Datasets:

scikit-learn
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student-alcohol-consumption

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train · 1.04k rows

school stringclasses 2 values	sex stringclasses 2 values	age int64 15 22	address stringclasses 2 values	famsize stringclasses 2 values	Pstatus stringclasses 2 values	Medu int64 0 4	Fedu int64 0 4	Mjob stringclasses 5 values	Fjob stringclasses 5 values	reason stringclasses 4 values	guardian stringclasses 3 values	traveltime int64 1 4	studytime int64 1 4	failures int64 0 3	schoolsup stringclasses 2 values	famsup stringclasses 2 values	paid stringclasses 2 values	activities stringclasses 2 values	nursery stringclasses 2 values	higher stringclasses 2 values	internet stringclasses 2 values	romantic stringclasses 2 values	famrel int64 1 5	freetime int64 1 5	goout int64 1 5	Dalc int64 1 5	Walc int64 1 5	health int64 1 5	absences int64 0 75	G1 int64 0 19	G2 int64 0 19	G3 int64 0 20
GP	F	19	U	LE3	A	2	3	at_home	other	home	other	2	1	1	no	no	no	no	yes	no	yes	no	2	2	3	3	4	5	16	10	11	11
GP	F	17	U	GT3	T	3	1	other	at_home	home	mother	1	1	1	no	yes	yes	no	yes	yes	yes	yes	4	1	2	1	1	3	6	10	13	13
GP	F	21	U	LE3	T	4	4	other	other	reputation	other	1	3	2	no	no	yes	yes	yes	yes	yes	no	3	3	2	1	1	5	0	9	12	12
GP	M	18	U	LE3	T	2	2	services	services	reputation	mother	1	2	0	no	yes	no	yes	no	no	yes	no	4	4	4	1	3	3	11	9	11	12
GP	M	18	U	LE3	A	3	4	other	other	reputation	other	1	2	0	no	no	no	yes	yes	yes	yes	yes	4	3	5	1	4	2	9	13	14	15
GP	F	17	U	GT3	T	2	2	services	services	reputation	mother	1	2	0	no	yes	no	yes	yes	yes	yes	no	4	3	4	1	3	4	0	13	17	17
GP	M	17	U	LE3	A	4	4	health	other	reputation	mother	1	3	0	no	yes	no	no	yes	yes	yes	no	4	4	2	1	2	4	2	12	15	15
GP	F	18	U	LE3	T	4	2	teacher	other	course	mother	1	2	0	no	yes	no	yes	yes	yes	yes	no	4	2	2	1	1	3	0	14	17	17
GP	M	21	R	LE3	T	1	1	at_home	other	course	other	2	2	2	no	yes	no	yes	yes	no	yes	yes	5	3	3	5	2	4	21	9	10	10
GP	F	20	R	GT3	T	1	1	other	other	reputation	other	2	3	0	no	no	no	no	yes	yes	yes	yes	3	2	2	1	3	3	8	11	15	15
GP	F	19	U	GT3	T	4	4	teacher	other	home	other	1	1	1	no	yes	no	no	yes	yes	yes	yes	3	2	5	4	4	5	5	9	10	11
GP	M	17	U	LE3	A	3	2	other	other	reputation	mother	1	2	0	no	yes	no	no	yes	yes	yes	no	4	4	4	1	2	5	10	16	18	18
