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bool
2 classes
Alaa Abdelnaby
14
12
95
1
0
0
216
109
0.45
52
37
0.6
43
12
557
50
86
255
144
12
43
Alaa
Abdelnaby
alaa abdelnaby
alaa
abdelnaby
false
Alex Abrines
29
7
66
198
73
0.36
263
102
0.38
36
32
0.89
58
5
926
16
97
308
83
31
24
Alex
Abrines
alex abrines
alex
abrines
false
Shareef Abdur-Rahim
163
48
344
40
12
0.27
898
424
0.45
384
313
0.83
65
54
2,255
147
182
1,172
491
63
166
Shareef
Abdur-Rahim
shareef abdur-rahim
shareef
abdur-rahim
false
Tariq Abdul-Wahad
39
12
72
10
2
0.26
252
105
0.37
76
54
0.62
32
21
683
43
69
266
115
26
44
Tariq
Abdul-Wahad
tariq abdul-wahad
tariq
abdul-wahad
false
Mahmoud Abdul-Rauf
231
5
96
149
53
0.32
883
390
0.44
129
117
0.89
65
37
1,736
24
123
950
121
54
107
Mahmoud
Abdul-Rauf
mahmoud abdul-rauf
mahmoud
abdul-rauf
false
Alaa Abdelnaby
14
12
95
1
0
0
216
109
0.45
52
37
0.6
43
12
557
50
86
255
144
12
43
Alaa
Abdelnaby
alaa abdelnaby
alaa
abdelnaby
false
Alex Abrines
29
7
66
198
73
0.36
263
102
0.38
36
32
0.89
58
5
926
16
97
308
83
31
24
Alex
Abrines
alex abrines
alex
abrines
false
Shareef Abdur-Rahim
163
48
344
40
12
0.27
898
424
0.45
384
313
0.83
65
54
2,255
147
182
1,172
491
63
166
Shareef
Abdur-Rahim
shareef abdur-rahim
shareef
abdur-rahim
false
Tariq Abdul-Wahad
39
12
72
10
2
0.26
252
105
0.37
76
54
0.62
32
21
683
43
69
266
115
26
44
Tariq
Abdul-Wahad
tariq abdul-wahad
tariq
abdul-wahad
false
Mahmoud Abdul-Rauf
231
5
96
149
53
0.32
883
390
0.44
129
117
0.89
65
37
1,736
24
123
950
121
54
107
Mahmoud
Abdul-Rauf
mahmoud abdul-rauf
mahmoud
abdul-rauf
false
Alaa Abdelnaby
14
12
95
1
0
0
216
109
0.45
52
37
0.6
43
12
557
50
86
255
144
12
43
Alaa
Abdelnaby
alaa abdelnaby
alaa
abdelnaby
false
Alex Abrines
29
7
66
198
73
0.36
263
102
0.38
36
32
0.89
58
5
926
16
97
308
83
31
24
Alex
Abrines
alex abrines
alex
abrines
false
Shareef Abdur-Rahim
163
48
344
40
12
0.27
898
424
0.45
384
313
0.83
65
54
2,255
147
182
1,172
491
63
166
Shareef
Abdur-Rahim
shareef abdur-rahim
shareef
abdur-rahim
false
Tariq Abdul-Wahad
39
12
72
10
2
0.26
252
105
0.37
76
54
0.62
32
21
683
43
69
266
115
26
44
Tariq
Abdul-Wahad
tariq abdul-wahad
tariq
abdul-wahad
false
Mahmoud Abdul-Rauf
231
5
96
149
53
0.32
883
390
0.44
129
117
0.89
65
37
1,736
24
123
950
121
54
107
Mahmoud
Abdul-Rauf
mahmoud abdul-rauf
mahmoud
abdul-rauf
false
Alaa Abdelnaby
14
12
95
1
0
0
216
109
0.45
52
37
0.6
43
12
557
50
86
255
144
12
43
Alaa
Abdelnaby
alaa abdelnaby
alaa
abdelnaby
false
Mahmoud Abdul-Rauf
231
5
96
149
53
0.32
883
390
0.44
129
117
0.89
65
37
1,736
24
123
950
121
54
107
Mahmoud
Abdul-Rauf
mahmoud abdul-rauf
mahmoud
abdul-rauf
false
Tariq Abdul-Wahad
39
12
72
10
2
0.26
252
105
0.37
76
54
0.62
32
21
683
43
69
266
115
26
44
Tariq
Abdul-Wahad
