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	15	U	GT3	A	3	3	other	health	reputation	father	1	4	0	yes	no	no	no	yes	yes	no	no	4	3	3	1	1	4	10	10	10	10
GP	F	15	U	GT3	T	2	2	other	other	course	mother	1	4	0	yes	yes	no	no	yes	yes	yes	no	5	1	2	1	1	3	4	10	10	10
GP	M	16	U	GT3	T	3	3	services	other	home	father	1	3	0	no	yes	no	yes	yes	yes	yes	no	5	3	3	1	1	5	4	13	14	14
GP	M	15	R	GT3	T	4	4	other	other	home	father	4	4	0	no	yes	no	yes	yes	yes	yes	yes	1	3	5	3	5	1	8	12	10	11
GP	F	16	U	LE3	T	4	4	health	health	other	mother	1	3	0	no	yes	no	yes	yes	yes	yes	yes	5	4	5	1	1	4	2	15	15	14
GP	M	15	U	LE3	A	4	4	teacher	teacher	course	mother	1	1	0	no	no	no	yes	yes	yes	yes	no	5	5	3	1	1	4	4	13	14	14
GP	F	16	R	GT3	T	3	3	services	other	reputation	father	1	3	0	yes	yes	no	yes	yes	yes	yes	no	4	1	2	1	1	2	4	11	11	11
GP	F	16	U	GT3	T	2	2	at_home	other	home	mother	1	2	1	yes	no	no	yes	yes	yes	yes	no	3	1	2	1	1	5	12	8	10	10
GP	M	15	U	LE3	T	4	2	teacher	other	course	mother	1	1	0	no	no	no	no	yes	yes	yes	no	3	5	2	1	1	3	10	18	17	18
GP	M	15	R	GT3	T	2	1	health	services	reputation	mother	1	2	0	no	no	no	yes	yes	yes	yes	yes	5	4	2	1	1	5	4	10	9	10
GP	M	16	U	GT3	T	4	4	teacher	teacher	course	father	1	2	0	no	yes	no	yes	yes	yes	yes	no	5	4	4	1	2	5	6	16	14	14
GP	M	15	U	GT3	T	4	4	other	teacher	reputation	father	2	2	0	no	yes	no	yes	yes	yes	no	no	4	4	3	1	1	2	4	16	15	16
GP	M	16	U	GT3	T	3	3	other	services	home	father	2	1	0	no	no	no	yes	yes	yes	yes	no	5	4	2	1	1	5	6	14	14	15
GP	M	17	R	GT3	T	1	3	other	other	course	father	3	2	1	no	yes	no	yes	yes	yes	yes	no	5	2	4	1	4	5	14	12	11	11
GP	M	15	U	GT3	T	3	4	other	other	reputation	father	1	1	0	no	no	no	no	yes	yes	yes	no	3	4	3	1	2	4	2	14	13	14
GP	F	15	U	GT3	T	1	2	at_home	services	course	mother	1	2	0	no	no	no	no	no	yes	yes	no	3	2	3	1	2	1	0	14	14	14
GP	M	15	U	GT3	T	2	2	services	services	home	father	1	4	0	no	yes	no	yes	yes	yes	yes	no	5	5	4	1	2	5	6	14	13	13
GP	F	16	U	LE3	T	2	4	other	health	course	father	2	2	0	no	yes	no	yes	yes	yes	yes	yes	4	2	2	1	2	5	2	14	12	13
GP	M	16	U	GT3	T	4	4	health	other	course	mother	1	1	0	no	yes	no	yes	yes	yes	yes	no	3	4	4	1	4	5	4	12	13	13
GP	F	16	U	GT3	T	2	2	other	other	home	mother	1	2	0	no	no	no	no	yes	yes	yes	yes	5	4	4	1	1	5	0	12	11	11
GP	M	15	U	GT3	T	3	4	services	services	home	father	1	1	0	yes	no	no	no	yes	yes	yes	no	5	5	5	3	2	5	2	9	9	9
GP	F	15	U	LE3	A	3	4	other	other	home	mother	1	2	0	yes	no	no	yes	yes	yes	yes	yes	5	3	2	1	1	1	0	10	11	11
GP	F	19	U	GT3	T	0	1	at_home	other	course	other	1	2	2	no	yes	no	no	no	no	no	no	3	4	2	1	1	5	0	9	10	11
GP	M	16	R	GT3	T	4	4	teacher	teacher	course	mother	1	1	0	no	no	no	yes	yes	yes	yes	no	3	5	5	2	5	4	8	14	14	15
GP	M	16	U	GT3	T	2	3	other	other	course	mother	2	3	0	no	yes	no	no	no	yes	yes	yes	3	2	3	2	2	1	4	13	12	13
