Multivariate Analysis of Variance pada Perbedaan Performa Akademik Mahasiswa Berdasarkan Status Akademik Menggunakan Metode MANOVA dan MANCOVA
Andika Febrianto (24031554028) Dian Rohmatul Islam (24031554047) Afifah (24031554202)
2026-04-04
Analisis ini bertujuan untuk menganalisis perbedaan performa akademik mahasiswa berdasarkan status akademik menggunakan metode MANOVA dan MANCOVA. Variabel dependen yang digunakan adalah nilai semester pertama dan kedua, sedangkan status akademik (Dropout, Enrolled, Graduate) dan jurusan sebagai variabel independen. Analisis ini juga mempertimbangkan kovariat berupa nilai masuk, serta nilai kualifikasi sebelumnya Data yang digunakan berasal dari dataset Student Dropout and Academic Success dengan jumlah 4.424 observasi. Hasil analisis menunjukkan bahwa status akademik dan jurusan berpengaruh signifikan terhadap performa akademik mahasiswa. Dari variabel kovariat, nilai masuk dan nilai sebelumnya tidak berpengaruh signifikan. Temuan ini menunjukkan bahwa status akademik menjadi faktor utama dalam membedakan performa mahasiswa.
Load Data
url <- "https://archive.ics.uci.edu/static/public/697/data.csv"
data <- read.csv(url, header = TRUE)
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## Previous.qualification..grade. Nacionality Mother.s.qualification
## 1 122.0 1 19
## 2 160.0 1 1
## 3 122.0 1 37
## 4 122.0 1 38
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## 6 133.1 1 37
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## Tuition.fees.up.to.date Gender Scholarship.holder Age.at.enrollment
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## 2702 0.00000
## Curricular.units.2nd.sem..without.evaluations. Unemployment.rate
## 1 0 10.8
## 2 0 13.9
## 3 0 10.8
## 4 0 9.4
## 5 0 13.9
## 6 5 16.2
## 7 0 15.5
## 8 0 15.5
## 9 0 16.2
## 10 0 8.9
## 11 0 13.9
## 12 0 12.7
## 13 0 12.7
## 14 0 8.9
## 15 0 10.8
## 16 0 15.5
## 17 0 10.8
## 18 0 15.5
## 19 2 10.8
## 20 0 16.2
## 21 0 11.1
## 22 0 12.7
## 23 0 12.7
## 24 0 11.1
## 25 0 11.1
## 26 0 7.6
## 27 0 16.2
## 28 0 9.4
## 29 0 16.2
## 30 0 16.2
## 31 0 16.2
## 32 0 8.9
## 33 0 8.9
## 34 0 12.4
## 35 0 13.9
## 36 0 8.9
## 37 0 7.6
## 38 2 16.2
## 39 0 7.6
## 40 0 12.4
## 41 0 12.7
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## 46 1 7.6
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## 53 0 9.4
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## 60 0 7.6
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## 67 0 10.8
## 68 0 8.9
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## 77 0 9.4
## 78 0 8.9
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## 80 0 10.8
## 81 0 10.8
## 82 0 10.8
## 83 0 12.4
## 84 0 12.7
## 85 0 9.4
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## 166 0 15.5
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## 173 0 7.6
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## 176 0 7.6
## 177 0 7.6
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## 179 0 9.4
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## 181 0 12.4
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## 183 0 11.1
## 184 0 15.5
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## 186 0 10.8
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## 191 0 13.9
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## 200 0 11.1
## 201 2 10.8
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## 212 0 7.6
## 213 0 13.9
## 214 0 16.2
## 215 0 7.6
## 216 0 15.5
## 217 0 12.4
## 218 6 9.4
## 219 0 8.9
## 220 0 7.6
## 221 0 9.4
## 222 0 10.8
## 223 0 9.4
## 224 0 11.1
## 225 0 16.2
## 226 0 11.1
## 227 0 12.4
## 228 0 11.1
## 229 0 7.6
## 230 0 12.7
## 231 0 12.7
## 232 0 15.5
## 233 0 9.4
## 234 0 15.5
## 235 3 16.2
## 236 0 10.8
## 237 0 9.4
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## 239 0 9.4
## 240 0 16.2
## 241 0 12.4
## 242 0 12.4
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## 244 0 10.8
## 245 0 8.9
## 246 0 9.4
## 247 0 10.8
## 248 0 13.9
## 249 0 11.1
## 250 0 11.1
## 251 0 9.4
## 252 0 8.9
## 253 0 7.6
## 254 0 9.4
## 255 0 8.9
## 256 0 8.9
## 257 3 16.2
## 258 0 7.6
## 259 0 12.4
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## 261 0 15.5
## 262 0 12.7
## 263 2 7.6
## 264 0 10.8
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## 309 0 7.6
## 310 0 12.4
## 311 0 11.1
## 312 0 7.6
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## 316 0 11.1
## 317 0 16.2
## 318 0 11.1
## 319 0 12.4
## 320 0 15.5
## 321 0 8.9
## 322 0 10.8
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## 324 0 7.6
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## 327 0 7.6
## 328 0 13.9
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## 331 0 11.1
## 332 0 16.2
## 333 0 12.4
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## 351 0 12.7
## 352 0 12.4
## 353 0 9.4
## 354 0 7.6
## 355 0 10.8
## 356 0 11.1
## 357 0 13.9
## 358 0 12.7
## 359 0 11.1
## 360 0 8.9
## 361 0 10.8
## 362 0 10.8
## 363 2 16.2
## 364 0 8.9
## 365 0 7.6
## 366 0 15.5
## 367 0 7.6
## 368 0 7.6
## 369 0 8.9
## 370 0 12.7
## 371 0 16.2
## 372 0 13.9
## 373 0 15.5
## 374 0 13.9
## 375 0 12.7
## 376 0 11.1
## 377 0 9.4
## 378 0 12.4
## 379 0 8.9
## 380 0 16.2
## 381 0 16.2
## 382 0 13.9
## 383 0 7.6
## 384 0 15.5
## 385 0 8.9
## 386 0 7.6
## 387 0 7.6
## 388 0 10.8
## 389 0 15.5
## 390 0 13.9
## 391 0 12.4
## 392 0 16.2
## 393 0 7.6
## 394 0 7.6
## 395 0 11.1
## 396 0 10.8
## 397 0 12.4
## 398 0 13.9
## 399 0 10.8
## 400 3 16.2
## 401 0 8.9
## 402 0 10.8
## 403 0 7.6
## 404 0 12.4
## 405 0 10.8
## 406 0 12.7
## 407 0 13.9
## 408 0 8.9
## 409 0 15.5
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## 414 0 12.4
## 415 0 8.9
## 416 0 7.6
## 417 0 15.5
## 418 0 12.7
## 419 0 7.6
## 420 0 12.7
## 421 0 11.1
## 422 0 7.6
## 423 0 15.5
## 424 0 9.4
## 425 0 12.4
## 426 0 7.6
## 427 0 11.1
## 428 0 10.8
## 429 4 10.8
## 430 0 11.1
## 431 0 10.8
## 432 0 15.5
## 433 0 12.4
## 434 2 7.6
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## 436 0 12.7
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## 438 0 12.7
## 439 0 7.6
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## 441 0 10.8
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## 447 0 13.9
## 448 0 15.5
## 449 0 11.1
## 450 0 12.4
## 451 0 10.8
## 452 0 10.8
## 453 0 15.5
## 454 0 9.4
## 455 0 9.4
## 456 1 7.6
## 457 0 12.4
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## 459 0 8.9
## 460 0 16.2
## 461 0 12.7
## 462 0 11.1
## 463 0 15.5
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## 465 0 15.5
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## 470 0 12.7
## 471 0 10.8
## 472 0 13.9
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## 474 0 7.6
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## 480 0 8.9
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## 492 0 12.4
## 493 0 7.6
## 494 0 12.4
## 495 0 13.9
## 496 0 12.7
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## 499 0 16.2
## 500 0 9.4
## 501 0 9.4
## 502 0 11.1
## 503 0 13.9
## 504 4 10.8
## 505 0 12.7
## 506 0 12.4
## 507 3 16.2
## 508 0 12.7
## 509 0 9.4
## 510 0 15.5
## 511 0 9.4
## 512 0 10.8
## 513 0 7.6
## 514 0 12.7
## 515 0 9.4
## 516 0 9.4
## 517 0 8.9
## 518 0 10.8
## 519 0 9.4
## 520 0 7.6
## 521 0 10.8
## 522 0 9.4
## 523 0 13.9
## 524 0 10.8
## 525 0 16.2
## 526 4 16.2
## 527 0 10.8
## 528 0 9.4
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## 530 0 16.2
## 531 0 12.7
## 532 0 13.9
## 533 0 10.8
## 534 12 16.2
## 535 0 15.5
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## 542 0 7.6
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## 548 0 11.1
## 549 1 9.4
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## 553 0 15.5
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## 556 0 15.5
## 557 0 10.8
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## 596 0 10.8
## 597 0 7.6
## 598 0 8.9
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## 642 0 7.6
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## 644 0 9.4
## 645 0 8.9
## 646 0 7.6
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## 648 0 10.8
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## 651 0 16.2
## 652 0 8.9
## 653 0 12.7
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## 659 0 12.7
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## 1993 0 8.9
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## 1998 0 13.9
## 1999 0 9.4
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## 2002 0 15.5
## 2003 0 8.9
## 2004 0 10.8
## 2005 0 9.4
## 2006 0 7.6
## 2007 0 10.8
## 2008 0 15.5
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## 2013 0 7.6
## 2014 0 10.8
## 2015 0 15.5
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## 2565 0 10.8
## 2566 0 11.1
## 2567 0 12.4
## 2568 0 15.5
## 2569 0 7.6
## 2570 0 16.2
## 2571 1 9.4
## 2572 0 11.1
## 2573 0 12.7
## 2574 0 7.6
## 2575 0 11.1
## 2576 0 12.7
## 2577 0 16.2
## 2578 0 10.8
## 2579 0 7.6
## 2580 0 10.8
## 2581 0 10.8
## 2582 0 15.5
## 2583 0 7.6
## 2584 0 12.7
## 2585 0 7.6
## 2586 0 7.6
## 2587 0 9.4
## 2588 0 12.7
## 2589 0 12.7
## 2590 0 10.8
## 2591 0 11.1
## 2592 0 11.1
## 2593 0 10.8
## 2594 0 13.9
## 2595 0 9.4
## 2596 0 16.2
## 2597 0 12.7
## 2598 0 13.9
## 2599 1 9.4
## 2600 0 7.6
## 2601 0 12.7
## 2602 0 7.6
## 2603 0 12.4
## 2604 1 9.4
## 2605 0 9.4
## 2606 1 9.4
## 2607 0 12.7
## 2608 0 15.5
## 2609 0 9.4
## 2610 0 9.4
## 2611 0 13.9
## 2612 0 9.4
## 2613 0 12.7
## 2614 0 16.2
## 2615 0 8.9
## 2616 0 8.9
## 2617 0 9.4
## 2618 0 12.4
## 2619 0 10.8
## 2620 0 13.9
## 2621 0 9.4
## 2622 0 12.4
## 2623 0 8.9
## 2624 0 10.8
## 2625 0 12.7
## 2626 0 10.8
## 2627 0 16.2
## 2628 0 7.6
## 2629 0 15.5
## 2630 0 10.8
## 2631 0 11.1
## 2632 0 7.6
## 2633 1 9.4
## 2634 0 10.8
## 2635 0 12.4
## 2636 0 12.4
## 2637 0 9.4
## 2638 0 12.4
## 2639 0 11.1
## 2640 0 11.1
## 2641 0 16.2
## 2642 0 13.9
## 2643 0 10.8
## 2644 0 12.4
## 2645 0 15.5
## 2646 0 11.1
## 2647 0 12.4
## 2648 0 16.2
## 2649 0 16.2
## 2650 1 10.8
## 2651 0 12.4
## 2652 0 15.5
## 2653 0 15.5
## 2654 0 9.4
## 2655 0 10.8
## 2656 0 12.7
## 2657 0 13.9
## 2658 0 7.6
## 2659 0 12.7
## 2660 0 11.1
## 2661 0 13.9
## 2662 0 9.4
## 2663 0 16.2
## 2664 0 8.9
## 2665 0 12.4
## 2666 0 10.8
## 2667 0 10.8
## 2668 0 15.5
## 2669 0 10.8
## 2670 0 11.1
## 2671 0 12.4
## 2672 0 10.8
## 2673 0 15.5
## 2674 1 7.6
## 2675 0 10.8
## 2676 0 10.8
## 2677 0 16.2
## 2678 0 9.4
## 2679 0 8.9
## 2680 0 8.9
## 2681 1 7.6
## 2682 0 16.2
## 2683 0 11.1
## 2684 0 7.6
## 2685 0 16.2
## 2686 0 8.9
## 2687 0 8.9
## 2688 0 12.7
## 2689 0 9.4
## 2690 0 10.8
## 2691 3 16.2
## 2692 3 16.2
## 2693 0 8.9
## 2694 0 12.4
## 2695 0 16.2
## 2696 0 12.4
## 2697 0 15.5
## 2698 0 11.1
## 2699 1 16.2
## 2700 0 12.7
## 2701 0 16.2
## 2702 0 12.4
## Inflation.rate GDP Target
## 1 1.4 1.74 Dropout
## 2 -0.3 0.79 Graduate
## 3 1.4 1.74 Dropout
## 4 -0.8 -3.12 Graduate
## 5 -0.3 0.79 Graduate
## 6 0.3 -0.92 Graduate
## 7 2.8 -4.06 Graduate
## 8 2.8 -4.06 Dropout
## 9 0.3 -0.92 Graduate
## 10 1.4 3.51 Dropout
## 11 -0.3 0.79 Graduate
## 12 3.7 -1.70 Graduate
## 13 3.7 -1.70 Dropout
## 14 1.4 3.51 Graduate
## 15 1.4 1.74 Graduate
## 16 2.8 -4.06 Dropout
## 17 1.4 1.74 Enrolled
## 18 2.8 -4.06 Graduate
## 19 1.4 1.74 Graduate
## 20 0.3 -0.92 Enrolled
## 21 0.6 2.02 Graduate
## 22 3.7 -1.70 Enrolled
## 23 3.7 -1.70 Graduate
## 24 0.6 2.02 Graduate
## 25 0.6 2.02 Graduate
## 26 2.6 0.32 Enrolled
## 27 0.3 -0.92 Graduate
## 28 -0.8 -3.12 Enrolled
## 29 0.3 -0.92 Graduate
## 30 0.3 -0.92 Enrolled
## 31 0.3 -0.92 Enrolled
## 32 1.4 3.51 Graduate
## 33 1.4 3.51 Enrolled
## 34 0.5 1.79 Graduate
## 35 -0.3 0.79 Graduate
## 36 1.4 3.51 Dropout
## 37 2.6 0.32 Dropout
## 38 0.3 -0.92 Dropout
## 39 2.6 0.32 Graduate
## 40 0.5 1.79 Dropout
## 41 3.7 -1.70 Dropout
## 42 1.4 3.51 Graduate
## 43 0.6 2.02 Graduate
## 44 0.5 1.79 Dropout
## 45 0.3 -0.92 Dropout
## 46 2.6 0.32 Enrolled
## 47 0.6 2.02 Graduate
## 48 0.6 2.02 Graduate
## 49 0.5 1.79 Graduate
## 50 3.7 -1.70 Graduate
## 51 0.5 1.79 Graduate
## 52 -0.8 -3.12 Enrolled
## 53 -0.8 -3.12 Enrolled
## 54 2.6 0.32 Graduate
## 55 -0.8 -3.12 Dropout
## 56 2.8 -4.06 Graduate
## 57 0.5 1.79 Dropout
## 58 0.5 1.79 Dropout
## 59 -0.8 -3.12 Graduate
## 60 2.6 0.32 Enrolled
## 61 0.3 -0.92 Graduate
## 62 -0.3 0.79 Graduate
## 63 1.4 1.74 Enrolled
## 64 1.4 1.74 Enrolled
## 65 3.7 -1.70 Enrolled
## 66 -0.3 0.79 Dropout
## 67 1.4 1.74 Graduate
## 68 1.4 3.51 Graduate
## 69 0.3 -0.92 Dropout
## 70 3.7 -1.70 Enrolled
## 71 2.6 0.32 Enrolled
## 72 -0.3 0.79 Graduate
## 73 2.8 -4.06 Dropout
## 74 0.5 1.79 Dropout
## 75 1.4 1.74 Graduate
## 76 1.4 1.74 Dropout
## 77 -0.8 -3.12 Dropout
## 78 1.4 3.51 Graduate
## 79 0.3 -0.92 Graduate
## 80 1.4 1.74 Graduate
## 81 1.4 1.74 Dropout
## 82 1.4 1.74 Dropout
## 83 0.5 1.79 Dropout
## 84 3.7 -1.70 Enrolled
## 85 -0.8 -3.12 Graduate
## 86 1.4 1.74 Graduate
## 87 -0.8 -3.12 Graduate
## 88 2.6 0.32 Graduate
## 89 0.6 2.02 Enrolled
## 90 2.8 -4.06 Enrolled
## 91 -0.3 0.79 Dropout
## 92 1.4 3.51 Graduate
## 93 1.4 3.51 Dropout
## 94 2.6 0.32 Dropout
## 95 3.7 -1.70 Graduate
## 96 -0.3 0.79 Enrolled
## 97 1.4 3.51 Graduate
## 98 0.5 1.79 Graduate
## 99 3.7 -1.70 Enrolled
## 100 -0.3 0.79 Dropout
## 101 1.4 3.51 Dropout
## 102 0.3 -0.92 Graduate
## 103 -0.8 -3.12 Dropout
## 104 2.8 -4.06 Graduate
## 105 0.6 2.02 Dropout
## 106 0.6 2.02 Graduate
## 107 0.3 -0.92 Dropout
## 108 2.8 -4.06 Dropout
## 109 0.5 1.79 Dropout
## 110 0.3 -0.92 Enrolled
## 111 -0.3 0.79 Graduate
## 112 1.4 3.51 Enrolled
## 113 1.4 1.74 Graduate
## 114 1.4 1.74 Graduate
## 115 2.6 0.32 Dropout
## 116 -0.3 0.79 Enrolled
## 117 2.6 0.32 Enrolled
## 118 0.5 1.79 Enrolled
## 119 -0.8 -3.12 Graduate
## 120 0.6 2.02 Graduate
## 121 -0.8 -3.12 Dropout
## 122 0.3 -0.92 Graduate
## 123 1.4 1.74 Dropout
## 124 -0.8 -3.12 Graduate
## 125 2.8 -4.06 Graduate
## 126 -0.3 0.79 Dropout
## 127 0.5 1.79 Graduate
## 128 -0.8 -3.12 Enrolled
## 129 0.5 1.79 Graduate
## 130 0.5 1.79 Graduate
## 131 -0.3 0.79 Dropout
## 132 2.6 0.32 Graduate
## 133 1.4 3.51 Graduate
## 134 -0.3 0.79 Dropout
## 135 2.6 0.32 Graduate
## 136 0.5 1.79 Dropout
## 137 2.6 0.32 Graduate
## 138 1.4 3.51 Graduate
## 139 0.6 2.02 Enrolled
## 140 -0.3 0.79 Graduate
## 141 2.6 0.32 Graduate
## 142 0.5 1.79 Graduate
## 143 1.4 3.51 Enrolled
## 144 0.5 1.79 Graduate
## 145 2.8 -4.06 Graduate
## 146 -0.8 -3.12 Graduate
## 147 2.6 0.32 Dropout
## 148 2.6 0.32 Dropout
## 149 -0.3 0.79 Graduate
## 150 0.6 2.02 Graduate
## 151 -0.8 -3.12 Enrolled
## 152 2.6 0.32 Graduate
## 153 -0.8 -3.12 Enrolled
## 154 2.6 0.32 Graduate
## 155 -0.8 -3.12 Dropout
## 156 2.6 0.32 Dropout
## 157 0.5 1.79 Graduate
## 158 3.7 -1.70 Graduate
## 159 -0.8 -3.12 Graduate
## 160 0.6 2.02 Graduate
## 161 1.4 1.74 Dropout
## 162 2.8 -4.06 Graduate
## 163 2.8 -4.06 Graduate
## 164 1.4 1.74 Dropout
## 165 2.6 0.32 Graduate
## 166 2.8 -4.06 Graduate
## 167 1.4 3.51 Enrolled
## 168 -0.3 0.79 Graduate
## 169 3.7 -1.70 Graduate
## 170 0.3 -0.92 Dropout
## 171 3.7 -1.70 Enrolled
## 172 2.8 -4.06 Graduate
## 173 2.6 0.32 Graduate
## 174 -0.8 -3.12 Graduate
## 175 0.6 2.02 Dropout
## 176 2.6 0.32 Enrolled
## 177 2.6 0.32 Graduate
## 178 2.6 0.32 Dropout
## 179 -0.8 -3.12 Dropout
## 180 0.3 -0.92 Dropout
## 181 0.5 1.79 Graduate
## 182 -0.8 -3.12 Enrolled
## 183 0.6 2.02 Dropout
## 184 2.8 -4.06 Dropout
## 185 0.6 2.02 Dropout
## 186 1.4 1.74 Dropout
## 187 -0.8 -3.12 Enrolled
## 188 2.6 0.32 Graduate
## 189 1.4 3.51 Dropout
## 190 0.3 -0.92 Graduate
## 191 -0.3 0.79 Graduate
## 192 -0.8 -3.12 Enrolled
## 193 2.6 0.32 Dropout
## 194 0.5 1.79 Dropout
## 195 3.7 -1.70 Graduate
## 196 1.4 3.51 Dropout
## 197 -0.8 -3.12 Graduate
## 198 -0.3 0.79 Dropout
## 199 0.6 2.02 Graduate
## 200 0.6 2.02 Enrolled
## 201 1.4 1.74 Graduate
## 202 2.6 0.32 Graduate
## 203 1.4 1.74 Graduate
## 204 -0.3 0.79 Graduate
## 205 0.3 -0.92 Graduate
## 206 2.6 0.32 Graduate
## 207 3.7 -1.70 Graduate
## 208 0.3 -0.92 Graduate
## 209 -0.3 0.79 Graduate
## 210 0.3 -0.92 Dropout
## 211 3.7 -1.70 Graduate
## 212 2.6 0.32 Graduate
## 213 -0.3 0.79 Graduate
## 214 0.3 -0.92 Dropout
## 215 2.6 0.32 Graduate
## 216 2.8 -4.06 Enrolled
## 217 0.5 1.79 Graduate
## 218 -0.8 -3.12 Dropout
## 219 1.4 3.51 Dropout
## 220 2.6 0.32 Dropout
## 221 -0.8 -3.12 Graduate
## 222 1.4 1.74 Graduate
## 223 -0.8 -3.12 Dropout
## 224 0.6 2.02 Graduate
## 225 0.3 -0.92 Graduate
## 226 0.6 2.02 Graduate
## 227 0.5 1.79 Graduate
## 228 0.6 2.02 Graduate
## 229 2.6 0.32 Dropout
## 230 3.7 -1.70 Graduate
## 231 3.7 -1.70 Graduate
## 232 2.8 -4.06 Dropout
## 233 -0.8 -3.12 Graduate
## 234 2.8 -4.06 Graduate
## 235 0.3 -0.92 Dropout
## 236 1.4 1.74 Graduate
## 237 -0.8 -3.12 Graduate
## 238 2.8 -4.06 Graduate
## 239 -0.8 -3.12 Dropout
## 240 0.3 -0.92 Dropout
## 241 0.5 1.79 Enrolled
## 242 0.5 1.79 Enrolled
## 243 0.5 1.79 Graduate
## 244 1.4 1.74 Dropout
## 245 1.4 3.51 Graduate
## 246 -0.8 -3.12 Graduate
## 247 1.4 1.74 Graduate
## 248 -0.3 0.79 Dropout
## 249 0.6 2.02 Graduate
## 250 0.6 2.02 Graduate
## 251 -0.8 -3.12 Enrolled
## 252 1.4 3.51 Dropout
## 253 2.6 0.32 Graduate
## 254 -0.8 -3.12 Enrolled
## 255 1.4 3.51 Graduate
## 256 1.4 3.51 Dropout
## 257 0.3 -0.92 Graduate
## 258 2.6 0.32 Enrolled
## 259 0.5 1.79 Graduate
## 260 0.3 -0.92 Dropout
## 261 2.8 -4.06 Graduate
## 262 3.7 -1.70 Dropout
## 263 2.6 0.32 Dropout
## 264 1.4 1.74 Graduate
## 265 0.5 1.79 Graduate
## 266 -0.8 -3.12 Graduate
## 267 3.7 -1.70 Graduate
## 268 3.7 -1.70 Graduate
## 269 1.4 1.74 Graduate
## 270 3.7 -1.70 Graduate
## 271 -0.3 0.79 Graduate
## 272 2.6 0.32 Dropout
## 273 -0.3 0.79 Graduate
## 274 0.6 2.02 Graduate
## 275 0.3 -0.92 Graduate
## 276 -0.3 0.79 Graduate
## 277 3.7 -1.70 Dropout
## 278 2.6 0.32 Dropout
## 279 0.5 1.79 Enrolled
## 280 2.8 -4.06 Graduate
## 281 0.3 -0.92 Graduate
## 282 0.3 -0.92 Graduate
## 283 1.4 3.51 Graduate
## 284 0.3 -0.92 Graduate
## 285 2.6 0.32 Graduate
## 286 2.6 0.32 Graduate
## 287 2.8 -4.06 Enrolled
## 288 2.6 0.32 Graduate
## 289 1.4 1.74 Graduate
## 290 -0.8 -3.12 Graduate
## 291 2.8 -4.06 Graduate
## 292 -0.3 0.79 Graduate
## 293 0.5 1.79 Enrolled
## 294 1.4 3.51 Graduate
## 295 1.4 3.51 Dropout
## 296 1.4 1.74 Graduate
## 297 0.5 1.79 Graduate
## 298 0.5 1.79 Graduate
## 299 0.5 1.79 Graduate
## 300 -0.8 -3.12 Graduate
## 301 0.6 2.02 Graduate
## 302 1.4 1.74 Graduate
## 303 2.8 -4.06 Graduate
## 304 -0.8 -3.12 Dropout
## 305 -0.8 -3.12 Dropout
## 306 1.4 1.74 Enrolled
## 307 0.6 2.02 Graduate
## 308 3.7 -1.70 Dropout
## 309 2.6 0.32 Graduate
## 310 0.5 1.79 Dropout
## 311 0.6 2.02 Graduate
## 312 2.6 0.32 Dropout
## 313 0.6 2.02 Graduate
## 314 -0.8 -3.12 Graduate
## 315 0.6 2.02 Dropout
## 316 0.6 2.02 Graduate
## 317 0.3 -0.92 Graduate
## 318 0.6 2.02 Graduate
## 319 0.5 1.79 Graduate
## 320 2.8 -4.06 Enrolled
## 321 1.4 3.51 Dropout
## 322 1.4 1.74 Graduate
## 323 0.3 -0.92 Graduate
## 324 2.6 0.32 Graduate
## 325 2.6 0.32 Enrolled
## 326 0.3 -0.92 Graduate
## 327 2.6 0.32 Graduate
## 328 -0.3 0.79 Graduate
## 329 -0.8 -3.12 Enrolled
## 330 -0.8 -3.12 Enrolled
## 331 0.6 2.02 Enrolled
## 332 0.3 -0.92 Dropout
## 333 0.5 1.79 Graduate
## 334 3.7 -1.70 Graduate
## 335 -0.8 -3.12 Graduate
## 336 -0.3 0.79 Graduate
## 337 0.5 1.79 Graduate
## 338 -0.8 -3.12 Graduate
## 339 -0.3 0.79 Graduate
## 340 2.6 0.32 Graduate
## 341 -0.8 -3.12 Enrolled
## 342 2.8 -4.06 Dropout
## 343 0.5 1.79 Graduate
## 344 0.3 -0.92 Graduate
## 345 -0.8 -3.12 Enrolled
## 346 -0.8 -3.12 Graduate
## 347 2.8 -4.06 Enrolled
## 348 1.4 1.74 Graduate
## 349 3.7 -1.70 Graduate
## 350 -0.8 -3.12 Enrolled
## 351 3.7 -1.70 Dropout
## 352 0.5 1.79 Graduate
## 353 -0.8 -3.12 Dropout
## 354 2.6 0.32 Graduate
## 355 1.4 1.74 Dropout
## 356 0.6 2.02 Graduate
## 357 -0.3 0.79 Graduate
## 358 3.7 -1.70 Dropout
## 359 0.6 2.02 Enrolled
## 360 1.4 3.51 Dropout
## 361 1.4 1.74 Graduate
## 362 1.4 1.74 Dropout
## 363 0.3 -0.92 Enrolled
## 364 1.4 3.51 Graduate
## 365 2.6 0.32 Enrolled
## 366 2.8 -4.06 Graduate
## 367 2.6 0.32 Graduate
## 368 2.6 0.32 Enrolled
## 369 1.4 3.51 Graduate
## 370 3.7 -1.70 Dropout
## 371 0.3 -0.92 Graduate
## 372 -0.3 0.79 Enrolled
## 373 2.8 -4.06 Graduate
## 374 -0.3 0.79 Graduate
## 375 3.7 -1.70 Dropout
## 376 0.6 2.02 Enrolled
## 377 -0.8 -3.12 Dropout
## 378 0.5 1.79 Graduate
## 379 1.4 3.51 Enrolled
## 380 0.3 -0.92 Enrolled
## 381 0.3 -0.92 Dropout
## 382 -0.3 0.79 Enrolled
## 383 2.6 0.32 Enrolled
## 384 2.8 -4.06 Graduate
## 385 1.4 3.51 Graduate
## 386 2.6 0.32 Graduate
## 387 2.6 0.32 Graduate
## 388 1.4 1.74 Graduate
## 389 2.8 -4.06 Enrolled
## 390 -0.3 0.79 Graduate
## 391 0.5 1.79 Enrolled
## 392 0.3 -0.92 Enrolled
## 393 2.6 0.32 Dropout
## 394 2.6 0.32 Dropout
## 395 0.6 2.02 Graduate
## 396 1.4 1.74 Graduate
## 397 0.5 1.79 Graduate
## 398 -0.3 0.79 Graduate
## 399 1.4 1.74 Dropout
## 400 0.3 -0.92 Dropout
## 401 1.4 3.51 Enrolled
## 402 1.4 1.74 Enrolled
## 403 2.6 0.32 Enrolled
## 404 0.5 1.79 Enrolled
## 405 1.4 1.74 Graduate
## 406 3.7 -1.70 Graduate
## 407 -0.3 0.79 Graduate
## 408 1.4 3.51 Graduate
## 409 2.8 -4.06 Graduate
## 410 2.6 0.32 Dropout
## 411 1.4 1.74 Graduate
## 412 1.4 1.74 Graduate
## 413 -0.3 0.79 Graduate
## 414 0.5 1.79 Graduate
## 415 1.4 3.51 Graduate
## 416 2.6 0.32 Graduate
## 417 2.8 -4.06 Graduate
## 418 3.7 -1.70 Dropout
## 419 2.6 0.32 Graduate
## 420 3.7 -1.70 Dropout
## 421 0.6 2.02 Graduate
## 422 2.6 0.32 Graduate
## 423 2.8 -4.06 Dropout
## 424 -0.8 -3.12 Graduate
## 425 0.5 1.79 Graduate
## 426 2.6 0.32 Graduate
## 427 0.6 2.02 Graduate
## 428 1.4 1.74 Enrolled
## 429 1.4 1.74 Dropout
## 430 0.6 2.02 Graduate
## 431 1.4 1.74 Graduate
## 432 2.8 -4.06 Graduate
## 433 0.5 1.79 Graduate
## 434 2.6 0.32 Dropout
## 435 2.8 -4.06 Graduate
## 436 3.7 -1.70 Graduate
## 437 0.5 1.79 Enrolled
## 438 3.7 -1.70 Graduate
## 439 2.6 0.32 Dropout
## 440 2.6 0.32 Graduate
## 441 1.4 1.74 Enrolled
## 442 3.7 -1.70 Enrolled
## 443 3.7 -1.70 Graduate
## 444 1.4 1.74 Graduate
## 445 -0.8 -3.12 Graduate
## 446 0.5 1.79 Graduate
## 447 -0.3 0.79 Graduate
## 448 2.8 -4.06 Dropout
## 449 0.6 2.02 Graduate
## 450 0.5 1.79 Enrolled
## 451 1.4 1.74 Graduate
## 452 1.4 1.74 Graduate
## 453 2.8 -4.06 Graduate
## 454 -0.8 -3.12 Graduate
## 455 -0.8 -3.12 Enrolled
## 456 2.6 0.32 Graduate
## 457 0.5 1.79 Dropout
## 458 3.7 -1.70 Dropout
## 459 1.4 3.51 Graduate
## 460 0.3 -0.92 Graduate
## 461 3.7 -1.70 Graduate
## 462 0.6 2.02 Graduate
## 463 2.8 -4.06 Graduate
## 464 0.5 1.79 Graduate
## 465 2.8 -4.06 Enrolled
## 466 1.4 1.74 Dropout
## 467 2.8 -4.06 Enrolled
## 468 -0.8 -3.12 Graduate
## 469 -0.8 -3.12 Graduate
## 470 3.7 -1.70 Graduate
## 471 1.4 1.74 Graduate
## 472 -0.3 0.79 Graduate
## 473 0.6 2.02 Dropout
## 474 2.6 0.32 Graduate
## 475 2.6 0.32 Dropout
## 476 2.6 0.32 Graduate
## 477 0.5 1.79 Dropout
## 478 2.6 0.32 Dropout
## 479 0.3 -0.92 Graduate
## 480 1.4 3.51 Enrolled
## 481 -0.3 0.79 Graduate
## 482 3.7 -1.70 Graduate
## 483 2.6 0.32 Dropout
## 484 -0.3 0.79 Enrolled
## 485 0.5 1.79 Graduate
## 486 1.4 1.74 Graduate
## 487 1.4 1.74 Dropout
## 488 -0.3 0.79 Dropout
## 489 2.8 -4.06 Graduate
## 490 -0.3 0.79 Graduate
## 491 -0.3 0.79 Graduate
## 492 0.5 1.79 Graduate
## 493 2.6 0.32 Graduate
## 494 0.5 1.79 Enrolled
## 495 -0.3 0.79 Enrolled
## 496 3.7 -1.70 Dropout
## 497 3.7 -1.70 Dropout
## 498 0.6 2.02 Graduate
## 499 0.3 -0.92 Graduate
## 500 -0.8 -3.12 Graduate
## 501 -0.8 -3.12 Enrolled
## 502 0.6 2.02 Graduate
## 503 -0.3 0.79 Enrolled
## 504 1.4 1.74 Dropout
## 505 3.7 -1.70 Graduate
## 506 0.5 1.79 Enrolled
## 507 0.3 -0.92 Enrolled
## 508 3.7 -1.70 Graduate
## 509 -0.8 -3.12 Dropout
## 510 2.8 -4.06 Dropout
## 511 -0.8 -3.12 Enrolled
## 512 1.4 1.74 Dropout
## 513 2.6 0.32 Graduate
## 514 3.7 -1.70 Dropout
## 515 -0.8 -3.12 Dropout
## 516 -0.8 -3.12 Dropout
## 517 1.4 3.51 Graduate
## 518 1.4 1.74 Dropout
## 519 -0.8 -3.12 Dropout
## 520 2.6 0.32 Dropout
## 521 1.4 1.74 Graduate
## 522 -0.8 -3.12 Graduate
## 523 -0.3 0.79 Graduate
## 524 1.4 1.74 Graduate
## 525 0.3 -0.92 Dropout
## 526 0.3 -0.92 Dropout
## 527 1.4 1.74 Enrolled
## 528 -0.8 -3.12 Graduate
## 529 1.4 1.74 Dropout
## 530 0.3 -0.92 Dropout
## 531 3.7 -1.70 Enrolled
## 532 -0.3 0.79 Dropout
## 533 1.4 1.74 Graduate
## 534 0.3 -0.92 Dropout
## 535 2.8 -4.06 Graduate
## 536 -0.3 0.79 Graduate
## 537 1.4 3.51 Dropout
## 538 2.8 -4.06 Graduate
## 539 0.5 1.79 Graduate
## 540 1.4 1.74 Dropout
## 541 0.3 -0.92 Graduate
## 542 2.6 0.32 Enrolled
## 543 2.8 -4.06 Graduate
## 544 0.3 -0.92 Graduate
## 545 1.4 3.51 Enrolled
## 546 2.8 -4.06 Enrolled
## 547 0.3 -0.92 Enrolled
## 548 0.6 2.02 Enrolled
## 549 -0.8 -3.12 Enrolled
## 550 -0.3 0.79 Graduate
## 551 0.5 1.79 Dropout
## 552 3.7 -1.70 Dropout
## 553 2.8 -4.06 Dropout
## 554 0.6 2.02 Dropout
## 555 0.6 2.02 Dropout
## 556 2.8 -4.06 Dropout
## 557 1.4 1.74 Enrolled
## 558 2.6 0.32 Graduate
## 559 1.4 3.51 Enrolled
## 560 -0.8 -3.12 Graduate
## 561 1.4 3.51 Graduate
## 562 -0.8 -3.12 Enrolled
## 563 0.5 1.79 Dropout
## 564 1.4 3.51 Graduate
## 565 1.4 1.74 Graduate
## 566 1.4 3.51 Graduate
## 567 0.3 -0.92 Dropout
## 568 2.6 0.32 Dropout
## 569 3.7 -1.70 Graduate
## 570 0.3 -0.92 Graduate
## 571 2.6 0.32 Graduate
## 572 2.6 0.32 Dropout
## 573 0.5 1.79 Dropout
## 574 -0.3 0.79 Enrolled
## 575 -0.8 -3.12 Graduate
## 576 -0.8 -3.12 Dropout
## 577 3.7 -1.70 Graduate
## 578 -0.8 -3.12 Enrolled
## 579 2.6 0.32 Graduate
## 580 1.4 1.74 Graduate
## 581 2.6 0.32 Dropout
## 582 -0.3 0.79 Graduate
## 583 1.4 3.51 Enrolled
## 584 -0.3 0.79 Graduate
## 585 1.4 1.74 Graduate
## 586 3.7 -1.70 Graduate
## 587 2.6 0.32 Graduate
## 588 2.8 -4.06 Graduate
## 589 2.6 0.32 Graduate
## 590 -0.3 0.79 Graduate
## 591 1.4 1.74 Graduate
## 592 0.3 -0.92 Enrolled
## 593 0.6 2.02 Graduate
## 594 3.7 -1.70 Enrolled
## 595 0.6 2.02 Enrolled
## 596 1.4 1.74 Dropout
## 597 2.6 0.32 Dropout
## 598 1.4 3.51 Dropout
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## 601 0.5 1.79 Dropout
## 602 1.4 1.74 Dropout
## 603 0.3 -0.92 Graduate
## 604 2.8 -4.06 Graduate
## 605 -0.3 0.79 Graduate
## 606 -0.8 -3.12 Dropout
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## 608 1.4 1.74 Graduate
## 609 0.5 1.79 Dropout
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## 612 -0.8 -3.12 Graduate
## 613 0.5 1.79 Graduate
## 614 0.5 1.79 Enrolled
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## 616 3.7 -1.70 Graduate
## 617 -0.8 -3.12 Graduate
## 618 0.3 -0.92 Graduate
## 619 0.6 2.02 Graduate
## 620 0.5 1.79 Enrolled
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## 622 -0.3 0.79 Dropout
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## 630 1.4 1.74 Graduate
## 631 3.7 -1.70 Graduate
## 632 -0.8 -3.12 Enrolled
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## 635 1.4 3.51 Graduate
## 636 0.3 -0.92 Graduate
## 637 3.7 -1.70 Graduate
## 638 1.4 1.74 Enrolled
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## 640 3.7 -1.70 Dropout
## 641 3.7 -1.70 Dropout
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## 643 2.6 0.32 Enrolled
## 644 -0.8 -3.12 Enrolled
## 645 1.4 3.51 Dropout
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## 647 2.6 0.32 Enrolled
## 648 1.4 1.74 Graduate
## 649 1.4 1.74 Graduate
## 650 -0.8 -3.12 Graduate
## 651 0.3 -0.92 Graduate
## 652 1.4 3.51 Enrolled
## 653 3.7 -1.70 Graduate
## 654 -0.3 0.79 Graduate
## 655 1.4 1.74 Graduate
## 656 1.4 3.51 Enrolled
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## 658 0.3 -0.92 Graduate
## 659 3.7 -1.70 Graduate
## 660 0.6 2.02 Dropout
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## 662 0.6 2.02 Enrolled
## 663 -0.3 0.79 Graduate
## 664 2.6 0.32 Graduate
## 665 -0.3 0.79 Graduate
## 666 1.4 1.74 Graduate
## 667 1.4 1.74 Dropout
## 668 0.5 1.79 Graduate
## 669 0.5 1.79 Dropout
## 670 0.3 -0.92 Graduate
## 671 3.7 -1.70 Graduate
## 672 2.6 0.32 Dropout
## 673 0.5 1.79 Graduate
## 674 3.7 -1.70 Graduate
## 675 0.6 2.02 Graduate
## 676 2.6 0.32 Dropout
## 677 0.6 2.02 Graduate
## 678 2.8 -4.06 Enrolled
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## 680 -0.3 0.79 Graduate
## 681 -0.3 0.79 Graduate
## 682 0.5 1.79 Graduate
## 683 3.7 -1.70 Dropout
## 684 -0.3 0.79 Dropout
## 685 2.8 -4.06 Graduate
## 686 2.6 0.32 Graduate
## 687 0.5 1.79 Dropout
## 688 -0.3 0.79 Graduate
## 689 -0.8 -3.12 Graduate
## 690 1.4 1.74 Dropout
## 691 2.8 -4.06 Dropout
## 692 2.8 -4.06 Graduate
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## 696 -0.3 0.79 Dropout
