Datasets:

supersam7
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student_success

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 3 19	G2 int64 0 19	G3 float64 -19 92
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	10	9	8	-19
MHS	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	-7
GP	M	15	U	LE3	T	3	3	other	other	course	mother	1	2	0	no	no	no	yes	no	yes	yes	no	5	3	2	1	1	2	0	8	10	-5
GP	M	18	R	GT3	T	2	2	services	other	reputation	mother	1	1	2	no	yes	no	yes	yes	yes	yes	no	3	3	3	1	2	4	0	7	4	0
GP	F	15	R	GT3	T	3	4	services	teacher	course	father	2	3	2	no	yes	no	no	yes	yes	yes	yes	4	2	2	2	2	5	0	12	0	0
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	0	8	0	0
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	0	9	0	0
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	0	11	0	0
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	0	10	0	0
GP	F	16	U	GT3	A	3	3	other	other	course	other	2	1	2	no	yes	no	yes	no	yes	yes	yes	4	3	2	1	1	5	0	4	0	0
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	0	7	9	0
GP	M	17	U	GT3	T	2	1	other	other	home	mother	1	1	3	no	yes	no	no	yes	yes	yes	no	5	4	5	1	2	5	0	5	0	0
GP	F	15	U	GT3	T	3	2	health	services	home	father	1	2	3	no	yes	no	no	yes	yes	yes	no	3	3	2	1	1	3	0	6	7	0
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	0	7	6	0
GP	M	18	U	LE3	T	1	1	other	other	course	mother	1	1	3	no	no	no	no	yes	no	yes	yes	2	3	5	2	5	4	0	6	5	0
GP	M	19	U	GT3	T	3	2	services	at_home	home	mother	1	1	3	no	yes	no	no	yes	no	yes	yes	4	5	4	1	1	4	0	5	0	0
GP	M	17	R	LE3	T	2	1	at_home	other	course	mother	2	1	2	no	no	no	yes	yes	no	yes	yes	3	3	2	2	2	5	0	7	6	0
GP	M	16	U	LE3	T	1	2	other	other	course	mother	2	1	1	no	no	no	yes	yes	yes	no	no	4	4	4	2	4	5	0	7	0	0
GP	F	16	U	GT3	T	2	2	other	other	home	mother	1	2	0	no	yes	yes	no	no	yes	yes	no	5	1	5	1	1	4	0	6	7	0
GP	M	16	U	GT3	T	3	4	other	other	course	father	3	1	2	no	yes	no	yes	no	yes	yes	no	3	4	5	2	4	2	0	6	5	0
GP	F	16	U	GT3	T	1	3	at_home	services	home	mother	1	2	3	no	no	no	yes	no	yes	yes	yes	4	3	5	1	1	3	0	8	7	0
GP	F	17	U	GT3	T	1	1	at_home	other	reputation	mother	1	3	1	no	yes	no	yes	yes	yes	no	yes	4	3	4	1	1	5	0	6	5	0
GP	M	18	U	GT3	T	2	2	other	services	reputation	father	1	2	1	no	no	no	no	yes	no	yes	no	5	5	4	3	5	2	0	7	7	0
GP	M	16	U	LE3	T	4	3	teacher	other	course	mother	1	1	0	no	no	no	yes	no	yes	yes	no	5	4	5	1	1	3	0	6	0	0
GP	F	18	U	GT3	T	2	1	other	other	course	other	2	3	0	no	yes	yes	no	no	yes	yes	yes	4	4	4	1	1	3	0	7	0	0
GP	F	17	U	LE3	T	2	2	services	services	course	father	1	4	0	no	no	yes	yes	yes	yes	yes	yes	3	4	1	1	1	2	0	10	9	0
GP	F	18	U	GT3	T	2	2	at_home	services	home	mother	1	3	0	no	yes	yes	yes	yes	yes	yes	yes	4	3	3	1	1	3	0	9	10	0
GP	F	18	R	GT3	T	2	1	other	other	reputation	mother	2	2	0	no	yes	no	no	yes	no	yes	yes	4	3	5	1	2	3	0	6	0	0
GP	F	19	U	GT3	T	4	4	health	other	reputation	other	2	2	0	no	yes	yes	yes	yes	yes	yes	no	2	3	4	2	3	2	0	10	9	0
