Datasets:

scikit-learn
/

student-alcohol-consumption

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	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	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	15	U	LE3	T	1	1	at_home	other	other	mother	1	2	3	yes	no	yes	no	yes	yes	yes	no	4	3	2	2	3	3	10	7	8	10
GP	F	15	U	GT3	T	4	2	health	services	home	mother	1	3	0	no	yes	yes	yes	yes	yes	yes	yes	3	2	2	1	1	5	2	15	14	15
GP	F	16	U	GT3	T	3	3	other	other	home	father	1	2	0	no	yes	yes	no	yes	yes	no	no	4	3	2	1	2	5	4	6	10	10
GP	M	16	U	LE3	T	4	3	services	other	reputation	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	no	5	4	2	1	2	5	10	15	15	15
GP	M	16	U	LE3	T	2	2	other	other	home	mother	1	2	0	no	no	no	no	yes	yes	yes	no	4	4	4	1	1	3	0	12	12	11
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
GP	M	15	U	LE3	A	3	2	services	other	home	mother	1	2	0	no	yes	yes	no	yes	yes	yes	no	4	2	2	1	1	1	0	16	18	19
GP	M	15	U	GT3	T	3	4	other	other	home	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	no	5	5	1	1	1	5	0	14	15	15
GP	F	15	U	GT3	T	4	4	teacher	health	reputation	mother	1	2	0	no	yes	yes	no	yes	yes	yes	no	3	3	3	1	2	2	0	10	8	9
GP	F	15	U	GT3	T	2	1	services	other	reputation	father	3	3	0	no	yes	no	yes	yes	yes	yes	no	5	2	2	1	1	4	4	10	12	12
GP	M	15	U	LE3	T	4	4	health	services	course	father	1	1	0	no	yes	yes	yes	yes	yes	yes	no	4	3	3	1	3	5	2	14	14	14
GP	M	15	U	GT3	T	4	3	teacher	other	course	mother	2	2	0	no	yes	yes	no	yes	yes	yes	no	5	4	3	1	2	3	2	10	10	11
GP	M	15	U	GT3	A	2	2	other	other	home	other	1	3	0	no	yes	no	no	yes	yes	yes	yes	4	5	2	1	1	3	0	14	16	16
GP	F	16	U	GT3	T	4	4	health	other	home	mother	1	1	0	no	yes	no	no	yes	yes	yes	no	4	4	4	1	2	2	4	14	14	14
GP	F	16	U	GT3	T	4	4	services	services	reputation	mother	1	3	0	no	yes	yes	yes	yes	yes	yes	no	3	2	3	1	2	2	6	13	14	14
GP	F	16	U	GT3	T	3	3	other	other	reputation	mother	3	2	0	yes	yes	no	yes	yes	yes	no	no	5	3	2	1	1	4	4	8	10	10
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	16	U	LE3	T	4	3	health	other	home	father	1	1	0	no	no	yes	yes	yes	yes	yes	no	3	1	3	1	3	5	4	8	10	10
GP	M	15	U	GT3	T	4	3	teacher	other	reputation	mother	1	2	0	no	no	no	no	yes	yes	yes	no	4	4	1	1	1	1	0	13	14	15
GP	M	15	U	GT3	T	4	4	health	health	other	father	1	1	0	no	yes	yes	no	yes	yes	yes	no	5	4	2	1	1	5	0	12	15	15
GP	M	16	U	LE3	T	4	2	teacher	other	course	mother	1	2	0	no	no	no	yes	yes	yes	yes	no	4	5	1	1	3	5	2	15	15	16
GP	M	16	U	LE3	T	2	2	other	other	reputation	mother	2	2	0	no	yes	no	yes	yes	yes	yes	no	5	4	4	2	4	5	0	13	13	12
GP	F	15	R	GT3	T	2	4	services	health	course	mother	1	3	0	yes	yes	yes	yes	yes	yes	yes	no	4	3	2	1	1	5	2	10	9	8