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## 698 2.8 -4.06 Enrolled
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## 700 -0.3 0.79 Dropout
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## 702 1.4 3.51 Dropout
## 703 0.6 2.02 Dropout
## 704 2.6 0.32 Dropout
## 705 1.4 1.74 Graduate
## 706 0.3 -0.92 Dropout
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## 708 2.8 -4.06 Graduate
## 709 1.4 1.74 Graduate
## 710 0.5 1.79 Dropout
## 711 2.6 0.32 Dropout
## 712 2.8 -4.06 Dropout
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## 714 1.4 1.74 Graduate
## 715 -0.8 -3.12 Graduate
## 716 3.7 -1.70 Graduate
## 717 2.6 0.32 Dropout
## 718 3.7 -1.70 Dropout
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## 724 1.4 1.74 Dropout
## 725 1.4 1.74 Dropout
## 726 -0.3 0.79 Graduate
## 727 0.6 2.02 Graduate
## 728 0.6 2.02 Dropout
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## 730 -0.3 0.79 Enrolled
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## 733 -0.3 0.79 Graduate
## 734 -0.8 -3.12 Graduate
## 735 0.3 -0.92 Dropout
## 736 0.6 2.02 Graduate
## 737 -0.3 0.79 Enrolled
## 738 2.6 0.32 Dropout
## 739 1.4 3.51 Enrolled
## 740 1.4 3.51 Dropout
## 741 0.5 1.79 Dropout
## 742 1.4 3.51 Graduate
## 743 0.5 1.79 Dropout
## 744 3.7 -1.70 Dropout
## 745 -0.8 -3.12 Graduate
## 746 2.8 -4.06 Dropout
## 747 1.4 3.51 Dropout
## 748 2.8 -4.06 Graduate
## 749 2.6 0.32 Dropout
## 750 0.3 -0.92 Graduate
## 751 -0.8 -3.12 Graduate
## 752 3.7 -1.70 Graduate
## 753 -0.8 -3.12 Graduate
## 754 1.4 1.74 Dropout
## 755 0.5 1.79 Graduate
## 756 2.8 -4.06 Dropout
## 757 1.4 3.51 Dropout
## 758 2.6 0.32 Dropout
## 759 0.5 1.79 Graduate
## 760 -0.8 -3.12 Graduate
## 761 2.8 -4.06 Graduate
## 762 0.3 -0.92 Enrolled
## 763 -0.8 -3.12 Graduate
## 764 0.6 2.02 Enrolled
## 765 0.5 1.79 Graduate
## 766 0.5 1.79 Enrolled
## 767 1.4 1.74 Enrolled
## 768 0.5 1.79 Graduate
## 769 1.4 3.51 Graduate
## 770 1.4 1.74 Graduate
## 771 0.6 2.02 Graduate
## 772 0.5 1.79 Dropout
## 773 2.8 -4.06 Enrolled
## 774 -0.8 -3.12 Graduate
## 775 0.5 1.79 Enrolled
## 776 -0.3 0.79 Dropout
## 777 0.5 1.79 Graduate
## 778 1.4 3.51 Dropout
## 779 0.6 2.02 Enrolled
## 780 0.3 -0.92 Graduate
## 781 1.4 3.51 Graduate
## 782 2.8 -4.06 Dropout
## 783 2.8 -4.06 Graduate
## 784 -0.8 -3.12 Enrolled
## 785 0.5 1.79 Graduate
## 786 0.6 2.02 Graduate
## 787 3.7 -1.70 Graduate
## 788 1.4 1.74 Graduate
## 789 2.6 0.32 Dropout
## 790 3.7 -1.70 Graduate
## 791 0.6 2.02 Graduate
## 792 2.8 -4.06 Dropout
## 793 0.6 2.02 Graduate
## 794 1.4 3.51 Graduate
## 795 0.5 1.79 Graduate
## 796 1.4 3.51 Graduate
## 797 0.5 1.79 Graduate
## 798 0.6 2.02 Graduate
## 799 1.4 3.51 Graduate
## 800 1.4 1.74 Enrolled
## 801 1.4 3.51 Enrolled
## 802 0.6 2.02 Dropout
## 803 1.4 3.51 Graduate
## 804 0.6 2.02 Graduate
## 805 0.6 2.02 Graduate
## 806 0.6 2.02 Enrolled
## 807 0.3 -0.92 Graduate
## 808 0.6 2.02 Enrolled
## 809 1.4 3.51 Dropout
## 810 0.5 1.79 Enrolled
## 811 0.5 1.79 Dropout
## 812 0.6 2.02 Graduate
## 813 0.6 2.02 Graduate
## 814 0.6 2.02 Graduate
## 815 0.6 2.02 Graduate
## 816 0.6 2.02 Enrolled
## 817 1.4 1.74 Enrolled
## 818 0.5 1.79 Graduate
## 819 0.6 2.02 Enrolled
## 820 2.6 0.32 Graduate
## 821 -0.3 0.79 Graduate
## 822 -0.3 0.79 Graduate
## 823 0.5 1.79 Enrolled
## 824 0.5 1.79 Graduate
## 825 0.6 2.02 Graduate
## 826 1.4 3.51 Graduate
## 827 0.6 2.02 Dropout
## 828 0.6 2.02 Graduate
## 829 -0.8 -3.12 Graduate
## 830 2.8 -4.06 Dropout
## 831 -0.3 0.79 Dropout
## 832 2.6 0.32 Dropout
## 833 1.4 1.74 Enrolled
## 834 0.3 -0.92 Dropout
## 835 2.6 0.32 Dropout
## 836 1.4 3.51 Enrolled
## 837 1.4 3.51 Dropout
## 838 1.4 3.51 Enrolled
## 839 3.7 -1.70 Dropout
## 840 -0.8 -3.12 Graduate
## 841 1.4 3.51 Dropout
## 842 1.4 3.51 Enrolled
## 843 -0.8 -3.12 Dropout
## 844 2.6 0.32 Graduate
## 845 -0.8 -3.12 Graduate
## 846 -0.8 -3.12 Dropout
## 847 0.5 1.79 Graduate
## 848 0.6 2.02 Graduate
## 849 1.4 1.74 Enrolled
## 850 0.6 2.02 Graduate
## 851 2.8 -4.06 Graduate
## 852 3.7 -1.70 Enrolled
## 853 1.4 1.74 Graduate
## 854 3.7 -1.70 Graduate
## 855 -0.8 -3.12 Enrolled
## 856 0.3 -0.92 Dropout
## 857 1.4 1.74 Dropout
## 858 0.6 2.02 Dropout
## 859 2.6 0.32 Dropout
## 860 2.6 0.32 Dropout
## 861 -0.3 0.79 Dropout
## 862 -0.8 -3.12 Dropout
## 863 0.5 1.79 Dropout
## 864 -0.3 0.79 Dropout
## 865 0.5 1.79 Dropout
## 866 0.5 1.79 Graduate
## 867 1.4 1.74 Dropout
## 868 0.5 1.79 Dropout
## 869 0.3 -0.92 Graduate
## 870 -0.8 -3.12 Graduate
## 871 1.4 3.51 Graduate
## 872 -0.8 -3.12 Dropout
## 873 0.3 -0.92 Graduate
## 874 0.3 -0.92 Enrolled
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## 876 2.8 -4.06 Graduate
## 877 2.8 -4.06 Dropout
## 878 2.8 -4.06 Dropout
## 879 -0.8 -3.12 Graduate
## 880 0.3 -0.92 Dropout
## 881 0.5 1.79 Graduate
## 882 -0.8 -3.12 Graduate
## 883 0.3 -0.92 Dropout
## 884 0.3 -0.92 Dropout
## 885 1.4 1.74 Graduate
## 886 2.6 0.32 Graduate
## 887 2.6 0.32 Graduate
## 888 -0.8 -3.12 Graduate
## 889 -0.3 0.79 Graduate
## 890 1.4 1.74 Graduate
## 891 1.4 1.74 Graduate
## 892 0.3 -0.92 Dropout
## 893 3.7 -1.70 Graduate
## 894 -0.8 -3.12 Dropout
## 895 2.8 -4.06 Graduate
## 896 2.8 -4.06 Dropout
## 897 2.6 0.32 Graduate
## 898 2.8 -4.06 Graduate
## 899 2.6 0.32 Enrolled
## 900 -0.3 0.79 Graduate
## 901 1.4 1.74 Dropout
## 902 1.4 1.74 Graduate
## 903 -0.8 -3.12 Graduate
## 904 2.6 0.32 Graduate
## 905 3.7 -1.70 Dropout
## 906 0.5 1.79 Graduate
## 907 0.3 -0.92 Dropout
## 908 3.7 -1.70 Graduate
## 909 -0.8 -3.12 Enrolled
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## 911 2.6 0.32 Graduate
## 912 1.4 1.74 Graduate
## 913 3.7 -1.70 Dropout
## 914 1.4 3.51 Graduate
## 915 -0.3 0.79 Dropout
## 916 0.5 1.79 Graduate
## 917 2.6 0.32 Dropout
## 918 -0.8 -3.12 Dropout
## 919 2.8 -4.06 Graduate
## 920 -0.3 0.79 Graduate
## 921 1.4 1.74 Graduate
## 922 1.4 1.74 Graduate
## 923 -0.8 -3.12 Dropout
## 924 0.3 -0.92 Dropout
## 925 3.7 -1.70 Enrolled
## 926 2.6 0.32 Graduate
## 927 1.4 1.74 Dropout
## 928 -0.3 0.79 Enrolled
## 929 1.4 3.51 Enrolled
## 930 2.6 0.32 Dropout
## 931 2.6 0.32 Enrolled
## 932 0.5 1.79 Graduate
## 933 -0.3 0.79 Graduate
## 934 2.6 0.32 Dropout
## 935 1.4 1.74 Enrolled
## 936 1.4 3.51 Graduate
## 937 -0.3 0.79 Dropout
## 938 -0.8 -3.12 Enrolled
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## 940 -0.8 -3.12 Dropout
## 941 0.5 1.79 Graduate
## 942 0.3 -0.92 Graduate
## 943 -0.8 -3.12 Enrolled
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## 945 0.5 1.79 Graduate
## 946 0.6 2.02 Graduate
## 947 0.3 -0.92 Graduate
## 948 2.6 0.32 Dropout
## 949 2.6 0.32 Graduate
## 950 2.8 -4.06 Dropout
## 951 2.6 0.32 Graduate
## 952 0.5 1.79 Dropout
## 953 0.5 1.79 Graduate
## 954 -0.8 -3.12 Dropout
## 955 2.6 0.32 Dropout
## 956 2.6 0.32 Dropout
## 957 0.3 -0.92 Graduate
## 958 0.5 1.79 Graduate
## 959 0.3 -0.92 Graduate
## 960 2.6 0.32 Dropout
## 961 2.6 0.32 Dropout
## 962 -0.8 -3.12 Graduate
## 963 2.6 0.32 Graduate
## 964 2.6 0.32 Enrolled
## 965 0.5 1.79 Graduate
## 966 1.4 3.51 Graduate
## 967 0.5 1.79 Dropout
## 968 -0.3 0.79 Dropout
## 969 2.6 0.32 Dropout
## 970 2.8 -4.06 Enrolled
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## 972 2.6 0.32 Dropout
## 973 -0.8 -3.12 Dropout
## 974 -0.3 0.79 Graduate
## 975 0.3 -0.92 Graduate
## 976 1.4 3.51 Enrolled
## 977 2.6 0.32 Graduate
## 978 1.4 1.74 Graduate
## 979 1.4 1.74 Dropout
## 980 2.8 -4.06 Graduate
## 981 2.6 0.32 Dropout
## 982 1.4 3.51 Enrolled
## 983 3.7 -1.70 Graduate
## 984 -0.3 0.79 Enrolled
## 985 2.6 0.32 Dropout
## 986 3.7 -1.70 Graduate
## 987 0.3 -0.92 Graduate
## 988 2.6 0.32 Dropout
## 989 0.6 2.02 Dropout
## 990 0.5 1.79 Dropout
## 991 0.3 -0.92 Graduate
## 992 0.5 1.79 Graduate
## 993 0.6 2.02 Dropout
## 994 0.5 1.79 Graduate
## 995 3.7 -1.70 Graduate
## 996 3.7 -1.70 Graduate
## 997 0.5 1.79 Enrolled
## 998 0.5 1.79 Enrolled
## 999 0.6 2.02 Graduate
## 1000 2.6 0.32 Dropout
## 1001 2.8 -4.06 Dropout
## 1002 1.4 3.51 Dropout
## 1003 0.6 2.02 Graduate
## 1004 0.5 1.79 Graduate
## 1005 0.6 2.02 Dropout
## 1006 3.7 -1.70 Graduate
## 1007 3.7 -1.70 Graduate
## 1008 1.4 3.51 Graduate
## 1009 3.7 -1.70 Graduate
## 1010 0.6 2.02 Graduate
## 1011 2.8 -4.06 Graduate
## 1012 0.3 -0.92 Graduate
## 1013 3.7 -1.70 Graduate
## 1014 0.6 2.02 Dropout
## 1015 1.4 3.51 Graduate
## 1016 0.5 1.79 Graduate
## 1017 0.6 2.02 Dropout
## 1018 0.6 2.02 Graduate
## 1019 3.7 -1.70 Dropout
## 1020 2.8 -4.06 Graduate
## 1021 -0.8 -3.12 Graduate
## 1022 0.6 2.02 Graduate
## 1023 1.4 1.74 Graduate
## 1024 0.6 2.02 Graduate
## 1025 1.4 3.51 Graduate
## 1026 2.6 0.32 Dropout
## 1027 2.6 0.32 Graduate
## 1028 1.4 3.51 Graduate
## 1029 -0.3 0.79 Graduate
## 1030 3.7 -1.70 Graduate
## 1031 -0.3 0.79 Graduate
## 1032 2.8 -4.06 Enrolled
## 1033 -0.3 0.79 Graduate
## 1034 1.4 1.74 Graduate
## 1035 0.5 1.79 Dropout
## 1036 0.6 2.02 Enrolled
## 1037 0.6 2.02 Dropout
## 1038 1.4 1.74 Graduate
## 1039 -0.3 0.79 Graduate
## 1040 2.8 -4.06 Enrolled
## 1041 0.3 -0.92 Graduate
## 1042 1.4 1.74 Graduate
## 1043 -0.8 -3.12 Graduate
## 1044 2.8 -4.06 Graduate
## 1045 -0.3 0.79 Graduate
## 1046 0.5 1.79 Dropout
## 1047 1.4 1.74 Dropout
## 1048 1.4 1.74 Graduate
## 1049 0.6 2.02 Graduate
## 1050 0.5 1.79 Graduate
## 1051 -0.3 0.79 Graduate
## 1052 -0.3 0.79 Graduate
## 1053 -0.3 0.79 Dropout
## 1054 0.5 1.79 Graduate
## 1055 -0.3 0.79 Graduate
## 1056 0.5 1.79 Graduate
## 1057 0.6 2.02 Dropout
## 1058 2.6 0.32 Graduate
## 1059 -0.8 -3.12 Dropout
## 1060 3.7 -1.70 Graduate
## 1061 1.4 3.51 Dropout
## 1062 2.8 -4.06 Dropout
## 1063 0.6 2.02 Graduate
## 1064 -0.8 -3.12 Graduate
## 1065 -0.8 -3.12 Enrolled
## 1066 -0.3 0.79 Dropout
## 1067 2.6 0.32 Graduate
## 1068 2.8 -4.06 Graduate
## 1069 -0.3 0.79 Graduate
## 1070 0.5 1.79 Graduate
## 1071 -0.8 -3.12 Graduate
## 1072 0.5 1.79 Graduate
## 1073 -0.8 -3.12 Enrolled
## 1074 2.6 0.32 Graduate
## 1075 -0.8 -3.12 Graduate
## 1076 0.6 2.02 Graduate
## 1077 2.8 -4.06 Dropout
## 1078 2.6 0.32 Dropout
## 1079 -0.3 0.79 Dropout
## 1080 0.5 1.79 Graduate
## 1081 0.6 2.02 Graduate
## 1082 0.5 1.79 Graduate
## 1083 1.4 3.51 Enrolled
## 1084 0.6 2.02 Graduate
## 1085 -0.3 0.79 Graduate
## 1086 2.8 -4.06 Dropout
## 1087 1.4 3.51 Graduate
## 1088 0.3 -0.92 Graduate
## 1089 -0.3 0.79 Enrolled
## 1090 2.8 -4.06 Enrolled
## 1091 2.6 0.32 Graduate
## 1092 1.4 3.51 Dropout
## 1093 2.6 0.32 Graduate
## 1094 2.8 -4.06 Dropout
## 1095 0.5 1.79 Graduate
## 1096 2.8 -4.06 Dropout
## 1097 1.4 1.74 Dropout
## 1098 -0.8 -3.12 Graduate
## 1099 1.4 1.74 Graduate
## 1100 -0.8 -3.12 Graduate
## 1101 -0.8 -3.12 Dropout
## 1102 -0.8 -3.12 Dropout
## 1103 1.4 1.74 Enrolled
## 1104 2.6 0.32 Enrolled
## 1105 2.6 0.32 Graduate
## 1106 1.4 1.74 Dropout
## 1107 -0.8 -3.12 Dropout
## 1108 2.8 -4.06 Graduate
## 1109 1.4 3.51 Dropout
## 1110 2.6 0.32 Graduate
## 1111 0.5 1.79 Graduate
## 1112 0.5 1.79 Graduate
## 1113 0.6 2.02 Enrolled
## 1114 2.8 -4.06 Enrolled
## 1115 2.8 -4.06 Graduate
## 1116 -0.8 -3.12 Graduate
## 1117 1.4 1.74 Dropout
## 1118 -0.3 0.79 Graduate
## 1119 0.5 1.79 Enrolled
## 1120 2.6 0.32 Graduate
## 1121 -0.8 -3.12 Enrolled
## 1122 2.6 0.32 Graduate
## 1123 2.8 -4.06 Graduate
## 1124 2.8 -4.06 Graduate
## 1125 0.3 -0.92 Graduate
## 1126 -0.8 -3.12 Graduate
## 1127 2.8 -4.06 Graduate
## 1128 1.4 1.74 Graduate
## 1129 0.5 1.79 Graduate
## 1130 3.7 -1.70 Graduate
## 1131 -0.8 -3.12 Graduate
## 1132 3.7 -1.70 Graduate
## 1133 0.5 1.79 Enrolled
## 1134 -0.3 0.79 Graduate
## 1135 2.8 -4.06 Dropout
## 1136 0.5 1.79 Dropout
## 1137 1.4 1.74 Graduate
## 1138 1.4 1.74 Dropout
## 1139 1.4 1.74 Graduate
## 1140 2.8 -4.06 Graduate
## 1141 2.8 -4.06 Graduate
## 1142 3.7 -1.70 Enrolled
## 1143 2.6 0.32 Dropout
## 1144 3.7 -1.70 Graduate
## 1145 1.4 1.74 Enrolled
## 1146 2.6 0.32 Graduate
## 1147 2.6 0.32 Enrolled
## 1148 1.4 3.51 Graduate
## 1149 -0.3 0.79 Enrolled
## 1150 3.7 -1.70 Graduate
## 1151 1.4 3.51 Graduate
## 1152 2.8 -4.06 Dropout
## 1153 1.4 1.74 Enrolled
## 1154 0.3 -0.92 Enrolled
## 1155 1.4 1.74 Graduate
## 1156 1.4 3.51 Enrolled
## 1157 1.4 1.74 Dropout
## 1158 1.4 3.51 Graduate
## 1159 2.8 -4.06 Graduate
## 1160 0.6 2.02 Graduate
## 1161 2.6 0.32 Graduate
## 1162 0.5 1.79 Enrolled
## 1163 1.4 1.74 Graduate
## 1164 2.8 -4.06 Graduate
## 1165 0.3 -0.92 Dropout
## 1166 0.5 1.79 Graduate
## 1167 3.7 -1.70 Dropout
## 1168 2.6 0.32 Graduate
## 1169 2.8 -4.06 Dropout
## 1170 -0.8 -3.12 Graduate
## 1171 0.5 1.79 Graduate
## 1172 1.4 1.74 Graduate
## 1173 1.4 1.74 Dropout
## 1174 0.5 1.79 Enrolled
## 1175 3.7 -1.70 Graduate
## 1176 0.3 -0.92 Dropout
## 1177 -0.8 -3.12 Graduate
## 1178 0.3 -0.92 Graduate
## 1179 0.3 -0.92 Dropout
## 1180 3.7 -1.70 Graduate
## 1181 0.3 -0.92 Dropout
## 1182 3.7 -1.70 Graduate
## 1183 0.5 1.79 Graduate
## 1184 1.4 3.51 Dropout
## 1185 0.6 2.02 Enrolled
## 1186 0.3 -0.92 Graduate
## 1187 -0.3 0.79 Enrolled
## 1188 2.6 0.32 Dropout
## 1189 -0.3 0.79 Graduate
## 1190 0.6 2.02 Graduate
## 1191 1.4 1.74 Dropout
## 1192 1.4 1.74 Graduate
## 1193 -0.3 0.79 Graduate
## 1194 -0.3 0.79 Graduate
## 1195 2.8 -4.06 Graduate
## 1196 -0.3 0.79 Enrolled
## 1197 1.4 1.74 Dropout
## 1198 3.7 -1.70 Dropout
## 1199 1.4 1.74 Graduate
## 1200 0.5 1.79 Graduate
## 1201 0.6 2.02 Graduate
## 1202 -0.8 -3.12 Graduate
## 1203 1.4 1.74 Dropout
## 1204 1.4 3.51 Graduate
## 1205 -0.8 -3.12 Dropout
## 1206 1.4 1.74 Graduate
## 1207 2.6 0.32 Graduate
## 1208 0.3 -0.92 Enrolled
## 1209 3.7 -1.70 Dropout
## 1210 1.4 3.51 Dropout
## 1211 1.4 1.74 Dropout
## 1212 2.8 -4.06 Enrolled
## 1213 -0.8 -3.12 Graduate
## 1214 2.6 0.32 Graduate
## 1215 0.5 1.79 Enrolled
## 1216 0.3 -0.92 Graduate
## 1217 0.3 -0.92 Graduate
## 1218 0.5 1.79 Graduate
## 1219 1.4 1.74 Graduate
## 1220 -0.3 0.79 Graduate
## 1221 0.5 1.79 Dropout
## 1222 0.6 2.02 Graduate
## 1223 0.3 -0.92 Dropout
## 1224 -0.8 -3.12 Graduate
## 1225 -0.8 -3.12 Graduate
## 1226 3.7 -1.70 Graduate
## 1227 2.6 0.32 Graduate
## 1228 -0.8 -3.12 Graduate
## 1229 -0.8 -3.12 Graduate
## 1230 1.4 3.51 Enrolled
## 1231 3.7 -1.70 Graduate
## 1232 -0.8 -3.12 Graduate
## 1233 2.6 0.32 Graduate
## 1234 0.3 -0.92 Graduate
## 1235 1.4 1.74 Graduate
## 1236 1.4 1.74 Dropout
## 1237 0.3 -0.92 Graduate
## 1238 -0.8 -3.12 Dropout
## 1239 0.3 -0.92 Graduate
## 1240 2.8 -4.06 Dropout
## 1241 1.4 1.74 Dropout
## 1242 -0.8 -3.12 Dropout
## 1243 -0.3 0.79 Enrolled
## 1244 0.3 -0.92 Graduate
## 1245 3.7 -1.70 Dropout
## 1246 0.3 -0.92 Dropout
## 1247 0.6 2.02 Graduate
## 1248 0.5 1.79 Dropout
## 1249 1.4 3.51 Enrolled
## 1250 -0.8 -3.12 Dropout
## 1251 0.6 2.02 Graduate
## 1252 2.8 -4.06 Graduate
## 1253 0.6 2.02 Graduate
## 1254 2.6 0.32 Graduate
## 1255 3.7 -1.70 Enrolled
## 1256 0.6 2.02 Dropout
## 1257 0.6 2.02 Graduate
## 1258 3.7 -1.70 Graduate
## 1259 3.7 -1.70 Graduate
## 1260 0.5 1.79 Graduate
## 1261 2.6 0.32 Graduate
## 1262 -0.3 0.79 Dropout
## 1263 0.5 1.79 Dropout
## 1264 -0.8 -3.12 Graduate
## 1265 3.7 -1.70 Graduate
## 1266 -0.8 -3.12 Graduate
## 1267 0.6 2.02 Graduate
## 1268 1.4 1.74 Graduate
## 1269 1.4 3.51 Enrolled
## 1270 1.4 1.74 Dropout
## 1271 2.8 -4.06 Enrolled
## 1272 0.3 -0.92 Graduate
## 1273 2.6 0.32 Dropout
## 1274 1.4 3.51 Dropout
## 1275 0.5 1.79 Graduate
## 1276 0.6 2.02 Graduate
## 1277 0.6 2.02 Graduate
## 1278 -0.8 -3.12 Dropout
## 1279 0.5 1.79 Enrolled
## 1280 -0.3 0.79 Graduate
## 1281 0.3 -0.92 Graduate
## 1282 1.4 1.74 Graduate
## 1283 -0.8 -3.12 Dropout
## 1284 0.5 1.79 Graduate
## 1285 -0.8 -3.12 Graduate
## 1286 0.5 1.79 Dropout
## 1287 2.6 0.32 Enrolled
## 1288 1.4 1.74 Graduate
## 1289 2.6 0.32 Graduate
## 1290 0.6 2.02 Graduate
## 1291 0.6 2.02 Enrolled
## 1292 3.7 -1.70 Graduate
## 1293 -0.3 0.79 Dropout
## 1294 1.4 3.51 Graduate
## 1295 0.5 1.79 Dropout
## 1296 0.3 -0.92 Dropout
## 1297 2.6 0.32 Dropout
## 1298 0.5 1.79 Dropout
## 1299 2.6 0.32 Graduate
## 1300 -0.8 -3.12 Enrolled
## 1301 1.4 3.51 Dropout
## 1302 1.4 3.51 Dropout
## 1303 2.8 -4.06 Graduate
## 1304 0.6 2.02 Graduate
## 1305 -0.3 0.79 Graduate
## 1306 3.7 -1.70 Graduate
## 1307 1.4 3.51 Graduate
## 1308 3.7 -1.70 Graduate
## 1309 3.7 -1.70 Graduate
## 1310 1.4 1.74 Graduate
## 1311 1.4 3.51 Graduate
## 1312 2.8 -4.06 Graduate
## 1313 1.4 1.74 Graduate
## 1314 0.3 -0.92 Dropout
## 1315 -0.3 0.79 Enrolled
## 1316 0.5 1.79 Graduate
## 1317 -0.8 -3.12 Enrolled
## 1318 2.6 0.32 Dropout
## 1319 1.4 1.74 Dropout
## 1320 1.4 1.74 Graduate
## 1321 1.4 1.74 Graduate
## 1322 0.6 2.02 Enrolled
## 1323 -0.8 -3.12 Graduate
## 1324 0.6 2.02 Graduate
## 1325 -0.3 0.79 Enrolled
## 1326 2.6 0.32 Graduate
## 1327 0.6 2.02 Enrolled
## 1328 2.6 0.32 Dropout
## 1329 0.5 1.79 Graduate
## 1330 0.6 2.02 Enrolled
## 1331 3.7 -1.70 Graduate
## 1332 0.6 2.02 Graduate
## 1333 1.4 1.74 Dropout
## 1334 0.3 -0.92 Enrolled
## 1335 0.3 -0.92 Graduate
## 1336 2.6 0.32 Enrolled
## 1337 0.5 1.79 Enrolled
## 1338 0.6 2.02 Enrolled
## 1339 2.8 -4.06 Dropout
## 1340 1.4 1.74 Graduate
## 1341 -0.3 0.79 Graduate
## 1342 1.4 1.74 Graduate
## 1343 3.7 -1.70 Graduate
## 1344 -0.8 -3.12 Graduate
## 1345 3.7 -1.70 Dropout
## 1346 1.4 3.51 Graduate
## 1347 0.3 -0.92 Graduate
## 1348 0.5 1.79 Enrolled
## 1349 1.4 3.51 Enrolled
## 1350 1.4 3.51 Graduate
## 1351 1.4 1.74 Graduate
## 1352 3.7 -1.70 Graduate
## 1353 3.7 -1.70 Graduate
## 1354 1.4 1.74 Dropout
## 1355 0.6 2.02 Enrolled
## 1356 -0.3 0.79 Enrolled
## 1357 2.6 0.32 Dropout
## 1358 2.8 -4.06 Dropout
## 1359 1.4 1.74 Dropout
## 1360 2.8 -4.06 Dropout
## 1361 1.4 3.51 Dropout
## 1362 1.4 1.74 Graduate
## 1363 0.5 1.79 Dropout
## 1364 0.5 1.79 Graduate
## 1365 2.6 0.32 Graduate
## 1366 -0.8 -3.12 Dropout
## 1367 0.6 2.02 Dropout
## 1368 3.7 -1.70 Graduate
## 1369 3.7 -1.70 Dropout
## 1370 1.4 3.51 Graduate
## 1371 0.6 2.02 Graduate
## 1372 3.7 -1.70 Graduate
## 1373 2.8 -4.06 Graduate
## 1374 -0.8 -3.12 Graduate
## 1375 1.4 1.74 Dropout
## 1376 -0.3 0.79 Dropout
## 1377 2.8 -4.06 Enrolled
## 1378 1.4 1.74 Graduate
## 1379 -0.8 -3.12 Dropout
## 1380 0.6 2.02 Dropout
## 1381 1.4 3.51 Graduate
## 1382 0.3 -0.92 Dropout
## 1383 2.8 -4.06 Graduate
## 1384 2.6 0.32 Graduate
## 1385 2.8 -4.06 Graduate
## 1386 3.7 -1.70 Dropout
## 1387 1.4 1.74 Dropout
## 1388 -0.3 0.79 Graduate
## 1389 2.6 0.32 Dropout
## 1390 1.4 1.74 Enrolled
## 1391 -0.8 -3.12 Graduate
## 1392 -0.8 -3.12 Graduate
## 1393 0.3 -0.92 Dropout
## 1394 -0.3 0.79 Graduate
## 1395 1.4 3.51 Graduate
## 1396 0.5 1.79 Graduate
## 1397 0.3 -0.92 Enrolled
## 1398 0.5 1.79 Graduate
## 1399 0.5 1.79 Graduate
## 1400 0.3 -0.92 Graduate
## 1401 0.5 1.79 Enrolled
## 1402 1.4 3.51 Graduate
## 1403 2.6 0.32 Graduate
## 1404 -0.3 0.79 Graduate
## 1405 2.8 -4.06 Dropout
## 1406 0.6 2.02 Dropout
## 1407 1.4 1.74 Graduate
## 1408 1.4 1.74 Enrolled
## 1409 2.6 0.32 Dropout
## 1410 0.5 1.79 Graduate
## 1411 0.6 2.02 Dropout
## 1412 1.4 1.74 Graduate
## 1413 -0.8 -3.12 Graduate
## 1414 -0.8 -3.12 Enrolled
## 1415 -0.3 0.79 Graduate
## 1416 2.6 0.32 Graduate
## 1417 3.7 -1.70 Dropout
## 1418 1.4 3.51 Graduate
## 1419 0.6 2.02 Graduate
## 1420 0.6 2.02 Dropout
## 1421 1.4 1.74 Dropout
## 1422 -0.8 -3.12 Enrolled
## 1423 1.4 3.51 Graduate
## 1424 2.6 0.32 Graduate
## 1425 3.7 -1.70 Enrolled
## 1426 1.4 1.74 Graduate
## 1427 -0.3 0.79 Graduate
## 1428 1.4 1.74 Enrolled
## 1429 3.7 -1.70 Enrolled
## 1430 1.4 3.51 Graduate
## 1431 1.4 1.74 Graduate
## 1432 1.4 1.74 Dropout
## 1433 2.6 0.32 Enrolled
## 1434 3.7 -1.70 Graduate
## 1435 0.6 2.02 Enrolled
## 1436 0.6 2.02 Dropout
## 1437 1.4 3.51 Enrolled
## 1438 2.8 -4.06 Graduate
## 1439 0.5 1.79 Graduate
## 1440 1.4 1.74 Graduate
## 1441 2.6 0.32 Graduate
## 1442 0.5 1.79 Graduate
## 1443 0.6 2.02 Graduate
## 1444 0.3 -0.92 Dropout
## 1445 -0.8 -3.12 Graduate
## 1446 3.7 -1.70 Dropout
## 1447 -0.8 -3.12 Dropout
## 1448 1.4 3.51 Dropout
## 1449 0.5 1.79 Dropout
## 1450 0.3 -0.92 Graduate
## 1451 0.6 2.02 Dropout
## 1452 2.8 -4.06 Graduate
## 1453 1.4 1.74 Dropout
## 1454 1.4 1.74 Graduate
## 1455 2.6 0.32 Enrolled
## 1456 0.6 2.02 Dropout
## 1457 1.4 3.51 Enrolled
## 1458 0.6 2.02 Enrolled
## 1459 0.3 -0.92 Enrolled
## 1460 -0.8 -3.12 Dropout
## 1461 2.8 -4.06 Dropout
## 1462 0.3 -0.92 Graduate
## 1463 -0.8 -3.12 Enrolled
## 1464 1.4 3.51 Dropout
## 1465 2.6 0.32 Enrolled
## 1466 -0.8 -3.12 Graduate
## 1467 1.4 1.74 Dropout
## 1468 2.6 0.32 Enrolled
## 1469 0.6 2.02 Graduate
## 1470 0.6 2.02 Graduate
## 1471 -0.3 0.79 Enrolled
## 1472 2.8 -4.06 Enrolled
## 1473 0.3 -0.92 Graduate
## 1474 -0.8 -3.12 Dropout
## 1475 1.4 1.74 Enrolled
## 1476 -0.8 -3.12 Graduate
## 1477 3.7 -1.70 Dropout
## 1478 1.4 3.51 Graduate
## 1479 2.8 -4.06 Dropout
## 1480 0.5 1.79 Dropout
## 1481 1.4 3.51 Dropout
## 1482 1.4 1.74 Graduate
## 1483 1.4 3.51 Graduate
## 1484 0.3 -0.92 Graduate
## 1485 2.6 0.32 Graduate
## 1486 2.8 -4.06 Graduate
## 1487 1.4 3.51 Graduate
## 1488 2.8 -4.06 Enrolled
## 1489 0.3 -0.92 Dropout
## 1490 2.6 0.32 Graduate
## 1491 -0.3 0.79 Graduate
## 1492 0.3 -0.92 Graduate
## 1493 -0.3 0.79 Dropout
## 1494 0.6 2.02 Graduate
## 1495 0.3 -0.92 Dropout
## 1496 0.6 2.02 Graduate
## 1497 2.8 -4.06 Graduate
## 1498 2.8 -4.06 Graduate
## 1499 0.6 2.02 Enrolled
## 1500 -0.3 0.79 Graduate
## 1501 1.4 3.51 Graduate
## 1502 1.4 1.74 Dropout
## 1503 1.4 1.74 Graduate
## 1504 0.5 1.79 Enrolled
## 1505 3.7 -1.70 Enrolled
## 1506 -0.8 -3.12 Dropout
## 1507 2.8 -4.06 Enrolled
## 1508 -0.8 -3.12 Graduate
## 1509 2.8 -4.06 Graduate
## 1510 3.7 -1.70 Dropout
## 1511 0.5 1.79 Dropout
## 1512 -0.8 -3.12 Enrolled
## 1513 0.6 2.02 Graduate
## 1514 0.5 1.79 Graduate
## 1515 2.8 -4.06 Dropout
## 1516 0.6 2.02 Graduate
## 1517 0.5 1.79 Dropout
## 1518 1.4 3.51 Graduate
## 1519 -0.3 0.79 Enrolled
## 1520 3.7 -1.70 Dropout
## 1521 3.7 -1.70 Dropout
## 1522 0.6 2.02 Graduate
## 1523 0.5 1.79 Dropout
## 1524 -0.8 -3.12 Dropout
## 1525 2.6 0.32 Enrolled
## 1526 3.7 -1.70 Graduate
## 1527 2.8 -4.06 Dropout
## 1528 0.5 1.79 Graduate
## 1529 -0.3 0.79 Graduate
## 1530 3.7 -1.70 Dropout
## 1531 2.8 -4.06 Enrolled
## 1532 2.6 0.32 Graduate
## 1533 0.6 2.02 Graduate
## 1534 -0.3 0.79 Enrolled
## 1535 3.7 -1.70 Graduate
## 1536 -0.8 -3.12 Enrolled
## 1537 0.6 2.02 Dropout
## 1538 -0.8 -3.12 Graduate
## 1539 1.4 1.74 Dropout
## 1540 3.7 -1.70 Dropout
## 1541 -0.8 -3.12 Dropout
## 1542 0.3 -0.92 Dropout
## 1543 1.4 1.74 Dropout
## 1544 1.4 3.51 Dropout
## 1545 2.6 0.32 Dropout
## 1546 2.6 0.32 Graduate
## 1547 0.6 2.02 Enrolled
## 1548 2.6 0.32 Dropout
## 1549 1.4 1.74 Dropout
## 1550 3.7 -1.70 Dropout
## 1551 -0.8 -3.12 Graduate
## 1552 3.7 -1.70 Graduate
## 1553 -0.3 0.79 Graduate
## 1554 -0.8 -3.12 Graduate
## 1555 1.4 1.74 Graduate
## 1556 0.6 2.02 Graduate
## 1557 -0.8 -3.12 Dropout
## 1558 2.6 0.32 Enrolled
## 1559 2.6 0.32 Dropout
## 1560 -0.8 -3.12 Graduate
## 1561 1.4 3.51 Enrolled
## 1562 0.5 1.79 Enrolled
## 1563 0.6 2.02 Graduate
## 1564 0.5 1.79 Enrolled
## 1565 -0.3 0.79 Enrolled
## 1566 3.7 -1.70 Graduate
## 1567 -0.3 0.79 Graduate
## 1568 0.6 2.02 Graduate
## 1569 1.4 3.51 Enrolled
## 1570 -0.3 0.79 Dropout
## 1571 2.6 0.32 Enrolled
## 1572 0.3 -0.92 Dropout
## 1573 2.6 0.32 Dropout
## 1574 -0.3 0.79 Dropout
## 1575 1.4 3.51 Graduate
## 1576 0.3 -0.92 Graduate
## 1577 0.5 1.79 Dropout
## 1578 2.6 0.32 Enrolled
## 1579 2.6 0.32 Dropout
## 1580 1.4 1.74 Enrolled
## 1581 3.7 -1.70 Graduate
## 1582 2.6 0.32 Enrolled
## 1583 -0.3 0.79 Dropout
## 1584 1.4 1.74 Dropout
## 1585 2.8 -4.06 Graduate
## 1586 2.6 0.32 Graduate
## 1587 -0.8 -3.12 Enrolled
## 1588 0.5 1.79 Enrolled
## 1589 1.4 1.74 Dropout
## 1590 2.6 0.32 Graduate
## 1591 2.8 -4.06 Dropout
## 1592 -0.8 -3.12 Dropout
## 1593 1.4 1.74 Enrolled
## 1594 -0.8 -3.12 Dropout
## 1595 0.5 1.79 Enrolled
## 1596 2.6 0.32 Enrolled
## 1597 0.3 -0.92 Enrolled
## 1598 -0.3 0.79 Graduate
## 1599 -0.8 -3.12 Dropout
## 1600 0.3 -0.92 Dropout
## 1601 0.6 2.02 Graduate
## 1602 2.8 -4.06 Enrolled
## 1603 -0.8 -3.12 Enrolled
## 1604 0.5 1.79 Graduate
## 1605 1.4 3.51 Dropout
## 1606 1.4 3.51 Enrolled
## 1607 0.5 1.79 Graduate
## 1608 -0.8 -3.12 Graduate
## 1609 0.5 1.79 Enrolled
## 1610 1.4 3.51 Graduate
## 1611 -0.8 -3.12 Dropout
## 1612 -0.8 -3.12 Enrolled
## 1613 0.3 -0.92 Graduate
## 1614 -0.8 -3.12 Dropout
## 1615 1.4 1.74 Graduate
## 1616 2.8 -4.06 Dropout
## 1617 2.6 0.32 Graduate
## 1618 2.8 -4.06 Dropout
## 1619 0.6 2.02 Dropout
## 1620 3.7 -1.70 Graduate
## 1621 0.6 2.02 Graduate
## 1622 1.4 1.74 Graduate
## 1623 3.7 -1.70 Dropout
## 1624 3.7 -1.70 Dropout
## 1625 0.3 -0.92 Dropout
## 1626 2.8 -4.06 Dropout
## 1627 0.5 1.79 Graduate
## 1628 -0.8 -3.12 Dropout
## 1629 2.6 0.32 Dropout
## 1630 0.3 -0.92 Dropout
## 1631 -0.8 -3.12 Graduate
## 1632 -0.3 0.79 Dropout
## 1633 2.6 0.32 Graduate
## 1634 3.7 -1.70 Enrolled
## 1635 2.8 -4.06 Graduate
## 1636 0.3 -0.92 Graduate
## 1637 1.4 1.74 Graduate
## 1638 0.5 1.79 Graduate
## 1639 -0.8 -3.12 Dropout
## 1640 0.3 -0.92 Graduate
## 1641 0.5 1.79 Graduate
## 1642 -0.8 -3.12 Graduate
## 1643 0.5 1.79 Graduate
## 1644 1.4 1.74 Graduate
## 1645 1.4 1.74 Dropout
## 1646 1.4 3.51 Dropout
## 1647 1.4 3.51 Graduate
## 1648 -0.3 0.79 Graduate
## 1649 2.8 -4.06 Dropout
## 1650 1.4 1.74 Graduate
## 1651 3.7 -1.70 Enrolled
## 1652 1.4 1.74 Graduate
## 1653 0.6 2.02 Enrolled
## 1654 0.5 1.79 Graduate
## 1655 3.7 -1.70 Dropout
## 1656 -0.8 -3.12 Graduate
## 1657 0.3 -0.92 Graduate
## 1658 2.6 0.32 Enrolled
## 1659 2.6 0.32 Graduate
## 1660 -0.3 0.79 Enrolled
## 1661 1.4 3.51 Graduate
## 1662 -0.3 0.79 Graduate
## 1663 2.8 -4.06 Graduate
## 1664 -0.3 0.79 Graduate
## 1665 -0.8 -3.12 Graduate
## 1666 0.6 2.02 Enrolled
## 1667 1.4 1.74 Graduate
## 1668 -0.8 -3.12 Graduate
## 1669 0.5 1.79 Dropout
## 1670 -0.3 0.79 Graduate
## 1671 -0.3 0.79 Enrolled
## 1672 2.8 -4.06 Graduate
## 1673 0.3 -0.92 Dropout
## 1674 0.3 -0.92 Graduate
## 1675 2.6 0.32 Graduate
## 1676 1.4 1.74 Dropout
## 1677 0.6 2.02 Dropout
## 1678 1.4 3.51 Graduate
## 1679 2.6 0.32 Graduate
## 1680 0.3 -0.92 Dropout
## 1681 2.6 0.32 Enrolled
## 1682 2.6 0.32 Enrolled
## 1683 -0.8 -3.12 Dropout
## 1684 2.6 0.32 Dropout
## 1685 1.4 1.74 Graduate
## 1686 -0.8 -3.12 Graduate
## 1687 1.4 1.74 Graduate
## 1688 -0.3 0.79 Dropout
## 1689 1.4 1.74 Enrolled
## 1690 2.6 0.32 Dropout
## 1691 2.6 0.32 Dropout
## 1692 3.7 -1.70 Dropout
## 1693 0.3 -0.92 Graduate
## 1694 0.3 -0.92 Enrolled
## 1695 1.4 1.74 Dropout
## 1696 1.4 3.51 Graduate
## 1697 2.6 0.32 Graduate
## 1698 2.6 0.32 Dropout
## 1699 0.3 -0.92 Dropout
## 1700 -0.8 -3.12 Dropout
## 1701 -0.8 -3.12 Graduate
## 1702 3.7 -1.70 Graduate
## 1703 2.6 0.32 Dropout
## 1704 1.4 1.74 Graduate
## 1705 2.8 -4.06 Graduate
## 1706 2.6 0.32 Enrolled
## 1707 3.7 -1.70 Dropout
## 1708 0.5 1.79 Enrolled
## 1709 2.8 -4.06 Dropout
## 1710 2.6 0.32 Graduate
## 1711 -0.8 -3.12 Enrolled
## 1712 -0.8 -3.12 Graduate
## 1713 0.5 1.79 Dropout
## 1714 0.5 1.79 Enrolled
## 1715 3.7 -1.70 Graduate
## 1716 -0.8 -3.12 Graduate
## 1717 2.8 -4.06 Graduate
## 1718 3.7 -1.70 Enrolled
## 1719 2.6 0.32 Dropout
## 1720 0.3 -0.92 Dropout
## 1721 1.4 1.74 Graduate
## 1722 0.3 -0.92 Graduate
## 1723 1.4 3.51 Graduate
## 1724 1.4 1.74 Graduate
## 1725 0.6 2.02 Graduate
## 1726 -0.8 -3.12 Dropout
## 1727 -0.8 -3.12 Graduate
## 1728 0.3 -0.92 Enrolled
## 1729 3.7 -1.70 Dropout
## 1730 -0.8 -3.12 Graduate
## 1731 0.5 1.79 Graduate
## 1732 1.4 1.74 Dropout
## 1733 0.3 -0.92 Dropout
## 1734 0.5 1.79 Enrolled
## 1735 1.4 1.74 Dropout
## 1736 0.3 -0.92 Graduate
## 1737 -0.8 -3.12 Graduate
## 1738 -0.3 0.79 Enrolled
## 1739 0.6 2.02 Graduate
## 1740 1.4 1.74 Dropout
## 1741 -0.3 0.79 Dropout
## 1742 2.6 0.32 Enrolled
## 1743 2.8 -4.06 Dropout
## 1744 0.3 -0.92 Dropout
## 1745 3.7 -1.70 Dropout
## 1746 2.8 -4.06 Dropout
## 1747 2.8 -4.06 Dropout
## 1748 2.8 -4.06 Dropout
## 1749 -0.3 0.79 Dropout
## 1750 3.7 -1.70 Dropout
## 1751 3.7 -1.70 Enrolled
## 1752 -0.3 0.79 Graduate
## 1753 2.8 -4.06 Enrolled
## 1754 3.7 -1.70 Enrolled
## 1755 1.4 3.51 Dropout
## 1756 1.4 3.51 Enrolled
## 1757 1.4 3.51 Enrolled
## 1758 2.8 -4.06 Dropout
## 1759 0.3 -0.92 Graduate
## 1760 0.6 2.02 Graduate
## 1761 1.4 3.51 Graduate
## 1762 3.7 -1.70 Dropout
## 1763 1.4 1.74 Graduate
## 1764 0.5 1.79 Graduate
## 1765 1.4 3.51 Graduate
## 1766 2.8 -4.06 Dropout
## 1767 2.8 -4.06 Dropout
## 1768 0.6 2.02 Enrolled
## 1769 0.5 1.79 Dropout
## 1770 1.4 3.51 Enrolled
## 1771 2.6 0.32 Enrolled
## 1772 0.3 -0.92 Enrolled
## 1773 0.3 -0.92 Graduate
## 1774 2.8 -4.06 Enrolled
## 1775 -0.8 -3.12 Enrolled
## 1776 1.4 1.74 Dropout
## 1777 3.7 -1.70 