GP	F	15	R	GT3	T	3	4	services	teacher	course	father	2	3	0	no	yes	no	no	yes	yes	yes	yes	4	2	2	2	2	5	0	10	11	12
GP	F	18	U	GT3	T	2	1	services	other	reputation	mother	1	2	3	no	yes	no	yes	yes	no	yes	yes	5	4	5	1	3	5	10	10	9	8
GP	F	17	U	LE3	A	2	1	other	other	course	mother	3	1	0	no	yes	no	no	yes	yes	yes	no	3	2	2	1	2	5	8	11	10	11
GP	F	15	U	GT3	T	1	1	at_home	other	course	mother	3	1	0	no	yes	no	yes	no	yes	yes	yes	4	3	3	1	2	4	6	11	12	13
GP	F	17	U	LE3	T	2	2	other	other	course	father	1	1	0	no	yes	no	no	yes	yes	yes	yes	3	4	4	1	3	5	2	13	12	12
GP	F	16	U	GT3	A	3	4	services	other	course	father	1	1	0	no	no	no	no	yes	yes	yes	no	3	2	1	1	4	5	12	15	13	14
GP	M	16	U	GT3	T	2	1	at_home	other	course	mother	4	1	0	no	no	no	no	yes	yes	no	no	3	2	1	1	1	2	4	9	9	11
GP	F	16	U	GT3	A	2	2	other	other	home	mother	1	1	1	no	no	no	no	yes	yes	no	no	5	3	4	1	1	5	12	13	11	11
GP	M	15	R	GT3	T	3	4	at_home	teacher	course	mother	4	2	0	no	yes	no	no	yes	yes	no	yes	5	3	3	1	1	5	2	12	11	11
GP	F	15	U	GT3	T	4	4	services	at_home	course	mother	1	3	0	no	yes	no	yes	yes	yes	yes	yes	4	3	3	1	1	5	4	13	14	15
GP	M	17	R	GT3	T	3	4	at_home	other	course	mother	3	2	0	no	no	no	no	yes	yes	no	no	5	4	5	2	4	5	2	10	9	10
GP	F	16	R	GT3	T	1	1	at_home	other	course	mother	4	2	0	no	yes	no	no	yes	yes	no	no	5	1	3	1	1	3	0	14	13	13
GP	M	18	U	LE3	T	3	1	services	services	course	mother	2	1	0	no	no	no	yes	yes	yes	yes	yes	3	3	4	4	5	4	2	11	11	12
GP	F	18	U	GT3	A	3	2	other	services	course	other	1	3	0	no	yes	no	yes	no	yes	yes	yes	4	3	3	5	1	5	10	12	11	11
GP	F	16	R	GT3	T	1	1	other	services	reputation	mother	2	1	0	no	yes	no	yes	yes	yes	no	yes	3	3	3	1	2	1	8	12	11	11
GP	F	16	U	GT3	A	3	3	other	other	course	other	2	1	0	no	yes	no	yes	no	yes	yes	yes	4	3	2	1	1	5	4	9	9	10
GP	M	16	U	LE3	T	1	1	services	other	course	mother	1	2	2	no	no	no	no	yes	yes	no	yes	4	4	4	1	3	5	0	10	10	10
GP	F	15	U	GT3	T	4	4	teacher	teacher	course	mother	2	1	0	no	no	no	yes	yes	yes	yes	no	4	3	2	1	1	5	6	13	14	14
GP	F	15	R	GT3	T	1	1	other	other	course	mother	3	1	1	no	no	no	yes	yes	yes	yes	yes	5	5	5	1	1	1	2	8	9	9
GP	M	15	U	GT3	T	4	3	teacher	services	course	father	2	4	0	yes	yes	no	no	yes	yes	yes	no	2	2	2	1	1	3	6	9	11	11
GP	F	15	U	GT3	A	3	3	services	services	home	mother	1	2	0	no	no	no	no	no	yes	no	yes	1	3	2	2	3	1	24	9	8	9
GP	M	16	U	GT3	T	4	4	services	services	course	mother	1	3	0	no	yes	no	yes	yes	yes	yes	no	5	3	3	1	3	5	0	15	13	13
GP	M	16	U	LE3	T	2	2	services	services	reputation	father	2	1	0	no	yes	no	yes	yes	yes	yes	no	2	3	3	2	2	2	4	12	11	11
GP	F	15	U	GT3	T	4	4	teacher	services	course	mother	1	3	0	no	yes	no	yes	yes	yes	yes	no	4	2	2	1	1	5	2	13	13	13
GP	F	16	U	LE3	T	1	1	at_home	at_home	course	mother	1	1	0	no	no	no	no	yes	yes	yes	no	3	4	4	3	3	1	4	10	11	11
