National Basketball AssociationΒΆ
We can get data from ESPN NBA Stats. For example, team statistics for the following variables.
GP: Games Played
PTS: Points Per Game
FGM: Average Field Goals Made
FGA: Average Field Goals Attempted
FG%: Field Goal Percentage
3PM: Average 3-Point Field Goals Made
3PA: Average 3-Point Field Goals Attempted
3P%: 3-Point Field Goal Percentage
FTM: Average Free Throws Made
FTA: Average Free Throws Attempted
FT%: Free Throw Percentage
OR: Offensive Rebounds Per Game
DR: Defensive Rebounds Per Game
REB: Rebounds Per Game
AST: Assists Per Game
STL: Steals Per Game
BLK: Blocks Per Game
TO: Turnovers Per Game
PF: Fouls Per Game
url = 'https://www.espn.com/nba/stats/team/_/table/offensive/sort/avgPoints/dir/desc'
import pandas as pd
page = pd.read_html(url)
team_names = page[0]
team_data = page[1]
team_points = team_names.join(team_data).set_index('RK')
team_points
| Team | GP | PTS | FGM | FGA | FG% | 3PM | 3PA | 3P% | FTM | FTA | FT% | OR | DR | REB | AST | STL | BLK | TO | PF | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RK | ||||||||||||||||||||
| 1 | Dallas Mavericks | 6 | 117.0 | 42.2 | 89.2 | 47.3 | 13.5 | 37.5 | 36.0 | 19.2 | 26.5 | 72.3 | 7.7 | 35.5 | 43.2 | 21.5 | 6.5 | 3.7 | 12.7 | 22.5 |
| 2 | Los Angeles Lakers | 11 | 115.2 | 42.3 | 84.6 | 49.9 | 12.0 | 33.0 | 36.4 | 18.6 | 25.6 | 72.7 | 10.7 | 35.0 | 45.7 | 26.5 | 8.5 | 6.0 | 15.7 | 22.3 |
| 3 | LA Clippers | 13 | 114.0 | 40.9 | 86.4 | 47.4 | 12.1 | 32.8 | 36.8 | 20.1 | 25.2 | 79.8 | 9.5 | 34.5 | 44.0 | 21.2 | 7.5 | 3.7 | 13.0 | 22.9 |
| 4 | Utah Jazz | 7 | 113.4 | 39.9 | 81.9 | 48.7 | 15.7 | 37.3 | 42.1 | 18.0 | 23.3 | 77.3 | 9.3 | 31.9 | 41.1 | 21.4 | 6.1 | 3.1 | 12.0 | 19.0 |
| 5 | Miami Heat | 12 | 111.5 | 37.4 | 82.4 | 45.4 | 14.1 | 38.1 | 37.0 | 22.6 | 27.7 | 81.6 | 8.8 | 34.9 | 43.8 | 25.0 | 7.8 | 4.4 | 14.2 | 19.7 |
| 6 | Milwaukee Bucks | 10 | 111.1 | 40.1 | 87.1 | 46.0 | 13.3 | 37.1 | 35.8 | 17.6 | 24.3 | 72.4 | 9.4 | 37.3 | 46.7 | 24.3 | 7.2 | 4.2 | 14.9 | 21.7 |
| 7 | Toronto Raptors | 11 | 109.4 | 39.1 | 88.5 | 44.2 | 14.6 | 40.3 | 36.3 | 16.5 | 21.3 | 77.8 | 8.2 | 36.5 | 44.6 | 24.8 | 7.1 | 5.5 | 13.1 | 22.5 |
| 8 | Boston Celtics | 14 | 108.3 | 38.0 | 83.6 | 45.5 | 12.1 | 35.4 | 34.3 | 20.1 | 24.8 | 81.3 | 7.9 | 37.1 | 45.1 | 21.6 | 6.9 | 5.1 | 14.1 | 22.2 |
| 9 | Houston Rockets | 12 | 107.7 | 37.4 | 85.8 | 43.6 | 16.9 | 46.8 | 36.2 | 15.9 | 20.2 | 78.9 | 6.7 | 32.2 | 38.8 | 21.3 | 9.1 | 3.5 | 13.4 | 22.2 |
| 10 | Denver Nuggets | 15 | 107.3 | 39.1 | 83.6 | 46.7 | 13.1 | 33.6 | 38.9 | 16.1 | 19.7 | 81.4 | 9.7 | 32.2 | 41.9 | 22.3 | 5.9 | 4.3 | 13.5 | 22.0 |
| 11 | Orlando Magic | 5 | 107.0 | 37.2 | 88.6 | 42.0 | 15.0 | 39.8 | 37.7 | 17.6 | 21.0 | 83.8 | 6.6 | 36.4 | 43.0 | 23.8 | 6.8 | 3.2 | 14.6 | 21.0 |
| 12 | Portland Trail Blazers | 5 | 106.6 | 37.6 | 88.2 | 42.6 | 11.6 | 30.6 | 37.9 | 19.8 | 25.0 | 79.2 | 9.8 | 33.0 | 42.8 | 17.8 | 7.4 | 3.6 | 16.0 | 25.0 |
| 13 | Brooklyn Nets | 4 | 105.8 | 36.3 | 91.3 | 39.7 | 15.5 | 46.0 | 33.7 | 17.8 | 24.5 | 72.4 | 9.3 | 35.0 | 44.3 | 25.8 | 5.0 | 4.5 | 14.5 | 21.3 |
| 14 | Oklahoma City Thunder | 7 | 104.0 | 36.7 | 85.4 | 43.0 | 12.0 | 36.6 | 32.8 | 18.6 | 24.0 | 77.4 | 9.0 | 40.9 | 49.9 | 17.9 | 5.3 | 4.0 | 17.0 | 17.1 |
| 15 | Indiana Pacers | 4 | 100.8 | 36.5 | 80.3 | 45.5 | 12.0 | 32.0 | 37.5 | 15.8 | 20.3 | 77.8 | 5.8 | 30.8 | 36.5 | 22.5 | 9.3 | 5.5 | 15.3 | 23.3 |
| 16 | Philadelphia 76ers | 4 | 100.5 | 33.3 | 84.0 | 39.6 | 8.0 | 30.3 | 26.4 | 26.0 | 32.0 | 81.3 | 12.3 | 33.8 | 46.0 | 17.5 | 5.0 | 4.5 | 12.0 | 22.3 |
