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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 29 new columns ({'FG', 'GS', '2P', 'PF', 'FT', 'Name', 'G', 'Age', '3PA', 'BLK', 'FT%', 'DRB', '2PA', 'STL', 'Rk', '2P%', 'PTS/G', 'TRB', '3P', 'FGA', 'FG%', 'TOV', 'MP', 'ORB', 'AST', 'FTA', 'TEAM', '3P%', 'eFG%'}) and 11 missing columns ({'Date', 'Start (ET)', 'Home/Neutral', 'Box Score', 'Overtime', 'Arena', 'PTS.1', 'Notes', 'Visitor/Neutral', 'Attendance', 'PTS'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Hatman/NBA-Players-Results-2018/player_stats_2018.csv (at revision c366effba38fb1703082cc060b3d196a3a4a8cb9)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Rk: int64
              Name: string
              Age: int64
              G: int64
              GS: int64
              MP: double
              FG: double
              FGA: double
              FG%: double
              3P: double
              3PA: double
              3P%: double
              2P: double
              2PA: double
              2P%: double
              eFG%: double
              FT: double
              FTA: double
              FT%: double
              ORB: double
              DRB: double
              TRB: double
              AST: double
              STL: double
              BLK: double
              TOV: double
              PF: double
              PTS/G: double
              TEAM: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3336
              to
              {'Date': Value(dtype='string', id=None), 'Start (ET)': Value(dtype='string', id=None), 'Visitor/Neutral': Value(dtype='string', id=None), 'PTS': Value(dtype='int64', id=None), 'Home/Neutral': Value(dtype='string', id=None), 'PTS.1': Value(dtype='int64', id=None), 'Box Score': Value(dtype='string', id=None), 'Overtime': Value(dtype='string', id=None), 'Attendance': Value(dtype='int64', id=None), 'Arena': Value(dtype='string', id=None), 'Notes': Value(dtype='string', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 29 new columns ({'FG', 'GS', '2P', 'PF', 'FT', 'Name', 'G', 'Age', '3PA', 'BLK', 'FT%', 'DRB', '2PA', 'STL', 'Rk', '2P%', 'PTS/G', 'TRB', '3P', 'FGA', 'FG%', 'TOV', 'MP', 'ORB', 'AST', 'FTA', 'TEAM', '3P%', 'eFG%'}) and 11 missing columns ({'Date', 'Start (ET)', 'Home/Neutral', 'Box Score', 'Overtime', 'Arena', 'PTS.1', 'Notes', 'Visitor/Neutral', 'Attendance', 'PTS'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Hatman/NBA-Players-Results-2018/player_stats_2018.csv (at revision c366effba38fb1703082cc060b3d196a3a4a8cb9)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Open a discussion for direct support.