GP	M	17	U	GT3	T	2	1	other	other	home	mother	1	1	0	no	yes	no	no	yes	yes	yes	no	5	4	5	1	2	5	22	9	7	6
GP	F	15	U	GT3	T	1	1	other	services	course	father	1	2	0	no	yes	no	no	yes	yes	yes	no	4	4	2	1	2	5	0	12	12	12
GP	F	15	U	LE3	A	2	1	at_home	other	home	mother	2	1	0	no	yes	no	yes	yes	no	yes	yes	4	4	2	1	1	5	0	11	10	10
GP	F	15	U	GT3	T	3	2	health	services	home	father	1	2	1	no	yes	no	no	yes	yes	yes	no	3	3	2	1	1	3	2	11	11	11
GP	F	15	U	GT3	T	1	2	at_home	other	course	mother	1	2	0	no	yes	no	no	no	yes	yes	no	4	3	2	1	1	5	6	13	12	13
GP	F	15	U	GT3	T	1	2	at_home	services	course	father	1	2	0	no	no	no	no	no	yes	no	yes	2	3	4	2	4	1	6	11	11	11
GP	M	16	U	GT3	T	4	4	teacher	teacher	course	mother	1	1	0	no	yes	no	no	yes	no	yes	yes	3	3	2	2	1	5	16	9	9	8
GP	M	15	U	LE3	A	2	1	services	other	course	mother	4	1	0	no	no	no	no	yes	yes	yes	no	4	5	5	2	5	5	0	12	11	11
GP	M	18	U	LE3	T	1	1	other	other	course	mother	1	1	2	no	no	no	no	yes	no	yes	yes	2	3	5	2	5	4	0	11	9	0
GP	M	16	U	LE3	T	2	1	at_home	other	course	mother	1	1	1	no	no	no	yes	yes	yes	no	yes	4	4	4	3	5	5	6	9	10	10
GP	F	15	R	GT3	T	3	3	services	services	reputation	other	2	3	0	no	yes	yes	yes	yes	yes	yes	yes	4	2	1	2	3	3	2	13	13	13
GP	M	19	U	GT3	T	3	2	services	at_home	home	mother	1	1	0	no	yes	no	no	yes	no	yes	yes	4	5	4	1	1	4	6	11	9	11
GP	F	17	U	GT3	T	4	4	other	teacher	course	mother	1	1	0	yes	yes	no	no	yes	yes	no	yes	4	2	1	1	1	4	0	13	13	13
GP	M	15	R	GT3	T	2	3	at_home	services	course	mother	1	2	0	yes	no	yes	yes	yes	yes	no	no	4	4	4	1	1	1	0	7	8	8
GP	M	17	R	LE3	T	1	2	other	other	reputation	mother	1	1	3	no	no	no	no	yes	yes	no	no	2	2	2	3	3	5	14	9	8	10
GP	F	18	R	GT3	T	1	1	at_home	other	course	mother	3	1	3	no	yes	no	yes	no	yes	no	no	5	2	5	1	5	4	6	11	10	11
GP	M	16	R	GT3	T	2	2	at_home	other	course	mother	3	1	0	no	no	no	no	no	yes	no	no	4	2	2	1	2	3	4	12	10	11
GP	M	16	U	GT3	T	3	3	other	services	course	father	1	2	1	no	yes	no	no	yes	yes	yes	yes	4	5	5	4	4	5	0	10	10	1
GP	M	16	U	LE3	T	1	2	health	services	course	mother	2	1	2	no	no	no	no	no	yes	yes	no	4	4	5	3	5	5	0	9	8	10
GP	M	17	R	LE3	T	2	1	at_home	other	course	mother	2	1	1	no	no	yes	yes	yes	no	yes	yes	3	3	2	2	2	5	8	8	8	9
GP	M	17	R	GT3	T	3	2	other	other	course	mother	2	2	2	yes	yes	no	no	yes	yes	yes	yes	4	4	4	1	4	3	4	7	6	8
GP	M	15	U	LE3	T	1	2	other	other	course	mother	2	1	0	no	no	no	yes	yes	yes	no	no	4	4	4	2	4	5	2	8	9	10
GP	M	16	U	GT3	T	1	3	at_home	services	course	father	1	1	1	no	no	no	no	yes	no	yes	no	5	3	3	1	4	2	2	9	8	8
GP	M	17	R	LE3	T	1	1	other	services	course	mother	4	2	0	no	no	no	yes	yes	no	no	yes	5	3	5	1	5	5	0	8	8	8
GP	M	17	U	GT3	T	3	2	services	services	course	mother	2	1	3	no	yes	no	yes	no	no	no	no	4	5	2	1	1	2	10	8	7	8
