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This data approach student achievement in secondary education of two Portuguese schools. The data attributes include student grades, demographic, social and school related features) and it was collected by using school reports and questionnaires. Two datasets are provided regarding the performance in two distinct subjects: Mathematics (mat) and Portuguese language (por).

P. Cortez and A. Silva. Using Data Mining to Predict Secondary School Student Performance. In A. Brito and J. Teixeira Eds., Proceedings of 5th FUture BUsiness TEChnology Conference (FUBUTEC 2008) pp. 5-12, Porto, Portugal, April, 2008, EUROSIS, ISBN 978-9077381-39-7.

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  1. student-por.csv +650 -0
student-por.csv ADDED
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420
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426
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427
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428
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429
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430
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431
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432
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433
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434
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435
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436
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437
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438
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439
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440
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441
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442
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443
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444
+ "MS","M",15,"R","LE3","T",4,1,"health","services","reputation","father",1,2,0,"no","yes","no","yes","yes","yes","yes","no",5,3,4,1,2,2,0,"12","13",14
445
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446
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447
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448
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449
+ "MS","M",17,"R","GT3","T",2,1,"other","other","other","mother",3,1,0,"no","no","no","yes","yes","no","no","yes",5,5,5,5,5,3,8,"8","10",9
450
+ "MS","F",16,"R","GT3","T",4,4,"teacher","teacher","course","mother",2,3,0,"no","no","no","yes","yes","yes","yes","yes",4,2,2,1,1,4,6,"16","16",17
451
+ "MS","F",15,"R","GT3","T",1,2,"other","services","course","mother",2,1,0,"no","no","no","no","yes","yes","no","no",5,1,2,1,1,1,3,"11","13",13
452
+ "MS","F",16,"R","GT3","T",2,3,"other","services","course","mother",3,2,0,"no","yes","no","no","yes","yes","yes","no",4,5,4,1,2,1,2,"15","15",15
453
+ "MS","M",16,"R","GT3","T",1,2,"other","other","course","father",2,2,0,"no","no","no","no","yes","yes","no","no",4,3,3,1,1,5,0,"10","11",11
454
+ "MS","F",16,"R","GT3","T",2,2,"other","other","course","mother",3,2,0,"no","yes","no","no","yes","yes","yes","no",4,4,5,1,1,4,4,"9","10",11
455
+ "MS","F",16,"U","GT3","T",1,2,"other","services","course","mother",1,3,1,"no","yes","no","no","yes","yes","no","no",1,3,2,1,2,4,0,"10","8",8
456
+ "MS","F",16,"U","GT3","T",1,2,"other","services","course","mother",1,3,1,"no","yes","no","no","yes","yes","no","no",1,3,2,1,2,4,3,"9","8",8
457
+ "MS","F",15,"U","GT3","T",2,1,"at_home","other","home","mother",1,2,0,"yes","yes","no","no","no","yes","yes","no",4,4,2,3,3,2,0,"9","10",9
458
+ "MS","F",16,"U","GT3","T",1,1,"at_home","other","course","father",1,2,0,"no","yes","no","no","no","yes","no","yes",5,4,3,2,1,2,0,"13","14",15
459
+ "MS","M",17,"R","LE3","T",1,2,"at_home","services","reputation","mother",1,1,0,"no","yes","no","yes","yes","yes","yes","no",5,5,5,5,5,3,4,"10","11",11
460
+ "MS","F",16,"R","GT3","T",1,1,"other","other","home","father",4,4,0,"no","yes","no","no","no","yes","yes","no",4,3,2,1,1,1,0,"13","10",13
461
+ "MS","F",16,"R","GT3","T",1,1,"at_home","other","other","father",4,3,0,"yes","yes","no","no","yes","yes","no","no",4,4,3,1,1,5,2,"10","9",10
462
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463
+ "MS","F",16,"R","GT3","T",1,1,"at_home","other","other","mother",2,1,0,"no","no","no","yes","yes","yes","yes","yes",4,2,2,4,3,2,0,"13","12",14
464
+ "MS","F",15,"R","GT3","T",1,1,"at_home","at_home","course","father",3,2,0,"no","yes","no","no","yes","yes","no","no",4,2,1,1,2,2,0,"13","14",14
465
+ "MS","F",15,"R","LE3","T",2,2,"other","other","other","father",1,3,0,"yes","yes","no","no","yes","yes","no","no",4,4,3,2,2,5,2,"14","11",12
466
+ "MS","M",16,"R","GT3","T",1,1,"at_home","other","other","father",2,1,0,"no","no","no","yes","yes","yes","no","no",3,4,4,3,4,5,6,"11","11",11
467
+ "MS","F",18,"U","GT3","T",1,2,"other","other","course","father",1,2,1,"no","yes","no","yes","yes","yes","yes","yes",3,4,4,2,3,5,9,"9","8",8
468
+ "MS","M",15,"U","GT3","T",3,1,"other","services","home","mother",2,1,0,"no","yes","no","no","yes","yes","no","no",3,2,3,1,3,4,0,"10","9",11
469
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470
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471
+ "MS","M",16,"U","GT3","T",4,4,"other","teacher","course","father",1,2,0,"no","yes","no","yes","yes","yes","no","yes",4,3,1,1,1,3,0,"13","12",13
472
+ "MS","F",15,"R","GT3","T",3,3,"services","other","reputation","mother",1,2,0,"no","yes","no","no","yes","yes","yes","yes",4,5,4,1,1,1,4,"13","12",12
473
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474
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475
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476
+ "MS","M",15,"R","LE3","T",1,3,"at_home","other","reputation","father",3,1,0,"no","yes","no","yes","yes","yes","yes","no",4,2,4,3,5,3,2,"10","11",11
477
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478
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479
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480
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481
