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 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 |
End of preview. Expand in Data Studio
Math-Students Performance Data
Socio-Demographic and Academic Indicators for Predicting Secondary School Outcom
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- Original Size: 0.01 MB
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Math-Students.csv
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