GP	F	16	U	GT3	T	2	2	services	services	home	mother	1	1	2	no	yes	yes	no	no	yes	yes	no	1	2	2	1	3	5	14	6	9	8
GP	M	15	U	GT3	T	2	2	other	other	home	mother	1	1	0	no	yes	yes	no	yes	yes	yes	no	4	2	2	1	2	5	2	12	12	11
GP	M	15	U	GT3	T	4	2	health	services	other	mother	1	1	0	no	no	yes	no	yes	yes	yes	no	2	2	4	2	4	1	4	15	16	15
GP	M	16	U	LE3	A	3	4	services	other	home	mother	1	2	0	yes	yes	no	yes	yes	yes	yes	no	5	3	3	1	1	5	4	11	11	11
GP	M	16	U	GT3	T	4	4	teacher	teacher	home	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	yes	4	4	5	5	5	5	16	10	12	11
GP	M	15	U	GT3	T	4	4	health	services	home	mother	1	2	0	no	yes	yes	no	no	yes	yes	no	5	4	2	3	4	5	0	9	11	12
GP	M	15	U	GT3	T	4	4	services	services	reputation	mother	2	2	0	no	yes	no	yes	yes	yes	yes	no	4	3	1	1	1	5	0	17	16	17
GP	M	15	R	GT3	T	4	3	teacher	at_home	course	mother	1	2	0	no	yes	no	yes	yes	yes	yes	yes	4	5	2	1	1	5	0	17	16	16
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	12
GP	M	16	U	GT3	T	3	2	other	other	home	mother	1	1	0	no	yes	yes	no	no	yes	yes	no	5	4	3	1	1	5	0	12	14	15
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	M	15	U	LE3	T	4	3	teacher	services	home	mother	1	3	0	no	yes	no	yes	yes	yes	yes	no	5	4	3	1	1	4	2	15	16	18
GP	M	16	R	GT3	A	4	4	other	teacher	reputation	mother	2	3	0	no	yes	no	yes	yes	yes	yes	yes	2	4	3	1	1	5	7	15	16	15
GP	F	15	R	GT3	T	3	4	services	health	course	mother	1	3	0	yes	yes	yes	yes	yes	yes	yes	no	4	3	2	1	1	5	2	12	12	11
GP	F	15	R	GT3	T	2	2	at_home	other	reputation	mother	1	1	0	yes	yes	yes	yes	yes	yes	no	no	4	3	1	1	1	2	8	14	13	13
GP	F	16	U	LE3	T	2	2	other	other	home	mother	2	2	1	no	yes	no	yes	no	yes	yes	yes	3	3	3	1	2	3	25	7	10	11
GP	M	15	U	LE3	T	4	4	teacher	other	home	other	1	1	0	no	yes	no	no	no	yes	yes	yes	5	4	3	2	4	5	8	12	12	12
GP	M	15	U	GT3	T	4	4	services	teacher	course	father	1	2	0	no	yes	no	yes	yes	yes	yes	no	4	3	3	1	1	5	2	19	18	18
GP	M	15	U	GT3	T	2	2	services	services	course	father	1	1	0	yes	yes	no	no	yes	yes	yes	no	5	4	1	1	1	1	0	8	8	11
GP	F	16	U	LE3	T	2	2	other	at_home	course	father	2	2	1	yes	no	no	yes	yes	yes	yes	no	4	3	3	2	2	5	14	10	10	9
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	16	U	LE3	A	3	3	other	services	home	mother	1	2	0	no	yes	no	no	yes	yes	yes	no	2	3	5	1	4	3	12	11	12	11
GP	M	16	U	GT3	T	4	3	health	services	reputation	mother	1	4	0	no	no	no	yes	yes	yes	yes	no	4	2	2	1	1	2	4	19	19	20
GP	M	15	U	GT3	T	4	2	teacher	other	home	mother	1	2	0	no	yes	yes	no	yes	yes	no	no	4	3	3	2	2	5	2	15	15	14
GP	F	15	U	GT3	T	4	4	services	teacher	other	father	1	2	1	yes	yes	no	yes	no	yes	yes	no	4	4	4	1	1	3	2	7	7	7