tariq abdul-wahad
tariq
abdul-wahad
false
Shareef Abdur-Rahim
163
48
344
40
12
0.27
898
424
0.45
384
313
0.83
65
54
2,255
147
182
1,172
491
63
166
Shareef
Abdur-Rahim
shareef abdur-rahim
shareef
abdur-rahim
false
Alex Abrines
29
7
66
198
73
0.36
263
102
0.38
36
32
0.89
58
5
926
16
97
308
83
31
24
Alex
Abrines
alex abrines
alex
abrines
false
Precious Achiuwa
38
23
166
56
20
0.21
290
135
0.46
85
48
0.6
46
11
855
76
83
337
242
19
44
Precious
Achiuwa
precious achiuwa
precious
achiuwa
true
Alex Acker
7
2
9
11
4
0.25
42
16
0.35
5
2
0.38
14
0
108
4
6
38
13
3
4
Alex
Acker
alex acker
alex
acker
false
Mark Acres
23
14
123
2
0
0.43
133
68
0.48
60
40
0.65
49
9
781
76
121
176
199
18
31
Mark
Acres
mark acres
mark
acres
false
Quincy Acy
24
16
101
57
20
0.32
148
65
0.42
45
34
0.73
40
6
618
36
78
185
137
16
25
Quincy
Acy
quincy acy
quincy
acy
false
Hassan Adams
7
2
24
1
0
0
74
40
0.43
21
14
0.58
36
4
274
18
26
92
42
9
13
Hassan
Adams
hassan adams
hassan
adams
false
Jaylen Adams
34
2
26
38
12
0.17
59
20
0.23
4
4
0.39
20
1
223
6
23
55
32
7
14
Jaylen
Adams
jaylen adams
jaylen
adams
false
Jordan Adams
10
4
10
13
5
0.2
46
18
0.37
14
8
0.6
16
0
132
4
13
50
15
10
8
Jordan
Adams
jordan adams
jordan
adams
false
Michael Adams
383
6
135
260
86
0.3
714
296
0.42
231
196
0.82
59
46
1,859
38
108
875
173
98
127
Michael
Adams
michael adams
michael
adams
false
Steven Adams
99
64
294
1
0
0.03
437
256
0.58
192
105
0.52
67
60
1,793
240
166
618
534
59
95
Steven
Adams
steven adams
steven
adams
true
Rafael Addison
56
14
86
41
12
0.25
341
153
0.44
60
46
0.78
63
9
949
44
112
364
130
25
47
Rafael
Addison
rafael addison
rafael
addison
false
Bam Adebayo
200
52
356
8
1
0.1
532
296
0.54
249
185
0.76
58
40
1,635
124
142
779
481
57
121
Bam
Adebayo
bam adebayo
bam
adebayo
true
Deng Adel
5
4
16
23
6
0.26
36
11
0.31
4
4
0
19
3
194
3
13
32
19
0
6
Deng
Adel
deng adel
deng
adel
false
Jeff Adrien
20
16
92
0
0
0
119
58
0.47
58
37
0.6
29
4
444
46
52
153
138
11
19
Jeff
Adrien
jeff adrien
jeff
adrien
false
Arron Afflalo
117
11
159
195
75
0.37
578
258
0.44
144
119
0.83
65
47
1,795
28
127
710
186
29
74
Arron
Afflalo
arron afflalo
arron
afflalo
false
Ochai Agbaji
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Ochai
Agbaji
ochai agbaji
ochai
agbaji
true
Maurice Ager
4
1
8
10
2
0.25
42
14
0.36
11
6
0.43
18
1
112
2
14
37
10
0
6
Maurice
Ager
maurice ager
maurice
ager
false
Mark Aguirre
210
22
208
95
30
0.31
1,076
519
0.48
356
263
0.73
67
48
2,022
123
189
1,331
331
49
168
Mark
Aguirre
mark aguirre
mark
aguirre
false
Blake Ahearn
7
0
7
16
5
0.34
26
7
0.29
11
11
0.66
6
0
75
0
9
29
7
2
7
Blake
Ahearn
blake ahearn
blake
ahearn
false
Danny Ainge
288
9
141
185
70
0.35
685
320
0.46
139
118
0.84
70
35
1,883
48
171
828
189
77
107
Danny