Date
string
Start (ET)
string
Visitor/Neutral
string
PTS
int64
Home/Neutral
string
PTS.1
int64
Box Score
string
Overtime
null
Attendance
int64
Arena
string
Notes
null
Tue Oct 16 2018
8:00p
Philadelphia 76ers
87
Boston Celtics
105
Box Score
null
18,624
TD Garden
null
Tue Oct 16 2018
10:30p
Oklahoma City Thunder
100
Golden State Warriors
108
Box Score
null
19,596
Oracle Arena
null
Wed Oct 17 2018
7:00p
Milwaukee Bucks
113
Charlotte Hornets
112
Box Score
null
17,889
Spectrum Center
null
Wed Oct 17 2018
7:00p
Brooklyn Nets
100
Detroit Pistons
103
Box Score
null
20,332
Little Caesars Arena
null
Wed Oct 17 2018
7:00p
Memphis Grizzlies
83
Indiana Pacers
111
Box Score
null
17,923
Bankers Life Fieldhouse
null
Wed Oct 17 2018
7:00p
Miami Heat
101
Orlando Magic
104
Box Score
null
19,191
Amway Center
null
Wed Oct 17 2018
7:30p
Atlanta Hawks
107
New York Knicks
126
Box Score
null
18,249
Madison Square Garden (IV)
null
Wed Oct 17 2018
7:30p
Cleveland Cavaliers
104
Toronto Raptors
116
Box Score
null
19,915
Scotiabank Arena
null
Wed Oct 17 2018
8:00p
New Orleans Pelicans
131
Houston Rockets
112
Box Score
null
18,055
Toyota Center
null
Wed Oct 17 2018
8:30p
Minnesota Timberwolves
108
San Antonio Spurs
112
Box Score
null
18,354
AT&T Center
null
Wed Oct 17 2018
10:00p
Utah Jazz
123
Sacramento Kings
117
Box Score
null
17,583
Golden 1 Center
null
Wed Oct 17 2018
10:30p
Denver Nuggets
107
Los Angeles Clippers
98
Box Score
null
19,068
STAPLES Center
null
Wed Oct 17 2018
10:30p
Dallas Mavericks
100
Phoenix Suns
121
Box Score
null
18,055
Talking Stick Resort Arena
null
Thu Oct 18 2018
8:00p
Chicago Bulls
108
Philadelphia 76ers
127
Box Score
null
20,302
Wells Fargo Center
null
Thu Oct 18 2018
8:00p
Miami Heat
113
Washington Wizards
112
Box Score
null
20,409
Capital One Arena
null
Thu Oct 18 2018
10:30p
Los Angeles Lakers
119
Portland Trail Blazers
128
Box Score
null
19,996
Moda Center
null
Fri Oct 19 2018
7:00p
Charlotte Hornets
120
Orlando Magic
88
Box Score
null
17,668
Amway Center
null
Fri Oct 19 2018
7:30p
New York Knicks
105
Brooklyn Nets
107
Box Score
null
17,732
Barclays Center
null
Fri Oct 19 2018
8:00p
Atlanta Hawks
117
Memphis Grizzlies
131
Box Score
null
17,019
FedEx Forum
null
Fri Oct 19 2018
8:00p
Cleveland Cavaliers
123
Minnesota Timberwolves
131
Box Score
null
18,978
Target Center
null
Fri Oct 19 2018
8:00p
Sacramento Kings
129
New Orleans Pelicans
149
Box Score
null
18,337
Smoothie King Center
null
Fri Oct 19 2018
8:00p
Boston Celtics
101
Toronto Raptors
113
Box Score
null
19,800
Scotiabank Arena
null
Fri Oct 19 2018
8:30p
Indiana Pacers
101
Milwaukee Bucks
118
Box Score
null
17,341
Fiserv Forum
null
Fri Oct 19 2018
10:30p
Oklahoma City Thunder
92
Los Angeles Clippers
108
Box Score
null
14,816
STAPLES Center
null
Fri Oct 19 2018
10:30p
Golden State Warriors
124
Utah Jazz
123
Box Score
null
18,306
Vivint Smart Home Arena
null
Sat Oct 20 2018
7:00p
Brooklyn Nets
112
Indiana Pacers
132
Box Score
null
17,007
Bankers Life Fieldhouse
null
Sat Oct 20 2018
7:00p
Toronto Raptors
117
Washington Wizards
113
Box Score
null
16,185
Capital One Arena
null
Sat Oct 20 2018
7:30p
Boston Celtics
103
New York Knicks
101
Box Score
null
19,427
Madison Square Garden (IV)
null
Sat Oct 20 2018
7:30p
Orlando Magic
115
Philadelphia 76ers
116
Box Score
null
20,300
Wells Fargo Center
null
Sat Oct 20 2018
8:00p
Detroit Pistons
118
Chicago Bulls
116
Box Score
null
21,289
United Center
null
Sat Oct 20 2018
8:00p
Charlotte Hornets
113
Miami Heat
112
Box Score
null
19,600
AmericanAirlines Arena
null
Sat Oct 20 2018
8:30p
Minnesota Timberwolves
136
Dallas Mavericks
140
Box Score
null
20,205
American Airlines Center
null
Sat Oct 20 2018
9:00p
Phoenix Suns