GP	F	16	U	LE3	T	2	2	services	services	course	mother	3	2	0	no	yes	yes	no	yes	yes	yes	no	4	3	3	2	3	4	2	12	13	13
GP	F	15	U	LE3	T	4	2	health	other	other	mother	1	2	0	no	yes	yes	no	yes	yes	yes	no	4	3	3	1	1	5	2	11	13	13
GP	M	15	U	LE3	A	4	2	health	health	other	father	2	1	1	no	no	no	no	yes	yes	no	no	5	5	5	3	4	5	6	11	11	10
GP	F	15	U	GT3	T	4	4	services	services	course	mother	1	1	0	yes	yes	yes	no	yes	yes	yes	no	3	3	4	2	3	5	0	8	10	11
GP	F	15	U	LE3	A	3	3	other	other	other	mother	1	1	0	no	no	yes	no	yes	yes	yes	no	5	3	4	4	4	1	6	10	13	13
GP	F	16	U	GT3	A	2	1	other	other	other	mother	1	2	0	no	no	yes	yes	yes	yes	yes	yes	5	3	4	1	1	2	8	8	9	10
GP	F	15	U	GT3	A	4	3	services	services	reputation	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	no	4	3	2	1	1	1	0	14	15	15
GP	M	15	U	GT3	T	4	4	teacher	health	reputation	mother	1	2	0	no	yes	no	yes	yes	yes	no	no	3	2	2	1	1	5	4	14	15	15
GP	M	15	U	LE3	T	1	2	other	at_home	home	father	1	2	0	yes	yes	no	yes	yes	yes	yes	no	4	3	2	1	1	5	2	9	10	9
GP	F	16	U	GT3	T	4	2	services	other	course	mother	1	2	0	no	yes	no	no	yes	yes	yes	no	4	2	3	1	1	5	2	15	16	16
GP	F	16	R	GT3	T	4	4	health	teacher	other	mother	1	2	0	no	yes	no	yes	yes	yes	no	no	2	4	4	2	3	4	6	10	11	11
GP	F	16	U	GT3	T	1	1	services	services	course	father	4	1	0	yes	yes	no	yes	no	yes	yes	yes	5	5	5	5	5	5	6	10	8	11
GP	F	16	U	LE3	T	1	2	other	services	reputation	father	1	2	0	yes	no	no	yes	yes	yes	yes	no	4	4	3	1	1	1	4	8	10	9
GP	F	16	U	GT3	T	4	3	teacher	health	home	mother	1	3	0	yes	yes	yes	yes	yes	yes	yes	no	3	4	4	2	4	4	2	10	9	9
GP	F	15	U	LE3	T	4	3	services	services	reputation	father	1	2	0	yes	no	no	yes	yes	yes	yes	yes	4	4	4	2	4	2	0	10	10	10
GP	F	16	U	LE3	T	4	3	teacher	services	course	mother	3	2	0	no	yes	no	yes	yes	yes	yes	no	5	4	3	1	2	1	2	16	15	15
GP	M	15	U	GT3	A	4	4	other	services	reputation	mother	1	4	0	no	yes	no	yes	no	yes	yes	yes	1	3	3	5	5	3	4	13	13	12
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	15	R	LE3	T	2	2	health	services	reputation	mother	2	2	0	yes	yes	yes	no	yes	yes	yes	no	4	1	3	1	3	4	2	8	9	8
GP	F	15	R	LE3	T	3	1	other	other	reputation	father	2	4	0	no	yes	no	no	no	yes	yes	no	4	4	2	2	3	3	12	16	16	16
GP	M	16	U	GT3	T	3	1	other	other	reputation	father	2	4	0	no	yes	yes	no	yes	yes	yes	no	4	3	2	1	1	5	0	13	15	15
GP	M	15	U	GT3	T	4	2	other	other	course	mother	1	4	0	no	no	no	no	yes	yes	yes	no	3	3	3	1	1	3	0	10	10	10
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	M	16	U	GT3	T	3	1	other	other	reputation	mother	1	1	0	no	no	no	yes	yes	yes	no	no	5	3	2	2	2	5	2	12	12	14
