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 - 1 hour)

studytime - weekly study time (numeric: 1 - 10 hours)

failures - number of past class failures (numeric: n if 1

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)

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