GP	F	18	U	GT3	T	3	2	at_home	other	reputation	father	1	3	0	no	yes	no	no	yes	yes	yes	yes	4	3	4	1	2	2	5	14	17	17
GP	M	18	R	GT3	T	2	3	other	services	reputation	father	1	1	0	no	no	no	no	yes	yes	yes	no	3	1	3	4	5	4	13	13	14	14
GP	M	19	U	GT3	T	2	1	other	other	reputation	mother	1	1	0	no	no	no	no	yes	yes	yes	no	5	3	4	1	4	4	10	7	11	11
GP	F	18	U	LE3	A	2	2	services	other	reputation	mother	2	2	0	no	yes	no	no	yes	yes	yes	no	4	1	4	1	3	4	10	14	17	17
GP	F	20	U	GT3	T	1	0	other	other	reputation	mother	2	1	1	yes	no	no	no	yes	yes	yes	yes	5	3	1	1	1	5	5	8	10	10
GP	F	18	U	GT3	T	3	2	services	other	home	mother	1	2	0	no	yes	no	yes	no	yes	yes	yes	3	1	2	1	2	1	4	10	13	13
MS	F	16	U	GT3	T	1	3	at_home	other	other	father	2	1	0	no	yes	no	no	yes	no	yes	yes	4	3	3	1	3	5	11	10	11	11
MS	F	16	R	GT3	T	2	2	other	other	course	mother	2	2	0	no	yes	no	yes	yes	yes	yes	no	4	4	4	1	1	5	0	12	12	12
MS	F	15	R	GT3	T	1	1	at_home	services	other	mother	1	1	1	no	yes	no	no	yes	yes	no	yes	4	1	3	1	1	2	6	10	10	10
MS	F	15	R	GT3	T	3	3	at_home	other	course	mother	2	1	0	no	yes	no	no	yes	yes	yes	no	5	4	4	2	3	5	4	10	10	11
MS	F	16	R	GT3	T	2	3	at_home	services	course	mother	2	2	0	no	no	no	no	yes	yes	no	no	4	5	2	1	2	5	0	16	17	17
MS	F	15	R	LE3	T	2	1	at_home	other	home	mother	2	1	0	no	no	no	no	yes	no	no	no	1	3	4	1	1	1	0	6	8	9
MS	M	16	R	LE3	A	4	4	at_home	other	home	mother	1	2	0	no	yes	no	no	yes	yes	no	no	5	3	2	1	3	2	5	10	11	11
MS	M	16	U	GT3	A	1	2	other	other	other	mother	1	3	0	yes	no	no	no	yes	yes	yes	no	4	4	3	1	1	5	0	10	11	11
MS	F	17	R	GT3	T	3	2	at_home	other	course	father	1	2	1	no	no	no	no	yes	yes	no	yes	4	5	4	1	2	5	0	10	10	10
MS	F	17	R	GT3	T	1	1	other	other	other	father	1	1	1	no	yes	no	no	no	no	yes	no	5	4	4	2	2	5	0	6	6	7
MS	F	15	R	GT3	T	4	4	teacher	other	course	mother	2	1	0	no	no	no	no	yes	yes	yes	yes	1	5	1	3	5	5	0	13	14	14
MS	F	16	U	LE3	A	2	2	at_home	other	reputation	mother	2	4	0	no	no	no	yes	no	no	no	yes	1	2	1	1	1	1	4	10	9	11
MS	F	15	R	LE3	T	1	1	at_home	services	reputation	father	2	2	0	no	yes	no	no	yes	yes	yes	no	5	4	3	1	2	4	0	10	10	10
MS	F	15	R	LE3	T	1	1	other	services	course	mother	2	1	1	no	yes	no	no	yes	yes	yes	yes	4	4	3	1	2	2	4	6	7	8
MS	F	16	R	GT3	T	0	2	other	other	other	mother	2	1	0	no	yes	no	yes	yes	yes	no	no	3	2	3	1	2	2	0	12	11	12
MS	F	17	R	GT3	T	2	3	other	other	course	mother	2	1	0	no	yes	no	no	yes	yes	yes	no	5	5	5	1	3	3	2	10	11	12
