NAME: Anushka Gupta
SRN: PES2UG20CS060
CLASS: 5
DURATION: 4th - 9th July 2022
| Attribute | Description | Variable |
|---|---|---|
| school | student's school | binary: |
| ’GP' - Gabriel Pereira | ||
| 'MS' - Mousinho da Silveira | ||
| sex | student's sex | binary: |
| 'F' - female | ||
| '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 | ||
| 'GT3' - greater than 3 | ||
| Pstatus | parent's cohabitation status | binary: |
| 'T' - living together | ||
| 'A' - apart | ||
| Medu | mother's education | numeric: |
| 0 - none | ||
| 1 - primary education (4th grade), 2 - 5th to 9th grade | ||
| 3 - secondary education | ||
| 4 - higher education | ||
| Fedu | father's education | numeric: |
| 0 - none | ||
| 1 - primary education (4th grade), 2 - 5th to 9th grade | ||
| 3 - secondary education | ||
| 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 | ||
| 'other’ | ||
| guardian | student's guardian | nominal: |
| 'mother' | ||
| 'father' | ||
| 'other’ | ||
| traveltime | home to school travel time | numeric: |
| 1 - <15 min | ||
| 2 - 15 to 30 min | ||
| 3 - 30 min. to 1 hour | ||
| 4 - >1 hour | ||
| studytime | weekly study time | numeric: |
| 1 - <2 hours | ||
| 2 - 2 to 5 hours | ||
| 3 - 5 to 10 hours | ||
| 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 | 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: |
| 1 - very bad to | ||
| 5 - excellent | ||
| freetime | free time after school | numeric: |
| 1 - very bad to | ||
| 5 - excellent | ||
| goout | going out with friends | numeric: |
| 1 - very bad to | ||
| 5 - excellent | ||
| Dalc | workday alcohol consumption | numeric: |
| 1 - very bad to | ||
| 5 - excellent | ||
| Walc | weekend alcohol consumption | numeric: |
| 1 - very bad to | ||
| 5 - excellent | ||
| health | current health status | numeric: |
| 1 - very bad to | ||
| 5 - excellent | ||
| absences | number of school absences | numeric: from 0 to 93 |
| 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 |
The following Weka screenshot and python notebook consists of all the required preliminary data analysis that needs to be done over a dataset.
Weka Screenshot