Graduate
## 1778 -0.8 -3.12 Dropout
## 1779 0.6 2.02 Graduate
## 1780 0.6 2.02 Graduate
## 1781 1.4 1.74 Enrolled
## 1782 0.6 2.02 Graduate
## 1783 1.4 1.74 Dropout
## 1784 1.4 3.51 Enrolled
## 1785 0.3 -0.92 Dropout
## 1786 -0.8 -3.12 Enrolled
## 1787 2.8 -4.06 Dropout
## 1788 2.6 0.32 Graduate
## 1789 2.6 0.32 Dropout
## 1790 1.4 3.51 Graduate
## 1791 1.4 1.74 Graduate
## 1792 1.4 3.51 Dropout
## 1793 3.7 -1.70 Dropout
## 1794 0.3 -0.92 Dropout
## 1795 -0.3 0.79 Enrolled
## 1796 1.4 1.74 Graduate
## 1797 1.4 1.74 Graduate
## 1798 -0.8 -3.12 Dropout
## 1799 0.6 2.02 Dropout
## 1800 1.4 1.74 Dropout
## 1801 1.4 1.74 Dropout
## 1802 2.6 0.32 Graduate
## 1803 0.5 1.79 Graduate
## 1804 1.4 1.74 Dropout
## 1805 1.4 3.51 Dropout
## 1806 3.7 -1.70 Dropout
## 1807 0.6 2.02 Enrolled
## 1808 2.8 -4.06 Dropout
## 1809 1.4 3.51 Enrolled
## 1810 0.6 2.02 Graduate
## 1811 2.6 0.32 Graduate
## 1812 0.5 1.79 Graduate
## 1813 0.6 2.02 Dropout
## 1814 -0.3 0.79 Graduate
## 1815 -0.8 -3.12 Dropout
## 1816 0.3 -0.92 Enrolled
## 1817 -0.8 -3.12 Graduate
## 1818 -0.8 -3.12 Graduate
## 1819 1.4 3.51 Dropout
## 1820 0.6 2.02 Dropout
## 1821 -0.3 0.79 Enrolled
## 1822 0.5 1.79 Enrolled
## 1823 3.7 -1.70 Enrolled
## 1824 0.3 -0.92 Dropout
## 1825 0.5 1.79 Graduate
## 1826 3.7 -1.70 Graduate
## 1827 0.5 1.79 Graduate
## 1828 -0.8 -3.12 Enrolled
## 1829 -0.3 0.79 Dropout
## 1830 -0.3 0.79 Enrolled
## 1831 3.7 -1.70 Dropout
## 1832 0.6 2.02 Graduate
## 1833 0.3 -0.92 Graduate
## 1834 1.4 1.74 Dropout
## 1835 2.8 -4.06 Graduate
## 1836 1.4 3.51 Graduate
## 1837 -0.8 -3.12 Graduate
## 1838 2.6 0.32 Enrolled
## 1839 -0.8 -3.12 Graduate
## 1840 2.8 -4.06 Graduate
## 1841 -0.8 -3.12 Dropout
## 1842 1.4 1.74 Dropout
## 1843 -0.8 -3.12 Graduate
## 1844 0.3 -0.92 Enrolled
## 1845 0.5 1.79 Graduate
## 1846 0.6 2.02 Dropout
## 1847 -0.3 0.79 Dropout
## 1848 -0.8 -3.12 Dropout
## 1849 0.5 1.79 Graduate
## 1850 3.7 -1.70 Enrolled
## 1851 3.7 -1.70 Dropout
## 1852 0.5 1.79 Dropout
## 1853 0.3 -0.92 Graduate
## 1854 0.5 1.79 Graduate
## 1855 2.6 0.32 Dropout
## 1856 1.4 1.74 Dropout
## 1857 1.4 1.74 Graduate
## 1858 -0.3 0.79 Graduate
## 1859 0.6 2.02 Graduate
## 1860 3.7 -1.70 Enrolled
## 1861 2.6 0.32 Dropout
## 1862 1.4 1.74 Enrolled
## 1863 1.4 1.74 Dropout
## 1864 2.6 0.32 Graduate
## 1865 2.6 0.32 Dropout
## 1866 2.8 -4.06 Graduate
## 1867 1.4 1.74 Dropout
## 1868 0.5 1.79 Dropout
## 1869 1.4 3.51 Graduate
## 1870 2.6 0.32 Graduate
## 1871 2.6 0.32 Dropout
## 1872 0.6 2.02 Dropout
## 1873 0.6 2.02 Graduate
## 1874 2.6 0.32 Dropout
## 1875 -0.8 -3.12 Graduate
## 1876 2.6 0.32 Graduate
## 1877 0.6 2.02 Dropout
## 1878 2.6 0.32 Dropout
## 1879 -0.3 0.79 Dropout
## 1880 3.7 -1.70 Graduate
## 1881 0.5 1.79 Enrolled
## 1882 -0.3 0.79 Dropout
## 1883 1.4 3.51 Dropout
## 1884 1.4 1.74 Graduate
## 1885 0.6 2.02 Enrolled
## 1886 2.6 0.32 Graduate
## 1887 2.8 -4.06 Dropout
## 1888 3.7 -1.70 Dropout
## 1889 0.6 2.02 Graduate
## 1890 1.4 1.74 Graduate
## 1891 0.6 2.02 Graduate
## 1892 -0.8 -3.12 Graduate
## 1893 1.4 1.74 Dropout
## 1894 0.5 1.79 Enrolled
## 1895 0.5 1.79 Graduate
## 1896 2.6 0.32 Enrolled
## 1897 0.6 2.02 Enrolled
## 1898 0.6 2.02 Dropout
## 1899 0.6 2.02 Graduate
## 1900 1.4 3.51 Graduate
## 1901 0.5 1.79 Graduate
## 1902 -0.8 -3.12 Graduate
## 1903 -0.3 0.79 Graduate
## 1904 2.6 0.32 Graduate
## 1905 0.6 2.02 Graduate
## 1906 -0.3 0.79 Graduate
## 1907 0.5 1.79 Graduate
## 1908 1.4 1.74 Graduate
## 1909 2.8 -4.06 Enrolled
## 1910 2.6 0.32 Graduate
## 1911 -0.3 0.79 Graduate
## 1912 -0.8 -3.12 Graduate
## 1913 0.3 -0.92 Graduate
## 1914 2.6 0.32 Dropout
## 1915 2.6 0.32 Graduate
## 1916 2.6 0.32 Graduate
## 1917 2.6 0.32 Graduate
## 1918 0.3 -0.92 Graduate
## 1919 3.7 -1.70 Graduate
## 1920 -0.3 0.79 Enrolled
## 1921 -0.3 0.79 Enrolled
## 1922 -0.8 -3.12 Graduate
## 1923 -0.8 -3.12 Enrolled
## 1924 -0.8 -3.12 Graduate
## 1925 2.8 -4.06 Dropout
## 1926 0.6 2.02 Graduate
## 1927 1.4 1.74 Graduate
## 1928 -0.3 0.79 Graduate
## 1929 1.4 3.51 Enrolled
## 1930 0.6 2.02 Graduate
## 1931 2.8 -4.06 Graduate
## 1932 0.5 1.79 Graduate
## 1933 1.4 3.51 Graduate
## 1934 -0.8 -3.12 Graduate
## 1935 0.5 1.79 Graduate
## 1936 0.6 2.02 Graduate
## 1937 -0.3 0.79 Graduate
## 1938 2.6 0.32 Graduate
## 1939 -0.3 0.79 Dropout
## 1940 0.6 2.02 Graduate
## 1941 1.4 3.51 Graduate
## 1942 1.4 3.51 Graduate
## 1943 0.6 2.02 Graduate
## 1944 0.5 1.79 Graduate
## 1945 -0.3 0.79 Dropout
## 1946 0.5 1.79 Graduate
## 1947 -0.8 -3.12 Graduate
## 1948 3.7 -1.70 Graduate
## 1949 -0.8 -3.12 Graduate
## 1950 2.8 -4.06 Graduate
## 1951 0.6 2.02 Dropout
## 1952 1.4 1.74 Dropout
## 1953 1.4 1.74 Dropout
## 1954 1.4 3.51 Graduate
## 1955 1.4 1.74 Enrolled
## 1956 0.5 1.79 Graduate
## 1957 -0.3 0.79 Enrolled
## 1958 1.4 1.74 Graduate
## 1959 0.6 2.02 Dropout
## 1960 1.4 3.51 Enrolled
## 1961 -0.8 -3.12 Graduate
## 1962 -0.8 -3.12 Enrolled
## 1963 0.5 1.79 Graduate
## 1964 -0.3 0.79 Graduate
## 1965 3.7 -1.70 Graduate
## 1966 2.8 -4.06 Graduate
## 1967 -0.8 -3.12 Graduate
## 1968 -0.8 -3.12 Enrolled
## 1969 3.7 -1.70 Enrolled
## 1970 -0.3 0.79 Graduate
## 1971 0.6 2.02 Enrolled
## 1972 1.4 3.51 Graduate
## 1973 1.4 1.74 Dropout
## 1974 3.7 -1.70 Graduate
## 1975 0.5 1.79 Graduate
## 1976 0.6 2.02 Dropout
## 1977 0.6 2.02 Enrolled
## 1978 -0.3 0.79 Graduate
## 1979 -0.3 0.79 Enrolled
## 1980 0.5 1.79 Graduate
## 1981 0.5 1.79 Graduate
## 1982 1.4 3.51 Graduate
## 1983 1.4 1.74 Graduate
## 1984 2.6 0.32 Graduate
## 1985 -0.8 -3.12 Graduate
## 1986 3.7 -1.70 Graduate
## 1987 -0.8 -3.12 Graduate
## 1988 -0.8 -3.12 Enrolled
## 1989 0.6 2.02 Graduate
## 1990 1.4 3.51 Enrolled
## 1991 1.4 1.74 Graduate
## 1992 1.4 1.74 Dropout
## 1993 1.4 3.51 Enrolled
## 1994 0.6 2.02 Graduate
## 1995 2.6 0.32 Dropout
## 1996 2.6 0.32 Graduate
## 1997 0.5 1.79 Graduate
## 1998 -0.3 0.79 Graduate
## 1999 -0.8 -3.12 Dropout
## 2000 0.3 -0.92 Graduate
## 2001 1.4 3.51 Dropout
## 2002 2.8 -4.06 Dropout
## 2003 1.4 3.51 Graduate
## 2004 1.4 1.74 Dropout
## 2005 -0.8 -3.12 Dropout
## 2006 2.6 0.32 Graduate
## 2007 1.4 1.74 Graduate
## 2008 2.8 -4.06 Graduate
## 2009 2.6 0.32 Graduate
## 2010 2.6 0.32 Dropout
## 2011 0.6 2.02 Graduate
## 2012 2.8 -4.06 Graduate
## 2013 2.6 0.32 Dropout
## 2014 1.4 1.74 Dropout
## 2015 2.8 -4.06 Dropout
## 2016 0.6 2.02 Graduate
## 2017 -0.8 -3.12 Graduate
## 2018 0.3 -0.92 Graduate
## 2019 0.5 1.79 Enrolled
## 2020 3.7 -1.70 Graduate
## 2021 2.8 -4.06 Dropout
## 2022 3.7 -1.70 Dropout
## 2023 1.4 1.74 Dropout
## 2024 1.4 3.51 Graduate
## 2025 -0.8 -3.12 Enrolled
## 2026 -0.3 0.79 Graduate
## 2027 -0.8 -3.12 Graduate
## 2028 2.8 -4.06 Enrolled
## 2029 2.6 0.32 Graduate
## 2030 3.7 -1.70 Graduate
## 2031 0.6 2.02 Graduate
## 2032 3.7 -1.70 Dropout
## 2033 2.8 -4.06 Graduate
## 2034 3.7 -1.70 Dropout
## 2035 1.4 1.74 Graduate
## 2036 2.8 -4.06 Enrolled
## 2037 2.6 0.32 Dropout
## 2038 -0.8 -3.12 Dropout
## 2039 -0.8 -3.12 Graduate
## 2040 1.4 1.74 Graduate
## 2041 1.4 1.74 Dropout
## 2042 1.4 3.51 Graduate
## 2043 2.6 0.32 Graduate
## 2044 0.5 1.79 Graduate
## 2045 0.5 1.79 Graduate
## 2046 -0.3 0.79 Graduate
## 2047 -0.3 0.79 Dropout
## 2048 0.6 2.02 Dropout
## 2049 -0.3 0.79 Graduate
## 2050 3.7 -1.70 Graduate
## 2051 2.8 -4.06 Graduate
## 2052 2.8 -4.06 Graduate
## 2053 3.7 -1.70 Dropout
## 2054 0.5 1.79 Enrolled
## 2055 0.3 -0.92 Graduate
## 2056 0.6 2.02 Graduate
## 2057 1.4 3.51 Graduate
## 2058 0.5 1.79 Enrolled
## 2059 -0.8 -3.12 Graduate
## 2060 0.3 -0.92 Dropout
## 2061 0.3 -0.92 Graduate
## 2062 1.4 1.74 Graduate
## 2063 3.7 -1.70 Graduate
## 2064 0.3 -0.92 Graduate
## 2065 1.4 3.51 Graduate
## 2066 2.8 -4.06 Graduate
## 2067 1.4 3.51 Graduate
## 2068 2.8 -4.06 Graduate
## 2069 2.8 -4.06 Enrolled
## 2070 -0.8 -3.12 Dropout
## 2071 1.4 3.51 Graduate
## 2072 2.6 0.32 Graduate
## 2073 2.8 -4.06 Graduate
## 2074 1.4 1.74 Graduate
## 2075 0.5 1.79 Graduate
## 2076 -0.3 0.79 Graduate
## 2077 1.4 1.74 Graduate
## 2078 -0.8 -3.12 Graduate
## 2079 -0.3 0.79 Graduate
## 2080 2.6 0.32 Graduate
## 2081 3.7 -1.70 Graduate
## 2082 2.6 0.32 Graduate
## 2083 2.8 -4.06 Graduate
## 2084 -0.3 0.79 Graduate
## 2085 0.6 2.02 Graduate
## 2086 3.7 -1.70 Dropout
## 2087 1.4 1.74 Dropout
## 2088 -0.3 0.79 Dropout
## 2089 2.6 0.32 Graduate
## 2090 -0.8 -3.12 Dropout
## 2091 2.6 0.32 Graduate
## 2092 -0.8 -3.12 Enrolled
## 2093 3.7 -1.70 Graduate
## 2094 2.6 0.32 Graduate
## 2095 3.7 -1.70 Dropout
## 2096 2.8 -4.06 Graduate
## 2097 -0.3 0.79 Dropout
## 2098 0.5 1.79 Graduate
## 2099 -0.8 -3.12 Graduate
## 2100 0.3 -0.92 Dropout
## 2101 2.8 -4.06 Enrolled
## 2102 0.3 -0.92 Graduate
## 2103 2.8 -4.06 Graduate
## 2104 2.6 0.32 Dropout
## 2105 0.3 -0.92 Graduate
## 2106 0.3 -0.92 Enrolled
## 2107 -0.8 -3.12 Enrolled
## 2108 -0.8 -3.12 Graduate
## 2109 1.4 1.74 Enrolled
## 2110 -0.3 0.79 Graduate
## 2111 3.7 -1.70 Enrolled
## 2112 0.5 1.79 Graduate
## 2113 3.7 -1.70 Graduate
## 2114 0.6 2.02 Graduate
## 2115 1.4 1.74 Dropout
## 2116 1.4 3.51 Dropout
## 2117 0.5 1.79 Graduate
## 2118 -0.8 -3.12 Dropout
## 2119 2.6 0.32 Graduate
## 2120 0.5 1.79 Enrolled
## 2121 2.8 -4.06 Dropout
## 2122 -0.3 0.79 Graduate
## 2123 -0.8 -3.12 Graduate
## 2124 0.3 -0.92 Dropout
## 2125 -0.3 0.79 Graduate
## 2126 1.4 1.74 Dropout
## 2127 0.3 -0.92 Dropout
## 2128 -0.8 -3.12 Dropout
## 2129 0.6 2.02 Dropout
## 2130 1.4 1.74 Graduate
## 2131 0.6 2.02 Enrolled
## 2132 0.3 -0.92 Graduate
## 2133 2.6 0.32 Graduate
## 2134 0.3 -0.92 Graduate
## 2135 3.7 -1.70 Graduate
## 2136 2.8 -4.06 Dropout
## 2137 2.6 0.32 Graduate
## 2138 1.4 3.51 Graduate
## 2139 2.8 -4.06 Graduate
## 2140 -0.8 -3.12 Dropout
## 2141 -0.3 0.79 Enrolled
## 2142 1.4 1.74 Graduate
## 2143 0.6 2.02 Graduate
## 2144 3.7 -1.70 Graduate
## 2145 1.4 1.74 Graduate
## 2146 1.4 3.51 Enrolled
## 2147 2.8 -4.06 Graduate
## 2148 1.4 3.51 Graduate
## 2149 1.4 1.74 Graduate
## 2150 0.3 -0.92 Graduate
## 2151 0.6 2.02 Graduate
## 2152 0.5 1.79 Enrolled
## 2153 2.8 -4.06 Graduate
## 2154 2.6 0.32 Graduate
## 2155 1.4 3.51 Graduate
## 2156 2.8 -4.06 Graduate
## 2157 -0.8 -3.12 Enrolled
## 2158 0.3 -0.92 Graduate
## 2159 -0.8 -3.12 Graduate
## 2160 2.6 0.32 Dropout
## 2161 1.4 1.74 Graduate
## 2162 2.6 0.32 Dropout
## 2163 1.4 3.51 Dropout
## 2164 0.5 1.79 Graduate
## 2165 3.7 -1.70 Graduate
## 2166 0.5 1.79 Graduate
## 2167 1.4 1.74 Graduate
## 2168 0.6 2.02 Graduate
## 2169 0.3 -0.92 Graduate
## 2170 0.3 -0.92 Graduate
## 2171 3.7 -1.70 Graduate
## 2172 -0.3 0.79 Graduate
## 2173 0.6 2.02 Graduate
## 2174 2.6 0.32 Dropout
## 2175 -0.3 0.79 Graduate
## 2176 -0.8 -3.12 Graduate
## 2177 2.8 -4.06 Graduate
## 2178 2.6 0.32 Dropout
## 2179 0.3 -0.92 Graduate
## 2180 -0.8 -3.12 Graduate
## 2181 2.8 -4.06 Dropout
## 2182 0.5 1.79 Graduate
## 2183 0.3 -0.92 Graduate
## 2184 1.4 1.74 Dropout
## 2185 2.6 0.32 Enrolled
## 2186 -0.8 -3.12 Graduate
## 2187 -0.3 0.79 Enrolled
## 2188 -0.8 -3.12 Graduate
## 2189 -0.8 -3.12 Graduate
## 2190 3.7 -1.70 Dropout
## 2191 2.6 0.32 Enrolled
## 2192 0.3 -0.92 Dropout
## 2193 1.4 3.51 Dropout
## 2194 0.3 -0.92 Enrolled
## 2195 -0.3 0.79 Graduate
## 2196 2.8 -4.06 Enrolled
## 2197 1.4 1.74 Enrolled
## 2198 -0.3 0.79 Enrolled
## 2199 3.7 -1.70 Dropout
## 2200 0.6 2.02 Dropout
## 2201 0.5 1.79 Dropout
## 2202 2.8 -4.06 Graduate
## 2203 2.8 -4.06 Graduate
## 2204 2.6 0.32 Dropout
## 2205 0.3 -0.92 Graduate
## 2206 0.5 1.79 Enrolled
## 2207 0.6 2.02 Dropout
## 2208 0.3 -0.92 Enrolled
## 2209 1.4 1.74 Enrolled
## 2210 0.6 2.02 Dropout
## 2211 3.7 -1.70 Graduate
## 2212 -0.8 -3.12 Graduate
## 2213 1.4 1.74 Enrolled
## 2214 0.3 -0.92 Dropout
## 2215 0.5 1.79 Graduate
## 2216 1.4 3.51 Enrolled
## 2217 1.4 3.51 Graduate
## 2218 1.4 1.74 Dropout
## 2219 0.6 2.02 Graduate
## 2220 3.7 -1.70 Graduate
## 2221 3.7 -1.70 Graduate
## 2222 -0.3 0.79 Graduate
## 2223 -0.3 0.79 Enrolled
## 2224 -0.8 -3.12 Dropout
## 2225 1.4 1.74 Graduate
## 2226 2.6 0.32 Dropout
## 2227 0.5 1.79 Graduate
## 2228 2.8 -4.06 Dropout
## 2229 3.7 -1.70 Dropout
## 2230 0.3 -0.92 Graduate
## 2231 0.6 2.02 Graduate
## 2232 0.3 -0.92 Dropout
## 2233 2.8 -4.06 Dropout
## 2234 2.6 0.32 Dropout
## 2235 2.8 -4.06 Enrolled
## 2236 0.5 1.79 Graduate
## 2237 1.4 1.74 Enrolled
## 2238 0.3 -0.92 Dropout
## 2239 0.3 -0.92 Enrolled
## 2240 1.4 3.51 Enrolled
## 2241 -0.3 0.79 Graduate
## 2242 2.6 0.32 Enrolled
## 2243 -0.3 0.79 Enrolled
## 2244 0.6 2.02 Graduate
## 2245 2.6 0.32 Dropout
## 2246 1.4 3.51 Graduate
## 2247 2.8 -4.06 Enrolled
## 2248 -0.8 -3.12 Enrolled
## 2249 -0.3 0.79 Dropout
## 2250 1.4 1.74 Graduate
## 2251 -0.3 0.79 Dropout
## 2252 0.5 1.79 Dropout
## 2253 0.6 2.02 Dropout
## 2254 1.4 1.74 Dropout
## 2255 3.7 -1.70 Dropout
## 2256 0.3 -0.92 Dropout
## 2257 0.6 2.02 Dropout
## 2258 2.8 -4.06 Enrolled
## 2259 3.7 -1.70 Dropout
## 2260 3.7 -1.70 Graduate
## 2261 0.6 2.02 Enrolled
## 2262 2.8 -4.06 Dropout
## 2263 2.8 -4.06 Dropout
## 2264 0.6 2.02 Dropout
## 2265 2.6 0.32 Enrolled
## 2266 0.6 2.02 Enrolled
## 2267 2.8 -4.06 Dropout
## 2268 0.5 1.79 Dropout
## 2269 0.3 -0.92 Dropout
## 2270 0.3 -0.92 Dropout
## 2271 2.6 0.32 Dropout
## 2272 -0.8 -3.12 Graduate
## 2273 -0.3 0.79 Dropout
## 2274 -0.8 -3.12 Dropout
## 2275 1.4 1.74 Dropout
## 2276 2.6 0.32 Dropout
## 2277 0.5 1.79 Graduate
## 2278 0.6 2.02 Graduate
## 2279 2.6 0.32 Enrolled
## 2280 0.3 -0.92 Dropout
## 2281 2.8 -4.06 Graduate
## 2282 2.8 -4.06 Enrolled
## 2283 1.4 3.51 Dropout
## 2284 -0.3 0.79 Graduate
## 2285 -0.3 0.79 Enrolled
## 2286 1.4 1.74 Dropout
## 2287 2.8 -4.06 Graduate
## 2288 0.6 2.02 Graduate
## 2289 2.8 -4.06 Enrolled
## 2290 -0.3 0.79 Dropout
## 2291 2.8 -4.06 Dropout
## 2292 2.6 0.32 Graduate
## 2293 -0.8 -3.12 Dropout
## 2294 2.8 -4.06 Graduate
## 2295 2.6 0.32 Dropout
## 2296 0.6 2.02 Graduate
## 2297 0.3 -0.92 Dropout
## 2298 1.4 1.74 Graduate
## 2299 -0.8 -3.12 Graduate
## 2300 0.3 -0.92 Dropout
## 2301 0.5 1.79 Enrolled
## 2302 0.3 -0.92 Enrolled
## 2303 2.8 -4.06 Enrolled
## 2304 0.5 1.79 Enrolled
## 2305 0.6 2.02 Dropout
## 2306 2.6 0.32 Enrolled
## 2307 3.7 -1.70 Dropout
## 2308 1.4 1.74 Dropout
## 2309 1.4 1.74 Dropout
## 2310 1.4 3.51 Graduate
## 2311 -0.3 0.79 Graduate
## 2312 0.5 1.79 Graduate
## 2313 2.6 0.32 Dropout
## 2314 1.4 1.74 Graduate
## 2315 0.5 1.79 Graduate
## 2316 3.7 -1.70 Dropout
## 2317 0.3 -0.92 Dropout
## 2318 3.7 -1.70 Dropout
## 2319 2.8 -4.06 Dropout
## 2320 0.3 -0.92 Graduate
## 2321 1.4 3.51 Dropout
## 2322 -0.3 0.79 Enrolled
## 2323 -0.8 -3.12 Dropout
## 2324 2.6 0.32 Enrolled
## 2325 3.7 -1.70 Graduate
## 2326 1.4 3.51 Dropout
## 2327 2.6 0.32 Enrolled
## 2328 -0.8 -3.12 Dropout
## 2329 3.7 -1.70 Graduate
## 2330 2.8 -4.06 Dropout
## 2331 2.6 0.32 Dropout
## 2332 0.3 -0.92 Dropout
## 2333 0.5 1.79 Graduate
## 2334 -0.8 -3.12 Dropout
## 2335 0.5 1.79 Graduate
## 2336 0.6 2.02 Graduate
## 2337 2.8 -4.06 Dropout
## 2338 0.5 1.79 Dropout
## 2339 0.6 2.02 Dropout
## 2340 0.6 2.02 Enrolled
## 2341 2.8 -4.06 Dropout
## 2342 2.6 0.32 Enrolled
## 2343 2.8 -4.06 Graduate
## 2344 2.6 0.32 Graduate
## 2345 0.5 1.79 Graduate
## 2346 1.4 3.51 Graduate
## 2347 -0.3 0.79 Enrolled
## 2348 0.5 1.79 Graduate
## 2349 0.5 1.79 Dropout
## 2350 0.5 1.79 Graduate
## 2351 3.7 -1.70 Graduate
## 2352 0.3 -0.92 Graduate
## 2353 2.6 0.32 Graduate
## 2354 3.7 -1.70 Graduate
## 2355 2.6 0.32 Dropout
## 2356 0.6 2.02 Graduate
## 2357 2.6 0.32 Graduate
## 2358 0.3 -0.92 Dropout
## 2359 0.3 -0.92 Graduate
## 2360 -0.8 -3.12 Dropout
## 2361 1.4 3.51 Enrolled
## 2362 -0.8 -3.12 Dropout
## 2363 0.5 1.79 Graduate
## 2364 1.4 1.74 Enrolled
## 2365 2.8 -4.06 Enrolled
## 2366 1.4 3.51 Graduate
## 2367 0.6 2.02 Enrolled
## 2368 0.5 1.79 Graduate
## 2369 0.6 2.02 Enrolled
## 2370 1.4 1.74 Dropout
## 2371 0.3 -0.92 Enrolled
## 2372 -0.8 -3.12 Graduate
## 2373 1.4 1.74 Enrolled
## 2374 0.6 2.02 Enrolled
## 2375 -0.8 -3.12 Enrolled
## 2376 3.7 -1.70 Dropout
## 2377 3.7 -1.70 Graduate
## 2378 -0.8 -3.12 Dropout
## 2379 2.6 0.32 Dropout
## 2380 0.5 1.79 Graduate
## 2381 0.3 -0.92 Graduate
## 2382 0.5 1.79 Graduate
## 2383 0.6 2.02 Dropout
## 2384 1.4 3.51 Enrolled
## 2385 -0.3 0.79 Enrolled
## 2386 0.5 1.79 Graduate
## 2387 -0.8 -3.12 Enrolled
## 2388 3.7 -1.70 Graduate
## 2389 0.6 2.02 Dropout
## 2390 -0.3 0.79 Dropout
## 2391 2.8 -4.06 Dropout
## 2392 2.8 -4.06 Dropout
## 2393 1.4 3.51 Enrolled
## 2394 1.4 1.74 Dropout
## 2395 -0.3 0.79 Graduate
## 2396 2.8 -4.06 Enrolled
## 2397 0.3 -0.92 Dropout
## 2398 1.4 3.51 Enrolled
## 2399 -0.3 0.79 Graduate
## 2400 0.3 -0.92 Graduate
## 2401 1.4 1.74 Dropout
## 2402 2.6 0.32 Graduate
## 2403 -0.8 -3.12 Dropout
## 2404 1.4 1.74 Graduate
## 2405 0.5 1.79 Dropout
## 2406 -0.8 -3.12 Graduate
## 2407 2.6 0.32 Graduate
## 2408 2.8 -4.06 Dropout
## 2409 1.4 3.51 Dropout
## 2410 2.6 0.32 Dropout
## 2411 1.4 1.74 Dropout
## 2412 1.4 1.74 Dropout
## 2413 -0.8 -3.12 Enrolled
## 2414 2.6 0.32 Graduate
## 2415 2.6 0.32 Graduate
## 2416 -0.8 -3.12 Dropout
## 2417 3.7 -1.70 Dropout
## 2418 -0.8 -3.12 Graduate
## 2419 1.4 3.51 Graduate
## 2420 1.4 3.51 Enrolled
## 2421 0.3 -0.92 Dropout
## 2422 2.6 0.32 Dropout
## 2423 -0.3 0.79 Graduate
## 2424 0.3 -0.92 Dropout
## 2425 2.6 0.32 Dropout
## 2426 3.7 -1.70 Dropout
## 2427 2.8 -4.06 Dropout
## 2428 -0.8 -3.12 Graduate
## 2429 2.8 -4.06 Dropout
## 2430 -0.8 -3.12 Dropout
## 2431 1.4 1.74 Graduate
## 2432 1.4 3.51 Graduate
## 2433 1.4 1.74 Dropout
## 2434 2.6 0.32 Enrolled
## 2435 -0.8 -3.12 Enrolled
## 2436 -0.8 -3.12 Graduate
## 2437 2.8 -4.06 Graduate
## 2438 0.6 2.02 Dropout
## 2439 2.8 -4.06 Dropout
## 2440 -0.8 -3.12 Dropout
## 2441 1.4 3.51 Dropout
## 2442 2.6 0.32 Enrolled
## 2443 -0.8 -3.12 Dropout
## 2444 0.3 -0.92 Graduate
## 2445 2.6 0.32 Dropout
## 2446 0.3 -0.92 Enrolled
## 2447 1.4 3.51 Dropout
## 2448 0.3 -0.92 Graduate
## 2449 0.5 1.79 Dropout
## 2450 3.7 -1.70 Dropout
## 2451 -0.8 -3.12 Enrolled
## 2452 2.8 -4.06 Dropout
## 2453 3.7 -1.70 Graduate
## 2454 1.4 3.51 Enrolled
## 2455 -0.8 -3.12 Dropout
## 2456 0.3 -0.92 Graduate
## 2457 0.6 2.02 Graduate
## 2458 2.6 0.32 Enrolled
## 2459 0.5 1.79 Dropout
## 2460 0.5 1.79 Graduate
## 2461 2.8 -4.06 Dropout
## 2462 -0.3 0.79 Dropout
## 2463 -0.8 -3.12 Dropout
## 2464 1.4 3.51 Dropout
## 2465 1.4 1.74 Dropout
## 2466 -0.3 0.79 Dropout
## 2467 1.4 1.74 Enrolled
## 2468 2.8 -4.06 Enrolled
## 2469 0.5 1.79 Dropout
## 2470 1.4 1.74 Dropout
## 2471 -0.3 0.79 Enrolled
## 2472 3.7 -1.70 Dropout
## 2473 1.4 1.74 Dropout
## 2474 -0.3 0.79 Dropout
## 2475 2.8 -4.06 Graduate
## 2476 0.3 -0.92 Dropout
## 2477 2.6 0.32 Graduate
## 2478 2.6 0.32 Enrolled
## 2479 0.5 1.79 Graduate
## 2480 -0.8 -3.12 Dropout
## 2481 2.6 0.32 Enrolled
## 2482 0.5 1.79 Graduate
## 2483 1.4 1.74 Graduate
## 2484 1.4 3.51 Graduate
## 2485 2.8 -4.06 Graduate
## 2486 2.8 -4.06 Dropout
## 2487 3.7 -1.70 Dropout
## 2488 0.5 1.79 Dropout
## 2489 -0.8 -3.12 Enrolled
## 2490 1.4 3.51 Graduate
## 2491 -0.8 -3.12 Enrolled
## 2492 1.4 3.51 Enrolled
## 2493 0.5 1.79 Dropout
## 2494 -0.3 0.79 Graduate
## 2495 0.3 -0.92 Graduate
## 2496 2.6 0.32 Graduate
## 2497 1.4 1.74 Graduate
## 2498 -0.8 -3.12 Graduate
## 2499 2.8 -4.06 Dropout
## 2500 0.3 -0.92 Dropout
## 2501 0.5 1.79 Graduate
## 2502 0.6 2.02 Graduate
## 2503 1.4 3.51 Graduate
## 2504 0.5 1.79 Graduate
## 2505 1.4 1.74 Dropout
## 2506 3.7 -1.70 Graduate
## 2507 3.7 -1.70 Graduate
## 2508 -0.3 0.79 Graduate
## 2509 -0.8 -3.12 Graduate
## 2510 2.8 -4.06 Graduate
## 2511 1.4 1.74 Dropout
## 2512 0.5 1.79 Enrolled
## 2513 0.6 2.02 Graduate
## 2514 0.5 1.79 Graduate
## 2515 1.4 3.51 Dropout
## 2516 1.4 3.51 Enrolled
## 2517 -0.8 -3.12 Graduate
## 2518 3.7 -1.70 Graduate
## 2519 -0.3 0.79 Graduate
## 2520 1.4 3.51 Graduate
## 2521 0.5 1.79 Graduate
## 2522 1.4 3.51 Graduate
## 2523 0.6 2.02 Graduate
## 2524 2.8 -4.06 Dropout
## 2525 2.8 -4.06 Dropout
## 2526 2.8 -4.06 Graduate
## 2527 0.5 1.79 Dropout
## 2528 0.6 2.02 Graduate
## 2529 0.5 1.79 Graduate
## 2530 1.4 1.74 Graduate
## 2531 0.3 -0.92 Graduate
## 2532 0.3 -0.92 Graduate
## 2533 -0.8 -3.12 Graduate
## 2534 1.4 3.51 Enrolled
## 2535 0.5 1.79 Graduate
## 2536 3.7 -1.70 Enrolled
## 2537 -0.8 -3.12 Enrolled
## 2538 0.5 1.79 Graduate
## 2539 1.4 3.51 Graduate
## 2540 1.4 1.74 Graduate
## 2541 0.5 1.79 Dropout
## 2542 -0.3 0.79 Dropout
## 2543 2.8 -4.06 Graduate
## 2544 1.4 3.51 Dropout
## 2545 2.8 -4.06 Enrolled
## 2546 0.5 1.79 Graduate
## 2547 1.4 1.74 Graduate
## 2548 -0.8 -3.12 Graduate
## 2549 -0.8 -3.12 Graduate
## 2550 -0.3 0.79 Dropout
## 2551 -0.3 0.79 Graduate
## 2552 3.7 -1.70 Enrolled
## 2553 3.7 -1.70 Graduate
## 2554 2.6 0.32 Dropout
## 2555 1.4 3.51 Enrolled
## 2556 2.6 0.32 Enrolled
## 2557 0.6 2.02 Graduate
## 2558 0.5 1.79 Enrolled
## 2559 -0.3 0.79 Enrolled
## 2560 0.6 2.02 Dropout
## 2561 2.6 0.32 Graduate
## 2562 -0.8 -3.12 Graduate
## 2563 0.3 -0.92 Dropout
## 2564 -0.8 -3.12 Enrolled
## 2565 1.4 1.74 Graduate
## 2566 0.6 2.02 Graduate
## 2567 0.5 1.79 Graduate
## 2568 2.8 -4.06 Enrolled
## 2569 2.6 0.32 Enrolled
## 2570 0.3 -0.92 Graduate
## 2571 -0.8 -3.12 Graduate
## 2572 0.6 2.02 Graduate
## 2573 3.7 -1.70 Graduate
## 2574 2.6 0.32 Graduate
## 2575 0.6 2.02 Graduate
## 2576 3.7 -1.70 Graduate
## 2577 0.3 -0.92 Dropout
## 2578 1.4 1.74 Dropout
## 2579 2.6 0.32 Graduate
## 2580 1.4 1.74 Graduate
## 2581 1.4 1.74 Graduate
## 2582 2.8 -4.06 Dropout
## 2583 2.6 0.32 Graduate
## 2584 3.7 -1.70 Enrolled
## 2585 2.6 0.32 Graduate
## 2586 2.6 0.32 Graduate
## 2587 -0.8 -3.12 Enrolled
## 2588 3.7 -1.70 Enrolled
## 2589 3.7 -1.70 Dropout
## 2590 1.4 1.74 Enrolled
## 2591 0.6 2.02 Dropout
## 2592 0.6 2.02 Enrolled
## 2593 1.4 1.74 Graduate
## 2594 -0.3 0.79 Dropout
## 2595 -0.8 -3.12 Enrolled
## 2596 0.3 -0.92 Graduate
## 2597 3.7 -1.70 Dropout
## 2598 -0.3 0.79 Dropout
## 2599 -0.8 -3.12 Enrolled
## 2600 2.6 0.32 Enrolled
## 2601 3.7 -1.70 Dropout
## 2602 2.6 0.32 Enrolled
## 2603 0.5 1.79 Graduate
## 2604 -0.8 -3.12 Dropout
## 2605 -0.8 -3.12 Dropout
## 2606 -0.8 -3.12 Graduate
## 2607 3.7 -1.70 Graduate
## 2608 2.8 -4.06 Dropout
## 2609 -0.8 -3.12 Graduate
## 2610 -0.8 -3.12 Dropout
## 2611 -0.3 0.79 Graduate
## 2612 -0.8 -3.12 Graduate
## 2613 3.7 -1.70 Graduate
## 2614 0.3 -0.92 Dropout
## 2615 1.4 3.51 Dropout
## 2616 1.4 3.51 Dropout
## 2617 -0.8 -3.12 Dropout
## 2618 0.5 1.79 Graduate
## 2619 1.4 1.74 Dropout
## 2620 -0.3 0.79 Graduate
## 2621 -0.8 -3.12 Enrolled
## 2622 0.5 1.79 Graduate
## 2623 1.4 3.51 Graduate
## 2624 1.4 1.74 Dropout
## 2625 3.7 -1.70 Graduate
## 2626 1.4 1.74 Dropout
## 2627 0.3 -0.92 Graduate
## 2628 2.6 0.32 Enrolled
## 2629 2.8 -4.06 Enrolled
## 2630 1.4 1.74 Enrolled
## 2631 0.6 2.02 Dropout
## 2632 2.6 0.32 Dropout
## 2633 -0.8 -3.12 Graduate
## 2634 1.4 1.74 Graduate
## 2635 0.5 1.79 Enrolled
## 2636 0.5 1.79 Dropout
## 2637 -0.8 -3.12 Dropout
## 2638 0.5 1.79 Graduate
## 2639 0.6 2.02 Graduate
## 2640 0.6 2.02 Graduate
## 2641 0.3 -0.92 Dropout
## 2642 -0.3 0.79 Graduate
## 2643 1.4 1.74 Dropout
## 2644 0.5 1.79 Dropout
## 2645 2.8 -4.06 Graduate
## 2646 0.6 2.02 Dropout
## 2647 0.5 1.79 Enrolled
## 2648 0.3 -0.92 Dropout
## 2649 0.3 -0.92 Dropout
## 2650 1.4 1.74 Dropout
## 2651 0.5 1.79 Enrolled
## 2652 2.8 -4.06 Dropout
## 2653 2.8 -4.06 Graduate
## 2654 -0.8 -3.12 Dropout
## 2655 1.4 1.74 Graduate
## 2656 3.7 -1.70 Graduate
## 2657 -0.3 0.79 Graduate
## 2658 2.6 0.32 Enrolled
## 2659 3.7 -1.70 Dropout
## 2660 0.6 2.02 Dropout
## 2661 -0.3 0.79 Dropout
## 2662 -0.8 -3.12 Graduate
## 2663 0.3 -0.92 Dropout
## 2664 1.4 3.51 Dropout
## 2665 0.5 1.79 Graduate
## 2666 1.4 1.74 Dropout
## 2667 1.4 1.74 Graduate
## 2668 2.8 -4.06 Dropout
## 2669 1.4 1.74 Enrolled
## 2670 0.6 2.02 Dropout
## 2671 0.5 1.79 Enrolled
## 2672 1.4 1.74 Graduate
## 2673 2.8 -4.06 Dropout
## 2674 2.6 0.32 Enrolled
## 2675 1.4 1.74 Graduate
## 2676 1.4 1.74 Enrolled
## 2677 0.3 -0.92 Dropout
## 2678 -0.8 -3.12 Graduate
## 2679 1.4 3.51 Enrolled
## 2680 1.4 3.51 Graduate
## 2681 2.6 0.32 Graduate
## 2682 0.3 -0.92 Dropout
## 2683 0.6 2.02 Dropout
## 2684 2.6 0.32 Graduate
## 2685 0.3 -0.92 Dropout
## 2686 1.4 3.51 Enrolled
## 2687 1.4 3.51 Enrolled
## 2688 3.7 -1.70 Dropout
## 2689 -0.8 -3.12 Enrolled
## 2690 1.4 1.74 Dropout
## 2691 0.3 -0.92 Dropout
## 2692 0.3 -0.92 Graduate
## 2693 1.4 3.51 Graduate
## 2694 0.5 1.79 Graduate
## 2695 0.3 -0.92 Graduate
## 2696 0.5 1.79 Enrolled
## 2697 2.8 -4.06 Dropout
## 2698 0.6 2.02 Enrolled
## 2699 0.3 -0.92 Dropout
## 2700 3.7 -1.70 Graduate
## 2701 0.3 -0.92 Dropout
## 2702 0.5 1.79 Dropout
## [ reached 'max' / getOption("max.print") -- omitted 1722 rows ]attributes <- data
str(attributes)## 'data.frame': 4424 obs. of 37 variables:
## $ Marital.Status : int 1 1 1 1 2 2 1 1 1 1 ...
## $ Application.mode : int 17 15 1 17 39 39 1 18 1 1 ...
## $ Application.order : int 5 1 5 2 1 1 1 4 3 1 ...
## $ Course : int 171 9254 9070 9773 8014 9991 9500 9254 9238 9238 ...
## $ Daytime.evening.attendance : int 1 1 1 1 0 0 1 1 1 1 ...
## $ Previous.qualification : int 1 1 1 1 1 19 1 1 1 1 ...
## $ Previous.qualification..grade. : num 122 160 122 122 100 ...
## $ Nacionality : int 1 1 1 1 1 1 1 1 62 1 ...
## $ Mother.s.qualification : int 19 1 37 38 37 37 19 37 1 1 ...
## $ Father.s.qualification : int 12 3 37 37 38 37 38 37 1 19 ...
## $ Mother.s.occupation : int 5 3 9 5 9 9 7 9 9 4 ...
## $ Father.s.occupation : int 9 3 9 3 9 7 10 9 9 7 ...
## $ Admission.grade : num 127 142 125 120 142 ...
## $ Displaced : int 1 1 1 1 0 0 1 1 0 1 ...
## $ Educational.special.needs : int 0 0 0 0 0 0 0 0 0 0 ...
## $ Debtor : int 0 0 0 0 0 1 0 0 0 1 ...
## $ Tuition.fees.up.to.date : int 1 0 0 1 1 1 1 0 1 0 ...
## $ Gender : int 1 1 1 0 0 1 0 1 0 0 ...
## $ Scholarship.holder : int 0 0 0 0 0 0 1 0 1 0 ...
## $ Age.at.enrollment : int 20 19 19 20 45 50 18 22 21 18 ...
## $ International : int 0 0 0 0 0 0 0 0 1 0 ...
## $ Curricular.units.1st.sem..credited. : int 0 0 0 0 0 0 0 0 0 0 ...
## $ Curricular.units.1st.sem..enrolled. : int 0 6 6 6 6 5 7 5 6 6 ...
## $ Curricular.units.1st.sem..evaluations. : int 0 6 0 8 9 10 9 5 8 9 ...
## $ Curricular.units.1st.sem..approved. : int 0 6 0 6 5 5 7 0 6 5 ...
## $ Curricular.units.1st.sem..grade. : num 0 14 0 13.4 12.3 ...
## $ Curricular.units.1st.sem..without.evaluations.: int 0 0 0 0 0 0 0 0 0 0 ...
## $ Curricular.units.2nd.sem..credited. : int 0 0 0 0 0 0 0 0 0 0 ...
## $ Curricular.units.2nd.sem..enrolled. : int 0 6 6 6 6 5 8 5 6 6 ...
## $ Curricular.units.2nd.sem..evaluations. : int 0 6 0 10 6 17 8 5 7 14 ...
## $ Curricular.units.2nd.sem..approved. : int 0 6 0 5 6 5 8 0 6 2 ...
## $ Curricular.units.2nd.sem..grade. : num 0 13.7 0 12.4 13 ...
## $ Curricular.units.2nd.sem..without.evaluations.: int 0 0 0 0 0 5 0 0 0 0 ...
## $ Unemployment.rate : num 10.8 13.9 10.8 9.4 13.9 16.2 15.5 15.5 16.2 8.9 ...
## $ Inflation.rate : num 1.4 -0.3 1.4 -0.8 -0.3 0.3 2.8 2.8 0.3 1.4 ...
## $ GDP : num 1.74 0.79 1.74 -3.12 0.79 -0.92 -4.06 -4.06 -0.92 3.51 ...
## $ Target : chr "Dropout" "Graduate" "Dropout" "Graduate" ...names(data)## [1] "Marital.Status"
## [2] "Application.mode"
## [3] "Application.order"
## [4] "Course"
## [5] "Daytime.evening.attendance"
## [6] "Previous.qualification"
## [7] "Previous.qualification..grade."
## [8] "Nacionality"
## [9] "Mother.s.qualification"
## [10] "Father.s.qualification"
## [11] "Mother.s.occupation"
## [12] "Father.s.occupation"
## [13] "Admission.grade"
## [14] "Displaced"
## [15] "Educational.special.needs"
## [16] "Debtor"
## [17] "Tuition.fees.up.to.date"
## [18] "Gender"
## [19] "Scholarship.holder"
## [20] "Age.at.enrollment"
## [21] "International"
## [22] "Curricular.units.1st.sem..credited."
## [23] "Curricular.units.1st.sem..enrolled."
## [24] "Curricular.units.1st.sem..evaluations."
## [25] "Curricular.units.1st.sem..approved."
## [26] "Curricular.units.1st.sem..grade."
## [27] "Curricular.units.1st.sem..without.evaluations."
## [28] "Curricular.units.2nd.sem..credited."
## [29] "Curricular.units.2nd.sem..enrolled."
## [30] "Curricular.units.2nd.sem..evaluations."
## [31] "Curricular.units.2nd.sem..approved."
## [32] "Curricular.units.2nd.sem..grade."
## [33] "Curricular.units.2nd.sem..without.evaluations."
## [34] "Unemployment.rate"
## [35] "Inflation.rate"
## [36] "GDP"
## [37] "Target"Preprocessing
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, uniondata_clean <- data %>%
dplyr::select(
Target,
Course,
Curricular.units.1st.sem..grade.,
Curricular.units.2nd.sem..grade.,
Admission.grade,
Previous.qualification..grade.,
Age.at.enrollment
)
data_clean## Target Course Curricular.units.1st.sem..grade.