GP	F	16	U	GT3	T	3	3	other	services	home	mother	1	2	0	yes	yes	yes	yes	yes	yes	yes	no	4	3	3	2	4	5	54	11	12	11
GP	M	15	U	GT3	T	4	3	teacher	other	home	mother	1	2	0	no	yes	yes	yes	yes	yes	yes	no	4	3	3	2	3	5	6	9	9	10
GP	M	15	U	GT3	T	4	0	teacher	other	course	mother	2	4	0	no	no	no	yes	yes	yes	yes	no	3	4	3	1	1	1	8	11	11	10
GP	F	16	U	GT3	T	2	2	other	other	reputation	mother	1	4	0	no	no	yes	no	yes	yes	yes	yes	5	2	3	1	3	3	0	11	11	11
GP	M	17	U	GT3	T	2	1	other	other	home	mother	2	1	3	yes	yes	no	yes	yes	no	yes	no	4	5	1	1	1	3	2	8	8	10
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	M	15	U	GT3	T	2	3	other	services	course	father	1	1	0	yes	yes	yes	yes	no	yes	yes	yes	3	2	2	1	3	3	2	10	12	12
GP	M	15	U	GT3	T	2	3	other	other	home	mother	1	3	0	yes	no	yes	no	no	yes	yes	no	5	3	2	1	2	5	4	11	10	11
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	M	15	U	LE3	T	2	2	services	services	home	mother	2	2	0	no	no	yes	yes	yes	yes	yes	no	5	3	3	1	3	4	4	15	15	15
GP	F	15	U	GT3	T	1	1	other	other	home	father	1	2	0	no	yes	no	yes	no	yes	yes	no	4	3	2	2	3	4	2	9	10	10
GP	F	15	U	GT3	T	4	4	services	services	reputation	father	2	2	2	no	no	yes	no	yes	yes	yes	yes	4	4	4	2	3	5	6	7	9	8
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	15	U	GT3	T	4	2	other	other	reputation	mother	1	3	0	no	yes	no	yes	yes	yes	yes	no	5	3	3	1	3	1	4	13	14	14
GP	M	16	U	GT3	T	2	2	services	other	reputation	father	2	2	1	no	no	yes	yes	no	yes	yes	no	4	4	2	1	1	3	12	11	10	10
GP	M	16	U	LE3	A	4	4	teacher	health	reputation	mother	1	2	0	no	yes	no	no	yes	yes	no	no	4	1	3	3	5	5	18	8	6	7
GP	F	16	U	GT3	T	3	3	other	other	home	mother	1	3	0	no	yes	yes	no	yes	yes	yes	yes	4	3	3	1	3	4	0	7	7	8
GP	F	15	U	GT3	T	4	3	services	other	reputation	mother	1	1	0	no	no	yes	yes	yes	yes	yes	no	4	5	5	1	3	1	4	16	17	18
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	3	2	4	7	6	6
GP	F	16	U	GT3	T	4	2	teacher	services	home	mother	2	2	0	no	yes	yes	yes	yes	yes	yes	no	5	3	3	1	1	1	0	11	10	10
GP	M	15	U	LE3	T	2	2	services	health	reputation	mother	1	4	0	no	yes	no	yes	yes	yes	yes	no	4	3	4	1	1	4	6	11	13	14
GP	F	15	R	GT3	T	1	1	at_home	other	home	mother	2	4	1	yes	yes	yes	yes	yes	yes	yes	no	3	1	2	1	1	1	2	7	10	10
GP	M	16	R	GT3	T	4	3	services	other	reputation	mother	2	1	0	yes	yes	no	yes	no	yes	yes	no	3	3	3	1	1	4	2	11	15	15
GP	F	16	U	GT3	T	2	1	other	other	course	mother	1	2	0	no	yes	yes	no	yes	yes	no	yes	4	3	5	1	1	5	2	8	9	10
GP	F	16	U	GT3	T	4	4	other	other	reputation	mother	1	1	0	no	no	no	yes	no	yes	yes	no	5	3	4	1	2	1	6	11	14	14
GP	F	16	U	GT3	T	4	3	other	at_home	course	mother	1	3	0	yes	yes	yes	no	yes	yes	yes	no	5	3	5	1	1	3	0	7	9	8