Ainge
danny ainge
danny
ainge
false
Alexis Ajinca
17
22
96
8
3
0.12
157
78
0.47
37
29
0.67
36
9
472
40
82
188
136
13
30
Alexis
Ajinca
alexis ajinca
alexis
ajinca
false
Josh Akognon
0
0
0
2
0
0.5
4
2
0.5
0
0
0
3
0
9
0
3
5
0
0
0
Josh
Akognon
josh akognon
josh
akognon
false
DeVaughn Akoon-Purcell
6
0
3
4
0
0
10
3
0.3
2
0
0.5
7
0
22
0
4
7
4
2
2
DeVaughn
Akoon-Purcell
devaughn akoon-purcell
devaughn
akoon-purcell
false
Solomon Alabi
2
6
20
0
0
0
26
8
0.28
5
4
0.44
13
0
90
11
8
20
30
2
4
Solomon
Alabi
solomon alabi
solomon
alabi
false
Mark Alarie
73
22
136
27
7
0.25
437
207
0.47
84
65
0.78
65
8
1,100
88
142
486
224
26
62
Mark
Alarie
mark alarie
mark
alarie
false
Santi Aldama
12
8
37
33
6
0.23
84
36
0.44
22
14
0.69
18
2
242
22
22
92
58
4
10
Santi
Aldama
santi aldama
santi
aldama
true
Furkan Aldemir
28
16
98
5
0
0
78
40
0.51
27
13
0.48
41
9
540
78
96
93
176
17
17
Furkan
Aldemir
furkan aldemir
furkan
aldemir
false
Cole Aldrich
19
26
89
0
0
0
90
48
0.52
26
19
0.66
38
2
378
36
57
115
125
14
22
Cole
Aldrich
cole aldrich
cole
aldrich
false
LaMarcus Aldridge
118
68
337
44
14
0.27
954
470
0.49
256
208
0.83
61
57
2,051
155
147
1,162
492
43
93
LaMarcus
Aldridge
lamarcus aldridge
lamarcus
aldridge
false
Chuck Aleksinas
36
15
183
0
0
0
337
161
0.48
75
55
0.73
74
4
1,114
87
171
377
270
15
72
Chuck
Aleksinas
chuck aleksinas
chuck
aleksinas
false
Cliff Alexander
0
2
4
0
0
0
10
5
0.5
0
0
0
8
0
36
2
0
10
6
0
0
Cliff
Alexander
cliff alexander
cliff
alexander
false
Cory Alexander
116
5
59
94
34
0.34
212
84
0.38
50
38
0.75
41
6
682
11
68
241
70
37
64
Cory
Alexander
cory alexander
cory
alexander
false
Courtney Alexander
58
5
77
33
12
0.33
425
179
0.41
113
92
0.81
50
17
908
33
103
462
110
31
56
Courtney
Alexander
courtney alexander
courtney
alexander
false
Gary Alexander
1
0
5
0
0
0
9
5
0.55
6
2
0.25
7
0
37
5
7
13
10
2
5
Gary
Alexander
gary alexander
gary
alexander
false
Joe Alexander
22
15
37
24
8
0.17
126
52
0.29
43
30
0.68
34
0
372
23
58
141
60
8
26
Joe
Alexander
joe alexander
joe
alexander
false
Kyle Alexander
0
0
0
0
0
0
2
0
0.5
0
0
0
2
0
13
2
0
2
3
0
0
Kyle
Alexander
kyle alexander
kyle
alexander
false
Ty-Shon Alexander
6
0
8
9
2
0.22
12
3
0.25
2
0
0.5
15
0
47
2
2
9
10
0
3
Ty-Shon
Alexander
ty-shon alexander
ty-shon
alexander
false
Victor Alexander
51
35
188
13
4
0.17
425
220
0.49
102
64
0.6
57
31
1,151
89
143
508
277
27
76
Victor
Alexander
victor alexander
victor
alexander
false
Nickeil Alexander-Walker
84
13
84
171
55
0.27
348
133
0.39
54
39
0.63
38
9
756
16
59
360
100
26
52
Nickeil
Alexander-Walker
nickeil alexander-walker
nickeil
alexander-walker
true
Steve Alford
45
2
30
27
9
0.25
160
73
0.42
34
30
0.81
39
0
424
6
28
185
36
22
22
Steve
Alford
steve alford
steve
alford
false
Rawle Alkins