## 1 Dropout 171 0.00000
## 2 Graduate 9254 14.00000
## 3 Dropout 9070 0.00000
## 4 Graduate 9773 13.42857
## 5 Graduate 8014 12.33333
## 6 Graduate 9991 11.85714
## 7 Graduate 9500 13.30000
## 8 Dropout 9254 0.00000
## 9 Graduate 9238 13.87500
## 10 Dropout 9238 11.40000
## 11 Graduate 9670 12.33333
## 12 Graduate 9500 13.21429
## 13 Dropout 9853 0.00000
## 14 Graduate 9254 10.57143
## 15 Graduate 9085 13.25000
## 16 Dropout 9773 13.20000
## 17 Enrolled 9238 12.00000
## 18 Graduate 9500 13.30625
## 19 Graduate 9130 12.50000
## 20 Enrolled 9853 11.66667
## 21 Graduate 171 0.00000
## 22 Enrolled 9556 11.43750
## 23 Graduate 9500 12.85714
## 24 Graduate 9670 13.37500
## 25 Graduate 9500 13.29667
## 26 Enrolled 9238 11.60000
## 27 Graduate 9238 11.37500
## 28 Enrolled 9085 12.66667
## 29 Graduate 9147 12.00000
## 30 Enrolled 9500 12.93333
## 31 Enrolled 9003 11.85714
## 32 Graduate 9070 12.83333
## 33 Enrolled 9147 11.33333
## 34 Graduate 8014 12.66667
## 35 Graduate 9991 12.40000
## 36 Dropout 33 0.00000
## 37 Dropout 9119 0.00000
## 38 Dropout 9147 10.00000
## 39 Graduate 9991 11.00000
## 40 Dropout 9130 11.66667
## 41 Dropout 9773 12.75000
## 42 Graduate 9147 14.80000
## 43 Graduate 9500 13.92800
## 44 Dropout 9773 13.00000
## 45 Dropout 9991 0.00000
## 46 Enrolled 9991 11.50000
## 47 Graduate 9238 11.66667
## 48 Graduate 9500 13.51667
## 49 Graduate 8014 11.50000
## 50 Graduate 9238 12.33333
## 51 Graduate 9254 13.66667
## 52 Enrolled 9500 11.83333
## 53 Enrolled 9773 14.00000
## 54 Graduate 9130 14.71429
## 55 Dropout 9991 10.60000
## 56 Graduate 9500 13.04444
## 57 Dropout 9254 0.00000
## 58 Dropout 9130 13.00000
## 59 Graduate 9500 14.93500
## 60 Enrolled 171 0.00000
## 61 Graduate 9500 13.13333
## 62 Graduate 9238 12.00000
## 63 Enrolled 171 0.00000
## 64 Enrolled 9070 11.40000
## 65 Enrolled 9070 0.00000
## 66 Dropout 9500 11.90000
## 67 Graduate 171 0.00000
## 68 Graduate 9003 12.57143
## 69 Dropout 9147 11.20000
## 70 Enrolled 9254 12.00000
## 71 Enrolled 9147 0.00000
## 72 Graduate 9500 11.97500
## 73 Dropout 171 0.00000
## 74 Dropout 9254 11.66667
## 75 Graduate 9773 12.33333
## 76 Dropout 9147 10.33333
## 77 Dropout 9254 10.50000
## 78 Graduate 9773 13.66667
## 79 Graduate 9500 14.84286
## 80 Graduate 8014 12.00000
## 81 Dropout 9853 12.20000
## 82 Dropout 9991 0.00000
## 83 Dropout 9003 12.16667
## 84 Enrolled 9254 12.00000
## 85 Graduate 8014 11.00000
## 86 Graduate 9500 13.08000
## 87 Graduate 9670 10.50000
## 88 Graduate 9070 10.66667
## 89 Enrolled 9147 14.00000
## 90 Enrolled 9119 10.00000
## 91 Dropout 9500 0.00000
## 92 Graduate 9773 14.00000
## 93 Dropout 9130 12.00000
## 94 Dropout 9853 12.66667
## 95 Graduate 8014 11.87500
## 96 Enrolled 9119 14.00000
## 97 Graduate 9773 13.66667
## 98 Graduate 9500 13.75000
## 99 Enrolled 9085 14.20000
## 100 Dropout 9500 11.96000
## 101 Dropout 9085 12.87500
## 102 Graduate 171 0.00000
## 103 Dropout 8014 0.00000
## 104 Graduate 9003 14.63158
## 105 Dropout 9853 0.00000
## 106 Graduate 9070 13.00000
## 107 Dropout 9238 0.00000
## 108 Dropout 9085 14.20000
## 109 Dropout 9500 13.26667
## 110 Enrolled 9853 11.66667
## 111 Graduate 9238 13.85714
## 112 Enrolled 9147 13.00000
## 113 Graduate 9085 13.40000
## 114 Graduate 9773 12.66667
## 115 Dropout 9500 12.51667
## 116 Enrolled 9500 11.61667
## 117 Enrolled 9238 10.00000
## 118 Enrolled 9147 10.33333
## 119 Graduate 9085 13.14286
## 120 Graduate 9147 12.60000
## 121 Dropout 9254 11.00000
## 122 Graduate 9147 10.80000
## 123 Dropout 171 0.00000
## 124 Graduate 9670 12.80000
## 125 Graduate 9085 14.16667
## 126 Dropout 9556 12.10000
## 127 Graduate 9085 14.16667
## 128 Enrolled 9853 12.80000
## 129 Graduate 9238 13.00000
## 130 Graduate 9500 13.46714
## 131 Dropout 9500 13.23750
## 132 Graduate 9070 12.33333
## 133 Graduate 9147 12.40000
## 134 Dropout 9500 14.00000
## 135 Graduate 9238 11.66667
## 136 Dropout 9670 12.00000
## 137 Graduate 9670 12.20000
## 138 Graduate 9773 14.83333
## 139 Enrolled 9500 13.18800
## 140 Graduate 9500 17.12500
## 141 Graduate 9500 12.66667
## 142 Graduate 9773 12.66667
## 143 Enrolled 9147 0.00000
## 144 Graduate 9238 11.33333
## 145 Graduate 9500 13.60500
## 146 Graduate 9853 12.00000
## 147 Dropout 9254 0.00000
## 148 Dropout 9254 11.20000
## 149 Graduate 9147 13.37500
## 150 Graduate 9500 13.86333
## 151 Enrolled 171 0.00000
## 152 Graduate 9085 12.40000
## 153 Enrolled 9853 12.33333
## 154 Graduate 9853 13.33333
## 155 Dropout 9853 12.66667
## 156 Dropout 9853 12.00000
## 157 Graduate 9147 10.60000
## 158 Graduate 9238 12.25000
## 159 Graduate 9238 11.00000
## 160 Graduate 8014 11.00000
## 161 Dropout 9670 13.16667
## 162 Graduate 9500 12.85556
## 163 Graduate 9500 14.91875
## 164 Dropout 9853 11.50000
## 165 Graduate 9670 14.20000
## 166 Graduate 9773 12.50000
## 167 Enrolled 9003 0.00000
## 168 Graduate 9238 11.66667
## 169 Graduate 9500 14.25714
## 170 Dropout 9238 12.00000
## 171 Enrolled 9085 11.25000
## 172 Graduate 9556 12.45714
## 173 Graduate 9500 11.68333
## 174 Graduate 8014 11.66667
## 175 Dropout 9254 11.75000
## 176 Enrolled 9670 11.66667
## 177 Graduate 9853 13.20000
## 178 Dropout 9500 11.95000
## 179 Dropout 9853 12.40000
## 180 Dropout 9500 14.35000
## 181 Graduate 9853 12.61905
## 182 Enrolled 9991 12.66667
## 183 Dropout 9773 12.00000
## 184 Dropout 9070 12.16667
## 185 Dropout 9254 0.00000
## 186 Dropout 9147 10.00000
## 187 Enrolled 9238 11.50000
## 188 Graduate 9500 13.05000
## 189 Dropout 9085 11.00000
## 190 Graduate 9070 11.50000
## 191 Graduate 9254 12.00000
## 192 Enrolled 8014 10.00000
## 193 Dropout 9147 0.00000
## 194 Dropout 9853 0.00000
## 195 Graduate 9500 12.24286
## 196 Dropout 9991 0.00000
## 197 Graduate 9500 12.93375
## 198 Dropout 9119 0.00000
## 199 Graduate 9853 12.57143
## 200 Enrolled 9500 11.81667
## 201 Graduate 9085 13.75000
## 202 Graduate 9238 11.16667
## 203 Graduate 9500 12.32429
## 204 Graduate 9238 12.16667
## 205 Graduate 9238 11.14286
## 206 Graduate 9238 11.00000
## 207 Graduate 9500 12.91429
## 208 Graduate 9773 13.83333
## 209 Graduate 9085 13.85714
## 210 Dropout 9254 13.71429
## 211 Graduate 9500 12.64286
## 212 Graduate 9500 12.91667
## 213 Graduate 9130 15.62500
## 214 Dropout 9991 0.00000
## 215 Graduate 9773 11.71429
## 216 Enrolled 9556 12.12500
## 217 Graduate 9147 11.60000
## 218 Dropout 8014 10.00000
## 219 Dropout 8014 10.00000
## 220 Dropout 9085 0.00000
## 221 Graduate 9147 13.00000
## 222 Graduate 9853 13.33333
## 223 Dropout 9254 11.25000
## 224 Graduate 9500 13.85000
## 225 Graduate 9500 13.74167
## 226 Graduate 9991 15.33333
## 227 Graduate 9147 11.00000
## 228 Graduate 9238 12.00000
## 229 Dropout 9670 0.00000
## 230 Graduate 9500 11.57143
## 231 Graduate 9254 12.85714
## 232 Dropout 9254 0.00000
## 233 Graduate 9670 13.00000
## 234 Graduate 9254 11.00000
## 235 Dropout 9147 12.00000
## 236 Graduate 9238 12.60000
## 237 Graduate 9853 13.40000
## 238 Graduate 9238 11.33333
## 239 Dropout 9130 13.50000
## 240 Dropout 9085 11.75000
## 241 Enrolled 9500 12.47143
## 242 Enrolled 171 12.90909
## 243 Graduate 9147 11.60000
## 244 Dropout 9147 0.00000
## 245 Graduate 9147 12.90000
## 246 Graduate 9500 13.22000
## 247 Graduate 9500 13.15143
## 248 Dropout 9003 12.75000
## 249 Graduate 9254 11.33333
## 250 Graduate 9670 13.25000
## 251 Enrolled 9070 12.40000
## 252 Dropout 9773 15.00000
## 253 Graduate 9085 14.40000
## 254 Enrolled 9773 11.00000
## 255 Graduate 9147 12.40000
## 256 Dropout 9556 16.00000
## 257 Graduate 9991 13.57143
## 258 Enrolled 9070 11.83333
## 259 Graduate 9238 11.66667
## 260 Dropout 9238 11.83333
## 261 Graduate 9254 11.16667
## 262 Dropout 8014 0.00000
## 263 Dropout 9119 11.75000
## 264 Graduate 9238 14.00000
## 265 Graduate 9238 12.83333
## 266 Graduate 9773 12.25000
## 267 Graduate 9500 14.82857
## 268 Graduate 9773 11.40000
## 269 Graduate 9070 13.00000
## 270 Graduate 9500 13.67143
## 271 Graduate 9003 12.66667
## 272 Dropout 9147 10.00000
## 273 Graduate 9147 13.50000
## 274 Graduate 9500 12.67000
## 275 Graduate 9238 14.50000
## 276 Graduate 9500 13.68571
## 277 Dropout 9853 11.00000
## 278 Dropout 9130 11.55556
## 279 Enrolled 9500 13.79714
## 280 Graduate 9500 14.00375
## 281 Graduate 9147 12.00000
## 282 Graduate 8014 14.16667
## 283 Graduate 9991 14.00000
## 284 Graduate 9070 13.80000
## 285 Graduate 8014 12.80000
## 286 Graduate 9773 12.16667
## 287 Enrolled 9070 12.50000
## 288 Graduate 8014 12.00000
## 289 Graduate 8014 10.83333
## 290 Graduate 9500 13.38500
## 291 Graduate 9085 15.66667
## 292 Graduate 9003 14.33333
## 293 Enrolled 9003 11.42857
## 294 Graduate 9238 11.66667
## 295 Dropout 9070 12.00000
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## 1674 Graduate 9500 14.75714
## 1675 Graduate 9500 12.76667
## 1676 Dropout 9254 10.40000
## 1677 Dropout 9556 0.00000
## 1678 Graduate 9991 10.50000
## 1679 Graduate 9085 14.25000
## 1680 Dropout 9500 11.91667
## 1681 Enrolled 9119 10.66667
## 1682 Enrolled 9773 12.25000
## 1683 Dropout 9670 12.00000
## 1684 Dropout 9670 11.00000
## 1685 Graduate 9070 14.16667
## 1686 Graduate 9070 14.66667
## 1687 Graduate 9085 0.00000
## 1688 Dropout 9556 12.66667
## 1689 Enrolled 171 0.00000
## 1690 Dropout 171 0.00000
## 1691 Dropout 9119 0.00000
## 1692 Dropout 9070 0.00000
## 1693 Graduate 9500 13.70000
## 1694 Enrolled 9147 11.80000
## 1695 Dropout 9119 0.00000
## 1696 Graduate 9670 13.33333
## 1697 Graduate 9070 11.40000
## 1698 Dropout 9085 0.00000
## 1699 Dropout 9500 16.14286
## 1700 Dropout 9500 0.00000
## 1701 Graduate 9500 15.63375
## 1702 Graduate 9773 13.66667
## 1703 Dropout 9773 0.00000
## 1704 Graduate 9238 12.50000
## 1705 Graduate 9670 12.28571
## 1706 Enrolled 9119 14.00000
## 1707 Dropout 171 0.00000
## 1708 Enrolled 9147 10.75000
## 1709 Dropout 9556 12.95000
## 1710 Graduate 9500 12.45000
## 1711 Enrolled 9991 12.25000
## 1712 Graduate 9500 13.38125
## 1713 Dropout 9500 12.16000
## 1714 Enrolled 9085 12.50000
## 1715 Graduate 9238 12.75000
## 1716 Graduate 9500 13.34250
## 1717 Graduate 9500 14.17500
## 1718 Enrolled 9500 10.00000
## 1719 Dropout 9119 0.00000
## 1720 Dropout 9991 0.00000
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## 1722 Graduate 9254 10.57143
## 1723 Graduate 9085 14.15385
## 1724 Graduate 9773 11.16667
## 1725 Graduate 171 12.00000
## 1726 Dropout 9991 11.33333
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## 1728 Enrolled 9130 12.00000
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## 1731 Graduate 9147 11.60000
## 1732 Dropout 9130 13.00000
## 1733 Dropout 9119 10.66667
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## 1735 Dropout 9147 11.00000
## 1736 Graduate 9070 13.42857
## 1737 Graduate 9500 13.05375
## 1738 Enrolled 9500 12.03571
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## 1740 Dropout 9070 0.00000
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## 1744 Dropout 9773 11.66667
## 1745 Dropout 9670 14.00000
## 1746 Dropout 9085 12.50000
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## 1748 Dropout 9003 0.00000
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## 1757 Enrolled 171 12.70000
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## 1759 Graduate 9670 14.42857
## 1760 Graduate 9500 13.11714
## 1761 Graduate 9238 12.66667
## 1762 Dropout 171 0.00000
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## 1764 Graduate 9147 10.50000
## 1765 Graduate 9147 12.63636
## 1766 Dropout 9147 0.00000
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## 1769 Dropout 9500 0.00000
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## 1771 Enrolled 9853 14.25000
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## 1773 Graduate 9773 13.50000
## 1774 Enrolled 9003 11.66667
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## 1778 Dropout 9991 10.80000
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## 1780 Graduate 9500 13.72571
## 1781 Enrolled 9670 12.80000
## 1782 Graduate 9070 13.50000
## 1783 Dropout 9500 15.57000
## 1784 Enrolled 9147 11.00000
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## 1786 Enrolled 9147 11.00000
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## 1789 Dropout 9070 11.25000
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## 1791 Graduate 9500 13.07571
## 1792 Dropout 9147 0.00000
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## 1797 Graduate 9238 12.83333
## 1798 Dropout 9085 15.00000
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## 1800 Dropout 9254 12.33333
## 1801 Dropout 9500 12.28800
## 1802 Graduate 8014 12.33333
## 1803 Graduate 9147 11.50000
## 1804 Dropout 9670 11.83333
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## 1808 Dropout 9670 0.00000
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## 1810 Graduate 9991 12.33333
## 1811 Graduate 9254 12.42857
## 1812 Graduate 9500 12.76571
## 1813 Dropout 9500 12.10000
## 1814 Graduate 9147 12.00000
## 1815 Dropout 9070 0.00000
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## 1818 Graduate 9070 13.50000
## 1819 Dropout 9773 0.00000
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## 1821 Enrolled 9085 13.00000
## 1822 Enrolled 9500 12.65000
## 1823 Enrolled 9147 11.00000
## 1824 Dropout 9670 11.66667
## 1825 Graduate 9238 14.50000
## 1826 Graduate 9254 14.71429
## 1827 Graduate 9238 13.28571
## 1828 Enrolled 9085 11.33333
## 1829 Dropout 9500 0.00000
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## 1831 Dropout 9853 13.00000
## 1832 Graduate 9238 11.50000
## 1833 Graduate 9147 11.80000
## 1834 Dropout 9147 10.66667
## 1835 Graduate 9500 13.88750
## 1836 Graduate 9238 11.40000
## 1837 Graduate 8014 12.33333
## 1838 Enrolled 9500 12.16000
## 1839 Graduate 9500 13.42750
## 1840 Graduate 9070 15.16667
## 1841 Dropout 9773 0.00000
## 1842 Dropout 9130 10.50000
## 1843 Graduate 9147 11.80000
## 1844 Enrolled 9147 13.20000
## 1845 Graduate 9500 13.07500
## 1846 Dropout 9130 11.60000
## 1847 Dropout 9003 13.66667
## 1848 Dropout 9991 10.75000
## 1849 Graduate 9500 13.49286
## 1850 Enrolled 9254 12.50000
## 1851 Dropout 9500 0.00000
## 1852 Dropout 9119 13.28571
## 1853 Graduate 9147 12.60000
## 1854 Graduate 9003 14.00000
## 1855 Dropout 9085 11.50000
## 1856 Dropout 9670 0.00000
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## 1858 Graduate 9238 11.50000
## 1859 Graduate 9070 14.16667
## 1860 Enrolled 9991 12.50000
## 1861 Dropout 9119 0.00000
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## 1864 Graduate 9070 11.83333
## 1865 Dropout 9130 0.00000
## 1866 Graduate 9991 12.40000
## 1867 Dropout 9147 10.50000
## 1868 Dropout 9991 0.00000
## 1869 Graduate 171 14.58333
## 1870 Graduate 9773 11.66667
## 1871 Dropout 9670 0.00000
## 1872 Dropout 9500 13.00000
## 1873 Graduate 9500 15.66000
## 1874 Dropout 8014 0.00000
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## 1876 Graduate 9500 13.30000
## 1877 Dropout 9556 0.00000
## 1878 Dropout 9500 0.00000
## 1879 Dropout 171 0.00000
## 1880 Graduate 9500 13.55714
## 1881 Enrolled 9119 14.33333
## 1882 Dropout 9003 12.00000
## 1883 Dropout 9254 0.00000
## 1884 Graduate 171 0.00000
## 1885 Enrolled 9500 11.75000
## 1886 Graduate 9500 12.18333
## 1887 Dropout 9003 11.83333
## 1888 Dropout 9773 0.00000
## 1889 Graduate 9085 15.00000
## 1890 Graduate 171 0.00000
## 1891 Graduate 171 0.00000
## 1892 Graduate 9500 13.43500
## 1893 Dropout 9130 13.50000
## 1894 Enrolled 171 0.00000
## 1895 Graduate 171 11.50000
## 1896 Enrolled 9070 10.50000
## 1897 Enrolled 9085 12.00000
## 1898 Dropout 9773 12.20000
## 1899 Graduate 171 0.00000
## 1900 Graduate 9085 14.50000
## 1901 Graduate 9773 13.33333
## 1902 Graduate 9085 12.00000
## 1903 Graduate 9130 15.12500
## 1904 Graduate 9500 13.11667
## 1905 Graduate 9773 12.83333
## 1906 Graduate 9238 13.33333
## 1907 Graduate 9500 13.87714
## 1908 Graduate 9500 12.94429
## 1909 Enrolled 9853 12.33333
## 1910 Graduate 9500 14.26667
## 1911 Graduate 9670 13.00000
## 1912 Graduate 9500 12.48375
## 1913 Graduate 9556 13.42857
## 1914 Dropout 8014 10.66667
## 1915 Graduate 9853 15.40000
## 1916 Graduate 9500 13.45000
## 1917 Graduate 9500 12.60000
## 1918 Graduate 9500 12.48571
## 1919 Graduate 9070 10.80000
## 1920 Enrolled 9670 12.20000
## 1921 Enrolled 9085 14.20000
## 1922 Graduate 9238 13.83333
## 1923 Enrolled 9853 12.80000
## 1924 Graduate 9147 13.20000
## 1925 Dropout 9670 14.00000
## 1926 Graduate 9238 13.87500
## 1927 Graduate 9085 12.50000
## 1928 Graduate 9773 13.42857
## 1929 Enrolled 9070 11.80000
## 1930 Graduate 9500 14.86857
## 1931 Graduate 9500 13.03000
## 1932 Graduate 9670 14.57143
## 1933 Graduate 9238 11.00000
## 1934 Graduate 9500 13.36750
## 1935 Graduate 9500 12.80833
## 1936 Graduate 9500 13.91857
## 1937 Graduate 9130 13.00000
## 1938 Graduate 9500 13.68333
## 1939 Dropout 9085 13.00000
## 1940 Graduate 9773 12.80000
## 1941 Graduate 9254 13.57143
## 1942 Graduate 9238 13.16667
## 1943 Graduate 9070 15.00000
## 1944 Graduate 9070 12.66667
## 1945 Dropout 9773 13.85714
## 1946 Graduate 9500 14.69286
## 1947 Graduate 9500 14.03500
## 1948 Graduate 9085 11.00000
## 1949 Graduate 9773 13.33333
## 1950 Graduate 9500 11.77250
## 1951 Dropout 9254 0.00000
## 1952 Dropout 9254 0.00000
## 1953 Dropout 171 0.00000
## 1954 Graduate 9254 12.28571
## 1955 Enrolled 9500 12.46000
## 1956 Graduate 9853 12.16667
## 1957 Enrolled 9238 11.83333
## 1958 Graduate 9500 14.80571
## 1959 Dropout 9238 10.60000
## 1960 Enrolled 9085 13.12500
## 1961 Graduate 9238 12.83333
## 1962 Enrolled 9500 0.00000
## 1963 Graduate 9670 13.00000
## 1964 Graduate 9500 12.72500
## 1965 Graduate 9085 11.25000
## 1966 Graduate 9003 13.81818
## 1967 Graduate 9085 12.33333
## 1968 Enrolled 9085 12.33333
## 1969 Enrolled 9853 13.25000
## 1970 Graduate 9670 13.66667
## 1971 Enrolled 9238 12.62500
## 1972 Graduate 9085 14.83333
## 1973 Dropout 9670 11.20000
## 1974 Graduate 9147 11.40000
## 1975 Graduate 9500 13.13500
## 1976 Dropout 9070 13.00000
## 1977 Enrolled 9500 12.85000
## 1978 Graduate 9238 13.50000
## 1979 Enrolled 9085 14.28571
## 1980 Graduate 9670 13.50000
## 1981 Graduate 9147 10.75000
## 1982 Graduate 9238 11.33333
## 1983 Graduate 9085 13.00000
## 1984 Graduate 9500 13.96667
## 1985 Graduate 9500 14.14125
## 1986 Graduate 9254 11.60000
## 1987 Graduate 9500 14.66250
## 1988 Enrolled 9991 0.00000
## 1989 Graduate 9500 12.99333
## 1990 Enrolled 9670 11.25000
## 1991 Graduate 8014 12.20000
## 1992 Dropout 171 0.00000
## 1993 Enrolled 8014 11.33333
## 1994 Graduate 9147 12.20000
## 1995 Dropout 9254 0.00000
## 1996 Graduate 9238 11.33333
## 1997 Graduate 9085 13.85714
## 1998 Graduate 9773 12.85714
## 1999 Dropout 8014 10.00000
## 2000 Graduate 9147 10.21429
## 2001 Dropout 9254 11.28571
## 2002 Dropout 9238 13.83333
## 2003 Graduate 9254 12.85714
## 2004 Dropout 9853 11.66667
## 2005 Dropout 9853 0.00000
## 2006 Graduate 9085 14.40000
## 2007 Graduate 8014 14.83333
## 2008 Graduate 9085 14.33333
## 2009 Graduate 171 0.00000
## 2010 Dropout 9773 0.00000
## 2011 Graduate 9853 12.33333
## 2012 Graduate 9991 11.80000
## 2013 Dropout 9853 13.20000
## 2014 Dropout 9853 0.00000
## 2015 Dropout 9003 0.00000
## 2016 Graduate 9238 11.50000
## 2017 Graduate 9254 12.60000
## 2018 Graduate 9500 13.54286
## 2019 Enrolled 9254 11.60000
## 2020 Graduate 9773 13.66667
## 2021 Dropout 9003 0.00000
## 2022 Dropout 9853 0.00000
## 2023 Dropout 171 0.00000
## 2024 Graduate 9070 11.50000
## 2025 Enrolled 9991 11.50000
## 2026 Graduate 9500 11.82857
## 2027 Graduate 171 0.00000
## 2028 Enrolled 171 0.00000
## 2029 Graduate 9500 12.96667
## 2030 Graduate 9773 13.83333
## 2031 Graduate 9500 14.12571
## 2032 Dropout 9254 12.16667
## 2033 Graduate 9085 12.66667
## 2034 Dropout 9991 0.00000
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## 2036 Enrolled 9500 14.50000
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## 2039 Graduate 9670 11.60000
## 2040 Graduate 9238 12.50000
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## 2042 Graduate 9991 13.42857
## 2043 Graduate 9254 13.66667
## 2044 Graduate 9254 12.50000
## 2045 Graduate 9085 13.00000
## 2046 Graduate 9500 12.78333
## 2047 Dropout 9500 0.00000
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## 2050 Graduate 9500 13.44286
## 2051 Graduate 9238 11.00000
## 2052 Graduate 9238 11.33333
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## 2056 Graduate 9070 14.16667
## 2057 Graduate 9003 12.84615
## 2058 Enrolled 9085 13.00000
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## 2062 Graduate 9556 13.38571
## 2063 Graduate 9500 13.32857
## 2064 Graduate 9085 14.00000
## 2065 Graduate 9147 12.60000
## 2066 Graduate 9853 14.00000
## 2067 Graduate 9254 13.42857
## 2068 Graduate 9070 13.00000
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## 2072 Graduate 9500 12.91667
## 2073 Graduate 9670 13.28571
## 2074 Graduate 9085 14.60000
## 2075 Graduate 9238 14.00000
## 2076 Graduate 9238 14.14286
## 2077 Graduate 9238 11.66667
## 2078 Graduate 9500 14.37750
## 2079 Graduate 9500 12.50000
## 2080 Graduate 9500 14.15000
## 2081 Graduate 9500 12.47143
## 2082 Graduate 9500 14.15000
## 2083 Graduate 9500 14.07222
## 2084 Graduate 9773 14.85714
## 2085 Graduate 9773 14.28571
## 2086 Dropout 9773 0.00000
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## 2089 Graduate 9500 12.63333
## 2090 Dropout 9670 11.20000
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## 2092 Enrolled 9085 12.20000
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## 2094 Graduate 9500 15.20000
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## 2097 Dropout 9500 0.00000
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## 2099 Graduate 9500 13.78125
## 2100 Dropout 9254 12.16667
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## 2102 Graduate 8014 10.80000
## 2103 Graduate 9500 13.26000
## 2104 Dropout 9773 12.00000
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## 2106 Enrolled 9500 12.16000
## 2107 Enrolled 9070 15.00000
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## 2109 Enrolled 9085 11.50000
## 2110 Graduate 9085 14.42857
## 2111 Enrolled 9085 13.00000
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## 2113 Graduate 9556 15.15556
## 2114 Graduate 9238 10.66667
## 2115 Dropout 9853 11.00000
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## 2118 Dropout 9500 12.82875
## 2119 Graduate 9773 12.66667
## 2120 Enrolled 171 0.00000
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## 2122 Graduate 9147 10.87500
## 2123 Graduate 9147 12.80000
## 2124 Dropout 9238 11.28571
## 2125 Graduate 171 0.00000
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## 2128 Dropout 9500 12.75833
## 2129 Dropout 171 0.00000
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## 2133 Graduate 9147 11.33333
## 2134 Graduate 9500 13.50714
## 2135 Graduate 9500 13.61429
## 2136 Dropout 9254 0.00000
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## 2139 Graduate 9556 11.97143
## 2140 Dropout 9147 13.00000
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## 2142 Graduate 9085 13.50000
## 2143 Graduate 9238 12.16667
## 2144 Graduate 171 0.00000
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## 2146 Enrolled 9130 12.40000
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## 2148 Graduate 9254 12.00000
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## 2150 Graduate 9238 12.12500
## 2151 Graduate 9853 13.85714
## 2152 Enrolled 9085 11.75000
## 2153 Graduate 9500 14.28333
## 2154 Graduate 9238 13.27273
## 2155 Graduate 9070 14.66667
## 2156 Graduate 9500 15.11500
## 2157 Enrolled 171 0.00000
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## 2160 Dropout 9254 11.00000
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## 2162 Dropout 9670 12.00000
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## 2165 Graduate 9773 14.83333
## 2166 Graduate 9238 12.83333
## 2167 Graduate 9500 14.96286
## 2168 Graduate 9147 12.00000
## 2169 Graduate 9500 12.40000
## 2170 Graduate 9670 15.57143
## 2171 Graduate 9500 13.71429
## 2172 Graduate 9085 13.14286
## 2173 Graduate 9070 15.00000
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## 2176 Graduate 171 0.00000
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## 2178 Dropout 8014 12.00000
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## 2180 Graduate 9773 12.66667
## 2181 Dropout 171 0.00000
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## 2187 Enrolled 9070 12.00000
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## 2189 Graduate 9254 11.33333
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## 2191 Enrolled 171 0.00000
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## 2203 Graduate 9254 11.20000
## 2204 Dropout 171 0.00000
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## 2206 Enrolled 9119 14.14286
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## 2212 Graduate 9070 13.50000
## 2213 Enrolled 9119 10.20000
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## 2215 Graduate 9003 15.28571
## 2216 Enrolled 9773 12.60000
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## 2220 Graduate 9070 14.66667
## 2221 Graduate 9500 12.74286
## 2222 Graduate 9500 11.97500
## 2223 Enrolled 9119 12.25000
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## 2226 Dropout 9254 10.50000
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## 2228 Dropout 9003 0.00000
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## 2245 Dropout 9254 10.00000
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## 2248 Enrolled 9500 0.00000
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## 2251 Dropout 9238 12.33333
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## 2253 Dropout 9085 13.50000
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## 2270 Dropout 9991 0.00000
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## 2273 Dropout 9991 11.33333
## 2274 Dropout 8014 0.00000
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## 2279 Enrolled 9070 11.40000
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## 2282 Enrolled 9003 11.75000
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## 2294 Graduate 9773 12.83333
## 2295 Dropout 171 0.00000
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## 2299 Graduate 9238 12.25000
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## 2311 Graduate 9238 13.85714
## 2312 Graduate 9500 13.39167
## 2313 Dropout 9147 12.75000
## 2314 Graduate 9130 14.50000
## 2315 Graduate 9238 12.16667
## 2316 Dropout 9130 15.40000
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## 2344 Graduate 9991 13.00000
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## 2346 Graduate 9085 14.22222
## 2347 Enrolled 9670 12.50000
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## 2349 Dropout 9670 0.00000
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## 2351 Graduate 9500 13.61429
## 2352 Graduate 9130 12.85714
## 2353 Graduate 9130 14.00000
## 2354 Graduate 9670 14.75000
## 2355 Dropout 9085 0.00000
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## 4238 13.01667 121.5
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## 4242 13.32714 141.5
## 4243 11.50000 111.4
## 4244 10.37500 136.6
## 4245 12.72727 154.6
## 4246 0.00000 111.4
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## 4249 11.66667 140.0
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## 4252 0.00000 106.1
## 4253 11.60000 151.4
## 4254 0.00000 113.7
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## 4260 14.00000 141.4
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## 4269 12.25000 131.5
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## Previous.qualification..grade. Age.at.enrollment
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## 2 160.0 19
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## 4358 133.1 31
## 4359 134.0 19
## 4360 130.0 19
## 4361 140.0 19
## 4362 145.0 19
## 4363 133.0 21
## 4364 133.1 18
## 4365 132.0 18
## 4366 117.0 19
## 4367 127.0 18
## 4368 134.0 18
## 4369 120.0 25
## 4370 136.0 18
## 4371 137.0 19
## 4372 118.0 18
## 4373 130.0 24
## 4374 124.0 19
## 4375 150.0 29
## 4376 161.0 27
## 4377 143.0 18
## 4378 130.0 28
## 4379 133.1 32
## 4380 110.0 30
## 4381 140.0 29
## 4382 145.0 20
## 4383 131.0 19
## 4384 141.0 29
## 4385 145.0 27
## 4386 122.0 19
## 4387 118.0 21
## 4388 150.0 29
## 4389 120.0 42
## 4390 167.0 18
## 4391 150.0 24
## 4392 130.0 32
## 4393 151.0 18
## 4394 120.0 27
## 4395 168.0 18
## 4396 153.0 19
## 4397 131.0 18
## 4398 116.0 21
## 4399 160.0 26
## 4400 152.0 22
## 4401 133.1 37
## 4402 150.0 24
## 4403 168.0 18
## 4404 137.0 19
## 4405 133.1 28
## 4406 160.0 18
## 4407 145.0 20
## 4408 138.0 18
## 4409 100.0 47
## 4410 140.0 38
## 4411 124.0 20
## 4412 150.0 21
## 4413 125.0 19
## 4414 143.0 25
## 4415 137.0 18
## 4416 133.1 46
## 4417 136.0 23
## 4418 132.0 20
## 4419 120.0 20
## 4420 125.0 19
## 4421 120.0 18
## 4422 154.0 30
## 4423 180.0 20
## 4424 152.0 22#ubah IV jadi faktor
data_clean$Target <- as.factor(data_clean$Target)
data_clean$Course <- as.factor(data_clean$Course)
#ubah nama kolom
colnames(data_clean) <- c(
"Target",
"Prodi",
"Grade_Sem1",
"Grade_Sem2",
"Admission",
"Prev_Grade",
"Age"
)
data_clean## Target Prodi Grade_Sem1 Grade_Sem2 Admission Prev_Grade Age
