Datasets:

scikit-learn
/

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	18	U	LE3	A	4	4	health	other	home	mother	1	2	0	no	yes	no	no	yes	yes	yes	yes	4	2	4	1	1	4	14	12	10	11
GP	M	17	U	LE3	T	4	4	other	teacher	home	father	2	1	0	no	no	yes	no	yes	yes	yes	no	4	1	1	2	2	5	0	11	11	10
GP	F	17	U	GT3	T	4	2	other	other	reputation	mother	2	3	0	no	yes	yes	no	yes	yes	yes	no	4	3	3	1	1	3	0	15	12	14
GP	F	17	U	GT3	T	3	2	health	health	reputation	father	1	4	0	no	yes	yes	yes	no	yes	yes	no	5	2	2	1	2	5	0	17	17	18
GP	M	19	U	GT3	T	3	3	other	other	home	other	1	2	1	no	yes	no	yes	yes	yes	yes	yes	4	4	4	1	1	3	20	15	14	13
GP	F	18	U	GT3	T	2	4	services	at_home	reputation	other	1	2	1	no	yes	yes	yes	yes	yes	yes	no	4	4	3	1	1	3	8	14	12	12
GP	M	20	U	GT3	A	3	2	services	other	course	other	1	1	0	no	no	no	yes	yes	yes	no	no	5	5	3	1	1	5	0	17	18	18
GP	M	19	U	GT3	T	4	4	teacher	services	reputation	other	2	1	1	no	yes	yes	no	yes	yes	yes	yes	4	3	4	1	1	4	38	8	9	8
GP	M	19	R	GT3	T	3	3	other	services	reputation	father	1	2	1	no	no	no	yes	yes	yes	no	yes	4	5	3	1	2	5	0	15	12	12
GP	F	19	U	LE3	T	1	1	at_home	other	reputation	other	1	2	1	yes	yes	no	yes	no	yes	yes	no	4	4	3	1	3	3	18	12	10	10
GP	F	19	U	LE3	T	1	2	services	services	home	other	1	2	1	no	no	no	yes	no	yes	no	yes	4	2	4	2	2	3	0	9	9	0
GP	F	19	U	GT3	T	2	1	at_home	other	other	other	3	2	0	no	yes	no	no	yes	no	yes	yes	3	4	1	1	1	2	20	14	12	13
GP	M	19	U	GT3	T	1	2	other	services	course	other	1	2	1	no	no	no	no	no	yes	yes	no	4	5	2	2	2	4	3	13	11	11
GP	F	19	U	LE3	T	3	2	services	other	reputation	other	2	2	1	no	yes	yes	no	no	yes	yes	yes	4	2	2	1	2	1	22	13	10	11
GP	F	19	U	GT3	T	1	1	at_home	health	home	other	1	3	2	no	no	no	no	no	yes	yes	yes	4	1	2	1	1	3	14	15	13	13
GP	F	19	R	GT3	T	2	3	other	other	reputation	other	1	3	1	no	no	no	no	yes	yes	yes	yes	4	1	2	1	1	3	40	13	11	11
GP	F	18	U	GT3	T	2	1	services	other	course	mother	2	2	0	no	yes	yes	yes	yes	yes	yes	no	5	3	3	1	2	1	0	8	8	0
GP	F	18	U	GT3	T	4	3	other	other	course	mother	1	3	0	no	yes	yes	yes	yes	yes	yes	yes	4	3	4	1	1	5	9	9	10	9
GP	F	17	R	GT3	T	3	4	at_home	services	course	father	1	3	0	no	yes	yes	yes	no	yes	yes	no	4	3	4	2	5	5	0	11	11	10
GP	F	18	U	GT3	T	4	4	teacher	other	course	mother	1	2	0	no	yes	yes	no	yes	yes	yes	no	4	4	4	3	3	5	2	11	11	11
GP	F	17	U	GT3	A	4	3	services	services	course	mother	1	2	0	no	yes	yes	no	yes	yes	yes	yes	5	2	2	1	2	5	23	13	13	13
GP	F	17	U	GT3	T	2	2	other	other	course	mother	1	2	0	no	yes	no	no	yes	yes	no	yes	4	2	2	1	1	3	12	11	9	9
GP	F	17	R	LE3	T	2	2	services	services	course	mother	1	3	0	no	yes	yes	yes	yes	yes	yes	no	3	3	2	2	2	3	3	11	11	11
GP	F	17	U	GT3	T	3	1	services	services	course	father	1	3	0	no	yes	no	no	no	yes	yes	no	3	4	3	2	3	5	1	12	14	15