MS	F	15	R	GT3	T	3	3	other	services	course	father	2	1	0	no	no	no	no	no	yes	yes	no	4	1	3	1	1	4	0	14	16	16
MS	M	16	U	GT3	T	1	1	at_home	services	home	mother	2	2	0	no	yes	no	yes	yes	yes	no	yes	5	4	5	4	5	3	0	7	0	0
MS	M	17	U	GT3	T	1	1	other	other	home	mother	1	2	0	no	no	yes	no	no	yes	yes	no	4	4	3	2	4	5	4	8	9	9
MS	M	15	R	LE3	T	4	1	health	services	reputation	father	1	2	0	no	yes	no	yes	yes	yes	yes	no	5	3	4	1	2	2	0	12	13	14
MS	M	15	R	LE3	T	4	1	health	services	reputation	father	1	2	0	no	yes	no	yes	yes	yes	yes	no	5	3	4	1	2	2	7	7	9	8
MS	M	16	R	GT3	T	3	4	other	health	other	mother	3	2	0	no	no	no	no	no	yes	no	no	3	4	5	1	2	5	4	9	10	11
MS	M	15	R	GT3	T	1	1	other	other	course	mother	4	2	0	no	yes	no	yes	yes	yes	no	yes	5	4	5	2	4	4	8	7	9	9
MS	M	15	U	LE3	T	3	3	at_home	at_home	reputation	father	1	2	0	no	yes	no	yes	yes	yes	yes	no	5	3	3	1	1	5	0	11	11	11
MS	M	17	R	GT3	T	2	1	other	other	other	mother	3	1	0	no	no	no	yes	yes	no	no	yes	5	5	5	5	5	3	8	8	10	9
MS	F	16	R	GT3	T	4	4	teacher	teacher	course	mother	2	3	0	no	no	no	yes	yes	yes	yes	yes	4	2	2	1	1	4	6	16	16	17
MS	F	15	R	GT3	T	1	2	other	services	course	mother	2	1	0	no	no	no	no	yes	yes	no	no	5	1	2	1	1	1	3	11	13	13
MS	F	16	R	GT3	T	2	3	other	services	course	mother	3	2	0	no	yes	no	no	yes	yes	yes	no	4	5	4	1	2	1	2	15	15	15
MS	M	16	R	GT3	T	1	2	other	other	course	father	2	2	0	no	no	no	no	yes	yes	no	no	4	3	3	1	1	5	0	10	11	11
MS	F	16	R	GT3	T	2	2	other	other	course	mother	3	2	0	no	yes	no	no	yes	yes	yes	no	4	4	5	1	1	4	4	9	10	11
MS	F	16	U	GT3	T	1	2	other	services	course	mother	1	3	1	no	yes	no	no	yes	yes	no	no	1	3	2	1	2	4	0	10	8	8
MS	F	16	U	GT3	T	1	2	other	services	course	mother	1	3	1	no	yes	no	no	yes	yes	no	no	1	3	2	1	2	4	3	9	8	8
MS	F	15	U	GT3	T	2	1	at_home	other	home	mother	1	2	0	yes	yes	no	no	no	yes	yes	no	4	4	2	3	3	2	0	9	10	9
MS	F	16	U	GT3	T	1	1	at_home	other	course	father	1	2	0	no	yes	no	no	no	yes	no	yes	5	4	3	2	1	2	0	13	14	15
MS	M	17	R	LE3	T	1	2	at_home	services	reputation	mother	1	1	0	no	yes	no	yes	yes	yes	yes	no	5	5	5	5	5	3	4	10	11	11
MS	F	16	R	GT3	T	1	1	other	other	home	father	4	4	0	no	yes	no	no	no	yes	yes	no	4	3	2	1	1	1	0	13	10	13
MS	F	16	R	GT3	T	1	1	at_home	other	other	father	4	3	0	yes	yes	no	no	yes	yes	no	no	4	4	3	1	1	5	2	10	9	10
MS	F	15	R	GT3	T	1	1	at_home	other	home	father	2	2	0	no	yes	no	yes	yes	yes	yes	no	4	3	3	1	1	2	1	11	10	11