## 1 Dropout 171 0.00000 0.00000 127.3 122.0 20
## 2 Graduate 9254 14.00000 13.66667 142.5 160.0 19
## 3 Dropout 9070 0.00000 0.00000 124.8 122.0 19
## 4 Graduate 9773 13.42857 12.40000 119.6 122.0 20
## 5 Graduate 8014 12.33333 13.00000 141.5 100.0 45
## 6 Graduate 9991 11.85714 11.50000 114.8 133.1 50
## 7 Graduate 9500 13.30000 14.34500 128.4 142.0 18
## 8 Dropout 9254 0.00000 0.00000 113.1 119.0 22
## 9 Graduate 9238 13.87500 14.14286 129.3 137.0 21
## 10 Dropout 9238 11.40000 13.50000 123.0 138.0 18
## 11 Graduate 9670 12.33333 14.20000 130.6 139.0 18
## 12 Graduate 9500 13.21429 13.21429 119.3 136.0 18
## 13 Dropout 9853 0.00000 0.00000 130.2 133.0 19
## 14 Graduate 9254 10.57143 11.00000 111.8 110.0 21
## 15 Graduate 9085 13.25000 12.00000 137.1 149.0 18
## 16 Dropout 9773 13.20000 0.00000 120.7 127.0 20
## 17 Enrolled 9238 12.00000 11.00000 137.4 137.0 18
## 18 Graduate 9500 13.30625 14.54500 127.3 135.0 18
## 19 Graduate 9130 12.50000 12.25000 136.3 137.0 20
## 20 Enrolled 9853 11.66667 13.50000 124.6 140.0 18
## 21 Graduate 171 0.00000 0.00000 120.3 122.0 21
## 22 Enrolled 9556 11.43750 11.42500 121.8 127.0 20
## 23 Graduate 9500 12.85714 12.85714 125.5 142.0 18
## 24 Graduate 9670 13.37500 12.28571 114.9 125.0 19
## 25 Graduate 9500 13.29667 14.11429 123.9 126.0 19
## 26 Enrolled 9238 11.60000 11.00000 157.0 151.0 18
## 27 Graduate 9238 11.37500 13.28571 116.4 115.0 21
## 28 Enrolled 9085 12.66667 13.00000 131.0 138.0 18
## 29 Graduate 9147 12.00000 12.33333 122.1 135.0 20
## 30 Enrolled 9500 12.93333 13.71667 118.8 127.0 19
## 31 Enrolled 9003 11.85714 10.57143 150.0 150.0 21
## 32 Graduate 9070 12.83333 13.40000 130.0 125.0 20
## 33 Enrolled 9147 11.33333 13.50000 138.8 143.0 18
## 34 Graduate 8014 12.66667 14.37500 134.5 138.0 19
## 35 Graduate 9991 12.40000 13.42857 131.4 130.0 34
## 36 Dropout 33 0.00000 10.00000 102.5 130.0 37
## 37 Dropout 9119 0.00000 0.00000 128.8 133.1 43
## 38 Dropout 9147 10.00000 12.00000 122.9 140.0 55
## 39 Graduate 9991 11.00000 11.60000 113.9 120.0 39
## 40 Dropout 9130 11.66667 12.00000 120.0 120.0 20
## 41 Dropout 9773 12.75000 0.00000 121.1 126.0 18
## 42 Graduate 9147 14.80000 15.80000 120.4 133.0 22
## 43 Graduate 9500 13.92800 14.34286 100.6 103.0 22
## 44 Dropout 9773 13.00000 13.80000 121.4 120.0 20
## 45 Dropout 9991 0.00000 0.00000 109.7 133.1 29
## 46 Enrolled 9991 11.50000 14.33333 134.1 154.0 24
## 47 Graduate 9238 11.66667 13.20000 127.6 130.0 18
## 48 Graduate 9500 13.51667 13.77143 132.4 132.0 22
## 49 Graduate 8014 11.50000 13.28571 133.4 130.0 21
## 50 Graduate 9238 12.33333 12.83333 126.1 139.0 19
## 51 Graduate 9254 13.66667 14.16667 113.5 130.0 24
## 52 Enrolled 9500 11.83333 11.83333 121.3 139.0 19
## 53 Enrolled 9773 14.00000 11.00000 121.8 127.0 20
## 54 Graduate 9130 14.71429 15.80000 159.3 167.0 19
## 55 Dropout 9991 10.60000 11.00000 120.0 130.0 27
## 56 Graduate 9500 13.04444 13.59500 129.1 130.0 18
## 57 Dropout 9254 0.00000 0.00000 130.0 130.0 39
## 58 Dropout 9130 13.00000 12.90000 155.3 129.0 27
## 59 Graduate 9500 14.93500 14.93500 139.8 141.0 18
## 60 Enrolled 171 0.00000 0.00000 115.2 125.0 18
## 61 Graduate 9500 13.13333 12.22143 114.9 125.0 18
## 62 Graduate 9238 12.00000 12.00000 131.9 130.0 21
## 63 Enrolled 171 0.00000 0.00000 126.0 133.0 19
## 64 Enrolled 9070 11.40000 10.00000 130.2 127.0 19
## 65 Enrolled 9070 0.00000 0.00000 120.9 116.0 24
## 66 Dropout 9500 11.90000 11.00000 126.0 133.1 29
## 67 Graduate 171 0.00000 0.00000 128.2 139.0 19
## 68 Graduate 9003 12.57143 12.42857 130.0 130.0 23
## 69 Dropout 9147 11.20000 10.75000 120.1 125.0 19
## 70 Enrolled 9254 12.00000 10.80000 100.0 160.0 26
## 71 Enrolled 9147 0.00000 0.00000 134.0 148.0 18
## 72 Graduate 9500 11.97500 13.75000 130.8 150.0 24
## 73 Dropout 171 0.00000 0.00000 135.8 141.0 19
## 74 Dropout 9254 11.66667 12.00000 111.7 118.0 18
## 75 Graduate 9773 12.33333 12.33333 132.9 142.0 18
## 76 Dropout 9147 10.33333 10.85714 115.5 120.0 18
## 77 Dropout 9254 10.50000 11.00000 106.0 106.0 21
## 78 Graduate 9773 13.66667 13.33333 120.3 121.0 19
## 79 Graduate 9500 14.84286 15.05556 130.8 150.0 22
## 80 Graduate 8014 12.00000 11.66667 117.0 120.0 33
## 81 Dropout 9853 12.20000 12.20000 110.2 114.0 20
## 82 Dropout 9991 0.00000 0.00000 155.7 140.0 35
## 83 Dropout 9003 12.16667 13.30000 180.4 160.0 24
## 84 Enrolled 9254 12.00000 11.33333 125.5 120.0 18
## 85 Graduate 8014 11.00000 11.00000 110.0 130.0 33
## 86 Graduate 9500 13.08000 13.08000 161.0 160.0 22
## 87 Graduate 9670 10.50000 11.60000 100.0 120.0 25
## 88 Graduate 9070 10.66667 11.20000 117.6 124.0 20
## 89 Enrolled 9147 14.00000 13.80000 128.7 143.0 23
## 90 Enrolled 9119 10.00000 0.00000 112.2 115.0 18
## 91 Dropout 9500 0.00000 0.00000 100.8 133.1 24
## 92 Graduate 9773 14.00000 13.50000 105.0 133.1 21
## 93 Dropout 9130 12.00000 0.00000 100.0 133.1 26
## 94 Dropout 9853 12.66667 0.00000 115.5 133.1 39
## 95 Graduate 8014 11.87500 12.33333 114.0 133.1 44
## 96 Enrolled 9119 14.00000 13.25000 137.0 130.0 19
## 97 Graduate 9773 13.66667 13.33333 124.9 135.0 18
## 98 Graduate 9500 13.75000 14.47778 120.3 132.0 18
## 99 Enrolled 9085 14.20000 13.80000 134.3 135.0 19
## 100 Dropout 9500 11.96000 0.00000 111.5 115.0 19
## 101 Dropout 9085 12.87500 13.40000 128.8 130.0 21
## 102 Graduate 171 0.00000 0.00000 110.0 133.1 20
## 103 Dropout 8014 0.00000 0.00000 113.5 130.0 36
## 104 Graduate 9003 14.63158 14.23077 160.0 133.1 43
## 105 Dropout 9853 0.00000 0.00000 117.4 123.0 19
## 106 Graduate 9070 13.00000 12.27273 122.2 130.0 20
## 107 Dropout 9238 0.00000 0.00000 118.2 122.0 19
## 108 Dropout 9085 14.20000 13.25000 106.7 113.0 20
## 109 Dropout 9500 13.26667 12.30000 108.2 111.0 20
## 110 Enrolled 9853 11.66667 13.00000 107.0 133.1 20
## 111 Graduate 9238 13.85714 15.00000 136.1 142.0 18
## 112 Enrolled 9147 13.00000 11.00000 115.3 123.0 18
## 113 Graduate 9085 13.40000 12.80000 139.8 131.0 19
## 114 Graduate 9773 12.66667 12.57143 157.0 158.0 18
## 115 Dropout 9500 12.51667 12.51667 131.0 122.0 18
## 116 Enrolled 9500 11.61667 13.00000 100.0 130.0 20
## 117 Enrolled 9238 10.00000 10.75000 140.4 154.0 20
## 118 Enrolled 9147 10.33333 10.66667 113.4 120.0 20
## 119 Graduate 9085 13.14286 11.40000 137.0 140.0 18
## 120 Graduate 9147 12.60000 14.00000 121.8 127.0 18
## 121 Dropout 9254 11.00000 11.00000 131.0 133.1 21
## 122 Graduate 9147 10.80000 11.25000 118.6 120.0 19
## 123 Dropout 171 0.00000 0.00000 122.3 137.0 19
## 124 Graduate 9670 12.80000 14.20000 127.9 131.0 19
## 125 Graduate 9085 14.16667 12.20000 121.3 130.0 19
## 126 Dropout 9556 12.10000 0.00000 117.1 122.0 19
## 127 Graduate 9085 14.16667 13.77778 160.0 160.0 20
## 128 Enrolled 9853 12.80000 13.40000 145.3 146.0 18
## 129 Graduate 9238 13.00000 13.66667 122.6 131.0 18
## 130 Graduate 9500 13.46714 15.01111 128.0 132.0 19
## 131 Dropout 9500 13.23750 13.74286 124.9 138.0 18
## 132 Graduate 9070 12.33333 13.00000 123.7 130.0 18
## 133 Graduate 9147 12.40000 14.60000 120.1 126.0 19
## 134 Dropout 9500 14.00000 0.00000 131.7 148.0 19
## 135 Graduate 9238 11.66667 11.71429 133.2 130.0 20
## 136 Dropout 9670 12.00000 12.50000 109.3 117.0 19
## 137 Graduate 9670 12.20000 11.50000 113.0 120.0 20
## 138 Graduate 9773 14.83333 14.83333 157.9 153.0 18
## 139 Enrolled 9500 13.18800 12.89286 112.1 117.0 20
## 140 Graduate 9500 17.12500 17.58750 174.7 178.0 18
## 141 Graduate 9500 12.66667 12.66667 128.8 129.0 19
## 142 Graduate 9773 12.66667 12.00000 110.1 116.0 19
## 143 Enrolled 9147 0.00000 0.00000 99.7 99.0 22
## 144 Graduate 9238 11.33333 11.50000 121.0 135.0 19
## 145 Graduate 9500 13.60500 12.33125 131.7 141.0 19
## 146 Graduate 9853 12.00000 10.80000 119.1 132.0 19
## 147 Dropout 9254 0.00000 0.00000 124.7 132.0 19
## 148 Dropout 9254 11.20000 11.66667 117.2 113.0 20
## 149 Graduate 9147 13.37500 14.16667 128.8 134.0 18
## 150 Graduate 9500 13.86333 14.17857 131.5 136.0 20
## 151 Enrolled 171 0.00000 0.00000 121.7 136.0 18
## 152 Graduate 9085 12.40000 13.40000 123.4 129.0 19
## 153 Enrolled 9853 12.33333 10.83333 124.7 138.0 18
## 154 Graduate 9853 13.33333 11.80000 132.8 137.0 18
## 155 Dropout 9853 12.66667 10.00000 108.7 115.0 21
## 156 Dropout 9853 12.00000 11.50000 138.1 129.0 19
## 157 Graduate 9147 10.60000 11.80000 126.5 131.0 18
## 158 Graduate 9238 12.25000 11.85714 127.4 133.0 18
## 159 Graduate 9238 11.00000 11.83333 123.6 125.0 20
## 160 Graduate 8014 11.00000 12.60000 122.0 120.0 24
## 161 Dropout 9670 13.16667 13.00000 118.2 128.0 19
## 162 Graduate 9500 12.85556 12.76111 123.9 127.0 18
## 163 Graduate 9500 14.91875 15.35500 125.8 134.0 18
## 164 Dropout 9853 11.50000 11.00000 123.3 132.0 21
## 165 Graduate 9670 14.20000 14.20000 124.4 124.0 19
## 166 Graduate 9773 12.50000 13.00000 126.0 133.1 19
## 167 Enrolled 9003 0.00000 0.00000 170.0 170.0 47
## 168 Graduate 9238 11.66667 11.00000 121.5 125.0 19
## 169 Graduate 9500 14.25714 14.25714 130.0 130.0 29
## 170 Dropout 9238 12.00000 11.33333 117.0 125.0 21
## 171 Enrolled 9085 11.25000 10.50000 130.0 130.0 28
## 172 Graduate 9556 12.45714 13.56250 108.0 133.1 20
## 173 Graduate 9500 11.68333 11.68333 132.3 131.0 19
## 174 Graduate 8014 11.66667 12.00000 148.0 150.0 26
## 175 Dropout 9254 11.75000 13.16667 122.6 125.0 20
## 176 Enrolled 9670 11.66667 13.50000 123.0 131.0 18
## 177 Graduate 9853 13.20000 12.00000 102.5 130.0 27
## 178 Dropout 9500 11.95000 11.95000 113.3 123.0 20
## 179 Dropout 9853 12.40000 10.40000 133.0 141.0 18
## 180 Dropout 9500 14.35000 14.58333 140.0 140.0 33
## 181 Graduate 9853 12.61905 12.78947 128.3 140.0 35
## 182 Enrolled 9991 12.66667 13.16667 140.0 140.0 26
## 183 Dropout 9773 12.00000 0.00000 104.0 133.1 27
## 184 Dropout 9070 12.16667 0.00000 122.3 131.0 19
## 185 Dropout 9254 0.00000 0.00000 135.0 143.0 20
## 186 Dropout 9147 10.00000 10.57143 119.1 132.0 20
## 187 Enrolled 9238 11.50000 10.00000 126.6 143.0 21
## 188 Graduate 9500 13.05000 13.05000 129.0 141.0 18
## 189 Dropout 9085 11.00000 0.00000 162.3 133.1 24
## 190 Graduate 9070 11.50000 12.00000 163.4 148.0 20
## 191 Graduate 9254 12.00000 12.50000 121.5 125.0 21
## 192 Enrolled 8014 10.00000 10.00000 122.8 120.0 23
## 193 Dropout 9147 0.00000 0.00000 118.0 140.0 24
## 194 Dropout 9853 0.00000 0.00000 134.0 139.0 21
## 195 Graduate 9500 12.24286 12.24286 129.8 142.0 18
## 196 Dropout 9991 0.00000 0.00000 152.0 130.0 27
## 197 Graduate 9500 12.93375 12.93375 122.8 126.0 18
## 198 Dropout 9119 0.00000 0.00000 150.0 150.0 35
## 199 Graduate 9853 12.57143 14.42857 131.8 130.0 18
## 200 Enrolled 9500 11.81667 11.33333 105.9 120.0 35
## 201 Graduate 9085 13.75000 14.33333 132.1 138.0 19
## 202 Graduate 9238 11.16667 11.33333 127.4 127.0 20
## 203 Graduate 9500 12.32429 12.32429 129.5 140.0 18
## 204 Graduate 9238 12.16667 11.71429 126.7 130.0 21
## 205 Graduate 9238 11.14286 11.25000 116.5 128.0 18
## 206 Graduate 9238 11.00000 10.75000 119.1 132.0 18
## 207 Graduate 9500 12.91429 12.91429 126.5 149.0 18
## 208 Graduate 9773 13.83333 14.16667 149.8 155.0 18
## 209 Graduate 9085 13.85714 13.40000 115.1 120.0 19
## 210 Dropout 9254 13.71429 12.80000 124.5 133.1 36
## 211 Graduate 9500 12.64286 12.64286 128.3 131.0 18
## 212 Graduate 9500 12.91667 12.91667 136.0 149.0 18
## 213 Graduate 9130 15.62500 15.85714 140.0 140.0 20
## 214 Dropout 9991 0.00000 0.00000 126.3 133.1 26
## 215 Graduate 9773 11.71429 12.00000 126.9 122.0 21
## 216 Enrolled 9556 12.12500 13.31250 145.0 130.0 25
## 217 Graduate 9147 11.60000 11.60000 115.8 121.0 19
## 218 Dropout 8014 10.00000 0.00000 100.0 120.0 24
## 219 Dropout 8014 10.00000 0.00000 102.5 133.1 27
## 220 Dropout 9085 0.00000 13.50000 131.5 121.0 21
## 221 Graduate 9147 13.00000 12.33333 147.0 133.0 18
## 222 Graduate 9853 13.33333 14.50000 122.5 134.0 19
## 223 Dropout 9254 11.25000 12.50000 117.5 115.0 18
## 224 Graduate 9500 13.85000 12.19286 150.0 127.0 19
## 225 Graduate 9500 13.74167 14.91250 127.5 135.0 19
## 226 Graduate 9991 15.33333 15.80000 140.0 140.0 33
## 227 Graduate 9147 11.00000 13.80000 130.0 130.0 45
## 228 Graduate 9238 12.00000 12.85714 133.3 135.0 20
## 229 Dropout 9670 0.00000 0.00000 97.0 140.0 28
## 230 Graduate 9500 11.57143 11.57143 112.0 120.0 19
## 231 Graduate 9254 12.85714 12.66667 123.6 140.0 18
## 232 Dropout 9254 0.00000 0.00000 130.5 133.1 38
## 233 Graduate 9670 13.00000 13.20000 133.3 135.0 19
## 234 Graduate 9254 11.00000 12.00000 132.1 123.0 21
## 235 Dropout 9147 12.00000 15.00000 100.0 133.1 21
## 236 Graduate 9238 12.60000 13.00000 140.4 154.0 22
## 237 Graduate 9853 13.40000 13.16667 141.7 148.0 18
## 238 Graduate 9238 11.33333 11.57143 119.7 133.0 18
## 239 Dropout 9130 13.50000 14.25000 122.5 126.0 25
## 240 Dropout 9085 11.75000 10.33333 140.0 133.1 24
## 241 Enrolled 9500 12.47143 11.46250 119.4 125.0 19
## 242 Enrolled 171 12.90909 13.55556 155.0 145.0 24
## 243 Graduate 9147 11.60000 13.60000 119.1 118.0 20
## 244 Dropout 9147 0.00000 0.00000 122.7 120.0 25
## 245 Graduate 9147 12.90000 12.36364 117.9 127.0 20
## 246 Graduate 9500 13.22000 13.22000 130.0 130.0 23
## 247 Graduate 9500 13.15143 13.15143 120.0 129.0 19
## 248 Dropout 9003 12.75000 11.33333 130.0 130.0 29
## 249 Graduate 9254 11.33333 12.25000 116.8 121.0 21
## 250 Graduate 9670 13.25000 14.14286 123.4 136.0 18
## 251 Enrolled 9070 12.40000 12.40000 125.4 125.0 19
## 252 Dropout 9773 15.00000 12.83333 127.2 131.0 18
## 253 Graduate 9085 14.40000 13.00000 103.4 122.0 19
## 254 Enrolled 9773 11.00000 0.00000 123.2 127.0 18
## 255 Graduate 9147 12.40000 10.80000 124.1 136.0 18
## 256 Dropout 9556 16.00000 0.00000 99.5 133.1 37
## 257 Graduate 9991 13.57143 12.33333 124.9 127.0 29
## 258 Enrolled 9070 11.83333 12.50000 110.8 116.0 18
## 259 Graduate 9238 11.66667 12.66667 118.9 121.0 19
## 260 Dropout 9238 11.83333 13.00000 118.8 124.0 22
## 261 Graduate 9254 11.16667 10.60000 137.0 131.0 20
## 262 Dropout 8014 0.00000 0.00000 100.0 100.0 34
## 263 Dropout 9119 11.75000 12.16667 120.0 130.0 30
## 264 Graduate 9238 14.00000 14.00000 122.8 135.0 18
## 265 Graduate 9238 12.83333 12.00000 121.6 130.0 18
## 266 Graduate 9773 12.25000 11.66667 149.2 146.0 18
## 267 Graduate 9500 14.82857 14.82857 140.0 146.0 18
## 268 Graduate 9773 11.40000 12.80000 133.4 154.0 19
## 269 Graduate 9070 13.00000 12.50000 126.2 137.0 19
## 270 Graduate 9500 13.67143 13.67143 127.8 151.0 18
## 271 Graduate 9003 12.66667 12.80000 150.0 150.0 21
## 272 Dropout 9147 10.00000 13.00000 113.7 121.0 20
## 273 Graduate 9147 13.50000 12.33333 117.8 122.0 20
## 274 Graduate 9500 12.67000 13.55000 136.7 143.0 19
## 275 Graduate 9238 14.50000 15.42857 144.7 152.0 20
## 276 Graduate 9500 13.68571 15.38750 139.8 145.0 18
## 277 Dropout 9853 11.00000 10.66667 113.7 120.0 20
## 278 Dropout 9130 11.55556 13.20000 140.0 140.0 29
## 279 Enrolled 9500 13.79714 13.77500 142.3 143.0 18
## 280 Graduate 9500 14.00375 13.81286 119.6 129.0 20
## 281 Graduate 9147 12.00000 11.40000 123.7 139.0 22
## 282 Graduate 8014 14.16667 14.16667 143.0 133.1 47
## 283 Graduate 9991 14.00000 13.80000 100.1 127.0 31
## 284 Graduate 9070 13.80000 12.83333 119.4 126.0 21
## 285 Graduate 8014 12.80000 11.85714 122.1 128.0 21
## 286 Graduate 9773 12.16667 13.83333 100.0 100.0 24
## 287 Enrolled 9070 12.50000 12.33333 113.9 123.0 18
## 288 Graduate 8014 12.00000 11.50000 101.0 170.0 32
## 289 Graduate 8014 10.83333 11.50000 111.8 117.0 19
## 290 Graduate 9500 13.38500 13.38500 140.0 140.0 24
## 291 Graduate 9085 15.66667 14.50000 124.4 123.0 19
## 292 Graduate 9003 14.33333 13.83333 150.0 150.0 19
## 293 Enrolled 9003 11.42857 13.00000 140.0 140.0 24
## 294 Graduate 9238 11.66667 11.66667 116.0 123.0 18
## 295 Dropout 9070 12.00000 11.33333 135.6 130.0 19
## 296 Graduate 9500 14.72571 14.72571 121.0 137.0 19
## 297 Graduate 9773 14.16667 13.66667 118.7 126.0 18
## 298 Graduate 9238 11.57143 12.33333 125.7 125.0 18
## 299 Graduate 9556 12.50000 13.13750 107.1 112.0 20
## 300 Graduate 9500 12.86000 12.86000 125.5 141.0 18
## 301 Graduate 9670 12.25000 13.71429 127.0 135.0 18
## 302 Graduate 9085 12.00000 12.20000 113.5 117.0 21
## 303 Graduate 9500 15.11667 16.16889 154.4 160.0 18
## 304 Dropout 9670 12.50000 10.25000 122.0 136.0 18
## 305 Dropout 9238 0.00000 0.00000 128.0 143.0 19
## 306 Enrolled 9670 11.00000 11.00000 115.5 119.0 19
## 307 Graduate 9670 11.87500 14.60000 117.2 120.0 18
## 308 Dropout 9130 11.00000 0.00000 150.0 150.0 34
## 309 Graduate 9085 15.20000 13.20000 155.3 142.0 19
## 310 Dropout 9130 11.60000 11.00000 120.0 120.0 19
## 311 Graduate 9238 14.83333 15.14286 116.1 160.0 26
## 312 Dropout 9853 11.33333 11.33333 118.9 133.1 21
## 313 Graduate 9147 11.20000 11.80000 127.3 142.0 18
## 314 Graduate 9853 13.40000 13.66667 113.7 121.0 20
## 315 Dropout 9147 10.50000 0.00000 118.5 135.0 25
## 316 Graduate 9147 16.20000 16.40000 146.7 153.0 18
## 317 Graduate 9500 14.54286 14.88182 124.3 140.0 18
## 318 Graduate 9500 13.69429 14.35556 137.8 152.0 19
## 319 Graduate 9238 11.28571 11.85714 130.2 120.0 18
## 320 Enrolled 9500 11.75714 13.08333 147.8 160.0 20
## 321 Dropout 9085 0.00000 0.00000 150.0 150.0 26
## 322 Graduate 9500 13.05857 13.05857 100.0 100.0 19
## 323 Graduate 9500 14.30000 14.05556 155.6 150.0 19
## 324 Graduate 9147 11.80000 12.00000 117.4 124.0 19
## 325 Enrolled 9085 10.33333 13.00000 128.8 141.0 19
## 326 Graduate 9254 10.57143 11.66667 117.5 121.0 18
## 327 Graduate 9500 13.33333 13.33333 120.4 134.0 19
## 328 Graduate 9238 11.85714 11.00000 130.9 134.0 18
## 329 Enrolled 9853 12.60000 11.40000 125.0 132.0 18
## 330 Enrolled 9085 14.00000 11.60000 136.8 135.0 18
## 331 Enrolled 9853 12.00000 12.66667 121.6 123.0 18
## 332 Dropout 9119 0.00000 0.00000 151.0 151.0 26
## 333 Graduate 9238 12.00000 13.00000 103.5 107.0 20
## 334 Graduate 8014 12.66667 11.66667 119.4 126.0 19
## 335 Graduate 9238 12.16667 13.66667 134.4 133.0 18
## 336 Graduate 9238 13.33333 14.66667 143.0 140.0 19
## 337 Graduate 9853 15.00000 14.57143 110.0 110.0 40
## 338 Graduate 9500 13.39125 13.39125 132.5 141.0 18
## 339 Graduate 9238 12.16667 12.42857 114.7 122.0 19
## 340 Graduate 9130 11.25000 12.50000 166.9 156.0 18
## 341 Enrolled 9085 12.00000 12.00000 125.9 129.0 19
## 342 Dropout 171 0.00000 0.00000 178.3 188.0 18
## 343 Graduate 8014 12.83333 12.85714 117.0 120.0 33
## 344 Graduate 9003 14.00000 13.10000 150.0 130.0 35
## 345 Enrolled 9147 13.00000 12.00000 130.0 130.0 26
## 346 Graduate 9773 13.50000 12.50000 135.1 140.0 18
## 347 Enrolled 9238 10.69231 12.30769 110.0 110.0 36
## 348 Graduate 9991 11.00000 11.66667 136.2 133.1 39
## 349 Graduate 9238 13.00000 13.83333 116.0 120.0 44
## 350 Enrolled 8014 12.00000 11.25000 100.0 96.0 20
## 351 Dropout 9254 12.60000 11.50000 116.3 117.0 24
## 352 Graduate 9773 13.66667 13.33333 134.0 123.0 20
## 353 Dropout 171 0.00000 0.00000 124.2 127.0 19
## 354 Graduate 9500 14.20000 14.20000 134.5 151.0 18
## 355 Dropout 9254 11.00000 0.00000 120.7 127.0 22
## 356 Graduate 9085 15.00000 16.42857 127.1 133.0 18
## 357 Graduate 9500 12.58571 13.44286 133.0 133.1 24
## 358 Dropout 9991 0.00000 0.00000 128.2 133.1 33
## 359 Enrolled 9003 0.00000 0.00000 130.0 133.1 30
## 360 Dropout 9085 0.00000 0.00000 172.0 160.0 26
## 361 Graduate 9853 11.66667 11.83333 128.5 140.0 18
## 362 Dropout 9773 12.66667 10.00000 128.5 146.0 19
## 363 Enrolled 9147 10.33333 11.00000 112.0 112.0 20
## 364 Graduate 9085 13.50000 13.71429 142.5 140.0 22
## 365 Enrolled 9500 13.98000 13.98000 133.0 136.0 19
## 366 Graduate 9085 16.15385 15.75000 106.0 133.1 21
## 367 Graduate 9500 14.03333 14.03333 125.5 136.0 21
## 368 Enrolled 9085 11.00000 11.20000 131.2 134.0 19
## 369 Graduate 9853 13.85714 13.66667 112.9 122.0 19
## 370 Dropout 9500 13.41429 13.41429 124.8 138.0 18
## 371 Graduate 8014 13.54545 13.57143 140.9 160.0 50
## 372 Enrolled 9991 11.25000 10.83333 148.0 130.0 31
## 373 Graduate 9773 13.83333 14.42857 148.4 161.0 19
## 374 Graduate 9991 12.00000 12.85714 129.7 140.0 35
## 375 Dropout 9085 0.00000 0.00000 128.2 133.1 31
## 376 Enrolled 8014 11.90000 12.80000 104.0 133.1 42
## 377 Dropout 9147 0.00000 0.00000 119.9 130.0 34
## 378 Graduate 9500 15.13571 15.28750 141.0 152.0 18
## 379 Enrolled 9853 12.28571 13.33333 116.6 125.0 18
## 380 Enrolled 9085 12.66667 13.50000 140.0 140.0 21
## 381 Dropout 9500 12.74000 10.97857 140.0 133.1 26
## 382 Enrolled 9500 13.25000 13.75000 100.0 170.0 20
## 383 Enrolled 9238 10.33333 10.33333 121.0 135.0 19
## 384 Graduate 9853 13.42857 13.16667 117.0 125.0 19
## 385 Graduate 9147 12.55556 11.11111 140.2 140.0 20
## 386 Graduate 9238 11.50000 11.16667 129.3 124.0 19
## 387 Graduate 9853 13.66667 12.33333 145.3 140.0 18
## 388 Graduate 9991 11.27273 12.00000 146.2 130.0 28
## 389 Enrolled 9853 13.16667 12.40000 122.5 134.0 22
## 390 Graduate 8014 14.66667 14.16667 156.1 160.0 21
## 391 Enrolled 9085 12.75000 11.00000 140.0 140.0 21
## 392 Enrolled 9500 11.20000 12.14000 140.0 150.0 26
## 393 Dropout 9773 13.00000 11.40000 128.4 141.0 18
## 394 Dropout 9085 10.50000 12.33333 115.0 120.0 20
## 395 Graduate 9085 14.85714 14.00000 158.7 166.0 18
## 396 Graduate 9500 12.86000 12.86000 124.5 147.0 19
## 397 Graduate 9238 11.72727 12.00000 111.9 121.0 20
## 398 Graduate 9085 13.14286 12.00000 150.0 150.0 22
## 399 Dropout 9670 11.80000 13.71429 114.2 124.0 18
## 400 Dropout 9147 10.66667 0.00000 96.0 96.0 19
## 401 Enrolled 9070 11.60000 11.20000 128.9 125.0 18
## 402 Enrolled 9254 10.33333 10.33333 121.7 136.0 20
## 403 Enrolled 9773 12.25000 11.00000 114.8 120.0 19
## 404 Enrolled 9254 12.00000 12.75000 127.0 128.0 19
## 405 Graduate 9500 14.73143 14.73143 131.3 142.0 19
## 406 Graduate 171 0.00000 0.00000 137.1 135.0 18
## 407 Graduate 9070 13.61538 14.25000 120.0 120.0 21
## 408 Graduate 9991 15.80000 14.80000 139.0 140.0 27
## 409 Graduate 9238 14.66667 14.57143 129.1 135.0 19
## 410 Dropout 9085 0.00000 0.00000 128.2 133.1 25
## 411 Graduate 9500 14.65429 14.65429 120.8 137.0 18
## 412 Graduate 9500 12.40143 12.40143 135.8 122.0 24
## 413 Graduate 9500 11.58750 14.07143 118.9 128.0 20
## 414 Graduate 9991 14.00000 15.60000 140.0 140.0 26
## 415 Graduate 9238 12.33333 11.83333 127.1 132.0 20
## 416 Graduate 9085 14.00000 15.40000 137.0 131.0 18
## 417 Graduate 9085 15.23077 12.37500 127.4 126.0 19
## 418 Dropout 9853 11.60000 11.00000 97.0 133.1 23
## 419 Graduate 9500 11.60000 11.60000 126.3 136.0 18
## 420 Dropout 9500 0.00000 0.00000 127.5 140.0 18
## 421 Graduate 9500 12.90143 13.09444 126.6 135.0 19
## 422 Graduate 9991 14.14286 14.80000 120.0 160.0 30
## 423 Dropout 9085 0.00000 0.00000 140.0 140.0 29
## 424 Graduate 9500 13.25375 13.25375 131.5 140.0 19
## 425 Graduate 9556 13.78571 14.10000 112.2 115.0 20
## 426 Graduate 9500 13.91667 13.91667 150.5 144.0 20
## 427 Graduate 9670 13.50000 13.57143 121.0 128.0 19
## 428 Enrolled 9147 11.33333 10.66667 112.2 116.0 20
## 429 Dropout 9085 0.00000 0.00000 129.4 135.0 21
## 430 Graduate 9670 11.50000 14.60000 114.4 121.0 19
## 431 Graduate 9500 12.08286 12.08286 120.3 134.0 18
## 432 Graduate 8014 11.83333 12.80000 120.0 120.0 27
## 433 Graduate 9147 13.40000 12.40000 114.5 125.0 19
## 434 Dropout 9500 0.00000 0.00000 127.8 141.0 19
## 435 Graduate 9773 14.20000 14.57143 124.6 140.0 19
## 436 Graduate 9500 13.81429 13.81429 130.3 144.0 18
## 437 Enrolled 9254 11.25000 10.50000 118.2 122.0 20
## 438 Graduate 9670 14.50000 13.66667 118.8 130.0 18
## 439 Dropout 9670 0.00000 0.00000 133.0 133.1 19
## 440 Graduate 9500 11.30000 11.30000 129.0 133.1 36
## 441 Enrolled 9556 0.00000 16.00000 100.0 147.0 18
## 442 Enrolled 9130 12.00000 12.00000 120.7 127.0 18
## 443 Graduate 9500 12.30000 12.30000 132.5 136.0 19
## 444 Graduate 9500 12.69429 12.69429 120.3 127.0 18
## 445 Graduate 9670 11.00000 11.00000 114.6 123.0 18
## 446 Graduate 9238 13.00000 14.16667 116.5 128.0 19
## 447 Graduate 9500 14.41250 16.05000 127.8 128.0 19
## 448 Dropout 9500 12.92875 14.06250 129.9 140.0 18
## 449 Graduate 9773 13.33333 12.80000 118.9 121.0 20
## 450 Enrolled 9254 12.80000 12.80000 114.3 122.0 20
## 451 Graduate 9500 14.40286 14.40286 114.8 126.0 20
## 452 Graduate 9500 13.38143 13.38143 123.0 135.0 18
## 453 Graduate 9500 14.13125 13.98375 122.1 131.0 18
## 454 Graduate 9085 11.71429 12.60000 123.7 140.0 19
## 455 Enrolled 9147 11.80000 11.25000 132.4 131.0 19
## 456 Graduate 8014 11.16667 11.00000 114.8 130.0 44
## 457 Dropout 9003 0.00000 0.00000 130.0 130.0 32
## 458 Dropout 9853 13.60000 12.00000 122.3 140.0 22
## 459 Graduate 9003 13.84615 14.09091 152.4 130.0 36
## 460 Graduate 9773 12.50000 13.33333 120.1 125.0 18
## 461 Graduate 9130 16.40000 14.60000 155.1 160.0 20
## 462 Graduate 9070 13.81818 13.45455 124.5 130.0 20
## 463 Graduate 9238 10.60000 10.50000 126.9 144.0 19
## 464 Graduate 9147 10.20000 12.20000 153.2 133.1 24
## 465 Enrolled 9238 10.60000 10.40000 129.8 148.0 20
## 466 Dropout 8014 11.44444 10.80000 135.0 133.1 27
## 467 Enrolled 9853 14.33333 12.62500 131.3 133.0 20
## 468 Graduate 9238 13.00000 13.26667 125.2 129.0 23
## 469 Graduate 9500 13.31000 13.31000 141.3 144.0 18
## 470 Graduate 9238 10.57143 12.20000 117.1 120.0 18
## 471 Graduate 9500 13.48714 13.48714 126.5 144.0 20
## 472 Graduate 9254 12.33333 11.83333 120.1 132.0 20
## 473 Dropout 9670 11.87500 12.83333 128.4 142.0 23
## 474 Graduate 9500 13.96667 13.96667 140.0 136.0 20
## 475 Dropout 9254 0.00000 0.00000 110.0 133.1 28
## 476 Graduate 9670 11.50000 12.80000 116.8 122.0 21
## 477 Dropout 9556 12.50000 0.00000 104.5 133.1 21
## 478 Dropout 9500 0.00000 0.00000 140.0 140.0 28
## 479 Graduate 9500 11.98000 13.22500 113.2 117.0 18
## 480 Enrolled 9238 13.20000 11.80000 118.6 128.0 21
## 481 Graduate 9500 11.61429 14.03750 123.8 136.0 19
## 482 Graduate 9500 14.31429 14.31429 126.7 141.0 18
## 483 Dropout 9500 0.00000 0.00000 133.8 130.0 19
## 484 Enrolled 9085 12.66667 13.00000 140.0 140.0 20
## 485 Graduate 9500 12.76667 12.12857 100.6 102.0 20
## 486 Graduate 9853 12.66667 12.20000 132.7 126.0 18
## 487 Dropout 9670 11.50000 10.57143 106.6 125.0 20
## 488 Dropout 9670 11.40000 11.75000 140.4 120.0 31
## 489 Graduate 9500 14.70625 14.47750 128.3 132.0 19
## 490 Graduate 9500 11.81429 13.54286 118.6 128.0 19
## 491 Graduate 9070 13.00000 11.87500 123.4 115.0 23
## 492 Graduate 9670 14.85714 13.33333 124.0 125.0 19
## 493 Graduate 9500 12.60000 12.60000 121.3 137.0 20
## 494 Enrolled 9085 13.33333 11.40000 101.0 101.0 22
## 495 Enrolled 9853 10.66667 12.83333 116.9 126.0 18
## 496 Dropout 9130 11.50000 11.00000 130.0 130.0 27
## 497 Dropout 9556 10.00000 0.00000 120.0 100.0 29
## 498 Graduate 9254 11.80000 12.20000 130.4 122.0 18
## 499 Graduate 9070 11.80000 12.66667 118.7 126.0 18
## 500 Graduate 9500 12.77125 12.77125 131.5 128.0 18
## 501 Enrolled 9085 11.33333 12.60000 120.4 134.0 20
## 502 Graduate 9254 12.66667 14.60000 129.1 128.0 18
## 503 Enrolled 9070 12.20000 10.83333 132.0 125.0 18
## 504 Dropout 9085 12.00000 0.00000 130.0 130.0 28
## 505 Graduate 9500 11.72143 11.72143 132.8 135.0 18
## 506 Enrolled 9500 14.00000 12.52500 143.7 133.1 27
## 507 Enrolled 33 14.75000 13.80000 152.8 140.0 26
## 508 Graduate 9773 12.66667 13.66667 133.5 138.0 18
## 509 Dropout 9130 13.00000 14.00000 146.2 150.0 18
## 510 Dropout 9147 0.00000 0.00000 115.2 125.0 21
## 511 Enrolled 9070 10.75000 0.00000 120.7 121.0 18
## 512 Dropout 8014 0.00000 0.00000 101.8 120.0 32
## 513 Graduate 9670 12.50000 11.75000 100.0 140.0 28
## 514 Dropout 9991 0.00000 0.00000 121.9 100.0 40
## 515 Dropout 8014 0.00000 0.00000 120.4 140.0 39
## 516 Dropout 9238 0.00000 0.00000 120.4 140.0 39
## 517 Graduate 9003 12.50000 12.40000 148.8 120.0 50
## 518 Dropout 9853 12.80000 11.66667 123.0 138.0 23
## 519 Dropout 8014 10.00000 11.00000 100.0 133.1 48
## 520 Dropout 9853 11.25000 10.20000 112.1 118.0 23
## 521 Graduate 9500 12.61000 12.61000 126.8 135.0 18
## 522 Graduate 9130 12.00000 12.60000 115.9 130.0 18
## 523 Graduate 9238 13.00000 13.50000 132.5 150.0 20
## 524 Graduate 9085 12.00000 13.00000 132.2 149.0 18
## 525 Dropout 9556 12.00000 0.00000 183.5 180.0 18
## 526 Dropout 9119 12.00000 11.00000 136.0 133.1 31
## 527 Enrolled 9119 12.00000 10.50000 100.9 133.1 24
## 528 Graduate 171 0.00000 0.00000 114.5 145.0 24
## 529 Dropout 9147 0.00000 0.00000 110.3 110.0 26
## 530 Dropout 9130 13.62500 11.75000 137.2 154.0 18
## 531 Enrolled 9147 11.66667 11.66667 116.9 126.0 19
## 532 Dropout 9670 0.00000 0.00000 121.8 133.0 22
## 533 Graduate 9500 11.69000 11.69000 127.3 145.0 18
## 534 Dropout 9070 0.00000 0.00000 120.0 120.0 20
## 535 Graduate 171 0.00000 0.00000 150.0 150.0 25
## 536 Graduate 9991 11.50000 11.28571 100.0 150.0 24
## 537 Dropout 9119 14.00000 0.00000 150.0 150.0 27
## 538 Graduate 9254 11.00000 12.40000 116.9 127.0 21
## 539 Graduate 9003 12.85714 13.16667 140.0 140.0 21
## 540 Dropout 9773 12.50000 11.33333 122.1 128.0 19
## 541 Graduate 9500 14.52857 15.01818 160.0 127.0 28
## 542 Enrolled 9147 10.00000 12.00000 118.4 117.0 20
## 543 Graduate 9003 13.00000 12.62500 150.0 150.0 21
## 544 Graduate 9500 15.95714 15.18889 144.9 154.0 18
## 545 Enrolled 9119 13.20000 12.60000 121.1 127.0 18
## 546 Enrolled 9147 10.20000 11.00000 121.8 133.0 20
## 547 Enrolled 9119 14.20000 13.50000 146.8 120.0 25
## 548 Enrolled 9670 12.62500 14.50000 138.0 133.1 22
## 549 Enrolled 9500 13.49667 13.49667 138.0 149.0 18
## 550 Graduate 9147 13.25000 11.00000 116.3 125.0 19
## 551 Dropout 9119 12.00000 12.00000 122.5 126.0 19
## 552 Dropout 9773 13.00000 13.75000 115.0 133.1 25
## 553 Dropout 9070 11.77778 13.66667 115.0 115.0 21
## 554 Dropout 9119 11.00000 0.00000 119.8 117.0 19
## 555 Dropout 9147 0.00000 0.00000 95.0 133.1 20
## 556 Dropout 9003 12.42857 10.85714 150.0 150.0 25
## 557 Enrolled 9147 11.00000 12.00000 117.8 130.0 20
## 558 Graduate 171 0.00000 0.00000 144.2 161.0 18
## 559 Enrolled 9254 11.50000 10.66667 130.0 130.0 23
## 560 Graduate 9500 12.50750 12.50750 128.2 111.0 23
## 561 Graduate 9003 12.09091 12.00000 135.3 140.0 21
## 562 Enrolled 9130 11.00000 12.66667 143.9 132.0 20
## 563 Dropout 9991 10.00000 11.33333 140.7 139.0 25
## 564 Graduate 9130 13.50000 13.20000 130.4 132.0 18
## 565 Graduate 9070 14.16667 13.62500 123.2 119.0 22
## 566 Graduate 9670 14.00000 14.71429 118.0 133.1 27
## 567 Dropout 9003 0.00000 0.00000 120.0 133.1 25
## 568 Dropout 9119 11.66667 11.33333 118.9 129.0 18
## 569 Graduate 9085 14.60000 14.20000 117.2 128.0 20
## 570 Graduate 9003 13.00000 11.50000 120.0 120.0 27
## 571 Graduate 8014 12.16667 12.00000 118.1 130.0 20
## 572 Dropout 9147 0.00000 12.00000 124.8 130.0 22
## 573 Dropout 9119 10.50000 10.80000 106.5 111.0 19
## 574 Enrolled 9147 12.40000 10.83333 116.8 121.0 20
## 575 Graduate 171 0.00000 0.00000 109.3 117.0 19
## 576 Dropout 9085 0.00000 0.00000 120.0 133.1 29
## 577 Graduate 9500 13.82857 13.82857 137.5 149.0 19
## 578 Enrolled 9991 10.60000 10.20000 150.0 172.0 28
## 579 Graduate 9238 11.50000 11.66667 120.4 134.0 20
## 580 Graduate 9070 13.50000 13.62500 136.7 136.0 20
## 581 Dropout 8014 0.00000 0.00000 118.5 133.1 31
## 582 Graduate 9500 12.53750 12.61429 133.0 141.0 18
## 583 Enrolled 9670 14.83333 13.28571 128.8 141.0 19
## 584 Graduate 9147 12.00000 12.80000 133.0 148.0 18
## 585 Graduate 9254 11.80000 11.60000 102.0 102.0 19
## 586 Graduate 9147 15.00000 15.20000 133.9 143.0 18
## 587 Graduate 9085 12.00000 13.20000 127.0 120.0 19
## 588 Graduate 9773 12.83333 12.28571 120.4 121.0 18
## 589 Graduate 9254 11.66667 12.00000 124.5 122.0 19
## 590 Graduate 9556 12.16250 13.82500 123.9 122.0 19
## 591 Graduate 9670 13.83333 14.55556 117.8 123.0 18
## 592 Enrolled 9500 12.45000 11.70000 126.7 133.0 19
## 593 Graduate 9670 12.12500 13.57143 110.0 110.0 20
## 594 Enrolled 9670 13.40000 13.00000 134.7 155.0 20
## 595 Enrolled 9003 13.33333 14.00000 113.2 119.0 20
## 596 Dropout 9991 11.45455 11.54545 141.0 120.0 29
## 597 Dropout 9853 12.00000 10.00000 111.5 133.1 20
## 598 Dropout 9853 12.66667 12.60000 140.0 143.0 31
## 599 Graduate 9670 12.66667 13.77778 134.3 149.0 20
## 600 Graduate 9003 11.88889 11.46154 125.3 133.0 21
## 601 Dropout 9130 0.00000 0.00000 140.0 140.0 23
## 602 Dropout 9070 13.00000 11.60000 119.6 122.0 21
## 603 Graduate 9500 16.88571 15.74444 170.0 170.0 24
## 604 Graduate 8014 12.50000 12.33333 150.5 120.0 27
## 605 Graduate 9500 13.05556 15.81250 128.0 143.0 18
## 606 Dropout 171 0.00000 0.00000 108.7 115.0 21
## 607 Dropout 9130 0.00000 0.00000 121.6 123.0 19
## 608 Graduate 9500 12.35571 12.35571 125.3 131.0 19
## 609 Dropout 9085 0.00000 0.00000 117.6 127.0 18
## 610 Enrolled 9500 11.98000 11.98000 124.3 126.0 18
## 611 Graduate 9853 13.85714 12.57143 106.1 112.0 20
## 612 Graduate 8014 13.00000 14.16667 139.9 150.0 24
## 613 Graduate 9070 12.83333 11.16667 110.8 116.0 20
## 614 Enrolled 9147 11.00000 13.20000 118.0 118.0 20
## 615 Graduate 9500 12.35714 12.35714 117.8 130.0 19
## 616 Graduate 9500 13.85714 13.85714 127.5 144.0 18
## 617 Graduate 9238 12.33333 10.66667 129.7 105.0 20
## 618 Graduate 9500 12.84714 13.78889 130.6 143.0 20
## 619 Graduate 9500 12.34000 13.01875 126.3 137.0 19
## 620 Enrolled 9085 12.66667 11.75000 140.0 140.0 19
## 621 Graduate 9773 13.83333 12.50000 105.0 133.1 20
## 622 Dropout 9147 10.75000 10.00000 114.6 116.0 19
## 623 Dropout 9853 13.25000 10.25000 114.6 117.0 19
## 624 Graduate 9500 13.73125 13.73125 131.0 137.0 18
## 625 Dropout 9070 13.33333 12.66667 109.0 116.0 23
## 626 Dropout 9853 12.00000 10.80000 132.0 133.1 21
## 627 Graduate 8014 10.88889 11.33333 130.0 130.0 23
## 628 Graduate 9500 13.02500 13.81111 109.5 106.0 19
## 629 Graduate 9773 13.00000 14.16667 115.9 125.0 18
## 630 Graduate 9773 11.80000 12.00000 131.6 134.0 19
## 631 Graduate 9500 12.04286 12.04286 120.0 133.1 25
## 632 Enrolled 9853 12.20000 13.00000 109.7 117.0 19
## 633 Graduate 9500 12.83750 15.50000 136.4 136.0 19
## 634 Graduate 9556 11.00000 11.70000 120.0 120.0 24
## 635 Graduate 9670 13.50000 14.00000 132.6 135.0 18
## 636 Graduate 9238 12.12500 12.71429 112.9 122.0 19
## 637 Graduate 9500 12.62857 12.62857 134.3 147.0 18
## 638 Enrolled 9991 10.66667 11.40000 123.2 120.0 27
## 639 Graduate 9238 11.20000 11.60000 117.2 121.0 19
## 640 Dropout 9773 12.66667 11.83333 129.8 135.0 18
## 641 Dropout 9670 13.50000 0.00000 158.0 130.0 34
## 642 Enrolled 9147 11.66667 11.00000 116.5 128.0 18
## 643 Enrolled 9147 10.50000 12.33333 121.0 129.0 18
## 644 Enrolled 9500 14.26875 14.26875 133.8 143.0 18
## 645 Dropout 9773 0.00000 0.00000 115.0 108.0 20
## 646 Enrolled 9147 10.50000 13.33333 131.8 130.0 19
## 647 Enrolled 9238 11.20000 10.00000 121.0 135.0 21
## 648 Graduate 9991 12.00000 14.83333 152.4 140.0 26
## 649 Graduate 9556 12.22857 13.21250 110.2 120.0 27
## 650 Graduate 9670 11.50000 10.75000 113.5 117.0 20
## 651 Graduate 9238 15.37500 16.42857 144.4 151.0 18
## 652 Enrolled 9085 13.66667 13.50000 143.3 140.0 23
## 653 Graduate 9500 12.61429 12.61429 100.0 133.1 24
## 654 Graduate 9238 12.20000 11.50000 126.3 130.0 19
## 655 Graduate 9773 11.75000 11.00000 115.9 125.0 19
## 656 Enrolled 9238 11.40000 10.00000 114.9 125.0 19
## 657 Enrolled 9238 10.60000 10.00000 121.0 135.0 18
## 658 Graduate 8014 10.92308 11.45455 112.3 121.0 22
## 659 Graduate 9070 12.40000 12.40000 127.0 141.0 20
## 660 Dropout 9003 0.00000 0.00000 120.0 130.0 25
## 661 Graduate 9003 15.83333 15.50000 180.0 180.0 21
## 662 Enrolled 9500 11.80000 11.70833 117.4 117.0 19
## 663 Graduate 9773 12.57143 13.66667 115.8 127.0 18
## 664 Graduate 9670 12.00000 13.25000 136.5 126.0 18
## 665 Graduate 9500 13.36250 14.44444 129.0 143.0 19
## 666 Graduate 9085 15.40000 16.00000 137.6 144.0 19
## 667 Dropout 9773 12.20000 11.75000 129.5 126.0 18
## 668 Graduate 9238 12.81818 13.54545 129.1 140.0 20
## 669 Dropout 9500 0.00000 0.00000 130.2 148.0 19
## 670 Graduate 9500 13.39474 13.55474 134.3 100.0 28
## 671 Graduate 9238 14.25000 11.00000 138.4 151.0 20
## 672 Dropout 8014 13.44444 14.71429 120.0 120.0 30
## 673 Graduate 9500 12.28571 11.73750 123.5 135.0 19
## 674 Graduate 9070 11.66667 13.20000 116.1 121.0 22
## 675 Graduate 