GP	M	16	U	GT3	T	2	2	other	other	course	father	1	2	0	no	no	no	no	yes	no	yes	no	4	3	5	2	4	4	0	9	10	11
GP	F	16	U	GT3	T	4	2	health	services	home	father	1	2	0	no	no	no	no	yes	yes	yes	yes	4	2	3	1	1	3	0	17	17	18
GP	F	16	U	GT3	T	2	2	other	other	home	mother	1	2	0	no	yes	no	no	no	yes	yes	no	5	1	5	1	1	4	0	12	12	13
GP	F	16	U	GT3	T	4	4	health	health	reputation	mother	1	2	0	no	yes	no	no	yes	yes	yes	yes	4	4	2	1	1	3	0	16	16	17
GP	M	16	U	GT3	T	3	4	other	other	course	father	3	1	1	no	yes	no	yes	no	yes	yes	no	3	4	5	2	4	2	4	9	9	10
GP	M	16	U	GT3	T	1	0	other	other	reputation	mother	2	2	0	no	yes	no	yes	yes	yes	yes	yes	4	3	2	1	1	3	0	16	17	18
GP	M	17	U	LE3	T	4	4	teacher	other	reputation	mother	1	2	0	no	yes	no	yes	yes	yes	yes	no	4	4	4	1	3	5	0	11	9	10
GP	F	16	U	GT3	T	1	3	at_home	services	home	mother	1	2	0	no	no	no	yes	no	yes	yes	yes	4	3	5	1	1	3	0	14	13	13
GP	F	16	U	LE3	T	3	3	other	other	reputation	mother	2	2	0	no	yes	no	yes	yes	yes	yes	no	4	4	5	1	1	4	0	14	14	15
GP	M	17	U	LE3	T	4	3	teacher	other	course	mother	2	2	0	no	no	no	yes	yes	yes	yes	no	4	4	4	4	4	4	0	10	11	11
GP	F	16	U	GT3	T	2	2	services	other	reputation	mother	2	2	0	no	no	no	yes	no	yes	yes	no	3	4	4	1	4	5	0	13	12	14
GP	M	17	U	GT3	T	3	3	other	other	reputation	father	1	2	0	no	no	no	yes	no	yes	yes	no	4	3	4	1	4	4	4	11	9	10
GP	M	16	R	GT3	T	4	2	teacher	services	other	mother	1	1	0	no	yes	no	yes	yes	yes	yes	yes	4	3	3	3	4	3	8	10	9	11
GP	M	17	U	GT3	T	4	3	other	other	course	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	yes	5	2	3	1	1	2	4	11	11	13
GP	M	16	U	GT3	T	4	3	teacher	other	home	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	no	3	4	3	2	3	3	4	11	10	11
GP	M	16	U	GT3	T	3	3	services	other	home	mother	1	2	0	no	no	no	yes	yes	yes	yes	yes	4	2	3	1	2	3	0	11	12	13
GP	F	17	U	GT3	T	2	4	services	services	reputation	father	1	2	0	no	yes	no	yes	yes	yes	no	no	5	4	2	2	3	5	0	17	18	17
GP	F	17	U	LE3	T	3	3	other	other	reputation	mother	1	2	0	no	yes	no	yes	yes	yes	yes	yes	5	3	3	2	3	1	32	14	13	14
GP	F	16	U	GT3	T	3	2	other	other	reputation	mother	1	2	0	no	yes	no	no	yes	yes	yes	no	1	2	2	1	2	1	8	14	15	16
GP	M	17	U	GT3	T	3	3	services	services	other	mother	1	2	0	no	yes	no	yes	yes	yes	yes	yes	4	3	4	2	3	4	6	11	13	14
GP	M	16	U	GT3	T	1	2	services	services	other	mother	1	1	0	no	yes	no	yes	yes	yes	yes	yes	3	3	3	1	2	3	0	10	9	11
GP	M	16	U	LE3	T	2	1	other	other	course	mother	1	2	0	no	no	no	yes	yes	yes	yes	yes	4	2	3	1	2	5	0	13	14	16
GP	F	17	U	GT3	A	3	3	health	other	reputation	mother	1	2	0	no	yes	no	no	no	yes	yes	yes	3	3	3	1	3	3	10	12	13	14
GP	M	17	R	GT3	T	1	2	at_home	other	home	mother	1	2	0	no	no	no	no	yes	yes	no	no	3	1	3	1	5	3	6	9	9	10
GP	F	16	U	GT3	T	2	3	services	services	course	mother	1	2	0	no	no	no	no	yes	yes	yes	no	4	3	3	1	1	2	6	12	12	13