OpenML
1996-2019-NBA-Stats-Complete-With-Player-Stats

1996-2019-NBA-Stats-Complete-With-Player-Stats

active ARFF CC0: Public Domain Visibility: public Uploaded 24-03-2022 by Dustin Carrion
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Naturally, I am myself an NBA fan and I don't prefer when I have data that has missing information. But not missing as like missing instance in columns, I mean the whole columns that I could use in my research or whatever I do. That is why I always scrape my data to ensure the quality of it. Here, I want to present to you one of the most complete NBA datasets somebody can get their hands on. This data represents the complete basic stats from every regular season game from 1996/1997 till the 2018/2019 season. I already finished my business with this dataset, but I can't wait to see what are people from Kaggle going to do with it! Credit: stats.nba.com

142 features

Unnamed:_0numeric54514 unique values
0 missing
Seasonnumeric23 unique values
0 missing
Datestring3646 unique values
0 missing
Season_Halfnumeric2 unique values
0 missing
Gamenumeric27257 unique values
0 missing
Teamstring30 unique values
0 missing
Q1numeric48 unique values
0 missing
Q2numeric47 unique values
0 missing
Q3numeric49 unique values
0 missing
Q4numeric46 unique values
0 missing
Totalnumeric104 unique values
0 missing
Home/Awaystring2 unique values
0 missing
Wonnumeric2 unique values
0 missing
WonQ1numeric2 unique values
0 missing
WonH1numeric2 unique values
0 missing
FGM_teamnumeric48 unique values
0 missing
FGA_teamnumeric76 unique values
0 missing
3PM_teamnumeric28 unique values
0 missing
3PA_teamnumeric64 unique values
0 missing
FTM_teamnumeric51 unique values
0 missing
FTA_teamnumeric62 unique values
0 missing
OREB_teamnumeric35 unique values
0 missing
DREB_teamnumeric46 unique values
0 missing
REB_teamnumeric57 unique values
0 missing
AST_teamnumeric45 unique values
0 missing
TOV_teamnumeric31 unique values
0 missing
STL_teamnumeric25 unique values
0 missing
BLK_teamnumeric23 unique values
0 missing
PF_teamnumeric40 unique values
0 missing
FG%_teamnumeric19061 unique values
0 missing
3P%_teamnumeric9086 unique values
0 missing
FT%_teamnumeric9194 unique values
0 missing
Player_1string252 unique values
0 missing
Min_player1string2364 unique values
0 missing
FGM_player1numeric26 unique values
0 missing
FGA_player1numeric48 unique values
0 missing
FG%_player1numeric278 unique values
0 missing
3PM_player1numeric13 unique values
0 missing
3PA_player1numeric24 unique values
0 missing
3P%_player1numeric81 unique values
0 missing
FTM_player1numeric25 unique values
0 missing
FTA_player1numeric30 unique values
0 missing
FT%_player1numeric129 unique values
0 missing
OREB_player1numeric14 unique values
0 missing
DREB_player1numeric25 unique values
0 missing
REB_player1numeric30 unique values
0 missing
AST_player1numeric23 unique values
0 missing
STL_player1numeric11 unique values
0 missing
BLK_player1numeric12 unique values
0 missing
TOV_player1numeric14 unique values
0 missing
PF_player1numeric7 unique values
0 missing
PTS_player1numeric65 unique values
0 missing
+/-_player1numeric94 unique values
0 missing
Height_(in)_player1numeric21 unique values
0 missing
Player_2string399 unique values
0 missing
Min_player2string2450 unique values
0 missing
FGM_player2numeric22 unique values
0 missing
FGA_player2numeric40 unique values
0 missing
FG%_player2numeric220 unique values
0 missing
3PM_player2numeric13 unique values
0 missing
3PA_player2numeric21 unique values
0 missing
3P%_player2numeric68 unique values
0 missing
FTM_player2numeric24 unique values
0 missing
FTA_player2numeric31 unique values
0 missing
FT%_player2numeric130 unique values
0 missing
OREB_player2numeric15 unique values
0 missing
DREB_player2numeric25 unique values
0 missing
REB_player2numeric30 unique values
0 missing