91
Denver Nuggets
119
Box Score
null
19,592
Pepsi Center
null
Sat Oct 20 2018
10:00p
San Antonio Spurs
108
Portland Trail Blazers
121
Box Score
null
19,461
Moda Center
null
Sat Oct 20 2018
10:30p
Houston Rockets
124
Los Angeles Lakers
115
Box Score
null
18,997
STAPLES Center
null
Sun Oct 21 2018
6:00p
Atlanta Hawks
133
Cleveland Cavaliers
111
Box Score
null
19,432
Quicken Loans Arena
null
Sun Oct 21 2018
7:00p
Sacramento Kings
131
Oklahoma City Thunder
120
Box Score
null
18,203
Chesapeake Energy Arena
null
Sun Oct 21 2018
8:00p
Golden State Warriors
98
Denver Nuggets
100
Box Score
null
19,520
Pepsi Center
null
Sun Oct 21 2018
9:00p
Houston Rockets
112
Los Angeles Clippers
115
Box Score
null
16,149
STAPLES Center
null
Mon Oct 22 2018
7:30p
Orlando Magic
93
Boston Celtics
90
Box Score
null
18,624
TD Garden
null
Mon Oct 22 2018
7:30p
Charlotte Hornets
106
Toronto Raptors
127
Box Score
null
19,800
Scotiabank Arena
null
Mon Oct 22 2018
8:00p
New York Knicks
113
Milwaukee Bucks
124
Box Score
null
16,228
Fiserv Forum
null
Mon Oct 22 2018
8:00p
Indiana Pacers
91
Minnesota Timberwolves
101
Box Score
null
10,371
Target Center
null
Mon Oct 22 2018
8:30p
Chicago Bulls
109
Dallas Mavericks
115
Box Score
null
19,291
American Airlines Center
null
Mon Oct 22 2018
9:00p
Memphis Grizzlies
92
Utah Jazz
84
Box Score
null
18,306
Vivint Smart Home Arena
null
Mon Oct 22 2018
10:00p
Washington Wizards
125
Portland Trail Blazers
124
Box Score
null
19,187
Moda Center
null
Mon Oct 22 2018
10:30p
Phoenix Suns
103
Golden State Warriors
123
Box Score
null
19,596
Oracle Arena
null
Mon Oct 22 2018
10:30p
San Antonio Spurs
143
Los Angeles Lakers
142
Box Score
null
18,997
STAPLES Center
null
Tue Oct 23 2018
7:00p
Philadelphia 76ers
132
Detroit Pistons
133
Box Score
null
14,418
Little Caesars Arena
null
Tue Oct 23 2018
8:00p
Los Angeles Clippers
109
New Orleans Pelicans
116
Box Score
null
14,625
Smoothie King Center
null
Tue Oct 23 2018
9:00p
Sacramento Kings
112
Denver Nuggets
126
Box Score
null
13,214
Pepsi Center
null
Wed Oct 24 2018
7:00p
Dallas Mavericks
104
Atlanta Hawks
111
Box Score
null
16,705
State Farm Arena
null
Wed Oct 24 2018
7:00p
Brooklyn Nets
102
Cleveland Cavaliers
86
Box Score
null
19,432
Quicken Loans Arena
null
Wed Oct 24 2018
7:30p
New York Knicks
87
Miami Heat
110
Box Score
null
19,600
AmericanAirlines Arena
null
Wed Oct 24 2018
7:30p
Minnesota Timberwolves
105
Toronto Raptors
112
Box Score
null
19,800
Scotiabank Arena
null
Wed Oct 24 2018
8:00p
Charlotte Hornets
110
Chicago Bulls
112
Box Score
null
19,170
United Center
null
Wed Oct 24 2018
8:00p
Utah Jazz
100
Houston Rockets
89
Box Score
null
18,055
Toyota Center
null
Wed Oct 24 2018
8:30p
Indiana Pacers
116
San Antonio Spurs
96
Box Score
null
18,354
AT&T Center
null
Wed Oct 24 2018
9:30p
Philadelphia 76ers
108
Milwaukee Bucks
123
Box Score
null
17,341
Fiserv Forum
null
Wed Oct 24 2018
10:00p
Los Angeles Lakers
131
Phoenix Suns
113
Box Score
null
18,055
Talking Stick Resort Arena
null
Wed Oct 24 2018
10:00p
Memphis Grizzlies
92
Sacramento Kings
97
Box Score
null
14,198
Golden 1 Center
null
Wed Oct 24 2018
10:30p
Washington Wizards
122
Golden State Warriors
144
Box Score
null
19,596
Oracle Arena
null
Thu Oct 25 2018
7:00p
Cleveland Cavaliers
103
Detroit Pistons
110
Box Score
null
15,896
Little Caesars Arena
null
Thu Oct 25 2018
7:00p
Portland Trail Blazers
128
Orlando Magic
114
Box Score
null
15,114
Amway Center
null
Thu Oct 25 2018
8:00p
Boston Celtics
101
Oklahoma City Thunder
95
Box Score
null
18,203
Chesapeake Energy Arena
null
Thu Oct 25 2018
10:30p
Denver Nuggets
114
Los Angeles Lakers
121
Box Score
null
18,997
STAPLES Center
null
Fri Oct 26 2018
7:00p