9254 12.16667 13.50000 110.8 116.0 18
## 676 Dropout 9853 10.00000 11.00000 142.8 147.0 23
## 677 Graduate 9070 14.00000 15.00000 155.5 160.0 18
## 678 Enrolled 9853 11.83333 12.00000 126.7 133.0 18
## 679 Dropout 9773 15.00000 0.00000 163.5 100.0 50
## 680 Graduate 171 0.00000 0.00000 161.9 151.0 19
## 681 Graduate 9254 10.83333 10.66667 123.3 124.0 22
## 682 Graduate 9238 13.14286 14.00000 137.5 140.0 23
## 683 Dropout 9085 14.40000 14.00000 166.6 170.0 20
## 684 Dropout 9238 0.00000 0.00000 103.5 133.1 44
## 685 Graduate 9003 12.00000 11.22222 110.0 133.1 49
## 686 Graduate 9991 12.20000 12.80000 128.2 100.0 46
## 687 Dropout 9085 12.33333 11.00000 137.7 120.0 41
## 688 Graduate 9500 11.83750 12.48125 128.8 133.0 18
## 689 Graduate 9991 11.80000 14.00000 170.0 120.0 43
## 690 Dropout 9147 0.00000 0.00000 116.4 133.1 70
## 691 Dropout 9130 0.00000 0.00000 100.9 133.1 48
## 692 Graduate 9003 12.68421 12.38462 136.0 133.1 41
## 693 Enrolled 9254 12.57143 13.00000 130.0 140.0 21
## 694 Dropout 33 11.25000 0.00000 100.0 100.0 35
## 695 Graduate 9130 14.00000 15.50000 157.0 133.1 44
## 696 Dropout 9147 13.33333 13.50000 152.1 143.0 18
## 697 Graduate 8014 13.66667 13.66667 162.9 165.0 45
## 698 Enrolled 9254 10.00000 10.80000 137.2 154.0 20
## 699 Graduate 9003 12.60000 11.71429 140.0 140.0 22
## 700 Dropout 9119 17.33333 17.00000 146.5 140.0 39
## 701 Enrolled 9085 13.20000 12.00000 130.0 130.0 20
## 702 Dropout 9147 14.00000 13.66667 128.0 133.1 49
## 703 Dropout 9556 13.87500 12.50000 190.0 190.0 43
## 704 Dropout 9991 0.00000 0.00000 133.2 120.0 32
## 705 Graduate 9238 13.11111 14.85714 124.3 100.0 47
## 706 Dropout 9991 13.00000 13.33333 138.1 120.0 37
## 707 Graduate 8014 12.50000 12.14286 144.3 133.1 41
## 708 Graduate 9003 14.11111 14.23077 140.0 150.0 60
## 709 Graduate 9254 14.72727 15.77778 148.3 120.0 47
## 710 Dropout 8014 0.00000 0.00000 96.0 133.1 50
## 711 Dropout 9991 0.00000 0.00000 121.7 133.1 45
## 712 Dropout 9119 0.00000 0.00000 160.0 100.0 45
## 713 Graduate 9085 13.50000 11.60000 110.3 133.1 33
## 714 Graduate 9500 13.10571 13.10571 129.0 143.0 18
## 715 Graduate 9085 13.50000 14.40000 150.0 120.0 43
## 716 Graduate 8014 11.84615 12.00000 100.0 161.0 44
## 717 Dropout 9130 0.00000 0.00000 107.5 133.1 29
## 718 Dropout 9670 14.33333 0.00000 170.0 140.0 53
## 719 Enrolled 9991 15.80000 17.60000 123.0 123.0 37
## 720 Enrolled 9670 13.80000 12.40000 138.5 142.0 18
## 721 Dropout 33 12.66667 12.00000 140.0 133.1 35
## 722 Enrolled 9254 13.00000 12.00000 113.6 115.0 23
## 723 Graduate 171 0.00000 0.00000 170.0 156.0 22
## 724 Dropout 8014 11.00000 0.00000 115.5 140.0 33
## 725 Dropout 9130 0.00000 0.00000 130.0 130.0 41
## 726 Graduate 9500 15.20000 16.57500 140.0 140.0 51
## 727 Graduate 9670 14.42857 14.37500 126.6 140.0 19
## 728 Dropout 9991 0.00000 0.00000 143.2 133.1 35
## 729 Graduate 171 0.00000 0.00000 131.4 131.0 20
## 730 Enrolled 9670 13.75000 11.20000 133.3 141.0 18
## 731 Dropout 9773 12.16667 12.00000 118.3 120.0 18
## 732 Graduate 9003 12.14286 11.66667 140.0 140.0 21
## 733 Graduate 9254 12.00000 11.60000 124.7 132.0 21
## 734 Graduate 9147 11.66667 12.75000 140.0 130.0 34
## 735 Dropout 9130 0.00000 0.00000 150.0 140.0 34
## 736 Graduate 9670 11.87500 12.00000 115.6 110.0 21
## 737 Enrolled 9773 11.28571 12.33333 116.9 140.0 32
## 738 Dropout 9254 10.00000 11.33333 123.4 130.0 30
## 739 Enrolled 171 12.00000 11.18182 146.5 137.0 19
## 740 Dropout 9773 13.83333 13.00000 117.1 158.0 20
## 741 Dropout 9070 0.00000 0.00000 113.9 124.0 18
## 742 Graduate 9254 14.42857 12.50000 128.7 136.0 19
## 743 Dropout 9500 14.20000 12.40000 132.9 142.0 18
## 744 Dropout 9991 11.50000 10.33333 123.0 150.0 27
## 745 Graduate 9773 13.00000 15.00000 129.8 120.0 52
## 746 Dropout 9003 0.00000 0.00000 156.1 149.0 29
## 747 Dropout 9003 11.33333 11.00000 120.0 130.0 22
## 748 Graduate 9085 12.50000 11.42857 117.2 110.0 28
## 749 Dropout 9670 0.00000 0.00000 107.0 133.1 30
## 750 Graduate 9500 13.47143 13.94444 128.4 134.0 18
## 751 Graduate 9670 11.75000 13.33333 123.4 130.0 21
## 752 Graduate 9070 13.33333 14.66667 126.7 141.0 20
## 753 Graduate 9500 13.10500 13.10500 123.0 123.0 21
## 754 Dropout 9991 0.00000 0.00000 137.2 133.1 32
## 755 Graduate 9070 15.50000 12.16667 125.9 122.0 20
## 756 Dropout 171 0.00000 0.00000 138.0 132.0 19
## 757 Dropout 9670 11.25000 12.33333 128.2 133.1 18
## 758 Dropout 9991 11.00000 11.36364 126.5 130.0 23
## 759 Graduate 9254 12.33333 13.00000 112.4 111.0 20
## 760 Graduate 9147 11.37500 11.80000 109.0 133.1 46
## 761 Graduate 9003 12.22222 12.38462 100.0 125.0 27
## 762 Enrolled 171 0.00000 0.00000 144.7 137.0 20
## 763 Graduate 8014 12.00000 12.00000 120.0 100.0 41
## 764 Enrolled 9147 11.00000 10.00000 100.0 133.1 40
## 765 Graduate 8014 14.12500 13.00000 154.0 150.0 37
## 766 Enrolled 9147 10.20000 11.20000 111.3 120.0 20
## 767 Enrolled 9130 12.00000 12.40000 150.0 150.0 20
## 768 Graduate 9991 12.33333 12.57143 100.0 133.1 26
## 769 Graduate 8014 14.33333 13.85714 162.5 133.1 54
## 770 Graduate 9670 15.16667 14.00000 134.1 132.0 21
## 771 Graduate 9085 15.14286 15.14286 133.0 134.0 20
## 772 Dropout 9773 0.00000 0.00000 119.0 126.0 18
## 773 Enrolled 9500 13.41143 13.29444 131.1 136.0 19
## 774 Graduate 9238 12.33333 12.16667 129.4 129.0 18
## 775 Enrolled 9085 11.80000 12.20000 123.9 126.0 19
## 776 Dropout 9085 12.00000 12.00000 140.0 140.0 22
## 777 Graduate 9085 15.00000 15.62500 162.0 162.0 19
## 778 Dropout 171 13.87500 12.70000 131.6 148.0 21
## 779 Enrolled 9853 11.83333 14.33333 110.6 119.0 20
## 780 Graduate 9773 12.50000 13.83333 117.4 123.0 18
## 781 Graduate 9773 15.00000 15.50000 137.8 150.0 18
## 782 Dropout 9670 11.66667 10.50000 106.7 113.0 20
## 783 Graduate 9500 14.66800 14.63375 156.9 152.0 18
## 784 Enrolled 9500 13.34500 13.34500 129.0 154.0 18
## 785 Graduate 9773 12.80000 12.33333 124.8 130.0 20
## 786 Graduate 9238 10.83333 12.14286 115.1 121.0 19
## 787 Graduate 9070 13.66667 14.00000 146.7 153.0 18
## 788 Graduate 9500 14.53714 14.53714 132.8 148.0 18
## 789 Dropout 9085 14.40000 14.00000 159.1 143.0 18
## 790 Graduate 171 0.00000 0.00000 137.6 147.0 20
## 791 Graduate 9773 13.16667 13.83333 124.0 138.0 19
## 792 Dropout 9500 11.50000 0.00000 149.0 120.0 36
## 793 Graduate 9238 11.33333 12.42857 129.6 145.0 19
## 794 Graduate 9238 12.00000 13.60000 110.0 118.0 18
## 795 Graduate 9773 13.16667 12.16667 116.1 121.0 18
## 796 Graduate 9773 14.83333 14.16667 133.3 135.0 18
## 797 Graduate 9070 13.00000 13.22222 144.3 140.0 19
## 798 Graduate 9500 13.08714 12.95000 133.6 145.0 18
## 799 Graduate 9130 13.33333 13.66667 123.2 133.0 19
## 800 Enrolled 9853 12.16667 12.75000 137.2 127.0 18
## 801 Enrolled 9070 11.00000 12.00000 130.0 130.0 22
## 802 Dropout 9238 0.00000 0.00000 110.0 117.0 18
## 803 Graduate 9147 13.60000 12.20000 118.0 125.0 19
## 804 Graduate 9773 15.50000 14.00000 128.4 141.0 18
## 805 Graduate 9853 13.85714 14.28571 113.6 122.0 19
## 806 Enrolled 9147 11.50000 10.00000 113.5 118.0 20
## 807 Graduate 9070 13.00000 12.16667 146.9 142.0 18
## 808 Enrolled 9130 14.00000 13.00000 141.3 143.0 23
## 809 Dropout 9773 0.00000 0.00000 129.7 143.0 20
## 810 Enrolled 9070 11.16667 11.50000 121.3 123.0 20
## 811 Dropout 9238 0.00000 0.00000 109.1 115.0 22
## 812 Graduate 9853 12.14286 13.66667 107.1 112.0 18
## 813 Graduate 9500 14.14571 13.62778 129.2 135.0 18
## 814 Graduate 9500 14.45000 14.14444 154.1 162.0 18
## 815 Graduate 9853 15.71429 15.00000 147.2 143.0 18
## 816 Enrolled 9147 12.80000 12.66667 120.0 130.0 21
## 817 Enrolled 9070 12.50000 11.50000 130.8 136.0 20
## 818 Graduate 9070 14.50000 12.83333 120.8 125.0 18
## 819 Enrolled 9500 13.46286 13.16429 125.4 132.0 20
## 820 Graduate 8014 12.83333 12.83333 121.3 123.0 25
## 821 Graduate 9147 12.00000 11.60000 127.0 142.0 18
## 822 Graduate 171 0.00000 0.00000 151.6 147.0 19
## 823 Enrolled 9085 14.71429 13.20000 131.6 140.0 20
## 824 Graduate 9238 12.57143 13.28571 106.0 133.1 20
## 825 Graduate 9773 12.50000 11.50000 111.6 114.0 21
## 826 Graduate 9670 14.00000 14.00000 117.3 125.0 18
## 827 Dropout 9853 11.57143 13.16667 121.4 127.0 18
## 828 Graduate 9070 15.83333 15.33333 126.1 132.0 18
## 829 Graduate 9500 14.25000 14.25000 137.0 148.0 18
## 830 Dropout 9670 0.00000 0.00000 120.8 139.0 19
## 831 Dropout 9254 11.66667 11.00000 128.7 136.0 20
## 832 Dropout 9238 0.00000 0.00000 118.0 133.1 47
## 833 Enrolled 9130 13.20000 12.50000 120.0 120.0 21
## 834 Dropout 9130 12.00000 10.00000 160.0 130.0 31
## 835 Dropout 9119 0.00000 0.00000 150.0 110.0 46
## 836 Enrolled 9119 12.00000 11.00000 121.8 133.0 18
## 837 Dropout 9119 13.33333 10.75000 125.4 138.0 19
## 838 Enrolled 9556 12.41429 13.50000 126.6 131.0 23
## 839 Dropout 9130 0.00000 0.00000 150.0 150.0 22
## 840 Graduate 9147 13.80000 12.40000 114.5 125.0 19
## 841 Dropout 9147 0.00000 0.00000 107.0 108.0 19
## 842 Enrolled 9147 11.50000 14.00000 115.7 116.0 22
## 843 Dropout 9130 0.00000 0.00000 120.0 133.1 29
## 844 Graduate 9500 14.01667 14.01667 134.8 147.0 18
## 845 Graduate 9238 11.40000 10.80000 133.6 143.0 18
## 846 Dropout 171 0.00000 0.00000 129.0 115.0 23
## 847 Graduate 9991 10.40000 12.00000 128.4 160.0 34
## 848 Graduate 9147 10.66667 10.25000 122.2 118.0 19
## 849 Enrolled 9085 14.25000 12.71429 113.3 122.0 18
## 850 Graduate 9500 13.91429 14.10625 129.9 143.0 20
## 851 Graduate 9500 13.76111 12.82375 126.2 133.0 19
## 852 Enrolled 9853 12.60000 11.25000 112.6 122.0 22
## 853 Graduate 9238 13.85714 14.16667 149.0 164.0 23
## 854 Graduate 9500 13.84286 13.84286 120.0 133.1 34
## 855 Enrolled 9119 0.00000 0.00000 120.4 127.0 18
## 856 Dropout 9773 11.80000 0.00000 128.1 140.0 21
## 857 Dropout 9238 12.66667 13.83333 141.7 127.0 22
## 858 Dropout 9003 0.00000 0.00000 130.0 133.1 28
## 859 Dropout 9119 0.00000 0.00000 113.3 115.0 23
## 860 Dropout 9773 10.75000 10.00000 105.9 108.0 20
## 861 Dropout 9119 12.60000 13.25000 122.7 136.0 18
## 862 Dropout 9147 0.00000 0.00000 120.0 133.1 28
## 863 Dropout 9070 12.00000 12.14286 119.8 120.0 21
## 864 Dropout 9670 14.00000 14.50000 122.9 133.1 25
## 865 Dropout 9085 14.00000 13.50000 160.0 160.0 19
## 866 Graduate 9500 14.68286 15.05556 125.2 128.0 18
## 867 Dropout 9119 0.00000 0.00000 143.4 130.0 29
## 868 Dropout 9119 0.00000 0.00000 96.7 133.1 29
## 869 Graduate 9254 13.85714 12.80000 126.9 137.0 20
## 870 Graduate 171 0.00000 0.00000 143.1 163.0 18
## 871 Graduate 9254 13.14286 12.50000 114.5 125.0 20
## 872 Dropout 9119 18.00000 13.00000 140.0 120.0 33
## 873 Graduate 9991 11.46154 11.58333 113.7 150.0 30
## 874 Enrolled 9556 11.20000 11.58333 131.5 135.0 21
## 875 Graduate 9003 15.00000 14.50000 143.5 148.0 18
## 876 Graduate 9500 14.24444 12.23333 126.8 138.0 19
## 877 Dropout 9070 11.50000 11.00000 115.2 119.0 21
## 878 Dropout 9556 10.00000 0.00000 100.0 130.0 25
## 879 Graduate 9670 12.33333 11.60000 121.4 135.0 19
## 880 Dropout 9070 12.20000 12.14286 120.0 120.0 23
## 881 Graduate 9070 13.66667 13.20000 129.9 126.0 19
## 882 Graduate 171 0.00000 0.00000 151.1 149.0 19
## 883 Dropout 9003 11.00000 0.00000 120.0 110.0 31
## 884 Dropout 9003 13.00000 11.42857 130.0 133.1 32
## 885 Graduate 9500 12.60000 12.60000 119.0 127.0 19
## 886 Graduate 9773 12.20000 12.33333 122.0 120.0 34
## 887 Graduate 9773 13.16667 13.00000 129.7 136.0 21
## 888 Graduate 9238 11.00000 11.00000 112.5 110.0 53
## 889 Graduate 9500 14.01429 15.35000 136.0 136.0 19
## 890 Graduate 9773 13.00000 11.25000 133.1 145.0 20
## 891 Graduate 9773 14.00000 14.66667 151.3 159.0 18
## 892 Dropout 171 0.00000 0.00000 133.3 147.0 32
## 893 Graduate 9500 14.42857 14.42857 130.8 150.0 21
## 894 Dropout 8014 0.00000 0.00000 140.0 140.0 26
## 895 Graduate 9085 11.83333 12.46154 150.0 150.0 26
## 896 Dropout 9991 11.33333 13.00000 130.0 130.0 21
## 897 Graduate 9773 12.50000 13.00000 125.3 120.0 18
## 898 Graduate 9070 13.33333 12.54545 124.0 130.0 21
## 899 Enrolled 9254 10.83333 11.00000 113.8 112.0 21
## 900 Graduate 9670 13.00000 14.00000 124.4 128.0 19
## 901 Dropout 9147 10.00000 14.00000 107.7 114.0 19
## 902 Graduate 9238 11.42857 11.20000 110.0 118.0 19
## 903 Graduate 9500 12.88750 12.88750 130.0 130.0 27
## 904 Graduate 9500 12.95000 12.95000 138.8 145.0 18
## 905 Dropout 9147 10.00000 0.00000 126.3 121.0 20
## 906 Graduate 9500 13.09429 12.55000 114.5 114.0 19
## 907 Dropout 9670 0.00000 0.00000 116.5 127.0 20
## 908 Graduate 9238 11.71429 11.00000 128.6 145.0 19
## 909 Enrolled 9238 11.25000 10.00000 130.0 130.0 20
## 910 Dropout 171 0.00000 0.00000 134.6 150.0 20
## 911 Graduate 9853 13.16667 13.33333 146.8 145.0 18
## 912 Graduate 9085 12.75000 13.40000 135.7 128.0 20
## 913 Dropout 9991 10.60000 11.00000 120.0 140.0 38
## 914 Graduate 8014 11.20000 12.00000 138.0 130.0 42
## 915 Dropout 9500 0.00000 0.00000 135.5 140.0 32
## 916 Graduate 9773 13.00000 13.66667 120.0 120.0 22
## 917 Dropout 9991 0.00000 0.00000 111.7 147.0 28
## 918 Dropout 8014 0.00000 0.00000 100.0 133.1 37
## 919 Graduate 9003 14.16667 15.00000 160.0 160.0 43
## 920 Graduate 8014 12.83333 12.33333 114.8 133.1 41
## 921 Graduate 8014 11.75000 10.40000 131.0 140.0 29
## 922 Graduate 8014 10.83333 11.50000 97.0 133.1 35
## 923 Dropout 9238 11.75000 12.25000 131.7 131.0 18
## 924 Dropout 9500 11.50000 10.50000 120.0 133.1 39
## 925 Enrolled 9991 10.00000 11.33333 110.0 120.0 37
## 926 Graduate 9500 13.70000 13.70000 133.0 130.0 26
## 927 Dropout 9085 14.00000 0.00000 140.0 140.0 32
## 928 Enrolled 8014 11.37500 12.16667 100.0 133.1 37
## 929 Enrolled 9085 0.00000 0.00000 129.3 140.0 28
## 930 Dropout 9238 0.00000 0.00000 137.0 133.1 19
## 931 Enrolled 9147 11.00000 12.50000 122.2 125.0 18
## 932 Graduate 9853 13.00000 13.28571 108.0 115.0 19
## 933 Graduate 9670 13.60000 15.11111 110.0 110.0 32
## 934 Dropout 9147 11.00000 11.50000 127.7 140.0 31
## 935 Enrolled 9500 11.70571 11.70571 121.3 100.0 34
## 936 Graduate 171 13.25000 14.33333 140.1 145.0 20
## 937 Dropout 9500 10.75000 10.00000 114.8 133.1 28
## 938 Enrolled 9991 12.00000 13.42857 150.0 150.0 31
## 939 Enrolled 9773 12.66667 12.25000 131.7 145.0 18
## 940 Dropout 8014 11.40000 11.00000 110.0 133.1 31
## 941 Graduate 9773 13.00000 12.40000 105.5 110.0 19
## 942 Graduate 9238 14.00000 12.28571 127.3 128.0 19
## 943 Enrolled 9238 0.00000 0.00000 130.0 133.1 31
## 944 Dropout 9085 0.00000 0.00000 130.0 130.0 34
## 945 Graduate 9556 15.28571 16.07500 122.7 137.0 18
## 946 Graduate 9254 13.16667 12.66667 113.9 123.0 18
## 947 Graduate 9147 13.60000 12.83333 151.1 156.0 19
## 948 Dropout 9773 0.00000 0.00000 125.8 133.1 22
## 949 Graduate 9670 11.40000 11.50000 128.2 100.0 32
## 950 Dropout 9147 0.00000 0.00000 135.1 140.0 61
## 951 Graduate 9991 11.00000 11.60000 120.2 130.0 30
## 952 Dropout 9991 0.00000 0.00000 132.8 133.1 45
## 953 Graduate 9003 13.57143 12.66667 140.0 140.0 20
## 954 Dropout 9500 0.00000 0.00000 129.3 137.0 19
## 955 Dropout 9119 11.25000 12.00000 108.2 120.0 26
## 956 Dropout 9670 13.33333 11.00000 125.4 125.0 19
## 957 Graduate 9773 12.00000 11.66667 140.2 130.0 19
## 958 Graduate 9773 12.50000 13.00000 116.1 115.0 19
## 959 Graduate 9147 13.20000 12.66667 137.8 150.0 19
## 960 Dropout 9670 0.00000 0.00000 128.4 134.0 19
## 961 Dropout 9670 11.66667 11.50000 106.0 120.0 28
## 962 Graduate 9147 13.46667 13.64286 130.2 141.0 24
## 963 Graduate 9130 13.66667 13.20000 126.0 133.0 18
## 964 Enrolled 9119 11.66667 12.50000 141.0 149.0 18
## 965 Graduate 9773 11.66667 10.20000 113.0 121.0 18
## 966 Graduate 9003 13.40000 12.40000 120.0 120.0 21
## 967 Dropout 9991 0.00000 0.00000 130.9 148.0 28
## 968 Dropout 9003 0.00000 0.00000 120.0 133.1 58
## 969 Dropout 9991 0.00000 0.00000 134.1 135.0 49
## 970 Enrolled 9119 10.66667 10.50000 120.0 150.0 24
## 971 Graduate 9670 13.75000 14.75000 114.8 130.0 25
## 972 Dropout 9147 10.00000 0.00000 123.0 133.1 33
## 973 Dropout 9119 0.00000 0.00000 118.0 133.1 33
## 974 Graduate 9853 16.00000 15.50000 100.0 110.0 40
## 975 Graduate 9991 12.28571 11.12500 151.1 170.0 48
## 976 Enrolled 9119 12.00000 10.33333 116.9 120.0 18
## 977 Graduate 9500 12.66667 12.66667 106.0 133.1 24
## 978 Graduate 9085 11.80000 13.25000 127.1 139.0 23
## 979 Dropout 9991 10.60000 14.66667 155.5 133.1 39
## 980 Graduate 9003 11.90000 12.25000 101.0 133.1 21
## 981 Dropout 9119 11.25000 10.50000 128.2 120.0 34
## 982 Enrolled 9991 11.00000 11.40000 113.0 100.0 41
## 983 Graduate 9773 12.00000 12.50000 122.8 134.0 18
## 984 Enrolled 9991 11.75000 10.83333 145.6 130.0 34
## 985 Dropout 9147 10.00000 16.00000 116.5 128.0 19
## 986 Graduate 9500 13.71429 13.71429 142.0 154.0 19
## 987 Graduate 9003 14.87500 15.80000 150.0 150.0 28
## 988 Dropout 9070 10.80000 0.00000 133.3 134.0 18
## 989 Dropout 9238 12.00000 10.00000 115.8 127.0 19
## 990 Dropout 9085 12.50000 13.50000 100.0 133.1 19
## 991 Graduate 9500 14.72857 16.32727 128.6 130.0 18
## 992 Graduate 9130 12.00000 14.80000 137.1 135.0 18
## 993 Dropout 9773 11.42857 11.00000 149.0 143.0 18
## 994 Graduate 9238 14.16667 13.50000 147.0 150.0 19
## 995 Graduate 9238 12.50000 14.60000 150.0 150.0 31
## 996 Graduate 8014 14.16667 14.33333 103.5 130.0 33
## 997 Enrolled 9500 14.46000 13.55000 107.8 113.0 20
## 998 Enrolled 9085 12.80000 11.50000 130.0 130.0 22
## 999 Graduate 9254 12.66667 13.40000 109.4 115.0 19
## 1000 Dropout 9070 12.50000 13.00000 143.6 146.0 18
## 1001 Dropout 9070 0.00000 0.00000 124.3 132.0 18
## 1002 Dropout 9670 0.00000 0.00000 119.5 116.0 18
## 1003 Graduate 171 0.00000 0.00000 175.6 163.0 18
## 1004 Graduate 9147 11.20000 11.00000 116.1 122.0 19
## 1005 Dropout 9238 16.50000 17.42857 126.6 136.0 18
## 1006 Graduate 9085 13.66667 12.00000 130.8 142.0 18
## 1007 Graduate 9500 15.22857 15.22857 133.5 139.0 18
## 1008 Graduate 9238 12.77778 13.22222 136.9 140.0 21
## 1009 Graduate 9500 14.42857 14.42857 142.3 165.0 18
## 1010 Graduate 9670 13.87500 13.71429 114.3 122.0 18
## 1011 Graduate 9500 13.12800 13.19333 122.9 135.0 18
## 1012 Graduate 9500 11.60500 12.41250 117.2 128.0 20
## 1013 Graduate 9147 14.60000 12.00000 152.0 139.0 18
## 1014 Dropout 9773 0.00000 0.00000 122.2 125.0 18
## 1015 Graduate 9147 11.80000 11.60000 101.7 102.0 20
## 1016 Graduate 9254 12.33333 12.33333 119.9 116.0 20
## 1017 Dropout 9147 11.00000 0.00000 123.7 138.0 19
## 1018 Graduate 9070 13.18182 12.90909 121.8 135.0 19
## 1019 Dropout 9670 11.00000 0.00000 106.1 110.0 18
## 1020 Graduate 9773 11.83333 12.28571 124.3 132.0 19
## 1021 Graduate 9500 12.98125 12.98125 124.3 126.0 20
## 1022 Graduate 9147 11.33333 11.20000 117.4 117.4 21
## 1023 Graduate 9500 11.68000 11.68000 112.7 120.0 21
## 1024 Graduate 9070 14.50000 13.50000 123.7 116.0 20
## 1025 Graduate 9853 13.14286 12.85714 105.8 111.0 19
## 1026 Dropout 9085 11.50000 10.50000 124.2 128.0 21
## 1027 Graduate 9085 14.20000 11.80000 122.3 123.0 18
## 1028 Graduate 9254 11.66667 12.20000 123.7 131.0 19
## 1029 Graduate 9500 13.17500 14.87500 129.8 135.0 18
## 1030 Graduate 9500 13.31429 13.31429 123.8 136.0 19
## 1031 Graduate 9147 10.60000 10.50000 126.4 132.0 18
## 1032 Enrolled 9853 12.00000 10.75000 115.1 120.0 18
## 1033 Graduate 9773 13.42857 14.14286 138.4 144.0 18
## 1034 Graduate 9085 13.25000 15.57143 118.2 129.0 18
## 1035 Dropout 9070 13.00000 0.00000 121.7 136.0 18
## 1036 Enrolled 9070 14.33333 14.00000 118.0 125.0 18
## 1037 Dropout 9238 0.00000 0.00000 119.8 125.0 18
## 1038 Graduate 9238 14.00000 13.16667 164.9 154.0 18
## 1039 Graduate 9085 12.00000 12.83333 100.0 100.0 20
## 1040 Enrolled 9853 12.33333 10.60000 121.6 124.0 18
## 1041 Graduate 9070 11.80000 10.40000 120.4 126.0 18
## 1042 Graduate 9500 12.79143 12.79143 117.8 124.0 20
## 1043 Graduate 9670 11.62500 11.20000 110.0 150.0 40
## 1044 Graduate 9500 11.99444 12.43143 128.8 133.0 18
## 1045 Graduate 9254 11.60000 12.20000 116.6 126.0 19
## 1046 Dropout 9991 0.00000 0.00000 120.0 120.0 24
## 1047 Dropout 9773 13.16667 13.16667 157.5 175.0 19
## 1048 Graduate 9500 14.10000 14.10000 136.3 141.0 19
## 1049 Graduate 9500 12.39667 12.94286 121.5 133.0 20
## 1050 Graduate 9500 15.01429 16.08750 133.9 143.0 18
## 1051 Graduate 171 0.00000 0.00000 136.8 141.0 18
## 1052 Graduate 9500 14.05000 15.10000 133.5 134.0 19
## 1053 Dropout 9500 14.85000 15.20000 130.0 138.0 18
## 1054 Graduate 9085 13.00000 13.00000 140.0 140.0 19
## 1055 Graduate 9500 14.78750 15.86250 132.7 142.0 19
## 1056 Graduate 9500 13.70000 14.67143 117.8 118.0 19
## 1057 Dropout 9500 12.49571 12.24286 126.1 131.0 19
## 1058 Graduate 9500 14.56667 14.56667 120.0 130.0 19
## 1059 Dropout 9670 11.20000 11.25000 100.0 133.1 25
## 1060 Graduate 9500 12.68571 12.68571 116.8 130.0 20
## 1061 Dropout 9238 13.57143 13.25000 128.3 130.0 23
## 1062 Dropout 9070 0.00000 0.00000 117.0 133.1 20
## 1063 Graduate 8014 11.00000 11.16667 131.5 130.0 27
## 1064 Graduate 9500 14.44500 14.44500 134.8 149.0 18
## 1065 Enrolled 9853 13.60000 11.75000 146.6 163.0 18
## 1066 Dropout 8014 14.00000 14.62500 130.0 130.0 23
## 1067 Graduate 9500 13.41667 13.41667 127.5 145.0 19
## 1068 Graduate 9147 12.33333 11.40000 123.0 130.0 18
## 1069 Graduate 9500 13.10000 14.81250 100.0 128.0 20
## 1070 Graduate 9670 13.20000 12.80000 114.2 111.0 18
## 1071 Graduate 9500 14.75000 14.75000 123.5 140.0 19
## 1072 Graduate 9238 13.14286 14.33333 144.3 140.0 19
## 1073 Enrolled 9853 12.50000 12.50000 142.2 145.0 19
## 1074 Graduate 9085 13.75000 14.85714 161.9 151.0 18
## 1075 Graduate 9238 12.40000 13.00000 135.9 132.0 18
## 1076 Graduate 9773 13.33333 12.00000 110.1 116.0 18
## 1077 Dropout 9853 11.72727 12.00000 122.5 120.0 28
## 1078 Dropout 9254 12.50000 14.00000 138.1 158.0 19
## 1079 Dropout 171 0.00000 0.00000 117.3 116.0 20
## 1080 Graduate 9500 13.53333 13.61429 106.8 112.0 19
## 1081 Graduate 9070 13.16667 12.66667 120.1 126.0 20
## 1082 Graduate 9254 13.20000 11.00000 116.5 120.0 19
## 1083 Enrolled 9070 12.20000 12.60000 120.0 117.0 21
## 1084 Graduate 9853 13.42857 14.85714 139.7 153.0 19
## 1085 Graduate 9070 12.71429 12.62500 123.7 124.0 18
## 1086 Dropout 9130 0.00000 0.00000 116.5 127.0 19
## 1087 Graduate 9670 13.66667 13.66667 122.2 126.0 19
## 1088 Graduate 9773 11.00000 13.16667 146.0 133.1 20
## 1089 Enrolled 9853 11.40000 13.33333 108.8 114.0 18
## 1090 Enrolled 171 0.00000 0.00000 133.0 133.0 18
## 1091 Graduate 9130 12.00000 12.00000 123.8 130.0 18
## 1092 Dropout 9773 0.00000 0.00000 120.0 127.0 18
## 1093 Graduate 9238 11.00000 11.66667 126.9 143.0 18
## 1094 Dropout 9773 12.00000 11.57143 121.3 130.0 20
## 1095 Graduate 9500 13.30857 12.55000 129.0 136.0 19
## 1096 Dropout 9853 13.66667 10.66667 114.9 125.0 21
## 1097 Dropout 9670 0.00000 0.00000 106.5 110.0 20
## 1098 Graduate 9254 12.20000 11.25000 133.9 130.0 18
## 1099 Graduate 9773 12.66667 12.83333 124.9 135.0 20
## 1100 Graduate 9500 14.07125 14.07125 128.5 133.0 19
## 1101 Dropout 9085 14.25000 13.20000 126.2 122.0 22
## 1102 Dropout 9130 0.00000 0.00000 121.7 122.0 22
## 1103 Enrolled 9853 12.00000 10.25000 120.0 121.0 18
## 1104 Enrolled 9147 11.16667 10.57143 113.2 123.0 21
## 1105 Graduate 9238 13.00000 11.60000 120.3 128.0 19
## 1106 Dropout 171 0.00000 0.00000 127.8 139.0 19
## 1107 Dropout 9500 14.90143 14.90143 123.3 124.0 20
## 1108 Graduate 9500 12.65000 12.44556 126.3 135.0 18
## 1109 Dropout 9991 11.00000 10.60000 128.2 110.0 22
## 1110 Graduate 9085 12.40000 12.66667 134.9 138.0 20
## 1111 Graduate 9003 12.00000 12.66667 140.0 140.0 19
## 1112 Graduate 9500 12.13571 13.32857 115.5 126.0 19
## 1113 Enrolled 9500 12.62000 12.50000 106.7 113.0 20
## 1114 Enrolled 9991 10.66667 11.33333 140.0 120.0 25
## 1115 Graduate 9500 13.76667 14.05143 136.6 145.0 19
## 1116 Graduate 9500 13.11625 13.11625 119.3 124.0 19
## 1117 Dropout 9070 0.00000 0.00000 152.0 160.0 19
## 1118 Graduate 9500 12.70000 13.57143 144.3 138.0 20
## 1119 Enrolled 9556 11.85714 11.70000 159.0 130.0 25
## 1120 Graduate 9500 12.33333 12.33333 129.5 127.0 20
## 1121 Enrolled 9238 15.75000 16.40000 140.0 170.0 24
## 1122 Graduate 9670 13.33333 13.20000 105.4 111.0 20
## 1123 Graduate 9500 14.35556 13.49375 136.0 100.0 21
## 1124 Graduate 9003 13.00000 13.00000 160.0 160.0 19
## 1125 Graduate 9773 12.83333 13.50000 139.1 152.0 19
## 1126 Graduate 9670 13.20000 13.00000 126.9 144.0 21
## 1127 Graduate 9500 17.00556 16.58222 184.0 133.8 28
## 1128 Graduate 9238 10.60000 11.00000 125.0 125.0 19
## 1129 Graduate 9147 14.00000 13.60000 138.5 150.0 18
## 1130 Graduate 9500 12.11429 12.11429 133.5 143.0 18
## 1131 Graduate 9500 13.05875 13.05875 141.5 145.0 18
## 1132 Graduate 9500 13.28571 13.28571 130.0 120.0 22
## 1133 Enrolled 9147 11.00000 10.66667 131.0 138.0 19
## 1134 Graduate 9500 14.07143 15.16250 145.0 145.0 18
## 1135 Dropout 9254 0.00000 0.00000 114.3 122.0 20
## 1136 Dropout 171 11.25000 11.00000 108.3 110.0 26
## 1137 Graduate 9070 14.00000 13.62500 125.2 136.0 18
## 1138 Dropout 9254 12.16667 11.66667 131.7 145.0 21
## 1139 Graduate 9500 13.29714 13.29714 126.3 141.0 18
## 1140 Graduate 9085 13.92308 14.25000 147.6 149.0 20
## 1141 Graduate 9500 13.37000 12.83333 125.1 130.0 18
## 1142 Enrolled 9147 12.40000 11.00000 123.8 121.0 19
## 1143 Dropout 9670 15.00000 13.75000 130.8 128.0 20
## 1144 Graduate 9853 13.33333 12.57143 154.1 152.0 18
## 1145 Enrolled 9147 12.00000 12.62500 122.6 132.0 20
## 1146 Graduate 8014 13.40000 12.20000 103.5 107.0 22
## 1147 Enrolled 171 0.00000 0.00000 132.8 131.0 18
## 1148 Graduate 9991 11.50000 11.40000 100.0 141.0 21
## 1149 Enrolled 9853 12.00000 12.16667 115.8 120.0 18
## 1150 Graduate 9500 13.48571 13.48571 133.8 148.0 18
## 1151 Graduate 9070 12.00000 11.28571 118.5 130.0 18
## 1152 Dropout 171 0.00000 0.00000 150.3 145.0 19
## 1153 Enrolled 9147 10.33333 14.42857 107.8 112.0 19
## 1154 Enrolled 9500 12.94000 13.76000 127.5 138.0 19
## 1155 Graduate 9500 13.25857 13.25857 120.5 135.0 19
## 1156 Enrolled 9147 12.25000 12.00000 117.3 118.0 19
## 1157 Dropout 9254 11.66667 10.00000 120.6 123.0 19
## 1158 Graduate 9254 13.57143 12.50000 118.7 126.0 21
## 1159 Graduate 9773 11.80000 11.83333 130.8 150.0 20
## 1160 Graduate 9147 14.20000 13.28571 112.6 121.0 20
## 1161 Graduate 9991 11.00000 11.80000 117.2 133.1 41
## 1162 Enrolled 9500 13.62500 12.63750 130.0 130.0 32
## 1163 Graduate 9500 14.65286 14.65286 131.8 139.0 18
## 1164 Graduate 8014 11.33333 11.33333 97.0 160.0 35
## 1165 Dropout 9500 13.70000 0.00000 130.0 110.0 32
## 1166 Graduate 8014 13.72727 14.75000 148.0 140.0 37
## 1167 Dropout 9147 11.75000 11.14286 103.4 130.0 30
## 1168 Graduate 9773 12.33333 13.00000 127.1 132.0 23
## 1169 Dropout 9773 14.00000 13.85714 124.0 139.0 20
## 1170 Graduate 9670 11.50000 11.75000 121.4 135.0 21
## 1171 Graduate 9147 11.20000 13.20000 118.1 117.0 19
## 1172 Graduate 9500 15.07000 15.07000 121.3 137.0 18
## 1173 Dropout 9119 10.00000 12.00000 119.5 144.0 18
## 1174 Enrolled 9991 12.00000 12.66667 115.2 130.0 24
## 1175 Graduate 9670 13.00000 12.60000 130.2 140.0 22
## 1176 Dropout 9254 11.00000 11.25000 130.0 130.0 18
## 1177 Graduate 9238 13.57143 12.16667 126.9 130.0 18
## 1178 Graduate 9070 14.60000 14.20000 168.5 152.0 21
## 1179 Dropout 9500 11.83333 10.00000 130.0 133.1 38
## 1180 Graduate 9556 12.62500 12.51250 122.8 140.0 19
## 1181 Dropout 9500 11.50000 12.33333 110.0 133.1 36
## 1182 Graduate 9085 13.25000 10.50000 127.1 140.0 18
## 1183 Graduate 9500 12.60625 11.90000 108.5 133.1 19
## 1184 Dropout 9085 13.75000 13.20000 138.2 140.0 21
## 1185 Enrolled 9500 13.59833 11.93333 96.0 133.1 19
## 1186 Graduate 9238 11.14286 12.28571 124.5 135.0 18
## 1187 Enrolled 9500 12.70000 12.96818 120.0 120.0 45
## 1188 Dropout 9147 10.00000 11.00000 132.3 140.0 20
## 1189 Graduate 9254 11.66667 11.50000 120.7 128.0 18
## 1190 Graduate 9670 14.00000 13.14286 132.6 141.0 18
## 1191 Dropout 9130 0.00000 0.00000 140.0 140.0 25
## 1192 Graduate 9500 12.04143 12.04143 124.5 139.0 19
## 1193 Graduate 171 0.00000 0.00000 142.0 142.0 18
## 1194 Graduate 9254 13.76923 14.58333 130.0 130.0 39
## 1195 Graduate 9003 15.44444 15.30769 144.0 130.0 29
## 1196 Enrolled 9853 11.50000 12.71429 128.5 125.0 18
## 1197 Dropout 9070 10.00000 0.00000 140.0 140.0 23
## 1198 Dropout 9853 12.25000 10.33333 113.9 120.0 21
## 1199 Graduate 9238 14.50000 15.16667 137.2 147.0 18
## 1200 Graduate 9085 15.57143 16.37500 140.0 140.0 23
## 1201 Graduate 9130 15.57143 14.71429 152.3 161.0 18
## 1202 Graduate 8014 13.80000 12.16667 112.5 133.1 32
## 1203 Dropout 9147 10.66667 14.80000 101.0 150.0 29
## 1204 Graduate 9238 11.60000 11.75000 112.3 113.0 20
## 1205 Dropout 9238 13.00000 0.00000 114.0 140.0 28
## 1206 Graduate 9147 12.00000 13.62500 130.0 130.0 27
## 1207 Graduate 9500 12.33333 12.33333 121.5 120.0 22
## 1208 Enrolled 9003 12.87500 12.90000 120.0 133.1 37
## 1209 Dropout 8014 11.00000 0.00000 130.0 130.0 28
## 1210 Dropout 9003 12.25000 10.50000 125.7 120.0 43
## 1211 Dropout 9556 0.00000 0.00000 128.0 140.0 32
## 1212 Enrolled 9238 10.75000 11.50000 113.2 123.0 20
## 1213 Graduate 9500 13.63000 13.63000 120.0 133.1 35
## 1214 Graduate 9670 13.00000 11.50000 117.8 130.0 21
## 1215 Enrolled 9500 13.53333 12.22857 121.3 126.0 18
## 1216 Graduate 9500 16.90000 16.37778 169.7 176.0 18
## 1217 Graduate 9238 12.00000 12.00000 117.7 124.0 18
## 1218 Graduate 8014 12.50000 13.28571 121.8 120.0 22
## 1219 Graduate 9500 12.76429 12.76429 128.3 140.0 19
## 1220 Graduate 9147 13.75000 12.16667 132.2 143.0 18
## 1221 Dropout 171 0.00000 0.00000 134.3 136.0 19
## 1222 Graduate 9500 14.60429 15.68333 123.4 132.0 18
## 1223 Dropout 9991 0.00000 0.00000 121.7 133.1 31
## 1224 Graduate 8014 13.83333 12.50000 130.0 100.0 33
## 1225 Graduate 9500 13.57625 13.57625 126.5 137.0 19
## 1226 Graduate 9238 15.14286 15.83333 159.7 153.0 18
## 1227 Graduate 9147 10.66667 11.60000 151.3 160.0 23
## 1228 Graduate 9238 11.20000 12.00000 138.0 145.0 20
## 1229 Graduate 9500 13.76375 13.76375 126.5 137.0 18
## 1230 Enrolled 9085 13.25000 12.20000 140.0 140.0 21
## 1231 Graduate 9238 10.71429 12.20000 112.3 120.0 22
## 1232 Graduate 9238 12.16667 11.66667 127.3 122.0 20
## 1233 Graduate 9500 14.35714 14.35714 130.0 130.0 23
## 1234 Graduate 9773 12.83333 12.66667 115.0 133.1 19
## 1235 Graduate 9500 13.92571 13.92571 131.5 150.0 19
## 1236 Dropout 9991 12.00000 11.00000 125.7 133.1 26
## 1237 Graduate 9500 13.44286 13.74444 126.8 141.0 18
## 1238 Dropout 9119 16.00000 0.00000 132.4 146.0 18
## 1239 Graduate 9003 13.12500 13.20000 150.0 150.0 20
## 1240 Dropout 9670 0.00000 0.00000 95.0 133.1 19
## 1241 Dropout 9991 11.40000 11.00000 128.2 120.0 32
## 1242 Dropout 9130 11.00000 11.66667 130.0 150.0 31
## 1243 Enrolled 9119 11.00000 10.00000 100.0 133.1 25
## 1244 Graduate 9085 13.66667 13.00000 159.9 140.0 21
## 1245 Dropout 9991 11.75000 10.00000 100.0 140.0 31
## 1246 Dropout 9853 10.00000 13.00000 116.5 133.1 34
## 1247 Graduate 9238 13.50000 12.83333 120.0 128.0 18
## 1248 Dropout 9238 0.00000 0.00000 117.0 117.0 19
## 1249 Enrolled 9670 12.00000 11.00000 140.0 140.0 21
## 1250 Dropout 9853 13.00000 11.80000 118.1 124.0 18
## 1251 Graduate 9254 14.83333 16.00000 153.5 158.0 20
## 1252 Graduate 9773 11.83333 12.85714 127.9 137.0 20
## 1253 Graduate 9670 12.00000 12.33333 118.8 123.0 18
## 1254 Graduate 9238 12.75000 11.33333 126.7 126.0 19
## 1255 Enrolled 9085 0.00000 14.75000 170.0 170.0 19
## 1256 Dropout 9130 0.00000 10.00000 110.0 133.1 30
## 1257 Graduate 9238 12.00000 12.85714 115.0 115.0 19
## 1258 Graduate 9556 11.67778 13.80000 119.0 132.0 19
## 1259 Graduate 9500 13.60000 13.60000 121.8 132.0 19
## 1260 Graduate 9085 16.00000 15.87500 133.4 143.0 19
## 1261 Graduate 9238 11.80000 11.50000 131.4 137.0 20
## 1262 Dropout 9119 0.00000 14.00000 135.0 130.0 25
## 1263 Dropout 9773 0.00000 0.00000 122.8 121.0 19
## 1264 Graduate 9853 16.14286 16.20000 140.0 130.0 34
## 1265 Graduate 9500 11.78571 11.78571 125.3 135.0 18
## 1266 Graduate 9500 13.42375 13.42375 126.3 137.0 18
## 1267 Graduate 9670 12.50000 14.16667 100.0 100.0 20
## 1268 Graduate 9500 12.46429 12.46429 121.3 127.0 20
## 1269 Enrolled 9991 12.37500 12.60000 135.0 140.0 23
## 1270 Dropout 9670 10.00000 0.00000 120.0 140.0 28
## 1271 Enrolled 9773 12.60000 12.42857 113.7 121.0 18
## 1272 Graduate 9147 12.60000 12.40000 129.7 131.0 19
## 1273 Dropout 9147 10.00000 12.00000 132.1 151.0 34
## 1274 Dropout 9853 0.00000 0.00000 120.3 130.0 35
## 1275 Graduate 9991 11.60000 12.33333 120.0 120.0 32
## 1276 Graduate 9254 12.16667 13.50000 123.1 136.0 19
## 1277 Graduate 9670 13.60000 12.66667 119.4 125.0 18
## 1278 Dropout 9147 12.50000 11.80000 140.0 133.1 35
## 1279 Enrolled 8014 12.25000 11.50000 116.5 133.1 24
## 1280 Graduate 9238 11.71429 12.62500 