column(db.Integer)
team_name = db.Column(db.String)
period = db.Column(db.Integer)
minutes_remaining = db.Column(db.Integer)
seconds_remaining = db.Column(db.Integer)
event_type = db.Column(db.String)
action_type = db.Column(db.String)
shot_type = db.Column(db.String)
shot_zone_basic = db.Column(db.String)
shot_zone_area = db.Column(db.String)
shot_zone_range = db.Column(db.String)
shot_distance = db.Column(db.Integer)
loc_x = db.Column(db.Integer)
loc_y = db.Column(db.Integer)
shot_attempted_flag = db.Column(db.Integer)
shot_made_flag = db.Column(db.Integer)
game_date = db.Column(db.Integer)
htm = db.Column(db.String)
vtm = db.Column(db.String)
class team_advanced(db.Model):
"""
creates table for team advanced stats
"""
__tablename__ = "team_advanced_stats"
__table_args__ = {"schema": "nba"}
team_id = db.Column(db.Integer, primary_key=True, nullable=False)
team_abbrev = db.Column(db.String)
gp = db.Column(db.Integer)
efg_percentage = db.Column(db.Numeric)
true_shooting_percentage = db.Column(db.Numeric)
oreb_percentage = db.Column(db.Numeric)
ft_per_fga = db.Column(db.Numeric)
tov_percentage = db.Column(db.Numeric)
opp_efg_percentage = db.Column(db.Numeric)
opp_tov_percentage = db.Column(db.Numeric)
dreb_percentage = db.Column(db.Numeric)
opp_ft_per_fga = db.Column(db.Numeric)
off_rating = db.Column(db.Numeric)
def_rating = db.Column(db.Numeric)
min_season = db.Column(db.Integer, primary_key=True, nullable=False)
max_season = db.Column(db.Integer)
class player_details(db.Model):
"""
Class to build table with player info
"""
__tablename__ = "player_details"
__table_args__ = {"schema": "nba"}
player_id = db.Column(db.Integer, primary_key=True, nullable=False)
first_name = db.Column(db.String)
last_name = db.Column(db.String)
display_first_last = db.Column(db.String)
display_last_comma_first = db.Column(db.String)
display_fi_last = db.Column(db.String)
birthdate = db.Column(db.Date)
school = db.Column(db.String)
country = db.Column(db.String)
last_affiliation = db.Column(db.String)
height = db.Column(db.String)
weight = db.Column(db.String)
season_experience = db.Column(db.Integer)
jersey_number = db.Column(db.String)
position = db.Column(db.String)
rosterstatus = db.Column(db.String)
team_id = db.Column(db.Integer)
team_name = db.Column(db.String)
team_abbreviation = db.Column(db.String)
team_code = db.Column(db.String)
team_city = db.Column(db.String)
playercode = db.Column(db.String)
from_year = db.Column(db.Integer)
to_year = db.Column(db.Integer)
dleague_flag = db.Column(db.String)
nba_flag = db.Column(db.String)
games_played_flag = db.Column(db.String)
draft_year = db.Column(db.String)
draft_round = db.Column(db.String)
draft_number = db.Column(db.String)
class teambygamestats(db.Model):
"""
Class to create the teambygamestats table which is each teams
box score for every game they played in.
"""
__tablename__ = "teambygamestats"
__table_args__ = {"schema": "nba"}
team_id = db.Column(db.Integer, primary_key=True, nullable=False)
game_id = db.Column(db.Integer, primary_key=True, nullable=False)
points_for = db.Column(db.Integer)
tpa = db.Column(db.Integer)
fga = db.Column(db.Integer)
fta = db.Column(db.Integer)
fgm = db.Column(db.Integer)
tpm = db.Column(db.Integer)
ftm = db.Column(db.Integer)
blk = db.Column(db.Integer)
shots_blocked = db.Column(db.Integer)
ast = db.Column(db.Integer)
oreb = db.Column(db.Integer)
dreb = db.Column(db.Integer)
tov = db.Column(db.Integer)
pf = db.Column(db.Integer)
fouls_drawn = db.Column(db.Integer)
stl = db.Column(db.Integer)
points_against = db.Column(db.Integer)
plus_minus = db.Column(db.Integer)
team_abbrev = db.Column(db.String)
possessions = db.Column(db.Integer)
game_date = db.Column(db.Date)
season = db.Column(db.Integer, primary_key=True, nullable=False)
toc = db.Column(db.Integer)
toc_string = db.Column(db.String)
is_home = db.Column(db.Integer)
is_win = db.Column(db.Integer)
opponent = db.Column(db.Integer)
opponent_abbrev = db.Column(db.String)
class team_details(db.Model):
"""
Class to create table for team details
"""
__tablename__ = "team_details"
__table_args__ = {"schema": "nba"}
team_id = db.Column(db.Integer, primary_key=True, nullable=False)
abbreviation = db.Column(db.String)
nickname = db.Column(db.String)
yearfounded = db.Column(db.Integer)
city = db.Column(db.String)
arena = db.Column(db.String)
arena_capacity = db.Column(db.Integer)
owner = db.Column(db.String)
generalmanager = db.Column(db.String)
headcoach = db.Column(db.String)
dleagueaffiliation = db.Column(db.Integer)
class playerbygamestats(db.Model):
"""
Class to create the playerbygamestats table which is each players
box score for every game they played in.
"""
__tablename__ = "playerbygamestats"
__table_args__ = {"schema": "nba"}
player_id = db.Column(db.Integer, primary_key=True, nullable=False)
team_id = db.Column(db.Integer)
game_id = db.Column(db.Integer, primary_key=True, nullable=False)
game_date = db.Column(db.Date)
toc = db.Column(db.Integer)
toc_string = db.Column(db.String)
fgm = db.Column(db.Integer)
fga = db.Column(db.Integer)
tpm = db.Column(db.Integer)
tpa = db.Column(db.Integer)
ftm = db.Column(db.Integer)
fta = db.Column(db.Integer)
points = db.Column(db.Integer)
ast = db.Column(db.Integer)
oreb = db.Column(db.Integer)
dreb = db.Column(db.Integer)
blk = db.Column(db.Integer)
tov = db.Column(db.Integer)
pf = db.Column(db.Integer)
stl = db.Column(db.Integer)
plus = db.Column(db.Integer)
minus = db.Column(db.Integer)
plus_minus = db.Column(db.Integer)
player_name = db.Column(db.String)
possessions = db.Column(db.Integer)
is_home = db.Column(db.Integer)
team_abbrev = db.Column(db.String)
opponent = db.Column(db.Integer)
opponent_abbrev = db.Column(db.String)
season = db.Column(db.Integer, primary_key=True, nullable=False)