Datasets:

Hatman
/

NBA-Player-Career-Stats

FULL_NAME stringlengths 4 24	AST int64 0 832	BLK int64 0 279	DREB int64 0 600	FG3A int64 0 527	FG3M int64 0 224	FG3_PCT float64 0 0.75	FGA int64 0 1.64k	FGM int64 0 813	FG_PCT float64 0 0.83	FTA int64 0 694	FTM int64 0 515	FT_PCT float64 0 0.96	GP int64 0 82	GS int64 0 77	MIN int64 0 2.89k	OREB int64 0 309	PF int64 0 287	PTS int64 0 2.15k	REB int64 0 854	STL int64 0 189	TOV int64 0 283	FIRST_NAME stringlengths 2 13 ⌀	LAST_NAME stringlengths 2 18	FULL_NAME_LOWER stringlengths 4 24	FIRST_NAME_LOWER stringlengths 2 13 ⌀	LAST_NAME_LOWER stringlengths 2 18	IS_ACTIVE 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

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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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Number of rows:

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