Data
The dataset used in this project is included as student-data.csv. This dataset has the following attributes:
school : student's school (binary: "GP" or "MS")
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)
passed : did the student pass the final exam (binary: yes or no)