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	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	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	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	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	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
MHS	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
MHS	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
MHS	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
MHS	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
GP	F	17	U	GT3	T	4	3	other	other	reputation	mother	1	2	2	no	no	yes	no	yes	yes	yes	yes	3	4	5	2	4	1	22	6	6	4
GP	F	17	U	GT3	T	4	3	other	other	reputation	mother	1	2	2	no	no	yes	no	yes	yes	yes	yes	3	4	5	3	4	1	21	6	6	4
GP	M	17	U	GT3	T	3	2	services	services	course	mother	1	1	3	no	yes	no	yes	yes	yes	yes	no	5	5	5	2	4	5	16	6	5	5
GP	M	17	U	GT3	T	3	2	services	services	course	mother	1	1	2	no	yes	yes	yes	yes	yes	yes	no	5	5	5	2	4	5	16	6	5	5
GP	F	15	R	GT3	T	1	1	other	other	reputation	mother	1	2	2	yes	yes	no	no	no	yes	yes	yes	3	3	4	2	4	5	2	8	6	5
GP	F	15	R	GT3	T	1	1	other	other	reputation	mother	1	2	2	no	yes	no	no	no	yes	yes	yes	3	3	4	2	4	5	2	8	6	5
GP	F	16	U	GT3	T	3	4	at_home	other	course	mother	1	2	0	no	yes	no	no	yes	yes	yes	no	2	4	3	1	2	3	12	5	5	5
GP	F	16	U	GT3	T	3	4	at_home	other	course	mother	1	2	0	no	yes	no	no	yes	yes	yes	no	2	4	3	1	2	3	14	5	5	5
GP	M	16	U	GT3	T	4	4	services	services	other	mother	1	1	0	yes	yes	yes	yes	yes	yes	yes	no	4	5	5	5	5	4	14	7	7	5
GP	M	16	U	GT3	T	4	4	services	services	other	mother	1	1	0	no	yes	yes	yes	yes	yes	yes	no	4	5	5	5	5	4	16	7	7	5
GP	M	18	R	LE3	T	3	3	other	services	course	mother	1	2	1	no	yes	no	no	yes	yes	yes	yes	4	3	3	1	3	5	8	3	5	5
GP	M	18	R	LE3	T	3	3	other	services	course	mother	1	2	1	no	yes	no	no	yes	yes	yes	yes	4	3	3	1	3	5	7	3	5	5
MHS	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
MHS	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	18	6	5	5
MHS	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
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	6	5	6	6
GP	F	18	U	GT3	A	4	4	at_home	teacher	course	mother	2	2	0	no	no	no	no	yes	yes	no	no	4	3	4	1	1	3	7	5	6	6
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	4	5	5	6
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	9	5	5	6
GP	F	17	U	GT3	A	4	4	other	teacher	home	mother	2	2	0	yes	yes	no	no	yes	yes	no	no	4	1	4	1	1	1	6	6	5	6
MHS	F	16	U	GT3	T	4	4	services	teacher	course	mother	1	1	0	no	no	no	yes	yes	yes	yes	yes	4	3	1	1	1	5	18	13	14	17
MHS	F	16	U	GT3	T	4	4	services	teacher	course	mother	1	1	0	no	no	no	yes	yes	yes	yes	yes	4	4	2	1	1	4	14	13	14	17
MHS	M	18	U	GT3	T	4	4	services	teacher	home	father	2	1	0	no	no	no	yes	yes	yes	yes	yes	4	3	3	1	1	5	6	13	14	17
GP	F	16	U	GT3	T	4	4	services	teacher	course	mother	2	2	0	no	no	no	yes	yes	yes	yes	yes	4	4	1	1	1	4	7	13	14	17
GP	F	16	U	GT3	T	4	4	services	teacher	course	mother	2	2	0	no	no	no	yes	yes	yes	yes	yes	4	3	2	1	1	5	4	13	14	17
GP	F	16	U	GT3	T	4	4	services	teacher	course	father	1	2	0	no	no	no	yes	yes	yes	yes	yes	4	4	3	1	1	4	9	13	14	17
GP	F	16	U	GT3	T	4	4	services	teacher	course	father	1	2	0	no	no	no	yes	yes	yes	yes	yes	4	3	1	1	1	5	6	13	14	17