Chicago Bulls
106
Charlotte Hornets
135
Box Score
null
15,220
Spectrum Center
null
Fri Oct 26 2018
7:30p
Golden State Warriors
128
New York Knicks
100
Box Score
null
19,812
Madison Square Garden (IV)
null
Fri Oct 26 2018
7:30p
Dallas Mavericks
107
Toronto Raptors
116
Box Score
null
19,800
Scotiabank Arena
null
Fri Oct 26 2018
8:00p
Los Angeles Clippers
133
Houston Rockets
113
Box Score
null
18,055
Toyota Center
null
Fri Oct 26 2018
8:00p
Milwaukee Bucks
125
Minnesota Timberwolves
95
Box Score
null
16,334
Target Center
null
Fri Oct 26 2018
8:00p
Brooklyn Nets
115
New Orleans Pelicans
117
Box Score
null
15,272
Smoothie King Center
null
Fri Oct 26 2018
10:00p
Washington Wizards
112
Sacramento Kings
116
Box Score
null
14,101
Golden 1 Center
null
Sat Oct 27 2018
7:00p
Boston Celtics
109
Detroit Pistons
89
Box Score
null
18,120
Little Caesars Arena
null
Sat Oct 27 2018
7:00p
Utah Jazz
132
New Orleans Pelicans
111
Box Score
null
16,373
Smoothie King Center
null
Sat Oct 27 2018
7:30p
Chicago Bulls
97
Atlanta Hawks
85
Box Score
null
15,549
State Farm Arena
null
Sat Oct 27 2018
7:30p
Indiana Pacers
119
Cleveland Cavaliers
107
Box Score
null
19,432
Quicken Loans Arena
null
Sat Oct 27 2018
7:30p
Charlotte Hornets
103
Philadelphia 76ers
105
Box Score
null
20,203
Wells Fargo Center
null
Sat Oct 27 2018
8:00p
Phoenix Suns
96
Memphis Grizzlies
117
Box Score
null
15,926
FedEx Forum
null
Sat Oct 27 2018
8:00p
Portland Trail Blazers
111
Miami Heat
120
Box Score
null
19,600
AmericanAirlines Arena
null
Sat Oct 27 2018
8:30p
Orlando Magic
91
Milwaukee Bucks
113
Box Score
null
17,341
Fiserv Forum
null
Sat Oct 27 2018
8:30p
Los Angeles Lakers
106
San Antonio Spurs
110
Box Score
null
18,589
AT&T Center
null
Sun Oct 28 2018
5:00p
Golden State Warriors
120
Brooklyn Nets
114
Box Score
null
17,732
Barclays Center
null
Sun Oct 28 2018
7:00p
Utah Jazz
113
Dallas Mavericks
104
Box Score
null
19,571
American Airlines Center
null
Sun Oct 28 2018
7:00p
Phoenix Suns
110
Oklahoma City Thunder
117
Box Score
null
18,203
Chesapeake Energy Arena
null
Sun Oct 28 2018
9:30p
Washington Wizards
104
Los Angeles Clippers
136
Box Score
null
16,491
STAPLES Center
null
Mon Oct 29 2018
7:00p
Portland Trail Blazers
103
Indiana Pacers
93
Box Score
null
15,788
Bankers Life Fieldhouse
null
Mon Oct 29 2018
7:00p
Atlanta Hawks
92
Philadelphia 76ers
113
Box Score
null
20,269
Wells Fargo Center
null
Mon Oct 29 2018
7:30p
Sacramento Kings
123
Miami Heat
113
Box Score
null
19,600
AmericanAirlines Arena
null
Mon Oct 29 2018
7:30p
Brooklyn Nets
96
New York Knicks
115
Box Score
null
19,221
Madison Square Garden (IV)
null
Mon Oct 29 2018
8:00p
Golden State Warriors
149
Chicago Bulls
124
Box Score
null
21,076
United Center
null
Mon Oct 29 2018
8:00p
Toronto Raptors
109
Milwaukee Bucks
124
Box Score
null
17,341
Fiserv Forum
null
Mon Oct 29 2018
8:00p
Los Angeles Lakers
120
Minnesota Timberwolves
124
Box Score
null
18,978
Target Center
null
Mon Oct 29 2018
8:30p
Dallas Mavericks
108
San Antonio Spurs
113
Box Score
null
18,354
AT&T Center
null
Mon Oct 29 2018
9:00p
New Orleans Pelicans
111
Denver Nuggets
116
Box Score
null
15,217
Pepsi Center
null
Tue Oct 30 2018
7:00p
Miami Heat
113
Charlotte Hornets
125
Box Score
null
14,117
Spectrum Center
null
Tue Oct 30 2018
7:00p
Atlanta Hawks
114
Cleveland Cavaliers
136
Box Score
null
19,432
Quicken Loans Arena
null
Tue Oct 30 2018
7:00p
Sacramento Kings
107
Orlando Magic
99
Box Score
null
15,074
Amway Center
null
Tue Oct 30 2018
7:30p
Detroit Pistons
105
Boston Celtics
108
Box Score
null
18,624
TD Garden
null
Tue Oct 30 2018
7:30p
Philadelphia 76ers
112
Toronto Raptors
129
Box Score
null
19,800
Scotiabank Arena
null
End of preview.