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482
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483
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484
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485
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486
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487
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488
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489
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490
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491
+ "MS","M",18,"R","GT3","T",1,1,"other","other","home","mother",2,1,1,"no","no","no","yes","yes","no","yes","no",4,4,3,3,4,4,0,"8","9",10
492
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493
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494
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495
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496
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497
+ "MS","F",16,"U","GT3","T",3,3,"other","other","reputation","mother",1,1,0,"no","no","no","yes","yes","no","yes","yes",4,5,4,1,1,4,0,"14","13",13
498
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499
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500
+ "MS","F",16,"U","GT3","T",2,1,"other","services","course","mother",1,2,0,"no","yes","no","yes","yes","yes","yes","no",5,3,3,1,1,1,0,"14","13",14
501
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502
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503
+ "MS","M",16,"U","LE3","T",4,3,"other","other","course","father",1,1,0,"no","no","no","yes","yes","yes","yes","no",4,2,5,1,5,5,8,"14","12",13
504
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505
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506
+ "MS","F",19,"U","LE3","T",2,2,"other","other","home","mother",1,3,0,"no","no","no","no","yes","yes","yes","yes",5,4,5,1,1,1,0,"12","13",13
507
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508
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509
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510
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511
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512
+ "MS","F",17,"R","GT3","T",2,2,"other","other","reputation","mother",2,2,0,"no","yes","no","yes","yes","yes","no","no",5,3,2,1,1,1,0,"15","17",17
513
+ "MS","F",17,"U","GT3","A",1,0,"other","other","other","mother",2,2,0,"no","no","no","no","yes","yes","yes","yes",4,4,5,1,1,4,1,"11","9",10
514
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515
+ "MS","F",16,"U","GT3","T",3,1,"other","other","course","mother",1,1,0,"no","no","no","yes","yes","yes","yes","no",3,1,3,1,3,1,0,"8","6",8
516
+ "MS","F",16,"U","GT3","T",3,2,"services","at_home","course","mother",1,1,0,"no","no","no","no","yes","yes","yes","no",3,1,3,1,4,3,2,"7","6",7
517
+ "MS","F",18,"U","LE3","T",1,1,"other","at_home","reputation","mother",2,2,0,"yes","no","no","no","yes","yes","no","no",2,3,5,1,4,3,8,"9","8",10
518
+ "MS","F",16,"R","GT3","T",4,4,"health","teacher","reputation","father",1,2,0,"no","no","no","yes","no","yes","yes","yes",4,3,3,2,3,2,0,"14","16",16
519
+ "MS","F",16,"R","LE3","T",1,2,"other","other","reputation","mother",2,1,0,"no","no","no","yes","yes","yes","yes","no",5,4,5,1,4,2,0,"14","14",15
520
+ "MS","F",18,"U","GT3","A",2,4,"other","services","reputation","father",1,2,1,"no","yes","no","no","yes","yes","yes","no",2,3,2,1,3,1,8,"8","5",8
521
+ "MS","M",16,"R","GT3","T",2,1,"other","services","reputation","mother",2,2,0,"no","no","no","yes","yes","yes","yes","no",5,2,1,1,1,2,0,"8","7",0
522
+ "MS","F",16,"U","LE3","T",1,1,"at_home","other","other","mother",3,2,0,"no","yes","no","no","yes","yes","yes","no",4,3,2,1,3,5,6,"6","8",8
523
+ "MS","F",16,"R","GT3","T",2,3,"at_home","services","other","mother",2,2,0,"no","yes","no","yes","yes","yes","yes","no",3,3,3,1,1,2,0,"8","10",10
524
+ "MS","F",16,"U","GT3","T",4,4,"health","health","course","mother",1,2,0,"no","yes","no","no","yes","yes","yes","yes",4,3,4,1,2,3,4,"8","8",8
525
+ "MS","M",18,"U","LE3","T",4,4,"at_home","health","home","mother",1,4,0,"no","yes","no","yes","yes","no","yes","yes",5,5,5,5,5,5,2,"5","6",6
526
+ "MS","F",16,"R","LE3","T",3,4,"at_home","other","other","mother",3,2,0,"no","yes","no","no","no","yes","no","no",4,2,1,1,1,2,2,"7","9",8
527
+ "MS","M",17,"U","LE3","T",4,4,"other","services","home","mother",1,3,0,"no","yes","no","no","yes","yes","yes","no",4,4,3,1,2,5,0,"15","14",16
528
+ "MS","F",17,"R","GT3","T",4,1,"other","other","other","mother",1,1,0,"no","no","no","no","yes","yes","yes","yes",4,2,3,1,2,5,1,"13","14",14
529
+ "MS","M",16,"U","LE3","T",2,2,"services","services","other","mother",4,3,0,"no","no","no","no","yes","yes","no","no",5,1,3,2,2,3,0,"10","9",10
530
+ "MS","F",17,"R","GT3","T",2,2,"at_home","other","other","mother",1,1,0,"no","yes","yes","no","yes","yes","yes","no",5,1,3,1,2,5,5,"9","9",9
531
+ "MS","F",16,"U","LE3","T",4,4,"services","services","other","father",2,1,0,"no","yes","no","no","yes","yes","no","no",5,1,3,1,2,5,1,"11","11",11
532
+ "MS","M",17,"U","GT3","T",3,3,"services","services","home","mother",1,1,0,"no","yes","no","yes","yes","yes","yes","no",4,1,4,5,5,3,8,"7","10",9
533
+ "MS","M",17,"U","GT3","T",1,1,"at_home","services","other","mother",3,2,0,"no","no","no","no","yes","yes","yes","yes",5,1,3,3,3,1,0,"10","10",10
534
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535
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536
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537
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538
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539
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540
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541
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542
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543
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544
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545
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546
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547
