Installation¶
$ pip install nba_stats_tracking
Code Examples¶
Aggregating Multiple Tracking Shot Stat Filters and/or Seasons¶
The following will get aggregate player stats for Catch and Shoot, Open or Wide-Open shots in the Regular Season and Playoffs from 2013-14 to 2019-20:
from nba_stats_tracking import tracking_shots
seasons = ['2013-14', '2014-15', '2015-16', '2016-17', '2017-18', '2018-19', '2019-20']
season_types = ['Regular Season', 'Playoffs']
def_distances = ['6+ Feet - Wide Open', '4-6 Feet - Open']
general_ranges = ['Catch and Shoot']
stats, league_totals = tracking_shots.aggregate_full_season_tracking_shot_stats_for_seasons(
'player',
seasons,
season_types,
close_def_dists=def_distances,
general_ranges=general_ranges
)
for stat in stats:
print(stat)
print(league_totals)
Generating Tracking Shot Game Logs¶
The following gets player game logs for Open and Wide Open Catch and Shoot shots for games from 02/02/2020 to 02/03/2020:
from nba_stats_tracking import tracking_shots
def_distances = ['6+ Feet - Wide Open', '4-6 Feet - Open']
general_ranges = ['Catch and Shoot']
date_from = '02/02/2020'
date_to = '02/03/2020'
game_logs = tracking_shots.generate_tracking_shot_game_logs(
'player',
date_from,
date_to,
close_def_dists=def_distances,
general_ranges=general_ranges
)
for game_log in game_logs:
print(game_log)
Aggregating Multiple Tracking Shot Stat Filters and Grouping by Season¶
The following gets player stats for Catch and Shoot, Open or Wide-Open shots in the Regular Season from 2013-14 to 2019-20 and groups the results by season:
from nba_stats_tracking import tracking_shots
seasons = ['2013-14', '2014-15', '2015-16', '2016-17', '2017-18', '2018-19', '2019-20']
season_types = ['Regular Season']
def_distances = ['6+ Feet - Wide Open', '4-6 Feet - Open']
general_ranges = ['Catch and Shoot']
stats = tracking_shots.get_tracking_shot_stats(
'player',
seasons,
season_types,
close_def_dists=def_distances,
general_ranges=general_ranges
)
for stat in stats:
print(stat)
Aggregating Multiple Seasons of Tracking Stats¶
The following gets player speed and distance stats from 2018-19 to 2019-20:
from nba_stats_tracking import tracking
stat_measure = 'SpeedDistance'
seasons = ['2018-19', '2019-20']
season_types = ['Regular Season']
entity_type = 'player'
stats, league_totals = tracking.aggregate_full_season_tracking_stats_for_seasons(
stat_measure,
seasons,
season_types,
entity_type
)
for stat in stats:
print(stat)
print('-----------------------')
print(league_totals)
Generating Tracking Game Logs¶
The following gets player game logs for catch and shoot shots for games from 02/02/2020 to 02/03/2020:
from nba_stats_tracking import tracking
stat_measure = 'CatchShoot'
entity_type = 'player'
date_from = '02/02/2020'
date_to = '02/03/2020'
game_logs = tracking.generate_tracking_game_logs(stat_measure, entity_type, date_from, date_to)
for game_log in game_logs:
print(game_log)
Get Opponent Tracking Stats For An Individual Team¶
The following gets opponent catch and shoot stats for the Boston Celtics in 2019-20
from nba_stats_tracking import tracking
stat_measure = 'CatchShoot'
seasons = ['2019-20']
season_types = ['Regular Season']
entity_type = 'team'
opponent_team_id = 1610612738
# stats will be each team's stats against opponent_team_id
# league_totals will be aggregate opponent stats for opponents of opponent_team_id
stats, league_totals = tracking.aggregate_full_season_tracking_stats_for_seasons(
stat_measure,
seasons,
season_types,
entity_type,
opponent_team_id=opponent_team_id
)
for stat in stats:
print(stat)
print(league_totals)