13
0
15
12
3
0.25
39
13
0.33
12
8
0.67
10
0
120
11
7
37
26
0
8
Rawle
Alkins
rawle alkins
rawle
alkins
false
Grayson Allen
58
7
87
183
72
0.37
287
124
0.4
56
47
0.83
39
21
852
13
54
366
100
22
32
Grayson
Allen
grayson allen
grayson
allen
true
Jarrett Allen
72
70
310
14
3
0.15
371
231
0.62
190
133
0.72
51
40
1,378
144
98
598
453
27
70
Jarrett
Allen
jarrett allen
jarrett
allen
true
Jerome Allen
88
3
42
55
18
0.31
137
48
0.34
45
28
0.62
48
1
562
14
52
141
55
21
43
Jerome
Allen
jerome allen
jerome
allen
false
Kadeem Allen
36
3
19
21
7
0.26
69
30
0.39
25
19
0.73
16
1
213
5
23
86
24
8
14
Kadeem
Allen
kadeem allen
kadeem
allen
false
Lavoy Allen
57
31
165
4
1
0.04
257
120
0.47
41
28
0.68
57
11
997
104
104
269
269
18
38
Lavoy
Allen
lavoy allen
lavoy
allen
false
Malik Allen
21
20
77
1
0
0.15
205
91
0.45
27
22
0.8
42
10
634
41
78
205
118
11
27
Malik
Allen
malik allen
malik
allen
false
Randy Allen
12
10
46
4
0
0
129
57
0.43
22
12
0.52
35
3
394
26
54
126
72
8
15
Randy
Allen
randy allen
randy
allen
false
Ray Allen
235
13
216
398
159
0.4
1,016
458
0.45
263
236
0.9
69
61
2,462
66
154
1,311
283
78
145
Ray
Allen
ray allen
ray
allen
false
Tony Allen
77
24
133
32
9
0.26
389
185
0.48
136
97
0.69
59
32
1,290
73
139
475
206
83
80
Tony
Allen
tony allen
tony
allen
false
Lance Allred
0
0
0
0
0
0
4
0
0.25
2
0
0.5
3
0
10
0
0
3
0
0
0
Lance
Allred
lance allred
lance
allred
false
Darrell Allums
25
8
46
0
0
0
67
23
0.34
22
13
0.59
22
3
276
19
51
59
65
5
23
Darrell
Allums
darrell allums
darrell
allums
false
Morris Almond
4
1
12
8
2
0.29
38
14
0.34
12
9
0.6
13
0
120
3
14
40
15
4
6
Morris
Almond
morris almond
morris
almond
false
Derrick Alston
31
29
99
2
0
0.11
217
106
0.33
78
38
0.33
46
14
886
76
99
250
175
32
37
Derrick
Alston
derrick alston
derrick
alston
false
Rafer Alston
252
8
130
221
78
0.34
510
195
0.37
102
75
0.72
53
38
1,551
20
110
542
150
65
95
Rafer
Alston
rafer alston
rafer
alston
false
Peter Aluma
0
0
0
0
0
0
2
0
0.5
0
0
0
2
0
5
0
4
2
2
0
2
Peter
Aluma
peter aluma
peter
aluma
false
Jose Alvarado
80
4
41
59
18
0.33
155
70
0.47
28
18
0.59
28
1
444
12
38
175
54
36
22
Jose
Alvarado
jose alvarado
jose
alvarado
true
John Amaechi
46
19
108
3
0
0.03
329
133
0.38
152
102
0.62
59
19
963
46
100
367
154
18
77
John
Amaechi
john amaechi
john
amaechi
false
Ashraf Amaya
18
6
111
0
1
0.5
146
66
0.39
88
56
0.59
42
17
624
66
90
190
178
14
34
Ashraf
Amaya
ashraf amaya
ashraf
amaya
false
Al-Farouq Aminu
70
31
260
129
42
0.28
365
153
0.39
96
71
0.75
56
35
1,395
77
102
419
338
54
69
Al-Farouq
Aminu
al-farouq aminu
al-farouq
aminu
false
Lou Amundson
15
20
62
0
0
0
92
43
0.37
40
17
0.34
29
4
373
44
57
103
105
11
21
Lou
Amundson
lou amundson
lou
amundson
false
Chris Andersen
21
59
140
5
1
0.14
152
81
0.5
98
64