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548
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549
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550
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551
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552
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553
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554
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555
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556
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557
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558
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559
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560
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561
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562
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563
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564
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565
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566
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567
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568
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569
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570
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571
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572
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573
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574
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575
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576
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577
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578
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579
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580
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581
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582
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583
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584
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585
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586
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587
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588
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589
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590
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591
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592
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593
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594
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595
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596
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597
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598
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599
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600
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601
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602
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603
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604
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605
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606
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607
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608
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609
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610
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611
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612
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613
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614
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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
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626
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627
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628
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629
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630
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631
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632
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633
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634
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635
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636
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637
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638
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639
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640
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641
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642
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643
+ "MS","F",18,"R","GT3","T",2,2,"at_home","other","other","mother",2,3,0,"no","no","no","no","yes","yes","no","no",5,3,3,1,3,4,0,"14","17",15
644
+ "MS","F",17,"U","GT3","T",4,3,"teacher","other","other","mother",2,2,0,"no","no","no","no","yes","yes","yes","no",5,5,4,1,1,1,0,"6","9",11
645
+ "MS","F",18,"R","GT3","T",4,4,"teacher","at_home","reputation","mother",3,1,0,"no","yes","no","yes","yes","yes","yes","yes",4,4,3,2,2,5,4,"7","9",10
646
+ "MS","F",19,"R","GT3","T",2,3,"services","other","course","mother",1,3,1,"no","no","no","yes","no","yes","yes","no",5,4,2,1,2,5,4,"10","11",10
647
+ "MS","F",18,"U","LE3","T",3,1,"teacher","services","course","mother",1,2,0,"no","yes","no","no","yes","yes","yes","no",4,3,4,1,1,1,4,"15","15",16
648
+ "MS","F",18,"U","GT3","T",1,1,"other","other","course","mother",2,2,0,"no","no","no","yes","yes","yes","no","no",1,1,1,1,1,5,6,"11","12",9
649
+ "MS","M",17,"U","LE3","T",3,1,"services","services","course","mother",2,1,0,"no","no","no","no","no","yes","yes","no",2,4,5,3,4,2,6,"10","10",10
650
+ "MS","M",18,"R","LE3","T",3,2,"services","other","course","mother",3,1,0,"no","no","no","no","no","yes","yes","no",4,4,1,3,4,5,4,"10","11",11