GP	F	17	U	LE3	T	0	2	at_home	at_home	home	father	2	3	0	no	no	no	no	yes	yes	yes	no	3	3	3	2	3	2	0	16	15	15
GP	M	18	U	GT3	T	4	4	other	other	course	mother	1	3	0	no	no	no	yes	yes	yes	yes	no	4	3	3	2	2	3	3	9	12	11
GP	M	17	U	GT3	T	3	3	other	services	reputation	mother	1	1	0	no	no	no	yes	no	yes	yes	no	4	3	5	3	5	5	3	14	15	16
GP	M	17	R	GT3	T	2	2	services	other	course	mother	4	1	0	no	yes	no	no	yes	yes	yes	no	4	4	5	5	5	4	8	11	10	10
GP	F	17	U	GT3	T	4	4	teacher	services	course	mother	1	3	0	no	yes	yes	yes	yes	yes	yes	no	5	4	4	1	3	4	7	10	9	9
GP	F	17	U	GT3	T	4	4	teacher	teacher	course	mother	2	3	0	no	yes	yes	no	no	yes	yes	yes	4	3	3	1	2	4	4	14	14	14
GP	M	18	U	LE3	T	2	2	other	other	course	mother	1	4	0	no	yes	no	yes	yes	yes	yes	no	4	5	5	2	4	5	2	9	8	8
GP	F	17	R	GT3	T	2	4	at_home	other	course	father	1	3	0	no	yes	no	no	yes	yes	yes	yes	4	4	3	1	1	5	7	12	14	14
GP	F	18	U	GT3	T	3	3	services	services	home	mother	1	2	0	no	no	no	yes	yes	yes	yes	no	5	3	4	1	1	4	0	7	0	0
GP	F	18	U	LE3	T	2	2	other	other	home	other	1	2	0	no	no	no	yes	no	yes	yes	yes	4	3	3	1	1	2	0	8	8	0
GP	F	18	R	GT3	T	2	2	at_home	other	course	mother	2	4	0	no	no	no	yes	yes	yes	no	no	4	4	4	1	1	4	0	10	9	0
GP	F	17	U	GT3	T	3	4	services	other	course	mother	1	3	0	no	no	no	no	yes	yes	yes	no	4	4	5	1	3	5	16	16	15	15
GP	F	19	R	GT3	A	3	1	services	at_home	home	other	1	3	1	no	no	yes	no	yes	yes	no	no	5	4	3	1	2	5	12	14	13	13
GP	F	17	U	GT3	T	3	2	other	other	home	mother	1	2	0	no	yes	yes	no	yes	yes	yes	yes	4	3	2	2	3	2	0	7	8	0
GP	F	18	U	LE3	T	3	3	services	services	home	mother	1	4	0	no	yes	no	no	yes	yes	yes	no	5	3	3	1	1	1	7	16	15	17
GP	F	17	R	GT3	A	3	2	other	other	home	mother	1	2	0	no	yes	yes	no	yes	yes	yes	no	4	3	3	2	3	2	4	9	10	10
GP	F	19	U	GT3	T	2	1	services	services	home	other	1	3	1	no	no	yes	yes	yes	yes	yes	yes	4	3	4	1	3	3	4	11	12	11
GP	M	18	U	GT3	T	4	4	teacher	services	home	father	1	2	1	no	yes	no	yes	yes	yes	yes	no	4	3	3	2	2	2	0	10	10	0
GP	M	18	U	LE3	T	3	4	services	other	home	mother	1	2	0	no	no	no	yes	yes	yes	yes	yes	4	3	3	1	3	5	11	16	15	15
GP	F	17	U	GT3	A	2	2	at_home	at_home	home	father	1	2	1	no	yes	no	no	yes	yes	yes	yes	3	3	1	1	2	4	0	9	8	0
GP	F	18	U	GT3	T	2	3	at_home	other	course	mother	1	3	0	no	yes	no	no	yes	yes	yes	no	4	3	3	1	2	3	4	11	10	10
GP	F	18	U	GT3	T	3	2	other	services	other	mother	1	3	0	no	no	no	no	yes	yes	yes	yes	5	4	3	2	3	1	7	13	13	14
GP	M	18	R	GT3	T	4	3	teacher	services	course	mother	1	3	0	no	no	no	no	yes	yes	yes	yes	5	3	2	1	2	4	9	16	15	16
GP	M	18	U	GT3	T	4	3	teacher	other	course	mother	1	3	0	no	yes	yes	no	yes	yes	yes	yes	5	4	5	2	3	5	0	10	10	9
GP	F	17	U	GT3	T	4	3	health	other	reputation	mother	1	3	0	no	yes	yes	yes	yes	yes	yes	yes	4	4	3	1	3	4	0	13	15	15