Dataset Description

This dataset contains two CSV files with information about the 2018 NBA regular season:

  1. game_results_2018.csv - Contains results for each game played in the 2018 NBA regular season.

  2. player_stats_2018.csv - Contains average per-game stats for every starter in the 2018 NBA season.

Data Source

The data was scraped from the official NBA website and sports reference sites that track NBA stats and results.

Data Fields

game_results_2018.csv:

  • 'Date': Date the game was played (Day-of-Week Mnth Day Year)
  • 'Start (ET)': Start of Game (0:00p)
  • 'Away/Neutral': Away Team
  • 'PTS': Away/Neutral Points
  • 'Home/Neutral': Home Team
  • 'PTS': Home/Neutral Points
  • 'Box Score': Box Score Field
  • 'Overtime': Whether there was Overtime
  • 'Attendance': Attendance at the Arena
  • 'Arena': Name of the arena where the game took place

player_stats_2018.csv fields:

  • 'Rk': Rank of the player on the team
  • 'Name': Full name of the player
  • 'Age' : Age of the Player
  • 'G': Games Played
  • 'GS': Games Started
  • 'MP': Minutes Played
  • 'FG': Field Goal Made
  • 'FGA': Field Goal Attempted
  • 'FG%': Field Goal Percentage
  • '3P': Three Point Made
  • '3PA': Three Point Attempted
  • '3P%': Three Point Percentage
  • '2P': Two Point Made
  • '2PA': Two Point Attempted
  • '2P%': Two Point Percentage
  • 'eFG%': Effective Field Goal percentage
  • 'FT': Free Throws Made
  • 'FTA': Free Throw Attempts
  • 'FT%': Free Throw Percentage
  • 'DRB': Defensive rebounds
  • 'TRB`: Rebounds
  • 'AST`: Assists
  • 'STL`: Steals
  • 'BLK`: Blocks
  • 'TOV`: Turnovers
  • 'PF': Personal Fouls
  • 'PTS/G' : Points per game
  • 'team': Team the player was on

Example Usage

This dataset can be used for analysis of the 2018 NBA season, such as:

  • Calculating team and player stats/rankings
  • Predicting game outcomes based on matchups and player performance
  • Analyzing how game results impacted team standings
  • Visualizing player stats and performance over the season

License

The data is provided under an open source MIT license.[1]

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Models trained or fine-tuned on Hatman/NBA-Players-Results-2018