113.0 120.0 20
## 1281 Graduate 9773 13.50000 13.00000 133.9 143.0 18
## 1282 Graduate 9500 13.02429 13.02429 115.5 133.1 20
## 1283 Dropout 9254 0.00000 0.00000 116.5 121.0 18
## 1284 Graduate 9119 17.33333 18.57143 171.2 168.0 18
## 1285 Graduate 9670 11.00000 11.50000 119.1 124.0 20
## 1286 Dropout 9853 13.66667 12.50000 121.1 127.0 19
## 1287 Enrolled 9070 11.37500 13.80000 132.9 129.0 20
## 1288 Graduate 9238 12.83333 11.83333 132.8 137.0 19
## 1289 Graduate 9773 12.60000 11.50000 126.7 120.0 20
## 1290 Graduate 9500 14.33333 13.77143 105.8 110.0 22
## 1291 Enrolled 9119 13.50000 13.62500 117.2 120.0 18
## 1292 Graduate 9500 14.28571 14.28571 140.0 143.0 19
## 1293 Dropout 9003 11.75000 10.00000 120.0 120.0 22
## 1294 Graduate 9119 14.80000 17.60000 119.5 124.0 20
## 1295 Dropout 9003 0.00000 0.00000 153.9 168.0 34
## 1296 Dropout 8014 10.00000 0.00000 130.0 133.1 24
## 1297 Dropout 9670 0.00000 0.00000 107.0 150.0 26
## 1298 Dropout 9500 12.60000 12.38000 132.8 140.0 35
## 1299 Graduate 9991 12.42857 11.80000 127.5 145.0 22
## 1300 Enrolled 9254 10.00000 12.00000 123.3 118.0 26
## 1301 Dropout 9147 12.33333 0.00000 122.0 123.0 19
## 1302 Dropout 9254 0.00000 0.00000 114.8 120.0 19
## 1303 Graduate 171 0.00000 0.00000 140.0 140.0 20
## 1304 Graduate 9670 12.10000 13.33333 111.0 126.0 21
## 1305 Graduate 9773 14.71429 15.00000 133.2 137.0 19
## 1306 Graduate 9773 12.66667 12.83333 123.0 130.0 18
## 1307 Graduate 9003 14.38462 13.30000 150.0 150.0 23
## 1308 Graduate 9147 13.40000 12.20000 132.3 147.0 18
## 1309 Graduate 9500 13.31429 13.31429 126.0 140.0 18
## 1310 Graduate 9500 11.98857 11.98857 119.3 132.0 19
## 1311 Graduate 9147 11.54545 12.88889 133.8 130.0 21
## 1312 Graduate 9085 16.46154 13.87500 126.5 130.0 18
## 1313 Graduate 9773 13.66667 12.83333 138.4 151.0 24
## 1314 Dropout 9500 12.65000 13.41111 129.0 144.0 18
## 1315 Enrolled 9670 12.33333 12.00000 118.3 127.0 18
## 1316 Graduate 9500 14.37000 14.65000 129.8 131.0 20
## 1317 Enrolled 9085 12.00000 11.75000 113.6 123.0 19
## 1318 Dropout 9773 12.00000 10.66667 128.3 130.0 18
## 1319 Dropout 9254 12.00000 11.00000 130.0 130.0 19
## 1320 Graduate 9853 12.60000 11.20000 121.9 131.0 19
## 1321 Graduate 9238 12.16667 12.33333 129.4 135.0 18
## 1322 Enrolled 9853 13.50000 14.00000 115.3 123.0 20
## 1323 Graduate 9500 13.76375 13.76375 125.5 145.0 18
## 1324 Graduate 9556 12.40000 12.80000 117.8 118.0 19
## 1325 Enrolled 9147 10.66667 12.00000 118.7 125.0 18
## 1326 Graduate 9500 14.33333 14.33333 139.0 152.0 18
## 1327 Enrolled 9085 12.50000 12.66667 98.9 101.0 21
## 1328 Dropout 9254 10.00000 0.00000 137.7 137.0 19
## 1329 Graduate 9500 14.69625 14.62222 113.6 123.0 21
## 1330 Enrolled 9085 11.50000 13.75000 113.4 120.0 18
## 1331 Graduate 9556 12.85556 13.91250 128.5 131.0 18
## 1332 Graduate 9500 13.70000 13.99444 142.8 141.0 18
## 1333 Dropout 9130 0.00000 12.00000 137.7 144.0 23
## 1334 Enrolled 9238 11.20000 12.00000 103.5 107.0 20
## 1335 Graduate 9500 13.28571 13.33333 123.2 133.0 18
## 1336 Enrolled 9853 13.00000 10.40000 126.0 126.0 19
## 1337 Enrolled 9500 12.60000 11.68571 121.7 133.1 27
## 1338 Enrolled 9147 12.80000 12.00000 142.8 147.0 19
## 1339 Dropout 9130 11.50000 11.00000 120.0 120.0 21
## 1340 Graduate 9500 11.40000 11.40000 119.3 130.0 19
## 1341 Graduate 9238 12.33333 11.33333 121.0 120.0 21
## 1342 Graduate 9773 12.80000 12.20000 139.4 138.0 18
## 1343 Graduate 9085 12.00000 15.00000 113.9 124.0 20
## 1344 Graduate 9853 13.00000 13.50000 124.6 133.0 18
## 1345 Dropout 9070 11.83333 11.00000 123.8 122.0 18
## 1346 Graduate 9085 14.00000 13.33333 126.3 138.0 18
## 1347 Graduate 9773 12.33333 13.50000 120.4 134.0 18
## 1348 Enrolled 9500 13.04000 12.50000 120.5 128.0 19
## 1349 Enrolled 9085 13.16667 13.33333 144.9 140.0 23
## 1350 Graduate 9085 12.50000 12.83333 139.9 133.1 24
## 1351 Graduate 171 0.00000 0.00000 133.3 142.0 19
## 1352 Graduate 9500 15.65714 15.65714 126.0 141.0 18
## 1353 Graduate 9070 12.16667 11.33333 133.5 145.0 19
## 1354 Dropout 9853 0.00000 0.00000 127.9 145.0 19
## 1355 Enrolled 9238 10.60000 11.16667 105.9 108.0 20
## 1356 Enrolled 9085 13.42857 12.66667 124.3 132.0 20
## 1357 Dropout 9773 11.75000 0.00000 102.5 140.0 26
## 1358 Dropout 9254 0.00000 0.00000 97.0 133.1 36
## 1359 Dropout 171 0.00000 0.00000 134.7 128.0 19
## 1360 Dropout 9119 0.00000 0.00000 113.8 120.0 27
## 1361 Dropout 9119 13.00000 0.00000 116.9 120.0 18
## 1362 Graduate 9500 13.33143 13.33143 124.0 139.0 18
## 1363 Dropout 9070 0.00000 0.00000 117.5 139.3 28
## 1364 Graduate 171 0.00000 0.00000 154.8 150.0 21
## 1365 Graduate 9500 13.70000 13.70000 141.0 138.0 19
## 1366 Dropout 9670 0.00000 0.00000 120.0 133.1 26
## 1367 Dropout 9119 13.45455 13.87500 133.6 136.0 20
## 1368 Graduate 9500 12.20000 12.20000 122.0 134.0 19
## 1369 Dropout 9147 10.00000 11.00000 120.0 140.0 21
## 1370 Graduate 9670 13.00000 12.85714 114.2 110.0 23
## 1371 Graduate 8014 12.00000 14.00000 95.5 133.1 29
## 1372 Graduate 9500 15.02857 15.02857 120.0 129.0 20
## 1373 Graduate 9238 12.00000 11.71429 111.1 116.0 18
## 1374 Graduate 9773 12.00000 12.40000 128.6 130.0 19
## 1375 Dropout 9556 13.66667 11.33333 130.0 130.0 23
## 1376 Dropout 171 0.00000 0.00000 111.1 116.0 21
## 1377 Enrolled 9147 12.00000 12.50000 122.7 136.0 18
## 1378 Graduate 171 0.00000 0.00000 134.4 147.0 18
## 1379 Dropout 9070 14.00000 0.00000 131.0 117.0 21
## 1380 Dropout 9238 0.00000 0.00000 125.0 141.0 22
## 1381 Graduate 9556 12.37500 12.58333 106.0 133.1 21
## 1382 Dropout 9500 0.00000 0.00000 128.0 133.1 32
## 1383 Graduate 9003 11.42105 11.07692 120.0 120.0 27
## 1384 Graduate 9500 13.35000 13.35000 134.8 148.0 18
## 1385 Graduate 9070 15.00000 16.00000 112.0 130.0 24
## 1386 Dropout 9130 10.50000 0.00000 116.1 120.0 22
## 1387 Dropout 9130 0.00000 0.00000 120.0 120.0 22
## 1388 Graduate 9147 13.25000 11.83333 119.7 133.0 19
## 1389 Dropout 9119 0.00000 0.00000 117.1 129.0 19
## 1390 Enrolled 9085 11.50000 10.60000 112.4 118.0 21
## 1391 Graduate 9500 13.88125 13.88125 131.0 140.0 18
## 1392 Graduate 9254 11.33333 12.60000 130.9 127.0 18
## 1393 Dropout 171 0.00000 0.00000 134.9 131.0 20
## 1394 Graduate 9238 12.85714 13.66667 127.1 132.0 19
## 1395 Graduate 9773 11.60000 12.50000 110.2 113.0 19
## 1396 Graduate 9254 11.40000 11.33333 108.7 115.0 18
## 1397 Enrolled 9130 13.33333 13.00000 138.0 133.1 20
## 1398 Graduate 9070 13.57143 13.77778 147.7 150.0 22
## 1399 Graduate 9556 11.83333 12.22857 123.0 133.1 31
## 1400 Graduate 9853 14.42857 14.14286 142.8 141.0 19
## 1401 Enrolled 171 0.00000 0.00000 138.3 140.0 18
## 1402 Graduate 9254 12.28571 12.40000 125.2 136.0 18
## 1403 Graduate 9085 14.40000 13.80000 141.8 140.0 21
## 1404 Graduate 9500 13.15000 15.06875 130.6 143.0 18
## 1405 Dropout 9147 0.00000 0.00000 130.0 130.0 25
## 1406 Dropout 9119 0.00000 0.00000 100.0 133.1 21
## 1407 Graduate 9500 12.34286 12.34286 119.0 129.0 19
## 1408 Enrolled 9773 12.20000 10.80000 124.3 132.0 19
## 1409 Dropout 9254 10.50000 11.00000 122.2 118.0 22
## 1410 Graduate 9147 10.60000 11.60000 150.0 150.0 19
## 1411 Dropout 8014 0.00000 0.00000 135.5 133.1 58
## 1412 Graduate 9238 11.25000 12.00000 127.3 122.0 19
## 1413 Graduate 9670 10.50000 11.70000 127.0 127.0 23
## 1414 Enrolled 9773 11.00000 11.66667 126.9 122.0 19
## 1415 Graduate 9500 13.45714 14.51250 127.5 131.0 18
## 1416 Graduate 9085 12.60000 12.33333 122.0 130.0 20
## 1417 Dropout 9085 0.00000 0.00000 115.8 130.0 18
## 1418 Graduate 9670 13.66667 13.60000 121.6 130.0 18
## 1419 Graduate 9147 11.60000 11.80000 116.4 122.0 18
## 1420 Dropout 9130 12.57143 12.83333 120.0 114.0 24
## 1421 Dropout 9853 11.80000 11.40000 127.3 143.0 18
## 1422 Enrolled 9147 11.60000 12.66667 123.5 127.0 19
## 1423 Graduate 9238 11.33333 11.83333 125.6 141.0 19
## 1424 Graduate 9254 10.66667 11.50000 118.5 129.0 18
## 1425 Enrolled 9130 13.50000 13.40000 129.5 140.0 18
## 1426 Graduate 171 0.00000 0.00000 134.6 137.0 19
## 1427 Graduate 9085 13.33333 11.50000 140.0 140.0 22
## 1428 Enrolled 9254 13.40000 13.50000 133.2 143.0 19
## 1429 Enrolled 9238 10.20000 12.25000 133.5 138.0 21
## 1430 Graduate 9773 13.00000 12.83333 117.9 120.0 21
## 1431 Graduate 9500 12.90857 12.90857 128.0 144.0 18
## 1432 Dropout 9853 12.00000 10.00000 113.2 123.0 20
## 1433 Enrolled 9254 10.83333 11.00000 122.0 129.0 18
## 1434 Graduate 9070 15.33333 15.83333 156.9 152.0 19
## 1435 Enrolled 9500 12.81667 12.87500 125.1 130.0 18
## 1436 Dropout 9147 13.00000 14.00000 100.0 133.1 26
## 1437 Enrolled 9119 13.50000 11.00000 160.0 160.0 19
## 1438 Graduate 8014 12.50000 12.16667 101.0 140.0 35
## 1439 Graduate 9670 13.00000 14.33333 121.5 133.0 19
## 1440 Graduate 9085 11.75000 12.57143 126.8 138.0 18
## 1441 Graduate 9670 12.50000 14.25000 132.9 142.0 19
## 1442 Graduate 171 11.61111 12.05556 134.3 115.0 25
## 1443 Graduate 9254 14.00000 14.66667 120.5 125.0 18
## 1444 Dropout 9003 0.00000 0.00000 144.1 170.0 26
## 1445 Graduate 9991 13.80000 13.83333 100.0 140.0 34
## 1446 Dropout 9254 0.00000 0.00000 114.8 110.0 18
## 1447 Dropout 171 0.00000 0.00000 111.9 114.0 18
## 1448 Dropout 9119 12.25000 12.33333 125.4 138.0 18
## 1449 Dropout 9003 11.50000 13.66667 140.0 140.0 20
## 1450 Graduate 9070 12.57143 12.55556 140.0 140.0 25
## 1451 Dropout 9130 12.00000 12.16667 127.8 132.0 18
## 1452 Graduate 9003 12.00000 12.30769 131.6 148.0 19
## 1453 Dropout 171 0.00000 0.00000 119.4 132.0 20
## 1454 Graduate 9238 12.00000 11.16667 129.9 126.0 20
## 1455 Enrolled 9119 11.60000 12.25000 114.0 121.0 20
## 1456 Dropout 9147 0.00000 0.00000 113.4 120.0 19
## 1457 Enrolled 9147 12.00000 13.00000 117.8 123.0 20
## 1458 Enrolled 9500 13.97667 12.04167 114.3 122.0 18
## 1459 Enrolled 9670 12.50000 10.00000 129.7 136.0 19
## 1460 Dropout 9147 0.00000 0.00000 112.0 119.0 20
## 1461 Dropout 9670 10.50000 12.50000 140.0 120.0 24
## 1462 Graduate 9003 12.85714 12.30000 150.0 150.0 20
## 1463 Enrolled 9670 11.66667 12.00000 122.4 121.0 19
## 1464 Dropout 9119 13.00000 10.00000 150.0 140.0 23
## 1465 Enrolled 9254 11.83333 10.40000 135.0 135.0 20
## 1466 Graduate 8014 12.45455 12.75000 116.2 116.0 21
## 1467 Dropout 9119 11.00000 0.00000 120.4 120.0 20
## 1468 Enrolled 9119 13.20000 14.25000 122.9 126.0 21
## 1469 Graduate 9773 15.50000 14.16667 155.0 170.0 18
## 1470 Graduate 9254 12.33333 13.66667 123.4 123.0 18
## 1471 Enrolled 9147 12.00000 11.40000 124.2 120.0 18
## 1472 Enrolled 9003 11.60000 11.50000 130.0 130.0 20
## 1473 Graduate 9773 11.33333 12.28571 126.2 130.0 18
## 1474 Dropout 9773 0.00000 0.00000 120.5 117.0 19
## 1475 Enrolled 9119 12.00000 12.50000 123.7 131.0 20
## 1476 Graduate 9130 12.00000 12.60000 122.5 130.0 19
## 1477 Dropout 9991 12.50000 11.50000 139.2 133.0 33
## 1478 Graduate 171 13.66667 13.00000 131.2 128.0 21
## 1479 Dropout 9003 14.50000 0.00000 120.0 133.1 25
## 1480 Dropout 9085 13.20000 0.00000 116.7 123.0 20
## 1481 Dropout 9085 12.16667 14.80000 150.0 150.0 22
## 1482 Graduate 9773 11.25000 11.33333 117.5 133.1 39
## 1483 Graduate 9670 15.16667 14.42857 137.6 140.0 21
## 1484 Graduate 9254 11.16667 13.40000 124.3 126.0 19
## 1485 Graduate 9500 10.98333 10.98333 116.0 133.1 26
## 1486 Graduate 9238 10.75000 11.50000 121.4 121.0 19
## 1487 Graduate 9085 13.38462 14.28571 142.8 140.0 20
## 1488 Enrolled 9670 11.28571 12.20000 96.0 133.1 25
## 1489 Dropout 8014 0.00000 0.00000 125.0 131.0 24
## 1490 Graduate 9119 13.00000 14.83333 126.1 124.0 20
## 1491 Graduate 9003 16.11111 13.50000 155.8 120.0 29
## 1492 Graduate 9773 11.50000 11.00000 116.0 133.1 20
## 1493 Dropout 9130 10.75000 10.50000 110.0 110.0 20
## 1494 Graduate 9670 11.60000 13.00000 97.2 133.1 24
## 1495 Dropout 9500 0.00000 0.00000 100.0 133.1 24
## 1496 Graduate 9119 13.80000 14.14286 140.0 140.0 23
## 1497 Graduate 9556 13.58571 14.68750 128.0 130.0 20
## 1498 Graduate 9670 13.85714 13.00000 115.3 110.0 19
## 1499 Enrolled 9003 12.00000 12.33333 150.0 140.0 28
## 1500 Graduate 9003 13.44444 12.60000 160.0 160.0 20
## 1501 Graduate 9070 14.00000 13.85714 133.1 138.0 18
## 1502 Dropout 9670 12.00000 0.00000 119.0 126.0 20
## 1503 Graduate 9991 14.20000 13.83333 156.0 120.0 33
## 1504 Enrolled 9500 13.34000 10.84000 163.7 130.0 35
## 1505 Enrolled 9500 12.45714 12.45714 130.0 130.0 27
## 1506 Dropout 9773 11.00000 12.00000 123.1 122.0 19
## 1507 Enrolled 9991 10.50000 10.50000 160.0 160.0 31
## 1508 Graduate 171 0.00000 0.00000 136.1 134.0 19
## 1509 Graduate 9070 14.00000 13.00000 132.7 134.0 22
## 1510 Dropout 9500 0.00000 0.00000 128.2 140.0 39
## 1511 Dropout 9254 0.00000 0.00000 126.7 127.0 22
## 1512 Enrolled 9991 10.00000 12.50000 150.0 133.1 47
## 1513 Graduate 171 0.00000 0.00000 156.3 143.0 19
## 1514 Graduate 9254 13.50000 14.33333 116.1 115.0 19
## 1515 Dropout 9500 0.00000 0.00000 123.8 131.0 19
## 1516 Graduate 171 13.38889 14.88889 153.0 146.0 21
## 1517 Dropout 9500 0.00000 0.00000 140.0 140.0 39
## 1518 Graduate 171 13.58333 13.58333 131.9 135.0 19
## 1519 Enrolled 171 0.00000 0.00000 141.4 133.0 20
## 1520 Dropout 9147 0.00000 0.00000 140.0 133.1 24
## 1521 Dropout 9991 10.00000 0.00000 115.0 120.0 27
## 1522 Graduate 9991 15.20000 15.20000 168.0 133.1 29
## 1523 Dropout 9085 12.80000 0.00000 101.3 130.0 20
## 1524 Dropout 9670 11.16667 11.00000 122.6 125.0 21
## 1525 Enrolled 171 0.00000 0.00000 141.7 134.0 18
## 1526 Graduate 9500 12.82857 12.82857 132.3 151.0 19
## 1527 Dropout 9773 12.50000 12.60000 111.7 112.0 19
## 1528 Graduate 9119 10.00000 12.40000 98.7 120.0 28
## 1529 Graduate 9254 11.50000 13.25000 140.0 140.0 21
## 1530 Dropout 9500 11.32857 11.32857 140.0 140.0 23
## 1531 Enrolled 9003 13.00000 13.00000 100.7 133.1 39
## 1532 Graduate 9500 13.03333 13.03333 133.8 143.0 18
## 1533 Graduate 9773 12.16667 11.75000 100.0 133.1 59
## 1534 Enrolled 9119 14.50000 16.20000 180.0 180.0 30
## 1535 Graduate 9085 14.40000 13.60000 130.8 136.0 18
## 1536 Enrolled 9991 12.25000 12.50000 140.0 140.0 41
## 1537 Dropout 9500 0.00000 0.00000 106.2 130.0 27
## 1538 Graduate 9238 12.66667 12.00000 125.6 141.0 18
## 1539 Dropout 9853 12.00000 11.66667 117.5 121.0 20
## 1540 Dropout 9119 0.00000 0.00000 122.5 120.0 32
## 1541 Dropout 9147 11.66667 10.80000 132.9 129.0 19
## 1542 Dropout 9853 0.00000 0.00000 103.0 133.1 41
## 1543 Dropout 8014 10.00000 0.00000 107.0 100.0 38
## 1544 Dropout 9130 0.00000 0.00000 100.0 133.1 35
## 1545 Dropout 8014 12.25000 12.00000 100.0 133.1 27
## 1546 Graduate 9070 12.00000 12.50000 131.3 139.0 19
## 1547 Enrolled 9773 12.60000 11.80000 122.2 125.0 18
## 1548 Dropout 9991 0.00000 0.00000 118.4 133.1 39
## 1549 Dropout 9254 0.00000 0.00000 100.0 100.0 37
## 1550 Dropout 9500 0.00000 0.00000 110.0 110.0 37
## 1551 Graduate 8014 12.68750 12.00000 100.0 133.1 35
## 1552 Graduate 9147 10.40000 10.66667 106.2 123.0 49
## 1553 Graduate 9147 10.46667 10.92308 110.0 110.0 52
## 1554 Graduate 9085 14.33333 13.00000 122.3 130.0 18
## 1555 Graduate 8014 14.66667 14.33333 112.5 133.1 30
## 1556 Graduate 9500 12.83571 14.23125 98.1 97.0 21
## 1557 Dropout 9119 0.00000 0.00000 140.2 130.0 20
## 1558 Enrolled 9147 0.00000 0.00000 143.6 139.0 18
## 1559 Dropout 171 0.00000 0.00000 134.6 150.0 19
## 1560 Graduate 9500 13.24875 13.24875 126.8 141.0 18
## 1561 Enrolled 33 12.85714 12.75000 100.0 133.1 20
## 1562 Enrolled 9130 13.60000 14.25000 130.0 137.0 21
## 1563 Graduate 9147 14.00000 12.40000 113.6 116.0 22
## 1564 Enrolled 9130 12.00000 11.00000 140.0 140.0 20
## 1565 Enrolled 9085 13.16667 14.00000 106.0 106.0 20
## 1566 Graduate 9238 13.62500 12.16667 126.6 135.0 19
## 1567 Graduate 9500 14.85000 15.61111 130.7 144.0 18
## 1568 Graduate 9147 10.75000 11.40000 105.9 108.0 21
## 1569 Enrolled 9556 0.00000 11.66667 137.0 137.0 19
## 1570 Dropout 9130 0.00000 0.00000 100.0 133.1 37
## 1571 Enrolled 8014 14.00000 13.85714 114.4 121.0 45
## 1572 Dropout 9003 0.00000 0.00000 120.0 133.1 38
## 1573 Dropout 9991 0.00000 0.00000 119.0 130.0 55
## 1574 Dropout 9003 13.00000 11.75000 110.0 133.1 28
## 1575 Graduate 9991 12.37500 12.40000 120.0 120.0 46
## 1576 Graduate 171 0.00000 0.00000 119.8 131.0 22
## 1577 Dropout 9670 11.40000 13.75000 135.6 133.1 46
## 1578 Enrolled 9991 11.25000 13.00000 120.7 100.0 28
## 1579 Dropout 9085 13.00000 12.00000 136.3 131.0 18
## 1580 Enrolled 171 0.00000 0.00000 164.3 158.0 18
## 1581 Graduate 9773 13.50000 14.16667 149.2 146.0 21
## 1582 Enrolled 9070 11.00000 11.00000 122.5 133.0 18
## 1583 Dropout 9991 0.00000 11.00000 100.0 120.0 34
## 1584 Dropout 9853 12.00000 11.20000 125.0 119.0 21
## 1585 Graduate 9773 13.00000 13.00000 131.0 132.0 18
## 1586 Graduate 171 0.00000 0.00000 122.0 130.0 20
## 1587 Enrolled 9147 12.00000 12.25000 131.3 132.0 18
## 1588 Enrolled 9119 11.16667 10.80000 117.0 133.1 21
## 1589 Dropout 9254 10.50000 12.00000 118.0 119.0 19
## 1590 Graduate 8014 12.66667 12.16667 126.0 134.0 22
## 1591 Dropout 9003 11.00000 0.00000 120.0 120.0 23
## 1592 Dropout 171 0.00000 0.00000 155.6 172.0 19
## 1593 Enrolled 9147 11.50000 10.33333 122.8 120.0 18
## 1594 Dropout 171 0.00000 0.00000 127.3 129.0 19
## 1595 Enrolled 9147 10.50000 11.75000 118.4 118.0 19
## 1596 Enrolled 9670 12.50000 11.00000 128.1 127.0 19
## 1597 Enrolled 9500 12.83333 12.50000 99.0 133.1 22
## 1598 Graduate 9773 15.57143 16.14286 161.2 164.0 18
## 1599 Dropout 9238 12.00000 11.80000 140.9 136.0 18
## 1600 Dropout 9773 11.25000 11.33333 111.1 117.0 19
## 1601 Graduate 171 0.00000 0.00000 149.9 131.0 18
## 1602 Enrolled 9670 12.28571 14.25000 111.3 110.0 21
## 1603 Enrolled 9254 11.00000 10.33333 121.5 125.0 18
## 1604 Graduate 9003 12.14286 13.60000 120.0 120.0 19
## 1605 Dropout 9003 11.50000 0.00000 120.0 133.1 27
## 1606 Enrolled 9003 12.54545 11.62500 130.0 130.0 20
## 1607 Graduate 9254 13.00000 13.00000 98.9 101.0 20
## 1608 Graduate 9500 12.88750 12.88750 136.3 141.0 18
## 1609 Enrolled 9773 12.66667 13.60000 125.2 128.0 18
## 1610 Graduate 9070 12.83333 12.57143 130.0 145.0 18
## 1611 Dropout 9147 10.66667 12.50000 141.5 160.0 18
## 1612 Enrolled 9085 13.00000 12.40000 123.9 134.0 18
## 1613 Graduate 9500 11.98333 12.28125 114.5 125.0 18
## 1614 Dropout 8014 0.00000 0.00000 100.0 133.1 37
## 1615 Graduate 8014 11.83333 11.50000 110.5 120.0 36
## 1616 Dropout 9085 12.66667 11.00000 101.0 133.1 26
## 1617 Graduate 9085 13.75000 14.50000 121.0 121.0 19
## 1618 Dropout 8014 11.40000 11.80000 95.0 120.0 24
## 1619 Dropout 9773 13.16667 13.00000 126.9 130.0 19
## 1620 Graduate 9670 12.83333 11.80000 116.3 130.0 20
## 1621 Graduate 9670 14.12500 14.50000 120.0 128.0 19
## 1622 Graduate 9085 11.66667 13.00000 123.6 126.0 21
## 1623 Dropout 9556 10.25000 11.25000 150.0 120.0 50
## 1624 Dropout 9556 12.51429 11.75000 120.0 100.0 47
## 1625 Dropout 9853 11.50000 10.44444 111.3 120.0 24
## 1626 Dropout 9991 10.00000 0.00000 150.0 110.0 48
## 1627 Graduate 9085 15.71429 12.77778 123.2 127.0 18
## 1628 Dropout 9991 12.50000 11.00000 130.0 130.0 32
## 1629 Dropout 9670 12.00000 12.75000 137.9 141.0 20
## 1630 Dropout 9119 0.00000 0.00000 100.0 120.0 24
## 1631 Graduate 9130 12.25000 11.75000 120.0 133.1 53
## 1632 Dropout 9773 0.00000 0.00000 131.0 133.1 42
## 1633 Graduate 9991 13.60000 14.20000 133.8 133.1 52
## 1634 Enrolled 8014 13.30769 12.81818 100.0 130.0 54
## 1635 Graduate 9991 12.20000 11.80000 150.0 110.0 49
## 1636 Graduate 9670 12.28571 13.33333 126.4 125.0 18
## 1637 Graduate 9130 12.00000 13.00000 154.0 130.0 37
## 1638 Graduate 9500 13.34286 11.65000 114.9 121.0 21
## 1639 Dropout 9670 0.00000 0.00000 110.0 133.1 26
## 1640 Graduate 9070 14.27273 14.81818 149.8 147.0 20
## 1641 Graduate 9500 12.13750 12.91111 117.9 128.0 19
## 1642 Graduate 9070 14.16667 14.85714 165.8 164.0 18
## 1643 Graduate 9500 13.52857 14.65556 127.6 137.0 18
## 1644 Graduate 8014 12.00000 11.00000 123.8 122.0 20
## 1645 Dropout 9254 11.40000 11.00000 126.1 124.0 20
## 1646 Dropout 171 0.00000 0.00000 119.7 120.0 21
## 1647 Graduate 171 12.91667 14.50000 121.6 117.0 22
## 1648 Graduate 9500 13.63750 14.38750 100.0 140.0 18
## 1649 Dropout 9500 12.90000 12.14286 127.6 130.0 18
## 1650 Graduate 9500 14.36000 14.36000 132.5 138.0 19
## 1651 Enrolled 9500 14.51429 14.51429 124.3 141.0 19
## 1652 Graduate 9500 14.70000 14.70000 131.0 142.0 18
## 1653 Enrolled 9991 15.20000 14.00000 120.0 120.0 27
## 1654 Graduate 9556 13.00000 15.06250 113.3 122.0 20
## 1655 Dropout 9853 13.50000 0.00000 121.9 131.0 20
## 1656 Graduate 9085 12.33333 12.60000 118.3 120.0 20
## 1657 Graduate 9147 13.40000 13.00000 118.8 131.0 19
## 1658 Enrolled 9085 11.75000 10.50000 129.0 130.0 20
## 1659 Graduate 171 0.00000 0.00000 143.3 120.0 20
## 1660 Enrolled 171 0.00000 0.00000 152.5 136.0 20
## 1661 Graduate 9085 14.72727 14.14286 155.7 160.0 27
## 1662 Graduate 9085 16.57143 15.66667 153.9 157.0 18
## 1663 Graduate 9500 15.14500 15.74250 137.8 150.0 18
## 1664 Graduate 9500 13.44286 15.07500 143.3 148.0 18
## 1665 Graduate 9085 14.16667 11.75000 123.2 120.0 20
## 1666 Enrolled 9773 14.00000 15.00000 138.1 150.0 19
## 1667 Graduate 9238 11.33333 12.33333 140.5 158.0 20
## 1668 Graduate 9500 13.76125 13.76125 130.0 145.0 18
## 1669 Dropout 9070 11.60000 10.00000 104.8 100.0 22
## 1670 Graduate 8014 12.75000 13.00000 132.5 136.0 22
## 1671 Enrolled 9991 12.50000 11.00000 127.7 133.1 25
## 1672 Graduate 9085 15.30769 14.00000 136.5 148.0 19
## 1673 Dropout 9130 13.28571 12.00000 130.0 130.0 21
## 1674 Graduate 9500 14.75714 14.07778 190.0 130.0 27
## 1675 Graduate 9500 12.76667 12.76667 128.5 136.0 18
## 1676 Dropout 9254 10.40000 0.00000 126.6 122.0 18
## 1677 Dropout 9556 0.00000 0.00000 131.6 140.0 19
## 1678 Graduate 9991 10.50000 12.60000 119.0 110.0 35
## 1679 Graduate 9085 14.25000 13.40000 127.6 130.0 23
## 1680 Dropout 9500 11.91667 0.00000 100.0 133.1 28
## 1681 Enrolled 9119 10.66667 14.00000 124.5 128.0 19
## 1682 Enrolled 9773 12.25000 12.66667 109.3 117.0 19
## 1683 Dropout 9670 12.00000 11.60000 117.7 124.0 20
## 1684 Dropout 9670 11.00000 12.75000 124.7 124.0 21
## 1685 Graduate 9070 14.16667 13.00000 124.5 128.0 18
## 1686 Graduate 9070 14.66667 15.00000 140.8 125.0 22
## 1687 Graduate 9085 0.00000 12.28571 111.9 121.0 21
## 1688 Dropout 9556 12.66667 0.00000 140.0 140.0 38
## 1689 Enrolled 171 0.00000 0.00000 121.2 124.0 20
## 1690 Dropout 171 0.00000 0.00000 123.8 136.0 19
## 1691 Dropout 9119 0.00000 0.00000 134.0 140.8 24
## 1692 Dropout 9070 0.00000 0.00000 130.8 142.0 19
## 1693 Graduate 9500 13.70000 14.02222 130.2 133.0 19
## 1694 Enrolled 9147 11.80000 12.40000 123.3 131.0 19
## 1695 Dropout 9119 0.00000 0.00000 147.6 130.0 31
## 1696 Graduate 9670 13.33333 13.28571 113.4 120.0 19
## 1697 Graduate 9070 11.40000 12.16667 133.7 141.0 22
## 1698 Dropout 9085 0.00000 0.00000 128.2 130.0 25
## 1699 Dropout 9500 16.14286 0.00000 161.0 168.0 18
## 1700 Dropout 9500 0.00000 0.00000 130.0 130.0 30
## 1701 Graduate 9500 15.63375 15.63375 156.3 156.0 18
## 1702 Graduate 9773 13.66667 14.50000 129.3 137.0 18
## 1703 Dropout 9773 0.00000 0.00000 129.3 131.0 18
## 1704 Graduate 9238 12.50000 11.50000 136.3 130.0 18
## 1705 Graduate 9670 12.28571 13.00000 140.0 133.1 25
## 1706 Enrolled 9119 14.00000 11.00000 135.9 131.0 18
## 1707 Dropout 171 0.00000 0.00000 139.7 160.0 18
## 1708 Enrolled 9147 10.75000 12.25000 117.0 117.0 19
## 1709 Dropout 9556 12.95000 13.12500 105.0 133.1 25
## 1710 Graduate 9500 12.45000 12.45000 130.5 130.0 19
## 1711 Enrolled 9991 12.25000 12.00000 130.0 130.0 31
## 1712 Graduate 9500 13.38125 13.38125 131.5 137.0 20
## 1713 Dropout 9500 12.16000 11.34000 100.0 133.1 33
## 1714 Enrolled 9085 12.50000 11.50000 140.0 140.0 24
## 1715 Graduate 9238 12.75000 12.16667 130.2 140.0 18
## 1716 Graduate 9500 13.34250 13.34250 133.5 135.0 19
## 1717 Graduate 9500 14.17500 13.03125 133.2 140.0 20
## 1718 Enrolled 9500 10.00000 10.00000 130.0 100.0 33
## 1719 Dropout 9119 0.00000 14.50000 129.0 160.0 24
## 1720 Dropout 9991 0.00000 0.00000 100.0 133.1 24
## 1721 Graduate 9085 12.00000 12.14286 116.5 128.0 18
## 1722 Graduate 9254 10.57143 11.40000 124.2 121.0 18
## 1723 Graduate 9085 14.15385 15.42857 138.8 127.0 22
## 1724 Graduate 9773 11.16667 12.40000 126.4 132.0 18
## 1725 Graduate 171 12.00000 12.66667 151.9 147.0 21
## 1726 Dropout 9991 11.33333 12.00000 120.0 110.0 38
## 1727 Graduate 9238 12.58824 13.35714 131.9 142.0 29
## 1728 Enrolled 9130 12.00000 10.75000 130.0 130.0 20
## 1729 Dropout 9254 0.00000 0.00000 131.7 131.0 18
## 1730 Graduate 9991 12.25000 12.84615 132.5 110.0 37
## 1731 Graduate 9147 11.60000 12.80000 116.5 128.0 20
## 1732 Dropout 9130 13.00000 12.00000 133.9 136.0 20
## 1733 Dropout 9119 10.66667 12.50000 145.4 120.0 40
## 1734 Enrolled 8014 12.33333 11.00000 172.0 140.0 44
## 1735 Dropout 9147 11.00000 11.42857 111.0 118.0 21
## 1736 Graduate 9070 13.42857 13.12500 120.0 120.0 21
## 1737 Graduate 9500 13.05375 13.05375 129.8 151.0 18
## 1738 Enrolled 9500 12.03571 13.75000 118.1 130.0 18
## 1739 Graduate 9003 14.16667 13.83333 130.0 140.0 27
## 1740 Dropout 9070 0.00000 0.00000 126.3 133.1 38
## 1741 Dropout 9130 13.60000 12.66667 137.8 146.0 18
## 1742 Enrolled 9254 12.20000 12.00000 116.1 122.0 19
## 1743 Dropout 9130 13.71429 13.33333 115.4 121.0 18
## 1744 Dropout 9773 11.66667 10.00000 110.0 127.0 19
## 1745 Dropout 9670 14.00000 0.00000 97.4 133.1 44
## 1746 Dropout 9085 12.50000 10.00000 130.0 130.0 26
## 1747 Dropout 9130 11.83333 11.50000 156.0 156.0 24
## 1748 Dropout 9003 0.00000 0.00000 126.1 130.0 27
## 1749 Dropout 9003 0.00000 0.00000 120.0 110.0 27
## 1750 Dropout 9070 11.53846 12.40000 105.2 108.0 25
## 1751 Enrolled 9003 11.28571 12.25000 120.0 120.0 21
## 1752 Graduate 171 0.00000 0.00000 137.8 150.0 19
## 1753 Enrolled 9070 11.80000 12.00000 134.2 152.0 20
## 1754 Enrolled 9119 0.00000 10.50000 150.0 150.0 20
## 1755 Dropout 9119 0.00000 0.00000 116.0 123.0 20
## 1756 Enrolled 9119 14.20000 14.20000 143.4 150.0 18
## 1757 Enrolled 171 12.70000 12.27273 143.6 145.0 19
## 1758 Dropout 9130 12.66667 0.00000 150.0 150.0 22
## 1759 Graduate 9670 14.42857 15.00000 118.0 125.0 19
## 1760 Graduate 9500 13.11714 12.60000 109.3 117.0 18
## 1761 Graduate 9238 12.66667 11.83333 119.3 121.0 20
## 1762 Dropout 171 0.00000 0.00000 146.3 140.0 18
## 1763 Graduate 9773 15.28571 16.50000 161.5 130.0 36
## 1764 Graduate 9147 10.50000 11.25000 140.0 140.0 19
## 1765 Graduate 9147 12.63636 12.60000 142.2 140.0 21
## 1766 Dropout 9147 0.00000 0.00000 129.2 140.0 26
## 1767 Dropout 9003 14.33333 14.00000 100.0 140.0 29
## 1768 Enrolled 9254 15.12500 13.66667 170.0 170.0 26
## 1769 Dropout 9500 0.00000 0.00000 140.0 140.0 27
## 1770 Enrolled 9147 12.00000 10.33333 115.2 116.0 32
## 1771 Enrolled 9853 14.25000 12.00000 121.4 134.0 23
## 1772 Enrolled 9147 10.50000 10.00000 134.8 133.1 24
## 1773 Graduate 9773 13.50000 14.42857 136.9 140.0 19
## 1774 Enrolled 9003 11.66667 12.00000 140.0 140.0 25
## 1775 Enrolled 9254 10.80000 10.00000 112.2 108.0 19
## 1776 Dropout 9773 0.00000 0.00000 148.7 149.0 20
## 1777 Graduate 9254 12.80000 11.42857 133.0 140.0 33
## 1778 Dropout 9991 10.80000 12.00000 150.0 140.0 35
## 1779 Graduate 9147 11.40000 11.00000 98.0 133.1 23
## 1780 Graduate 9500 13.72571 14.50000 122.4 125.0 19
## 1781 Enrolled 9670 12.80000 12.25000 139.0 133.1 21
## 1782 Graduate 9070 13.50000 11.16667 112.0 133.1 21
## 1783 Dropout 9500 15.57000 15.57000 143.8 130.0 27
## 1784 Enrolled 9147 11.00000 12.00000 116.1 122.0 19
## 1785 Dropout 9500 14.11429 15.91111 138.0 140.0 28
## 1786 Enrolled 9147 11.00000 11.50000 110.0 123.0 25
## 1787 Dropout 9238 0.00000 0.00000 103.5 133.1 42
## 1788 Graduate 9991 13.50000 13.75000 140.0 140.0 27
## 1789 Dropout 9070 11.25000 0.00000 108.7 116.0 23
## 1790 Graduate 9254 12.14286 11.33333 115.9 118.0 18
## 1791 Graduate 9500 13.07571 13.07571 127.3 140.0 26
## 1792 Dropout 9147 0.00000 0.00000 138.7 146.0 18
## 1793 Dropout 9991 11.00000 13.50000 135.8 150.0 29
## 1794 Dropout 9085 0.00000 0.00000 134.6 137.0 22
## 1795 Enrolled 9500 13.12500 12.33333 118.4 136.0 21
## 1796 Graduate 9500 13.51286 13.51286 132.8 134.0 19
## 1797 Graduate 9238 12.83333 12.16667 155.5 160.0 18
## 1798 Dropout 9085 15.00000 11.66667 132.0 126.0 18
## 1799 Dropout 9003 12.80000 13.33333 110.0 133.1 40
## 1800 Dropout 9254 12.33333 0.00000 127.3 114.0 20
## 1801 Dropout 9500 12.28800 12.28800 126.0 139.0 18
## 1802 Graduate 8014 12.33333 13.28571 130.0 130.0 31
## 1803 Graduate 9147 11.50000 12.80000 118.8 131.0 18
## 1804 Dropout 9670 11.83333 11.14286 127.6 130.0 22
## 1805 Dropout 9147 0.00000 0.00000 112.1 133.1 38
## 1806 Dropout 9991 0.00000 0.00000 130.0 130.0 33
## 1807 Enrolled 9119 11.80000 11.50000 111.1 117.0 19
## 1808 Dropout 9670 0.00000 0.00000 121.4 127.0 18
## 1809 Enrolled 9119 12.20000 12.00000 126.8 131.0 18
## 1810 Graduate 9991 12.33333 13.00000 120.6 134.0 27
## 1811 Graduate 9254 12.42857 12.83333 126.5 130.0 26
## 1812 Graduate 9500 12.76571 13.54444 120.2 127.0 19
## 1813 Dropout 9500 12.10000 12.60000 120.0 130.0 44
## 1814 Graduate 9147 12.00000 11.50000 137.5 142.0 19
## 1815 Dropout 9070 0.00000 0.00000 127.9 117.0 20
## 1816 Enrolled 9003 14.88889 13.72727 140.0 133.1 24
## 1817 Graduate 9991 11.35714 12.00000 131.8 164.0 31
## 1818 Graduate 9070 13.50000 12.50000 129.0 130.0 25
## 1819 Dropout 9773 0.00000 0.00000 115.8 127.0 19
## 1820 Dropout 9500 13.88429 14.75000 126.4 140.0 18
## 1821 Enrolled 9085 13.00000 11.66667 130.0 130.0 19
## 1822 Enrolled 9500 12.65000 11.10000 114.8 122.0 19
## 1823 Enrolled 9147 11.00000 0.00000 138.6 162.0 19
## 1824 Dropout 9670 11.66667 10.50000 112.9 133.1 24
## 1825 Graduate 9238 14.50000 12.66667 111.6 120.0 20
## 1826 Graduate 9254 14.71429 14.16667 152.0 160.0 18
## 1827 Graduate 9238 13.28571 14.33333 132.6 141.0 18
## 1828 Enrolled 9085 11.33333 10.50000 118.4 125.0 21
## 1829 Dropout 9500 0.00000 0.00000 120.0 120.0 28
## 1830 Enrolled 9147 11.57143 12.00000 122.1 128.0 18
## 1831 Dropout 9853 13.00000 11.50000 142.8 162.0 18
## 1832 Graduate 9238 11.50000 14.00000 124.8 130.0 18
## 1833 Graduate 9147 11.80000 11.60000 126.3 134.0 18
## 1834 Dropout 9147 10.66667 12.28571 119.0 133.1 19
## 1835 Graduate 9500 13.88750 14.86444 124.9 137.0 19
## 1836 Graduate 9238 11.40000 11.50000 118.0 133.1 20
## 1837 Graduate 8014 12.33333 12.14286 100.0 110.0 34
## 1838 Enrolled 9500 12.16000 12.16000 109.0 133.1 39
## 1839 Graduate 9500 13.42750 13.42750 130.8 133.0 19
## 1840 Graduate 9070 15.16667 15.50000 110.0 130.0 24
## 1841 Dropout 9773 0.00000 0.00000 151.0 151.0 18
## 1842 Dropout 9130 10.50000 0.00000 131.0 125.0 19
## 1843 Graduate 9147 11.80000 11.00000 155.2 158.0 18
## 1844 Enrolled 9147 13.20000 11.40000 121.0 128.0 20
## 1845 Graduate 9500 13.07500 12.36111 119.7 133.0 19
## 1846 Dropout 9130 11.60000 13.00000 131.0 138.0 19
## 1847 Dropout 9003 13.66667 12.25000 116.9 126.0 19
## 1848 Dropout 9991 10.75000 10.00000 130.0 140.0 41
## 1849 Graduate 9500 13.49286 12.68889 137.8 143.0 19
## 1850 Enrolled 9254 12.50000 11.00000 122.1 135.0 19
## 1851 Dropout 9500 0.00000 0.00000 120.0 120.0 23
## 1852 Dropout 9119 13.28571 14.80000 133.0 148.0 18
## 1853 Graduate 9147 12.60000 11.80000 115.2 126.0 19
## 1854 Graduate 9003 14.00000 14.66667 160.0 160.0 20
## 1855 Dropout 9085 11.50000 10.50000 106.3 140.0 35
## 1856 Dropout 9670 0.00000 0.00000 103.0 133.1 34
## 1857 Graduate 9070 11.83333 12.87500 136.0 136.0 19
## 1858 Graduate 9238 11.50000 12.40000 146.5 150.0 22
## 1859 Graduate 9070 14.16667 12.33333 131.4 130.0 20
## 1860 Enrolled 9991 12.50000 12.50000 130.0 130.0 27
## 1861 Dropout 9119 0.00000 0.00000 137.0 110.0 30
## 1862 Enrolled 9119 0.00000 11.00000 125.9 110.0 34
## 1863 Dropout 9254 10.50000 0.00000 111.9 121.0 20
## 1864 Graduate 9070 11.83333 13.16667 131.2 127.0 18
## 1865 Dropout 9130 0.00000 0.00000 131.2 140.0 26
## 1866 Graduate 9991 12.40000 12.40000 140.0 130.0 26
## 1867 Dropout 9147 10.50000 0.00000 121.5 130.0 26
## 1868 Dropout 9991 0.00000 0.00000 153.5 100.0 31
## 1869 Graduate 171 14.58333 14.33333 142.2 139.0 20
## 1870 Graduate 9773 11.66667 12.66667 131.1 150.0 19
## 1871 Dropout 9670 0.00000 0.00000 130.6 133.1 23
## 1872 Dropout 9500 13.00000 0.00000 115.0 119.0 20
## 1873 Graduate 9500 15.66000 15.01111 125.0 170.0 20
## 1874 Dropout 8014 0.00000 0.00000 97.5 133.1 29
## 1875 Graduate 9773 12.16667 12.75000 134.4 133.0 20
## 1876 Graduate 9500 13.30000 13.30000 118.8 125.0 24
## 1877 Dropout 9556 0.00000 0.00000 110.5 133.1 37
## 1878 Dropout 9500 0.00000 0.00000 123.3 143.0 18
## 1879 Dropout 171 0.00000 0.00000 139.6 127.0 18
## 1880 Graduate 9500 13.55714 13.55714 138.8 157.0 18
## 1881 Enrolled 9119 14.33333 14.63636 160.0 160.0 41
## 