AST_player2numeric24 unique values
0 missing
STL_player2numeric11 unique values
0 missing
BLK_player2numeric12 unique values
0 missing
TOV_player2numeric12 unique values
0 missing
PF_player2numeric7 unique values
0 missing
PTS_player2numeric56 unique values
0 missing
+/-_player2numeric97 unique values
0 missing
Height_(in)_player2numeric23 unique values
0 missing
Player_3string480 unique values
0 missing
Min_player3string2493 unique values
0 missing
FGM_player3numeric23 unique values
0 missing
FGA_player3numeric37 unique values
0 missing
FG%_player3numeric192 unique values
0 missing
3PM_player3numeric12 unique values
0 missing
3PA_player3numeric21 unique values
0 missing
3P%_player3numeric58 unique values
0 missing
FTM_player3numeric21 unique values
0 missing
FTA_player3numeric29 unique values
0 missing
FT%_player3numeric93 unique values
0 missing
OREB_player3numeric18 unique values
0 missing
DREB_player3numeric23 unique values
0 missing
REB_player3numeric30 unique values
0 missing
AST_player3numeric23 unique values
0 missing
STL_player3numeric10 unique values
0 missing
BLK_player3numeric13 unique values
0 missing
TOV_player3numeric12 unique values
0 missing
PF_player3numeric7 unique values
0 missing
PTS_player3numeric50 unique values
0 missing
+/-_player3numeric92 unique values
0 missing
Height_(in)_player3numeric21 unique values
0 missing
Player_4string568 unique values
0 missing
Min_player4string2615 unique values
0 missing
FGM_player4numeric19 unique values
0 missing
FGA_player4numeric32 unique values
0 missing
FG%_player4numeric162 unique values
0 missing
3PM_player4numeric12 unique values
0 missing
3PA_player4numeric19 unique values
0 missing
3P%_player4numeric57 unique values
0 missing
FTM_player4numeric18 unique values
0 missing
FTA_player4numeric23 unique values
0 missing
FT%_player4numeric78 unique values
0 missing
OREB_player4numeric15 unique values
0 missing
DREB_player4numeric21 unique values
0 missing
REB_player4numeric28 unique values
0 missing
AST_player4numeric23 unique values
0 missing
STL_player4numeric10 unique values
0 missing
BLK_player4numeric14 unique values
0 missing
TOV_player4numeric11 unique values
0 missing
PF_player4numeric7 unique values
0 missing
PTS_player4numeric47 unique values
0 missing
+/-_player4numeric95 unique values
0 missing
Height_(in)_player4numeric24 unique values
0 missing
Player_5string628 unique values
0 missing
Min_player5string2642 unique values
0 missing
FGM_player5numeric20 unique values
0 missing
FGA_player5numeric33 unique values
0 missing
FG%_player5numeric146 unique values
0 missing
3PM_player5numeric12 unique values
0 missing
3PA_player5numeric18 unique values
0 missing
3P%_player5numeric57 unique values
0 missing
FTM_player5numeric19 unique values
0 missing
FTA_player5numeric23 unique values
0 missing
FT%_player5numeric70 unique values
0 missing
OREB_player5numeric15 unique values
0 missing
DREB_player5numeric21 unique values
0 missing
REB_player5numeric30 unique values
0 missing
AST_player5numeric20 unique values
0 missing
STL_player5numeric9 unique values
0 missing
BLK_player5numeric13 unique values
0 missing
TOV_player5numeric11 unique values
0 missing
PF_player5numeric7 unique values
0 missing
PTS_player5numeric45 unique values
0 missing
+/-_player5numeric91 unique values
0 missing
Height_(in)_player5numeric25 unique values
0 missing
Show first 100 features

19 properties

NumberOfInstances
54514
Number of instances (rows) of the dataset.
NumberOfFeatures
142
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
129
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
90.85
Percentage of numeric attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
AutoCorrelation
Average class difference between consecutive instances.
PercentageOfMissingValues
0
Percentage of missing values.
Show all 19 properties

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