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Student Alcohol Consumption Dataset

A dataset on social, gender and study data from secondary school students. Following was retrieved from UCI machine learning repository.

Context:

The data were obtained in a survey of students math and portuguese language courses in secondary school. It contains a lot of interesting social, gender and study information about students. You can use it for some EDA or try to predict students final grade.

Content: Attributes for both student-mat.csv (Math course) and student-por.csv (Portuguese language course) datasets:

school - student's school (binary: 'GP' - Gabriel Pereira or 'MS' - Mousinho da Silveira)
sex - student's sex (binary: 'F' - female or 'M' - male)
age - student's age (numeric: from 15 to 22)
address - student's home address type (binary: 'U' - urban or 'R' - rural)
famsize - family size (binary: 'LE3' - less or equal to 3 or 'GT3' - greater than 3)
Pstatus - parent's cohabitation status (binary: 'T' - living together or 'A' - apart)
Medu - mother's education (numeric: 0 - none, 1 - primary education (4th grade), 2 – 5th to 9th grade, 3 – secondary education or 4 – higher education)
Fedu - father's education (numeric: 0 - none, 1 - primary education (4th grade), 2 – 5th to 9th grade, 3 – secondary education or 4 – higher education)
Mjob - mother's job (nominal: 'teacher', 'health' care related, civil 'services' (e.g. administrative or police), 'at_home' or 'other')
Fjob - father's job (nominal: 'teacher', 'health' care related, civil 'services' (e.g. administrative or police), 'at_home' or 'other')
reason - reason to choose this school (nominal: close to 'home', school 'reputation', 'course' preference or 'other')
guardian - student's guardian (nominal: 'mother', 'father' or 'other')
traveltime - home to school travel time (numeric: 1 - <15 min., 2 - 15 to 30 min., 3 - 30 min. to 1 hour, or 4 - >1 hour)
studytime - weekly study time (numeric: 1 - <2 hours, 2 - 2 to 5 hours, 3 - 5 to 10 hours, or 4 - >10 hours)
failures - number of past class failures (numeric: n if 1<=n<3, else 4)
schoolsup - extra educational support (binary: yes or no)
famsup - family educational support (binary: yes or no)
paid - extra paid classes within the course subject (Math or Portuguese) (binary: yes or no)
activities - extra-curricular activities (binary: yes or no)
nursery - attended nursery school (binary: yes or no)
higher - wants to take higher education (binary: yes or no)
internet - Internet access at home (binary: yes or no)
romantic - with a romantic relationship (binary: yes or no)
famrel - quality of family relationships (numeric: from 1 - very bad to 5 - excellent)
freetime - free time after school (numeric: from 1 - very low to 5 - very high)
goout - going out with friends (numeric: from 1 - very low to 5 - very high)
Dalc - workday alcohol consumption (numeric: from 1 - very low to 5 - very high)
Walc - weekend alcohol consumption (numeric: from 1 - very low to 5 - very high)
health - current health status (numeric: from 1 - very bad to 5 - very good)
absences - number of school absences (numeric: from 0 to 93)

These grades are related with the course subject, Math or Portuguese:

G1 - first period grade (numeric: from 0 to 20)
G2 - second period grade (numeric: from 0 to 20)
G3 - final grade (numeric: from 0 to 20, output target)

Additional note: there are several (382) students that belong to both datasets. These students can be identified by searching for identical attributes that characterize each student, as shown in the annexed R file.

Downloads last month: 246

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Size of downloaded dataset files:

111 kB

Size of the auto-converted Parquet files:

35.3 kB

Number of rows:

1,044