MS	M	18	R	GT3	T	3	2	other	other	course	mother	2	1	1	no	yes	no	no	no	yes	yes	no	2	5	5	5	5	5	10	11	13	13
MS	M	19	R	GT3	T	1	1	other	services	home	other	3	2	3	no	no	no	no	yes	yes	yes	no	5	4	4	3	3	2	8	8	7	8
MS	M	17	U	GT3	T	3	3	health	other	course	mother	2	2	0	no	yes	yes	no	yes	yes	yes	no	4	5	4	2	3	3	2	13	13	13
MS	M	18	U	LE3	T	1	3	at_home	services	course	mother	1	1	1	no	no	no	no	yes	no	yes	yes	4	3	3	2	3	3	7	8	7	8
MS	M	19	R	GT3	T	1	1	other	other	home	other	3	1	1	no	yes	no	no	yes	yes	yes	no	4	4	4	3	3	5	4	8	8	8
MS	M	17	R	GT3	T	4	3	services	other	home	mother	2	2	0	no	yes	yes	yes	no	yes	yes	yes	4	5	5	1	3	2	4	13	11	11
MS	F	18	U	GT3	T	3	3	services	services	course	father	1	2	0	no	yes	no	no	yes	yes	no	yes	5	3	4	1	1	5	0	10	9	9
MS	F	17	R	GT3	T	4	4	teacher	services	other	father	2	2	0	no	yes	yes	yes	yes	yes	yes	no	4	3	3	1	2	5	4	12	13	13
MS	F	17	U	LE3	A	3	2	services	other	reputation	mother	2	2	0	no	no	no	no	yes	yes	no	yes	1	2	3	1	2	5	2	12	12	11
MS	M	18	U	LE3	T	1	1	other	services	home	father	2	1	0	no	no	no	no	no	yes	yes	yes	3	3	2	1	2	3	4	10	10	10
MS	F	18	U	LE3	T	1	1	at_home	services	course	father	2	3	0	no	no	no	no	yes	yes	yes	no	5	3	2	1	1	4	0	18	16	16
MS	F	18	R	LE3	A	1	4	at_home	other	course	mother	3	2	0	no	no	no	no	yes	yes	no	yes	4	3	4	1	4	5	0	13	13	13
MS	M	18	R	LE3	T	1	1	at_home	other	other	mother	2	2	1	no	no	no	yes	no	no	no	no	4	4	3	2	3	5	2	13	12	12
MS	F	18	U	GT3	T	3	3	services	services	other	mother	2	2	0	no	yes	no	no	yes	yes	yes	yes	4	3	2	1	3	3	0	11	11	10
MS	F	17	U	LE3	T	4	4	at_home	at_home	course	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	yes	2	3	4	1	1	1	0	16	15	15
MS	F	17	R	GT3	T	1	2	other	services	course	father	2	2	0	no	no	no	no	no	yes	no	no	3	2	2	1	2	3	0	12	11	12
MS	M	18	R	GT3	T	1	3	at_home	other	course	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	3	4	2	4	3	4	10	10	10
MS	M	18	U	LE3	T	4	4	teacher	services	other	mother	2	3	0	no	no	yes	no	yes	yes	yes	yes	4	2	2	2	2	5	0	13	13	13
MS	F	17	R	GT3	T	1	1	other	services	reputation	mother	3	1	1	no	yes	yes	no	yes	yes	yes	yes	5	2	1	1	2	1	0	7	6	0
MS	F	18	U	GT3	T	2	3	at_home	services	course	father	2	1	0	no	yes	yes	no	yes	yes	yes	yes	5	2	3	1	2	4	0	11	10	10
MS	F	18	R	GT3	T	4	4	other	teacher	other	father	3	2	0	no	yes	yes	no	no	yes	yes	yes	3	2	2	4	2	5	10	14	12	11
MS	F	19	U	LE3	T	3	2	services	services	home	other	2	2	2	no	no	no	yes	yes	yes	no	yes	3	2	2	1	1	3	4	7	7	9
MS	M	18	R	LE3	T	1	2	at_home	services	other	father	3	1	0	no	yes	yes	yes	yes	no	yes	yes	4	3	3	2	3	3	3	14	12	12
MS	F	17	U	GT3	T	2	2	other	at_home	home	mother	1	3	0	no	no	no	yes	yes	yes	no	yes	3	4	3	1	1	3	8	13	11	11
MS	F	17	R	GT3	T	1	2	other	other	course	mother	1	1	0	no	no	no	yes	yes	yes	yes	no	3	5	5	1	3	1	14	6	5	5