0.66
42
4
745
71
81
227
211
19
31
Chris
Andersen
chris andersen
chris
andersen
false
David Andersen
18
8
70
31
11
0.34
146
65
0.46
28
18
0.7
36
0
409
24
50
159
94
6
20
David
Andersen
david andersen
david
andersen
false
Alan Anderson
46
4
70
120
41
0.34
260
105
0.4
62
50
0.8
41
8
849
19
75
303
89
23
36
Alan
Anderson
alan anderson
alan
anderson
false
Antonio Anderson
0
0
0
0
0
0
3
0
0.33
0
0
0
0
0
15
0
0
2
0
0
0
Antonio
Anderson
antonio anderson
antonio
anderson
false
Derek Anderson
168
7
128
156
53
0.33
479
194
0.39
178
151
0.84
51
31
1,463
35
102
593
164
55
85
Derek
Anderson
derek anderson
derek
anderson
false
Dwight Anderson
3
0
2
0
0
0
14
7
0.5
10
7
0.7
5
0
33
0
7
21
2
0
5
Dwight
Anderson
dwight anderson
dwight
anderson
false
Eric Anderson
2
0
10
0
0
0.5
18
6
0.34
14
8
0.6
14
0
42
6
12
21
16
2
4
Eric
Anderson
eric anderson
eric
anderson
false
Greg Anderson
31
49
233
2
0
0.04
335
164
0.52
137
76
0.48
58
24
1,151
118
145
403
351
40
78
Greg
Anderson
greg anderson
greg
anderson
false
James Anderson
48
9
72
96
31
0.34
200
82
0.4
37
29
0.79
41
12
674
18
45
224
90
19
34
James
Anderson
james anderson
james
anderson
false
Justin Anderson
28
11
70
80
23
0.28
164
68
0.4
43
33
0.75
33
5
482
21
42
192
91
15
22
Justin
Anderson
justin anderson
justin
anderson
false
Kenny Anderson
292
6
110
92
32
0.31
527
221
0.42
157
124
0.74
50
38
1,452
38
113
598
147
70
99
Kenny
Anderson
kenny anderson
kenny
anderson
false
Kyle Anderson
130
33
206
71
24
0.28
307
146
0.41
81
58
0.73
56
28
1,179
42
84
374
247
57
54
Kyle
Anderson
kyle anderson
kyle
anderson
true
Michael Anderson
153
3
45
7
0
0.14
175
73
0.42
82
57
0.69
36
12
730
44
64
204
89
44
84
Michael
Anderson
michael anderson
michael
anderson
false
Mitchell Anderson
35
12
86
3
0
0
207
99
0.44
85
48
0.5
44
1
634
61
81
246
147
34
42
Mitchell
Anderson
mitchell anderson
mitchell
anderson
false
Nick Anderson
161
28
235
228
81
0.32
761
340
0.42
189
126
0.58
62
49
1,917
78
116
887
313
86
104
Nick
Anderson
nick anderson
nick
anderson
false
Richard Anderson
90
14
147
74
24
0.32
331
135
0.41
58
44
0.77
60
4
919
68
104
338
215
34
53
Richard
Anderson
richard anderson
richard
anderson
false
Ron Anderson
80
7
117
29
8
0.21
497
234
0.46
105
84
0.8
54
8
1,225
72
83
561
188
38
59
Ron
Anderson
ron anderson
ron
anderson
false
Ryan Anderson
43
16
157
252
95
0.34
472
198
0.38
99
84
0.76
48
21
1,221
90
92
576
248
24
44
Ryan
Anderson
ryan anderson
ryan
anderson
false
Shandon Anderson
90
16
152
83
26
0.27
382
174
0.42
122
90
0.68
65
19
1,426
52
131
465
204
50
84
Shandon
Anderson
shandon anderson
shandon
anderson
false
Willie Anderson
209
36
157
45
12
0.25
601
281
0.46
138
109
0.78
57
43
1,639
54
157
683
212
61
119
Willie
Anderson
willie anderson
willie
anderson
false