MS	F	16	R	GT3	T	1	1	at_home	other	other	mother	2	1	0	no	no	no	yes	yes	yes	yes	yes	4	2	2	4	3	2	0	13	12	14
MS	F	15	R	GT3	T	1	1	at_home	at_home	course	father	3	2	0	no	yes	no	no	yes	yes	no	no	4	2	1	1	2	2	0	13	14	14
MS	F	15	R	LE3	T	2	2	other	other	other	father	1	3	0	yes	yes	no	no	yes	yes	no	no	4	4	3	2	2	5	2	14	11	12
MS	M	16	R	GT3	T	1	1	at_home	other	other	father	2	1	0	no	no	no	yes	yes	yes	no	no	3	4	4	3	4	5	6	11	11	11
MS	F	18	U	GT3	T	1	2	other	other	course	father	1	2	1	no	yes	no	yes	yes	yes	yes	yes	3	4	4	2	3	5	9	9	8	8
MS	M	15	U	GT3	T	3	1	other	services	home	mother	2	1	0	no	yes	no	no	yes	yes	no	no	3	2	3	1	3	4	0	10	9	11
MS	F	16	R	GT3	T	2	2	other	services	course	father	3	2	0	no	yes	no	yes	yes	yes	yes	no	5	3	4	1	1	2	1	14	13	14
MS	M	15	U	GT3	T	2	2	health	other	reputation	mother	3	1	0	no	no	no	no	yes	yes	no	no	4	3	3	1	2	4	1	13	12	13
MS	M	16	U	GT3	T	4	4	other	teacher	course	father	1	2	0	no	yes	no	yes	yes	yes	no	yes	4	3	1	1	1	3	0	13	12	13
MS	F	15	R	GT3	T	3	3	services	other	reputation	mother	1	2	0	no	yes	no	no	yes	yes	yes	yes	4	5	4	1	1	1	4	13	12	12
MS	F	16	R	GT3	T	2	2	at_home	other	course	mother	2	2	1	no	yes	no	yes	no	yes	no	no	4	4	4	2	3	5	2	12	11	12
MS	F	16	R	LE3	T	2	2	other	other	home	father	3	1	0	no	yes	no	yes	yes	yes	no	yes	4	3	2	1	1	4	0	14	14	16
MS	M	16	U	LE3	T	2	1	at_home	services	course	mother	2	1	0	no	yes	no	yes	yes	yes	yes	no	2	4	3	2	3	4	4	10	8	10
MS	M	15	R	LE3	T	1	3	at_home	other	reputation	father	3	1	0	no	yes	no	yes	yes	yes	yes	no	4	2	4	3	5	3	2	10	11	11
MS	F	15	U	GT3	T	2	2	other	services	course	mother	2	3	0	no	yes	no	yes	yes	yes	no	no	5	3	2	1	1	4	0	12	13	14
MS	F	16	R	LE3	T	2	1	other	other	home	mother	1	1	0	no	yes	no	no	yes	yes	yes	yes	5	4	3	1	1	5	2	10	8	8
MS	M	15	U	GT3	T	3	3	services	services	course	father	2	1	0	no	yes	no	yes	no	yes	yes	no	4	3	3	2	4	3	11	12	10	11
MS	F	16	R	GT3	T	1	1	at_home	other	course	father	2	2	3	yes	yes	no	no	yes	yes	no	no	3	4	3	1	1	1	0	7	7	8
MS	F	17	U	GT3	T	2	2	other	at_home	course	mother	1	1	0	no	yes	no	yes	yes	no	no	no	4	5	3	1	1	5	4	9	9	10
MS	F	19	U	GT3	T	2	3	at_home	services	course	other	1	1	1	no	no	no	no	yes	no	yes	yes	4	4	4	1	1	2	0	9	9	10
MS	F	17	R	GT3	T	2	1	at_home	other	course	mother	3	1	0	no	yes	no	yes	yes	no	no	yes	5	5	3	1	1	3	2	9	10	11
MS	F	15	R	LE3	T	1	1	at_home	other	course	mother	2	1	0	no	yes	no	no	yes	no	no	yes	5	2	1	1	3	4	0	9	10	9