MS	F	18	R	LE3	T	4	4	other	other	reputation	mother	2	3	0	no	no	no	no	yes	yes	yes	no	5	4	4	1	1	1	0	19	18	19
MS	F	18	R	GT3	T	1	1	other	other	home	mother	4	3	0	no	no	no	no	yes	yes	yes	no	4	3	2	1	2	4	2	8	8	10
MS	F	20	U	GT3	T	4	2	health	other	course	other	2	3	2	no	yes	yes	no	no	yes	yes	yes	5	4	3	1	1	3	4	15	14	15
MS	F	18	R	LE3	T	4	4	teacher	services	course	mother	1	2	0	no	no	yes	yes	yes	yes	yes	no	5	4	3	3	4	2	4	8	9	10
MS	F	18	U	GT3	T	3	3	other	other	home	mother	1	2	0	no	no	yes	no	yes	yes	yes	yes	4	1	3	1	2	1	0	15	15	15
MS	F	17	R	GT3	T	3	1	at_home	other	reputation	mother	1	2	0	no	yes	yes	yes	no	yes	yes	no	4	5	4	2	3	1	17	10	10	10
MS	M	18	U	GT3	T	4	4	teacher	teacher	home	father	1	2	0	no	no	yes	yes	no	yes	yes	no	3	2	4	1	4	2	4	15	14	14
MS	M	18	R	GT3	T	2	1	other	other	other	mother	2	1	0	no	no	no	yes	no	yes	yes	yes	4	4	3	1	3	5	5	7	6	7
MS	M	17	U	GT3	T	2	3	other	services	home	father	2	2	0	no	no	no	yes	yes	yes	yes	no	4	4	3	1	1	3	2	11	11	10
MS	M	19	R	GT3	T	1	1	other	services	other	mother	2	1	1	no	no	no	no	yes	yes	no	no	4	3	2	1	3	5	0	6	5	0
MS	M	18	R	GT3	T	4	2	other	other	home	father	2	1	1	no	no	yes	no	yes	yes	no	no	5	4	3	4	3	3	14	6	5	5
MS	F	18	R	GT3	T	2	2	at_home	other	other	mother	2	3	0	no	no	yes	no	yes	yes	no	no	5	3	3	1	3	4	2	10	9	10
MS	F	18	R	GT3	T	4	4	teacher	at_home	reputation	mother	3	1	0	no	yes	yes	yes	yes	yes	yes	yes	4	4	3	2	2	5	7	6	5	6
MS	F	19	R	GT3	T	2	3	services	other	course	mother	1	3	1	no	no	no	yes	no	yes	yes	no	5	4	2	1	2	5	0	7	5	0
MS	F	18	U	LE3	T	3	1	teacher	services	course	mother	1	2	0	no	yes	yes	no	yes	yes	yes	no	4	3	4	1	1	1	0	7	9	8
MS	F	18	U	GT3	T	1	1	other	other	course	mother	2	2	1	no	no	no	yes	yes	yes	no	no	1	1	1	1	1	5	0	6	5	0
MS	M	20	U	LE3	A	2	2	services	services	course	other	1	2	2	no	yes	yes	no	yes	yes	no	no	5	5	4	4	5	4	11	9	9	9
MS	M	17	U	LE3	T	3	1	services	services	course	mother	2	1	0	no	no	no	no	no	yes	yes	no	2	4	5	3	4	2	3	14	16	16
MS	M	21	R	GT3	T	1	1	other	other	course	other	1	1	3	no	no	no	no	no	yes	no	no	5	5	3	3	3	3	3	10	8	7
MS	M	18	R	LE3	T	3	2	services	other	course	mother	3	1	0	no	no	no	no	no	yes	yes	no	4	4	1	3	4	5	0	11	12	10
MS	M	19	U	LE3	T	1	1	other	at_home	course	father	1	1	0	no	no	no	no	yes	yes	yes	no	3	2	3	3	3	5	5	8	9	9
GP	F	18	U	GT3	A	4	4	at_home	teacher	course	mother	2	2	0	yes	no	no	no	yes	yes	no	no	4	3	4	1	1	3	4	0	11	11
GP	F	17	U	GT3	T	1	1	at_home	other	course	father	1	2	0	no	yes	no	no	no	yes	yes	no	5	3	3	1	1	3	2	9	11	11
GP	F	15	U	LE3	T	1	1	at_home	other	other	mother	1	2	0	yes	no	no	no	yes	yes	yes	no	4	3	2	2	3	3	6	12	13	12
GP	F	15	U	GT3	T	4	2	health	services	home	mother	1	3	0	no	yes	no	yes	yes	yes	yes	yes	3	2	2	1	1	5	0	14	14	14
GP	F	16	U	GT3	T	3	3	other	other	home	father	1	2	0	no	yes	no	no	yes	yes	no	no	4	3	2	1	2	5	0	11	13	13