GP	F	17	U	GT3	T	4	4	services	teacher	home	mother	2	2	0	no	no	no	yes	yes	yes	yes	yes	4	4	2	1	1	4	6	13	14	17
GP	F	15	U	GT3	T	2	3	other	other	other	father	2	1	0	no	yes	no	yes	yes	yes	no	no	3	5	1	1	1	5	0	8	7	6
GP	F	15	U	GT3	T	2	3	other	other	other	father	2	1	0	no	yes	no	yes	yes	yes	no	no	3	5	1	1	1	5	18	8	7	6
GP	F	15	U	LE3	A	4	3	other	other	course	mother	1	2	0	yes	yes	yes	yes	yes	yes	yes	yes	5	2	2	1	1	5	8	8	8	6
GP	F	15	U	LE3	A	4	3	other	other	course	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	yes	5	2	2	1	1	5	10	8	8	6
GP	F	16	U	GT3	T	3	1	services	other	course	mother	1	4	0	yes	yes	yes	no	yes	yes	yes	no	4	3	3	1	2	5	4	7	7	6
GP	F	16	U	GT3	T	3	1	services	other	course	mother	1	4	0	no	yes	yes	no	yes	yes	yes	no	4	3	3	1	2	5	9	7	7	6
GP	F	15	U	LE3	T	3	2	services	other	reputation	mother	1	2	0	no	yes	yes	no	yes	yes	yes	no	4	4	4	1	1	5	10	7	6	6
GP	F	15	U	LE3	T	3	2	services	other	reputation	mother	1	2	0	no	yes	yes	no	yes	yes	yes	no	4	4	4	1	1	5	15	7	6	6
GP	F	16	U	LE3	T	2	2	at_home	other	course	mother	1	2	0	no	yes	no	no	yes	yes	no	no	4	3	4	1	2	2	4	8	7	6
GP	F	16	U	LE3	T	2	2	at_home	other	course	mother	1	2	0	no	yes	no	no	yes	yes	no	no	4	3	4	1	4	2	15	8	7	6
GP	F	16	U	LE3	T	3	1	other	other	home	father	1	2	0	yes	yes	no	no	yes	yes	no	no	3	3	3	2	4	2	8	7	6	6
GP	F	16	U	LE3	T	3	1	other	other	home	father	1	2	0	no	yes	no	no	yes	yes	no	no	3	3	3	2	3	2	4	7	6	6
GP	F	15	U	GT3	T	3	2	services	other	home	mother	2	2	0	yes	yes	yes	no	yes	yes	yes	no	4	3	5	1	1	2	26	7	6	6
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	6	5	6
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	8	6	5	6
GP	F	17	R	GT3	T	2	2	other	other	reputation	mother	1	1	0	no	yes	no	no	yes	yes	yes	no	5	3	2	1	2	3	18	7	6	6
GP	F	17	R	GT3	T	2	1	at_home	services	reputation	mother	2	2	0	no	yes	no	yes	yes	yes	yes	no	4	2	5	1	2	5	2	6	6	6
GP	M	16	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	yes	no	3	4	2	1	1	5	18	9	7	6
GP	M	18	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	1	5	18	9	7	6
GP	M	17	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	4	5	18	9	7	6
GP	F	16	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	3	5	18	9	7	6
GP	M	17	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	5	5	18	9	7	6
GP	M	18	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	4	5	18	9	7	6
GP	M	16	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	3	5	18	9	7	6
GP	F	17	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	5	5	18	9	7	6
GP	M	18	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	4	5	18	9	7	6
GP	M	17	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	3	5	18	9	7	6
GP	M	16	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	5	5	18	9	7	6
GP	F	18	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	4	5	18	9	7	6
GP	M	16	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	3	5	18	9	7	6
GP	M	16	U	LE3	T	1	1	other	other	home	mother	2	2	0	no	yes	yes	no	yes	yes	no	no	3	4	2	1	5	5	18	9	7	6

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