MS	F	16	R	GT3	T	2	2	other	other	course	father	3	2	0	no	yes	no	no	yes	no	yes	no	3	4	5	1	2	1	1	9	10	11
MS	F	16	U	LE3	A	2	2	other	other	home	mother	1	1	0	no	yes	no	no	yes	no	no	no	4	3	4	1	2	1	6	7	7	8
MS	F	17	R	GT3	T	2	2	at_home	other	course	mother	2	2	0	no	yes	no	no	yes	yes	yes	no	4	3	5	1	2	4	0	11	10	11
MS	F	16	U	GT3	T	2	2	other	services	course	father	1	1	1	no	yes	yes	yes	no	yes	yes	no	4	4	3	1	4	3	1	9	10	10
MS	F	18	R	LE3	A	3	2	other	other	course	other	2	3	2	no	yes	no	no	no	no	no	yes	3	3	2	1	1	2	6	7	9	10
MS	F	19	U	GT3	T	1	1	at_home	services	course	mother	1	3	1	no	no	no	yes	yes	no	no	yes	5	3	1	1	1	3	6	7	9	9
MS	M	18	R	GT3	T	1	1	other	other	home	mother	2	1	1	no	no	no	yes	yes	no	yes	no	4	4	3	3	4	4	0	8	9	10
MS	F	18	R	GT3	T	1	1	at_home	at_home	course	mother	2	1	1	no	no	no	no	no	no	yes	yes	3	2	3	1	1	2	4	9	11	10
MS	F	19	U	GT3	T	1	1	other	other	course	other	2	2	1	no	yes	no	no	yes	yes	yes	yes	1	1	4	4	1	1	12	7	8	9
MS	F	16	R	GT3	A	2	2	health	other	course	mother	1	2	0	no	no	no	no	no	yes	no	yes	3	3	2	1	1	3	2	8	10	10
MS	F	17	U	GT3	T	0	1	other	at_home	course	father	2	1	0	no	no	no	yes	no	yes	no	no	2	4	4	3	5	5	5	9	9	10
MS	F	16	R	LE3	T	1	2	at_home	other	course	mother	1	2	0	no	no	no	yes	yes	no	yes	no	4	4	5	1	3	3	0	8	9	9
MS	F	16	U	GT3	T	3	3	other	other	reputation	mother	1	1	0	no	no	no	yes	yes	no	yes	yes	4	5	4	1	1	4	0	14	13	13
MS	F	16	R	LE3	T	1	1	services	services	home	mother	1	1	0	no	yes	no	yes	yes	yes	yes	yes	4	4	4	2	2	4	2	14	14	14
MS	M	17	U	GT3	T	3	3	services	at_home	course	mother	2	4	1	no	yes	yes	yes	yes	yes	no	no	5	4	5	3	4	5	0	10	11	10
MS	F	16	U	GT3	T	2	1	other	services	course	mother	1	2	0	no	yes	no	yes	yes	yes	yes	no	5	3	3	1	1	1	0	14	13	14
MS	F	16	U	GT3	T	2	2	services	other	course	mother	1	1	0	no	yes	yes	yes	yes	yes	no	yes	4	2	5	1	2	5	0	17	16	16
MS	M	17	U	GT3	T	1	2	other	other	course	father	1	1	1	no	yes	no	yes	yes	no	yes	yes	5	3	5	5	5	1	12	6	7	7
MS	M	16	U	LE3	T	4	3	other	other	course	father	1	1	0	no	no	no	yes	yes	yes	yes	no	4	2	5	1	5	5	8	14	12	13
MS	M	17	R	LE3	T	2	2	services	services	other	mother	3	4	1	no	yes	no	no	yes	yes	no	no	1	3	5	3	5	3	2	10	8	9
MS	F	16	U	GT3	T	1	1	other	other	course	other	1	4	0	yes	yes	no	yes	yes	yes	yes	no	2	2	1	1	1	5	0	14	14	14
MS	F	19	U	LE3	T	2	2	other	other	home	mother	1	3	0	no	no	no	no	yes	yes	yes	yes	5	4	5	1	1	1	0	12	13	13