Dataset Description

This dataset contains a single CSV file with lifetime statistics for NBA players. The data includes various box score stats and personal information for each player's career.

Data Fields

The CSV file contains the following columns:

  • FULL_NAME: The player's full name
  • AST: Total career assists
  • BLK: Total career blocks
  • DREB: Total career defensive rebounds
  • FG3A: Total 3-point field goal attempts
  • FG3M: Total 3-point field goals made
  • FG3_PCT: 3-point field goal percentage
  • FGA: Total field goal attempts
  • FGM: Total field goals made
  • FG_PCT: Field goal percentage
  • FTA: Total free throw attempts
  • FTM: Total free throws made
  • FT_PCT: Free throw percentage
  • GP: Total games played
  • GS: Total games started
  • MIN: Total minutes played
  • OREB: Total offensive rebounds
  • PF: Total personal fouls
  • PTS: Total career points
  • REB: Total rebounds (OREB + DREB)
  • STL: Total steals
  • TOV: Total turnovers
  • FIRST_NAME: Player's first name
  • LAST_NAME: Player's last name
  • FULL_NAME_LOWER: Full name in lowercase
  • FIRST_NAME_LOWER: First name in lowercase
  • LAST_NAME_LOWER: Last name in lowercase
  • IS_ACTIVE: Flag indicating if player is currently active (1 or 0)

Example Usage

This comprehensive dataset can enable a variety of analyses and applications related to NBA player performance, such as:

  • Calculating advanced stats like PER, Win Shares, etc.
  • Comparing stats across eras and adjusting for pace
  • Building player ranking systems
  • Predicting future performance based on previous stats
  • Identifying undervalued players in trades or free agency
  • Analyzing shooting abilities, rebounding rates, playmaking skills, etc.

The inclusion of personal information like names also allows for easy integration with other data sources.

License

The dataset is provided under an open source MIT license.

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