

In [23]:

    
conn = create_engine('mysql+pymysql://root:@localhost:3306/nba_stats')

player_list_18 = nba_py.player.PlayerList(season = '2017-18').info()['PERSON_ID']
print('Player list load complete!')

team_list = nba_py.team.TeamList().info()
team_id_dict = team_list[['TEAM_ID', 'ABBREVIATION']].set_index('ABBREVIATION').to_dict()['TEAM_ID']
print('Team list loaded!')

game_logs = pd.read_sql_table('game_logs', conn)
length_former = len(game_logs)
print(str(length_former) + ' game logs loaded.')

for p in player_list_18:
    for y in ['2014-15', '2015-16', '2016-17']:
        print(p, y, str(player_list_18[player_list_18 == p].index[0] + 1) + '/' + str(len(player_list_18)))
        game_logs = game_logs.append(nba_py.player.PlayerGameLogs(p, season = y).info())

'''
for p in player_list_18:
    game_logs = game_logs.append(nba_py.player.PlayerGameLogs(p, season = '2017-18').info())
'''
        
game_logs = game_logs.drop_duplicates(['Player_ID', 'Game_ID'])
length_new = len(game_logs)
print(str(length_new - length_former) + ' game logs append!')

game_logs['MIN'] = game_logs['MIN'].apply(lambda x: 1 if x == 0 else x)
print('set 0 min to 1.')
game_logs['LOCATION'] = game_logs['MATCHUP'].apply(lambda x: 'AWAY' if '@' in x else 'HOME')
print('Game location assigned.')
game_logs['Oppo'] = game_logs['MATCHUP'].apply(lambda x: x[-3:])
print('Game opponent assigned.')
game_logs['Oppo_ID'] = game_logs['Oppo'].map(team_id_dict)
print('Game opponent id assigned.')

game_logs.to_sql('game_logs', conn, index = False, if_exists = 'replace')
print(str(length_new) + ' game logs commit complete!')









    



Player list load complete!
Team list loaded!
64664 game logs loaded.
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1627757 2015-16 489/492
1627757 2016-17 489/492
1627835 2014-15 490/492
1627835 2015-16 490/492
1627835 2016-17 490/492
1627790 2014-15 491/492
1627790 2015-16 491/492
1627790 2016-17 491/492
1627826 2014-15 492/492
1627826 2015-16 492/492
1627826 2016-17 492/492
1 game logs append!
set 0 min to 1.
Game location assigned.
Game opponent assigned.
Game opponent id assigned.
64665 game logs commit complete!