1882 Dropout 9003 12.00000 10.33333 140.0 140.0 35
## 1883 Dropout 9254 0.00000 0.00000 118.2 128.0 19
## 1884 Graduate 171 0.00000 0.00000 150.6 145.0 18
## 1885 Enrolled 9500 11.75000 11.72500 115.2 133.1 48
## 1886 Graduate 9500 12.18333 12.18333 126.0 132.0 19
## 1887 Dropout 9003 11.83333 11.00000 160.0 160.0 30
## 1888 Dropout 9773 0.00000 0.00000 160.0 160.0 51
## 1889 Graduate 9085 15.00000 14.33333 184.4 184.4 18
## 1890 Graduate 171 0.00000 0.00000 156.0 149.0 18
## 1891 Graduate 171 0.00000 0.00000 150.2 146.0 18
## 1892 Graduate 9500 13.43500 13.43500 126.3 139.0 18
## 1893 Dropout 9130 13.50000 0.00000 146.1 152.0 18
## 1894 Enrolled 171 0.00000 0.00000 145.3 147.0 18
## 1895 Graduate 171 11.50000 12.17647 116.8 121.0 23
## 1896 Enrolled 9070 10.50000 11.00000 132.1 124.0 19
## 1897 Enrolled 9085 12.00000 11.50000 102.6 105.0 21
## 1898 Dropout 9773 12.20000 11.50000 112.3 121.0 18
## 1899 Graduate 171 0.00000 0.00000 155.3 143.0 18
## 1900 Graduate 9085 14.50000 14.00000 153.8 150.0 21
## 1901 Graduate 9773 13.33333 12.66667 110.0 126.0 20
## 1902 Graduate 9085 12.00000 12.55556 128.2 133.1 24
## 1903 Graduate 9130 15.12500 14.00000 120.4 127.0 18
## 1904 Graduate 9500 13.11667 13.11667 153.0 160.0 18
## 1905 Graduate 9773 12.83333 11.66667 117.9 121.0 19
## 1906 Graduate 9238 13.33333 14.16667 145.6 150.0 20
## 1907 Graduate 9500 13.87714 15.66250 119.8 117.0 18
## 1908 Graduate 9500 12.94429 12.94429 126.8 141.0 18
## 1909 Enrolled 9853 12.33333 11.00000 106.1 112.0 19
## 1910 Graduate 9500 14.26667 14.26667 137.3 148.0 19
## 1911 Graduate 9670 13.00000 14.00000 115.5 120.0 18
## 1912 Graduate 9500 12.48375 12.48375 127.5 132.0 20
## 1913 Graduate 9556 13.42857 15.31250 116.3 125.0 18
## 1914 Dropout 8014 10.66667 0.00000 113.2 123.0 18
## 1915 Graduate 9853 15.40000 12.20000 132.6 142.0 18
## 1916 Graduate 9500 13.45000 13.45000 132.0 148.0 18
## 1917 Graduate 9500 12.60000 12.60000 130.3 136.0 18
## 1918 Graduate 9500 12.48571 12.93750 116.7 123.0 20
## 1919 Graduate 9070 10.80000 12.80000 134.0 135.0 22
## 1920 Enrolled 9670 12.20000 14.60000 100.0 151.0 20
## 1921 Enrolled 9085 14.20000 13.50000 140.0 140.0 20
## 1922 Graduate 9238 13.83333 14.00000 139.2 136.0 18
## 1923 Enrolled 9853 12.80000 10.00000 132.6 142.0 18
## 1924 Graduate 9147 13.20000 12.50000 129.4 142.0 18
## 1925 Dropout 9670 14.00000 0.00000 125.6 127.0 18
## 1926 Graduate 9238 13.87500 14.00000 129.3 131.0 19
## 1927 Graduate 9085 12.50000 12.71429 128.4 134.0 19
## 1928 Graduate 9773 13.42857 12.50000 139.9 142.0 18
## 1929 Enrolled 9070 11.80000 13.00000 124.8 123.0 18
## 1930 Graduate 9500 14.86857 15.11111 128.5 133.0 18
## 1931 Graduate 9500 13.03000 13.21875 117.8 125.0 18
## 1932 Graduate 9670 14.57143 12.33333 115.1 120.0 19
## 1933 Graduate 9238 11.00000 11.25000 118.0 125.0 18
## 1934 Graduate 9500 13.36750 13.36750 120.0 133.1 25
## 1935 Graduate 9500 12.80833 12.82571 119.6 133.1 19
## 1936 Graduate 9500 13.91857 13.88750 133.2 143.0 18
## 1937 Graduate 9130 13.00000 12.80000 141.8 147.0 19
## 1938 Graduate 9500 13.68333 13.68333 130.3 142.0 18
## 1939 Dropout 9085 13.00000 12.00000 100.0 150.0 24
## 1940 Graduate 9773 12.80000 11.20000 114.6 124.0 21
## 1941 Graduate 9254 13.57143 12.16667 123.4 136.0 18
## 1942 Graduate 9238 13.16667 13.16667 116.4 116.0 18
## 1943 Graduate 9070 15.00000 14.50000 123.2 127.0 20
## 1944 Graduate 9070 12.66667 11.40000 123.7 117.0 19
## 1945 Dropout 9773 13.85714 13.14286 127.6 116.0 19
## 1946 Graduate 9500 14.69286 14.96250 117.1 129.0 30
## 1947 Graduate 9500 14.03500 14.03500 149.3 157.0 18
## 1948 Graduate 9085 11.00000 14.00000 125.6 135.0 18
## 1949 Graduate 9773 13.33333 13.33333 145.0 139.0 18
## 1950 Graduate 9500 11.77250 12.33000 115.0 115.0 20
## 1951 Dropout 9254 0.00000 0.00000 114.3 123.0 19
## 1952 Dropout 9254 0.00000 0.00000 126.0 140.0 19
## 1953 Dropout 171 0.00000 0.00000 124.0 138.0 19
## 1954 Graduate 9254 12.28571 12.00000 122.6 132.0 18
## 1955 Enrolled 9500 12.46000 12.46000 133.8 140.0 17
## 1956 Graduate 9853 12.16667 13.16667 113.5 117.0 19
## 1957 Enrolled 9238 11.83333 11.50000 122.6 125.0 18
## 1958 Graduate 9500 14.80571 14.80571 140.0 140.0 25
## 1959 Dropout 9238 10.60000 11.71429 107.0 133.1 19
## 1960 Enrolled 9085 13.12500 13.00000 130.0 130.0 24
## 1961 Graduate 9238 12.83333 12.66667 124.2 134.0 19
## 1962 Enrolled 9500 0.00000 0.00000 125.8 128.0 20
## 1963 Graduate 9670 13.00000 13.80000 108.0 115.0 20
## 1964 Graduate 9500 12.72500 13.71250 115.2 119.0 20
## 1965 Graduate 9085 11.25000 10.33333 129.3 131.0 19
## 1966 Graduate 9003 13.81818 13.46154 120.0 120.0 31
## 1967 Graduate 9085 12.33333 13.00000 116.7 120.0 20
## 1968 Enrolled 9085 12.33333 11.60000 121.0 135.0 18
## 1969 Enrolled 9853 13.25000 10.66667 128.2 146.0 18
## 1970 Graduate 9670 13.66667 15.40000 121.1 133.0 18
## 1971 Enrolled 9238 12.62500 11.00000 112.6 122.0 20
## 1972 Graduate 9085 14.83333 12.14286 123.3 128.0 20
## 1973 Dropout 9670 11.20000 13.12500 129.4 129.0 19
## 1974 Graduate 9147 11.40000 12.20000 119.9 122.0 21
## 1975 Graduate 9500 13.13500 13.24444 131.6 140.0 18
## 1976 Dropout 9070 13.00000 11.40000 120.0 143.0 21
## 1977 Enrolled 9500 12.85000 12.62143 110.0 118.0 19
## 1978 Graduate 9238 13.50000 12.50000 143.0 140.0 20
## 1979 Enrolled 9085 14.28571 13.00000 140.0 140.0 20
## 1980 Graduate 9670 13.50000 14.50000 119.2 123.0 18
## 1981 Graduate 9147 10.75000 13.00000 124.3 140.0 18
## 1982 Graduate 9238 11.33333 11.83333 111.1 116.0 18
## 1983 Graduate 9085 13.00000 13.28571 150.0 150.0 21
## 1984 Graduate 9500 13.96667 13.96667 147.3 147.0 18
## 1985 Graduate 9500 14.14125 14.14125 147.5 162.0 18
## 1986 Graduate 9254 11.60000 11.75000 108.0 108.0 20
## 1987 Graduate 9500 14.66250 14.66250 130.0 130.0 32
## 1988 Enrolled 9991 0.00000 0.00000 130.0 140.0 34
## 1989 Graduate 9500 12.99333 12.66875 109.0 116.0 23
## 1990 Enrolled 9670 11.25000 12.20000 112.0 120.0 18
## 1991 Graduate 8014 12.20000 12.80000 121.2 132.0 18
## 1992 Dropout 171 0.00000 0.00000 140.0 140.0 34
## 1993 Enrolled 8014 11.33333 11.75000 119.5 120.0 25
## 1994 Graduate 9147 12.20000 11.80000 125.9 136.0 21
## 1995 Dropout 9254 0.00000 0.00000 121.5 133.0 20
## 1996 Graduate 9238 11.33333 11.66667 121.5 126.0 18
## 1997 Graduate 9085 13.85714 13.10000 132.4 142.0 18
## 1998 Graduate 9773 12.85714 13.33333 122.4 121.0 18
## 1999 Dropout 8014 10.00000 0.00000 110.0 134.0 24
## 2000 Graduate 9147 10.21429 11.38462 120.4 140.0 32
## 2001 Dropout 9254 11.28571 10.33333 105.0 133.1 24
## 2002 Dropout 9238 13.83333 0.00000 137.8 157.0 18
## 2003 Graduate 9254 12.85714 12.60000 118.0 120.0 28
## 2004 Dropout 9853 11.66667 12.00000 122.1 134.0 18
## 2005 Dropout 9853 0.00000 0.00000 140.0 140.0 24
## 2006 Graduate 9085 14.40000 13.20000 143.2 133.0 19
## 2007 Graduate 8014 14.83333 14.16667 120.5 146.0 44
## 2008 Graduate 9085 14.33333 12.00000 119.5 130.0 18
## 2009 Graduate 171 0.00000 0.00000 147.5 151.0 18
## 2010 Dropout 9773 0.00000 0.00000 129.6 133.1 22
## 2011 Graduate 9853 12.33333 12.66667 126.1 132.0 18
## 2012 Graduate 9991 11.80000 12.40000 160.0 110.0 44
## 2013 Dropout 9853 13.20000 10.60000 105.5 133.1 33
## 2014 Dropout 9853 0.00000 0.00000 95.5 110.0 32
## 2015 Dropout 9003 0.00000 0.00000 107.5 133.1 35
## 2016 Graduate 9238 11.50000 13.28571 106.1 105.0 20
## 2017 Graduate 9254 12.60000 12.20000 116.3 160.0 24
## 2018 Graduate 9500 13.54286 14.22222 137.4 144.0 19
## 2019 Enrolled 9254 11.60000 13.00000 101.8 100.0 21
## 2020 Graduate 9773 13.66667 13.83333 144.1 143.0 19
## 2021 Dropout 9003 0.00000 0.00000 107.8 160.0 27
## 2022 Dropout 9853 0.00000 0.00000 128.2 140.0 30
## 2023 Dropout 171 0.00000 0.00000 117.0 133.1 21
## 2024 Graduate 9070 11.50000 12.28571 110.4 116.0 19
## 2025 Enrolled 9991 11.50000 11.75000 170.0 120.0 34
## 2026 Graduate 9500 11.82857 12.91250 100.0 141.0 18
## 2027 Graduate 171 0.00000 0.00000 117.0 110.0 21
## 2028 Enrolled 171 0.00000 0.00000 133.5 127.0 17
## 2029 Graduate 9500 12.96667 12.96667 128.0 132.0 19
## 2030 Graduate 9773 13.83333 13.66667 122.1 135.0 18
## 2031 Graduate 9500 14.12571 14.36875 133.4 135.0 19
## 2032 Dropout 9254 12.16667 0.00000 112.0 140.0 45
## 2033 Graduate 9085 12.66667 12.25000 130.0 133.1 26
## 2034 Dropout 9991 0.00000 0.00000 100.0 100.0 51
## 2035 Graduate 9773 12.28571 14.16667 162.0 133.1 49
## 2036 Enrolled 9500 14.50000 14.37500 153.0 100.0 22
## 2037 Dropout 9147 10.00000 10.00000 131.4 137.0 22
## 2038 Dropout 9130 11.50000 12.00000 128.2 120.0 33
## 2039 Graduate 9670 11.60000 11.50000 148.9 148.9 20
## 2040 Graduate 9238 12.50000 11.66667 128.4 134.0 18
## 2041 Dropout 9853 11.66667 11.00000 120.3 128.0 20
## 2042 Graduate 9991 13.42857 11.60000 100.0 133.1 37
## 2043 Graduate 9254 13.66667 13.50000 126.1 131.0 18
## 2044 Graduate 9254 12.50000 12.16667 111.7 118.0 19
## 2045 Graduate 9085 13.00000 12.80000 140.0 140.0 21
## 2046 Graduate 9500 12.78333 12.84286 122.2 133.0 20
## 2047 Dropout 9500 0.00000 0.00000 118.7 126.0 19
## 2048 Dropout 9556 13.50000 11.22500 121.5 125.0 20
## 2049 Graduate 9500 13.45714 15.12500 134.5 138.0 18
## 2050 Graduate 9500 13.44286 13.44286 127.0 140.0 19
## 2051 Graduate 9238 11.00000 10.83333 114.2 124.0 18
## 2052 Graduate 9238 11.33333 12.28571 125.3 133.0 18
## 2053 Dropout 9773 10.00000 0.00000 120.4 127.0 18
## 2054 Enrolled 9500 13.44000 13.06667 123.0 138.0 19
## 2055 Graduate 9556 12.21429 14.06250 130.5 142.0 18
## 2056 Graduate 9070 14.16667 13.50000 125.5 130.0 19
## 2057 Graduate 9003 12.84615 12.63636 133.8 130.0 24
## 2058 Enrolled 9085 13.00000 12.00000 150.0 150.0 20
## 2059 Graduate 9147 12.80000 11.25000 130.5 127.0 21
## 2060 Dropout 9085 13.00000 12.00000 140.0 140.0 20
## 2061 Graduate 9500 13.37143 13.66667 119.4 126.0 19
## 2062 Graduate 9556 13.38571 13.38750 121.3 139.0 19
## 2063 Graduate 9500 13.32857 13.32857 126.3 141.0 18
## 2064 Graduate 9085 14.00000 11.00000 111.6 120.0 19
## 2065 Graduate 9147 12.60000 13.20000 111.3 120.0 21
## 2066 Graduate 9853 14.00000 15.00000 122.5 134.0 19
## 2067 Graduate 9254 13.42857 12.66667 116.5 128.0 18
## 2068 Graduate 9070 13.00000 12.50000 132.0 133.0 17
## 2069 Enrolled 9853 12.66667 11.00000 123.7 123.0 19
## 2070 Dropout 9147 10.00000 12.33333 117.0 118.0 23
## 2071 Graduate 9670 12.83333 11.77778 116.5 113.0 19
## 2072 Graduate 9500 12.91667 12.91667 121.5 135.0 18
## 2073 Graduate 9670 13.28571 13.80000 105.0 133.1 20
## 2074 Graduate 9085 14.60000 13.80000 121.3 130.0 19
## 2075 Graduate 9238 14.00000 13.66667 136.1 135.0 18
## 2076 Graduate 9238 14.14286 15.00000 123.6 133.0 19
## 2077 Graduate 9238 11.66667 12.33333 129.0 123.0 19
## 2078 Graduate 9500 14.37750 14.37750 136.8 145.0 18
## 2079 Graduate 9500 12.50000 13.04286 133.4 146.0 18
## 2080 Graduate 9500 14.15000 14.15000 136.0 144.0 19
## 2081 Graduate 9500 12.47143 12.47143 125.8 144.0 19
## 2082 Graduate 9500 14.15000 14.15000 120.5 131.0 19
## 2083 Graduate 9500 14.07222 14.04750 130.2 141.0 21
## 2084 Graduate 9773 14.85714 14.66667 135.9 138.0 18
## 2085 Graduate 9773 14.28571 13.16667 116.5 127.0 19
## 2086 Dropout 9773 0.00000 0.00000 124.0 124.0 18
## 2087 Dropout 8014 0.00000 0.00000 140.0 140.0 30
## 2088 Dropout 9130 15.00000 15.16667 150.9 157.0 18
## 2089 Graduate 9500 12.63333 12.63333 127.3 129.0 20
## 2090 Dropout 9670 11.20000 12.60000 100.0 133.1 25
## 2091 Graduate 9500 14.23333 14.23333 128.8 142.0 18
## 2092 Enrolled 9085 12.20000 11.33333 119.7 133.0 21
## 2093 Graduate 9500 15.70000 15.70000 140.8 156.0 18
## 2094 Graduate 9500 15.20000 15.20000 138.0 151.0 18
## 2095 Dropout 9853 16.33333 15.60000 132.9 135.0 29
## 2096 Graduate 9130 12.56250 12.85714 140.0 140.0 20
## 2097 Dropout 9500 0.00000 0.00000 140.0 140.0 26
## 2098 Graduate 9238 12.40000 12.00000 99.3 100.0 21
## 2099 Graduate 9500 13.78125 13.78125 119.3 126.0 19
## 2100 Dropout 9254 12.16667 11.66667 113.2 123.0 19
## 2101 Enrolled 9773 11.80000 11.83333 117.0 133.1 21
## 2102 Graduate 8014 10.80000 12.00000 123.0 137.0 20
## 2103 Graduate 9500 13.26000 14.28625 127.2 138.0 18
## 2104 Dropout 9773 12.00000 10.66667 141.0 128.0 20
## 2105 Graduate 9238 11.87500 14.42857 121.7 136.0 20
## 2106 Enrolled 9500 12.16000 13.40000 121.1 127.0 18
## 2107 Enrolled 9070 15.00000 12.50000 146.1 145.0 18
## 2108 Graduate 9773 13.33333 13.20000 142.5 140.0 18
## 2109 Enrolled 9085 11.50000 11.80000 126.8 138.0 18
## 2110 Graduate 9085 14.42857 13.00000 150.0 150.0 22
## 2111 Enrolled 9085 13.00000 15.33333 150.0 150.0 19
## 2112 Graduate 9003 15.00000 14.33333 134.5 131.0 19
## 2113 Graduate 9556 15.15556 16.80000 129.5 136.0 18
## 2114 Graduate 9238 10.66667 11.85714 113.2 117.0 20
## 2115 Dropout 9853 11.00000 11.25000 140.2 158.0 18
## 2116 Dropout 9670 0.00000 0.00000 119.2 129.0 21
## 2117 Graduate 9238 12.28571 12.00000 140.7 140.0 19
## 2118 Dropout 9500 12.82875 12.82875 142.3 141.0 18
## 2119 Graduate 9773 12.66667 14.40000 129.9 132.0 18
## 2120 Enrolled 171 0.00000 0.00000 134.8 133.0 18
## 2121 Dropout 9085 13.00000 0.00000 104.1 109.0 21
## 2122 Graduate 9147 10.87500 12.40000 122.4 135.0 19
## 2123 Graduate 9147 12.80000 11.60000 120.6 122.0 19
## 2124 Dropout 9238 11.28571 0.00000 112.4 118.0 19
## 2125 Graduate 171 0.00000 0.00000 157.9 174.0 18
## 2126 Dropout 9254 0.00000 10.00000 125.9 142.0 19
## 2127 Dropout 9500 13.76667 13.74444 118.4 131.0 20
## 2128 Dropout 9500 12.75833 12.75833 130.8 139.0 18
## 2129 Dropout 171 0.00000 0.00000 176.7 170.0 19
## 2130 Graduate 9070 12.66667 13.25000 156.8 182.0 18
## 2131 Enrolled 9085 12.00000 12.75000 126.8 125.0 18
## 2132 Graduate 9238 12.25000 12.00000 128.0 142.0 19
## 2133 Graduate 9147 11.33333 12.20000 113.8 119.0 20
## 2134 Graduate 9500 13.50714 13.05000 120.8 128.0 19
## 2135 Graduate 9500 13.61429 13.61429 130.8 150.0 18
## 2136 Dropout 9254 0.00000 0.00000 101.0 133.1 25
## 2137 Graduate 9070 11.50000 12.16667 126.1 131.0 18
## 2138 Graduate 9773 12.33333 12.50000 113.8 118.0 19
## 2139 Graduate 9556 11.97143 14.43750 118.3 122.0 19
## 2140 Dropout 9147 13.00000 11.50000 127.9 116.0 20
## 2141 Enrolled 9500 12.38571 12.72857 131.1 137.0 18
## 2142 Graduate 9085 13.50000 11.28571 117.9 128.0 20
## 2143 Graduate 9238 12.16667 13.28571 115.7 123.0 21
## 2144 Graduate 171 0.00000 0.00000 141.0 133.1 19
## 2145 Graduate 8014 11.66667 13.66667 120.0 110.0 42
## 2146 Enrolled 9130 12.40000 14.16667 131.8 143.0 18
## 2147 Graduate 9070 13.40000 12.83333 131.1 150.0 19
## 2148 Graduate 9254 12.00000 12.50000 117.8 129.0 18
## 2149 Graduate 9085 14.20000 14.80000 140.0 140.0 21
## 2150 Graduate 9238 12.12500 14.42857 108.0 133.1 20
## 2151 Graduate 9853 13.85714 13.28571 122.9 132.0 20
## 2152 Enrolled 9085 11.75000 12.33333 130.0 130.0 21
## 2153 Graduate 9500 14.28333 13.12556 126.0 137.0 19
## 2154 Graduate 9238 13.27273 13.00000 134.0 133.1 21
## 2155 Graduate 9070 14.66667 15.14286 134.3 143.0 19
## 2156 Graduate 9500 15.11500 15.09200 138.7 148.0 19
## 2157 Enrolled 171 0.00000 0.00000 143.3 137.0 18
## 2158 Graduate 9085 15.00000 13.14286 160.0 160.0 22
## 2159 Graduate 9853 13.20000 14.33333 111.0 112.0 21
## 2160 Dropout 9254 11.00000 10.33333 128.5 133.0 18
## 2161 Graduate 9500 14.56571 14.56571 133.0 142.0 20
## 2162 Dropout 9670 12.00000 10.75000 114.6 123.0 18
## 2163 Dropout 9238 0.00000 0.00000 104.1 103.0 20
## 2164 Graduate 9500 13.79667 13.77500 127.6 140.0 23
## 2165 Graduate 9773 14.83333 15.33333 151.0 159.0 18
## 2166 Graduate 9238 12.83333 13.83333 135.7 140.0 20
## 2167 Graduate 9500 14.96286 14.96286 137.8 148.0 18
## 2168 Graduate 9147 12.00000 11.20000 117.3 112.0 20
## 2169 Graduate 9500 12.40000 12.80000 121.2 131.0 18
## 2170 Graduate 9670 15.57143 17.16667 129.3 145.0 20
## 2171 Graduate 9500 13.71429 13.71429 123.0 133.1 19
## 2172 Graduate 9085 13.14286 12.16667 140.0 140.0 21
## 2173 Graduate 9070 15.00000 11.00000 140.0 140.0 33
## 2174 Dropout 9085 13.00000 0.00000 144.6 150.0 24
## 2175 Graduate 9238 12.00000 12.75000 118.3 120.0 20
## 2176 Graduate 171 0.00000 0.00000 153.6 156.0 18
## 2177 Graduate 9070 15.16667 14.16667 158.3 167.0 18
## 2178 Dropout 8014 12.00000 10.50000 100.0 133.1 29
## 2179 Graduate 9500 13.64286 14.77273 134.9 147.0 18
## 2180 Graduate 9773 12.66667 12.71429 142.0 129.0 19
## 2181 Dropout 171 0.00000 0.00000 127.3 136.0 19
## 2182 Graduate 9238 10.80000 10.50000 116.5 128.0 18
## 2183 Graduate 9500 14.25000 13.06364 138.6 140.0 19
## 2184 Dropout 9853 12.15385 12.90000 133.0 141.0 20
## 2185 Enrolled 9238 11.50000 10.50000 136.2 133.0 19
## 2186 Graduate 9254 12.25000 12.33333 118.0 125.0 19
## 2187 Enrolled 9070 12.00000 11.14286 126.8 124.0 18
## 2188 Graduate 9500 13.40375 13.40375 128.5 140.0 18
## 2189 Graduate 9254 11.33333 12.66667 129.9 140.0 19
## 2190 Dropout 9773 12.20000 12.33333 125.8 137.0 20
## 2191 Enrolled 171 0.00000 0.00000 129.3 144.0 18
## 2192 Dropout 9500 0.00000 0.00000 124.7 138.0 18
## 2193 Dropout 9003 16.16667 16.00000 154.9 130.0 35
## 2194 Enrolled 9119 11.00000 11.00000 127.3 142.0 18
## 2195 Graduate 171 0.00000 0.00000 129.0 136.0 19
## 2196 Enrolled 9773 12.00000 12.28571 98.0 133.1 19
## 2197 Enrolled 9147 10.50000 12.25000 122.0 130.0 20
## 2198 Enrolled 9070 11.66667 10.33333 112.5 117.0 19
## 2199 Dropout 9147 11.00000 10.00000 127.3 136.0 19
## 2200 Dropout 9556 0.00000 0.00000 100.5 133.1 24
## 2201 Dropout 8014 12.50000 0.00000 122.0 140.0 29
## 2202 Graduate 9500 11.29444 12.60000 140.0 150.0 24
## 2203 Graduate 9254 11.20000 12.50000 116.1 121.0 19
## 2204 Dropout 171 0.00000 0.00000 130.0 120.0 37
## 2205 Graduate 9070 13.20000 11.80000 146.2 143.0 18
## 2206 Enrolled 9119 14.14286 14.12500 180.0 180.0 20
## 2207 Dropout 9147 0.00000 0.00000 127.8 132.0 18
## 2208 Enrolled 9147 0.00000 13.33333 130.8 130.0 22
## 2209 Enrolled 9147 12.33333 10.57143 109.0 133.1 22
## 2210 Dropout 9773 0.00000 0.00000 132.4 131.0 18
## 2211 Graduate 9500 13.10000 13.10000 129.3 149.0 18
## 2212 Graduate 9070 13.50000 13.16667 125.4 124.0 19
## 2213 Enrolled 9119 10.20000 12.00000 130.2 126.0 19
## 2214 Dropout 9238 11.57143 13.00000 132.0 140.0 19
## 2215 Graduate 9003 15.28571 15.16667 170.0 170.0 21
## 2216 Enrolled 9773 12.60000 11.00000 130.2 133.0 19
## 2217 Graduate 9556 13.43333 13.60000 115.5 126.0 18
## 2218 Dropout 9147 11.60000 11.00000 127.6 129.0 19
## 2219 Graduate 9773 14.66667 13.50000 140.0 140.0 25
## 2220 Graduate 9070 14.66667 14.66667 120.2 130.0 22
## 2221 Graduate 9500 12.74286 12.74286 150.0 130.0 24
## 2222 Graduate 9500 11.97500 13.12857 100.0 99.0 19
## 2223 Enrolled 9119 12.25000 11.66667 100.0 146.0 18
## 2224 Dropout 171 0.00000 0.00000 128.0 129.0 20
## 2225 Graduate 9500 14.93571 14.93571 128.0 132.0 19
## 2226 Dropout 9254 10.50000 10.00000 107.2 110.0 19
## 2227 Graduate 9670 13.33333 13.00000 110.1 116.0 19
## 2228 Dropout 9003 0.00000 0.00000 119.0 119.0 23
## 2229 Dropout 9773 13.80000 14.00000 155.5 120.0 47
## 2230 Graduate 9070 11.83333 10.75000 118.4 117.0 19
## 2231 Graduate 171 0.00000 0.00000 141.2 137.0 19
## 2232 Dropout 171 0.00000 0.00000 119.1 124.0 18
## 2233 Dropout 9147 10.00000 0.00000 111.0 151.0 28
## 2234 Dropout 9254 11.50000 11.66667 138.6 138.6 20
## 2235 Enrolled 9254 10.66667 12.00000 121.2 118.0 18
## 2236 Graduate 171 0.00000 0.00000 150.4 136.0 21
## 2237 Enrolled 9254 12.75000 13.00000 117.8 123.0 19
## 2238 Dropout 9254 0.00000 0.00000 102.5 133.1 24
## 2239 Enrolled 9130 11.33333 11.33333 110.0 130.0 24
## 2240 Enrolled 9085 0.00000 0.00000 138.3 133.1 25
## 2241 Graduate 9254 13.00000 12.20000 122.3 150.0 28
## 2242 Enrolled 9991 10.75000 11.33333 127.8 130.0 37
## 2243 Enrolled 9119 12.00000 10.50000 100.0 128.0 19
## 2244 Graduate 9500 13.46286 13.90625 126.4 133.0 18
## 2245 Dropout 9254 10.00000 10.00000 100.0 133.1 48
## 2246 Graduate 9238 12.33333 13.66667 117.1 129.0 21
## 2247 Enrolled 9500 12.52857 12.41667 124.7 128.0 19
## 2248 Enrolled 9500 0.00000 0.00000 124.1 136.0 21
## 2249 Dropout 9119 0.00000 0.00000 129.4 130.0 23
## 2250 Graduate 9130 13.60000 13.25000 138.9 141.0 18
## 2251 Dropout 9238 12.33333 14.00000 138.6 140.0 22
## 2252 Dropout 171 11.45455 12.25000 133.9 122.0 25
## 2253 Dropout 9085 13.50000 14.40000 140.0 140.0 27
## 2254 Dropout 9119 0.00000 0.00000 95.1 133.1 49
## 2255 Dropout 9991 11.00000 0.00000 128.2 120.0 31
## 2256 Dropout 9254 13.71429 14.33333 121.5 133.1 54
## 2257 Dropout 33 12.36364 12.25000 120.0 120.0 25
## 2258 Enrolled 9003 10.66667 11.50000 130.0 130.0 20
## 2259 Dropout 9070 12.00000 12.66667 120.0 120.0 28
## 2260 Graduate 8014 12.85714 13.16667 107.0 133.1 41
## 2261 Enrolled 9670 13.12500 12.71429 116.1 122.0 19
## 2262 Dropout 9147 0.00000 11.50000 114.4 123.0 22
## 2263 Dropout 9254 13.50000 0.00000 157.7 178.0 34
## 2264 Dropout 9003 15.09091 15.00000 150.0 130.0 28
## 2265 Enrolled 9853 12.40000 11.80000 114.3 110.0 42
## 2266 Enrolled 9085 14.00000 14.80000 104.6 106.0 21
## 2267 Dropout 9003 13.50000 13.00000 140.0 140.0 50
## 2268 Dropout 9147 0.00000 0.00000 109.1 108.0 19
## 2269 Dropout 9500 12.65000 10.66667 120.6 120.0 18
## 2270 Dropout 9991 0.00000 0.00000 161.9 100.0 59
## 2271 Dropout 9991 0.00000 0.00000 140.0 140.0 33
## 2272 Graduate 9070 13.33333 12.80000 178.0 133.1 23
## 2273 Dropout 9991 11.33333 11.14286 138.3 133.1 44
## 2274 Dropout 8014 0.00000 0.00000 128.0 140.0 37
## 2275 Dropout 171 0.00000 0.00000 139.0 100.0 36
## 2276 Dropout 9991 11.66667 10.50000 113.2 123.0 22
## 2277 Graduate 8014 12.16667 14.42857 139.0 133.1 49
## 2278 Graduate 9773 13.33333 12.75000 110.0 135.0 23
## 2279 Enrolled 9070 11.40000 11.00000 136.6 132.0 19
## 2280 Dropout 8014 12.14286 0.00000 161.1 120.0 47
## 2281 Graduate 9003 13.05882 12.30769 130.0 130.0 28
## 2282 Enrolled 9003 11.75000 10.50000 140.0 140.0 21
## 2283 Dropout 9254 11.83333 10.00000 121.0 133.1 21
## 2284 Graduate 9238 12.40000 11.80000 118.6 120.0 21
## 2285 Enrolled 9070 13.42857 11.50000 138.3 140.0 20
## 2286 Dropout 9147 0.00000 0.00000 115.8 133.1 49
## 2287 Graduate 9991 11.00000 13.40000 160.0 120.0 40
## 2288 Graduate 9254 13.62500 14.42857 114.5 125.0 22
## 2289 Enrolled 9119 11.80000 11.50000 117.5 136.0 19
## 2290 Dropout 9991 0.00000 0.00000 121.7 133.1 31
## 2291 Dropout 9119 15.00000 13.50000 115.0 120.0 30
## 2292 Graduate 9238 10.80000 11.00000 125.3 127.0 19
## 2293 Dropout 9147 13.66667 11.33333 131.0 131.0 22
## 2294 Graduate 9773 12.83333 13.33333 126.3 127.0 19
## 2295 Dropout 171 0.00000 0.00000 127.1 132.0 21
## 2296 Graduate 9670 15.12500 13.42857 138.4 137.0 19
## 2297 Dropout 9147 0.00000 10.00000 100.0 126.0 22
## 2298 Graduate 9238 11.40000 11.00000 126.2 136.0 22
## 2299 Graduate 9238 12.25000 11.00000 118.8 124.0 19
## 2300 Dropout 9254 0.00000 0.00000 124.5 137.0 26
## 2301 Enrolled 9119 14.00000 14.00000 140.0 140.0 23
## 2302 Enrolled 9070 12.33333 10.80000 125.1 131.0 18
## 2303 Enrolled 9147 10.66667 11.00000 118.8 130.0 22
## 2304 Enrolled 9119 11.83333 14.71429 125.2 136.0 19
## 2305 Dropout 9147 0.00000 0.00000 95.0 133.1 20
## 2306 Enrolled 9070 11.66667 12.16667 107.6 110.0 22
## 2307 Dropout 9130 13.00000 0.00000 140.0 140.0 18
## 2308 Dropout 9991 0.00000 0.00000 125.4 133.1 39
## 2309 Dropout 9500 0.00000 0.00000 128.0 141.0 18
## 2310 Graduate 9119 13.00000 14.20000 129.3 130.0 18
## 2311 Graduate 9238 13.85714 14.00000 152.0 160.0 19
## 2312 Graduate 9500 13.39167 12.48750 128.8 140.0 18
## 2313 Dropout 9147 12.75000 0.00000 152.8 150.0 18
## 2314 Graduate 9130 14.50000 14.60000 150.0 150.0 22
## 2315 Graduate 9238 12.16667 12.16667 112.0 133.1 19
## 2316 Dropout 9130 15.40000 15.60000 135.6 152.0 18
## 2317 Dropout 9119 13.33333 16.00000 134.4 133.1 31
## 2318 Dropout 9991 0.00000 0.00000 120.5 130.0 28
## 2319 Dropout 9070 0.00000 0.00000 141.4 148.0 19
## 2320 Graduate 9254 13.71429 14.71429 145.2 148.0 20
## 2321 Dropout 9238 12.25000 0.00000 140.0 130.0 50
## 2322 Enrolled 9070 16.00000 16.50000 100.0 160.0 38
## 2323 Dropout 9991 11.00000 13.00000 140.0 130.0 31
## 2324 Enrolled 9500 14.08571 14.08571 126.0 110.0 27
## 2325 Graduate 9238 10.16667 10.50000 112.6 122.0 21
## 2326 Dropout 9119 10.00000 0.00000 106.8 110.0 34
## 2327 Enrolled 9119 0.00000 10.00000 121.6 129.0 19
## 2328 Dropout 9991 10.50000 10.66667 120.0 110.0 40
## 2329 Graduate 171 0.00000 0.00000 160.6 170.0 18
## 2330 Dropout 9070 0.00000 0.00000 130.0 110.0 46
## 2331 Dropout 8014 0.00000 0.00000 110.0 110.0 37
## 2332 Dropout 9003 0.00000 0.00000 110.0 133.1 31
## 2333 Graduate 9003 13.33333 12.40000 145.8 133.1 34
## 2334 Dropout 171 0.00000 0.00000 130.2 126.0 18
## 2335 Graduate 9670 13.57143 14.33333 122.3 137.0 18
## 2336 Graduate 9070 12.83333 11.16667 125.4 117.0 19
## 2337 Dropout 9991 10.25000 11.20000 130.0 100.0 40
## 2338 Dropout 9130 0.00000 0.00000 150.0 120.0 25
## 2339 Dropout 9119 14.50000 13.33333 116.9 126.0 20
## 2340 Enrolled 9119 15.80000 13.71429 114.7 122.0 20
## 2341 Dropout 9003 0.00000 0.00000 95.8 111.0 43
## 2342 Enrolled 9119 12.50000 14.66667 133.1 139.0 18
## 2343 Graduate 9003 11.66667 11.50000 150.0 150.0 35
## 2344 Graduate 9991 13.00000 13.00000 118.5 116.0 23
## 2345 Graduate 9500 12.12143 11.50625 131.1 130.0 19
## 2346 Graduate 9085 14.22222 13.75000 150.3 150.0 21
## 2347 Enrolled 9670 12.50000 13.25000 120.5 132.0 19
## 2348 Graduate 9119 12.16667 15.28571 105.6 108.0 20
## 2349 Dropout 9670 0.00000 0.00000 125.3 133.1 30
## 2350 Graduate 9254 12.66667 11.50000 131.0 120.0 44
## 2351 Graduate 9500 13.61429 13.61429 127.0 146.0 19
## 2352 Graduate 9130 12.85714 14.30000 150.0 150.0 22
## 2353 Graduate 9130 14.00000 14.20000 149.2 160.0 18
## 2354 Graduate 9670 14.75000 11.80000 121.5 125.0 21
## 2355 Dropout 9085 0.00000 0.00000 137.3 125.0 18
## 2356 Graduate 9670 13.62500 14.28571 119.6 122.0 18
## 2357 Graduate 171 0.00000 0.00000 141.5 138.0 19
## 2358 Dropout 9003 11.80000 11.87500 150.0 150.0 21
## 2359 Graduate 9003 15.12500 14.60000 110.0 140.0 31
## 2360 Dropout 9254 11.50000 10.50000 110.2 113.0 21
## 2361 Enrolled 9119 10.00000 11.00000 110.3 139.0 24
## 2362 Dropout 9773 0.00000 0.00000 120.0 133.1 27
## 2363 Graduate 9147 10.33333 12.80000 114.2 118.0 20
## 2364 Enrolled 9119 0.00000 11.66667 140.0 140.0 22
## 2365 Enrolled 9003 12.00000 12.50000 132.8 144.0 19
## 2366 Graduate 9773 13.83333 14.50000 121.5 125.0 19
## 2367 Enrolled 171 12.15385 11.90909 127.2 131.0 23
## 2368 Graduate 9130 14.00000 13.66667 128.2 131.0 18
## 2369 Enrolled 9773 16.50000 13.80000 133.4 140.0 29
## 2370 Dropout 9130 18.00000 13.33333 120.0 133.1 29
## 2371 Enrolled 9003 11.28571 11.77778 140.0 140.0 20
## 2372 Graduate 171 0.00000 0.00000 136.9 139.0 19
## 2373 Enrolled 171 0.00000 0.00000 117.0 125.0 22
## 2374 Enrolled 9670 14.00000 12.00000 110.7 117.0 20
## 2375 Enrolled 9130 13.75000 12.00000 160.0 150.0 24
## 2376 Dropout 9670 13.25000 11.00000 95.0 95.0 21
## 2377 Graduate 9147 14.25000 14.75000 148.8 150.0 25
## 2378 Dropout 9147 0.00000 0.00000 110.0 120.0 32
## 2379 Dropout 9991 11.25000 11.33333 133.9 136.0 26
## 2380 Graduate 9130 13.50000 12.50000 125.7 133.0 18
## 2381 Graduate 9254 12.66667 12.85714 116.6 125.0 19
## 2382 Graduate 9070 15.16667 12.33333 141.0 127.0 19
## 2383 Dropout 9119 13.16667 15.14286 130.0 130.0 27
## 2384 Enrolled 9003 11.80000 11.44444 130.0 130.0 21
## 2385 Enrolled 9119 11.50000 0.00000 115.8 127.0 20
## 2386 Graduate 9070 14.50000 11.33333 140.0 140.0 21
## 2387 Enrolled 9773 13.40000 10.66667 126.1 125.0 22
## 2388 Graduate 171 0.00000 0.00000 137.5 135.0 19
## 2389 Dropout 9147 10.80000 12.50000 120.8 132.0 18
## 2390 Dropout 9238 0.00000 0.00000 136.5 110.0 28
## 2391 Dropout 9003 11.42857 12.00000 122.0 130.0 25
## 2392 Dropout 9003 12.50000 11.60000 130.0 130.0 25
## 2393 Enrolled 9147 13.50000 12.33333 126.3 135.0 18
## 2394 Dropout 9254 0.00000 0.00000 98.0 133.1 26
## 2395 Graduate 9147 12.75000 11.50000 121.0 135.0 18
## 2396 Enrolled 9773 11.33333 12.33333 124.2 128.0 22
## 2397 Dropout 9003 0.00000 0.00000 130.0 140.0 25
## 2398 Enrolled 9773 11.40000 12.40000 136.1 135.0 19
## 2399 Graduate 9773 14.42857 14.57143 132.8 131.0 19
## 2400 Graduate 9500 12.49286 11.71250 126.3 131.0 19
## 2401 Dropout 8014 11.50000 11.00000 111.5 100.0 45
## 2402 Graduate 9991 11.20000 12.80000 118.2 140.0 52
## 2403 Dropout 9147 12.00000 11.00000 115.6 124.0 20
## 2404 Graduate 9500 15.88571 15.88571 117.8 130.0 19
## 2405 Dropout 9500 12.94000 11.58000 127.0 142.0 21
## 2406 Graduate 8014 14.00000 14.16667 140.0 150.0 35
## 2407 Graduate 171 0.00000 0.00000 106.0 110.0 36
## 2408 Dropout 9500 0.00000 0.00000 151.0 110.0 47
## 2409 Dropout 9991 0.00000 0.00000 106.4 112.0 22
## 2410 Dropout 9991 11.25000 11.00000 125.3 100.0 41
## 2411 Dropout 9119 0.00000 0.00000 130.0 130.0 26
## 2412 Dropout 8014 11.25000 0.00000 116.0 133.1 51
## 2413 Enrolled 9991 10.66667 12.50000 120.0 150.0 43
## 2414 Graduate 8014 11.80000 10.66667 100.0 100.0 41
## 2415 Graduate 9147 11.62500 11.18182 118.5 130.0 23
## 2416 Dropout 9238 0.00000 0.00000 118.9 129.0 22
## 2417 Dropout 9070 10.25000 11.25000 119.3 127.0 25
## 2418 Graduate 9991 10.80000 11.35714 135.8 140.0 25
## 2419 Graduate 171 12.54545 12.66667 130.0 130.0 22
## 2420 Enrolled 9003 13.57143 13.40000 129.8 133.1 24
## 2421 Dropout 9085 0.00000 0.00000 150.0 140.0 47
## 2422 Dropout 9991 0.00000 0.00000 111.9 133.1 41
## 2423 Graduate 9003 14.77778 12.20000 150.1 120.0 43
## 2424 Dropout 9003 0.00000 0.00000 130.0 133.1 29
## 2425 Dropout 9119 0.00000 0.00000 128.0 120.0 30
## 2426 Dropout 9147 0.00000 0.00000 102.5 133.1 26
## 2427 Dropout 9991 0.00000 0.00000 102.5 133.1 27
## 2428 Graduate 9670 11.40000 11.60000 110.0 100.0 36
## 2429 Dropout 9003 11.66667 10.85714 114.0 133.1 29
## 2430 Dropout 9119 11.28571 13.00000 128.2 120.0 35
## 2431 Graduate 9773 11.50000 12.60000 116.5 128.0 18
## 2432 Graduate 9991 16.00000 16.00000 149.3 172.0 24
## 2433 Dropout 9773 12.50000 12.66667 134.1 146.0 18
## 2434 Enrolled 9119 12.00000 13.00000 126.6 135.0 18
## 2435 Enrolled 9085 0.00000 11.66667 120.0 160.0 21
## 2436 Graduate 9119 13.00000 12.60000 133.5 150.0 21
## 2437 Graduate 9003 13.71429 12.08333 110.0 130.0 32
## 2438 Dropout 9119 12.33333 12.50000 107.5 111.0 22
## 2439 Dropout 9003 12.72727 12.70000 130.0 130.0 32
## 2440 Dropout 9670 14.00000 0.00000 111.6 170.0 35
## 2441 Dropout 9147 0.00000 0.00000 101.0 133.1 23
## 2442 Enrolled 8014 11.40000 11.00000 108.3 100.0 39
## 2443 Dropout 9670 0.00000 10.00000 128.2 120.0 35
## 2444 Graduate 9003 18.87500 17.69231 150.0 110.0 32
## 2445 Dropout 9853 0.00000 0.00000 142.8 133.1 20
## 2446 Enrolled 9500 11.33333 12.60000 100.0 120.0 34
## 2447 Dropout 9991 13.50000 16.20000 150.0 150.0 44
## 2448 Graduate 9254 15.00000 10.00000 156.5 133.1 53
## 2449 Dropout 9119 0.00000 0.00000 98.6 120.0 28
## 2450 Dropout 9991 14.22222 12.80000 130.0 130.0 31
## 2451 Enrolled 171 0.00000 0.00000 118.1 130.0 18
## 2452 Dropout 9003 12.00000 0.00000 120.0 100.0 44
## 2453 Graduate 9085 12.60000 12.00000 127.7 142.0 19
## 2454 Enrolled 171 15.08333 13.08333 130.0 130.0 21
## 2455 Dropout 9119 0.00000 0.00000 147.7 148.0 18
## 2456 Graduate 9003 14.50000 15.30000 170.0 170.0 20
## 2457 Graduate 9070 14.50000 13.50000 110.2 110.0 55
## 2458 Enrolled 9147 10.00000 13.00000 146.4 166.0 27
## 2459 Dropout 9119 0.00000 0.00000 121.0 135.0 19
## 2460 Graduate 9147 11.60000 13.20000 129.9 133.0 18
## 2461 Dropout 9773 11.75000 0.00000 132.0 133.1 43
## 2462 Dropout 9254 0.00000 0.00000 125.9 121.0 18
## 2463 Dropout 171 0.00000 0.00000 165.7 159.0 18
## 2464 Dropout 9254 0.00000 0.00000 122.7 130.0 20
## 2465 Dropout 9991 11.25000 11.80000 141.4 121.0 29
## 2466 Dropout 9130 11.57143 0.00000 156.4 133.1 44
## 2467 Enrolled 9119 10.00000 16.00000 148.5 146.0 18
## 2468 Enrolled 9003 13.83333 12.30000 140.0 140.0 20
## 2469 Dropout 9070 12.75000 12.66667 131.7 125.0 20
## 2470 Dropout 9147 0.00000 0.00000 104.7 120.0 36
## 2471 Enrolled 9130 11.60000 11.00000 150.0 150.0 19
## 2472 Dropout 9085 0.00000 0.00000 110.0 110.0 29
## 2473 Dropout 9670 11.25000 10.33333 129.1 120.0 18
## 2474 Dropout 9003 0.00000 0.00000 120.0 133.1 24
## 2475 Graduate 9773 14.33333 15.00000 127.0 133.1 20
## 2476 Dropout 8014 0.00000 0.00000 151.5 133.1 45
## 2477 Graduate 9500 13.50000 13.50000 126.8 130.0 28
## 2478 Enrolled 9254 12.66667 12.20000 140.8 160.0 23
## 2479 Graduate 9500 12.44429 11.34714 125.6 128.0 18
## 2480 Dropout 9147 10.66667 11.33333 127.8 140.0 23
## 2481 Enrolled 171 0.00000 0.00000 120.0 120.0 22
## 2482 Graduate 9070 12.66667 12.40000 131.3 140.0 22
## 2483 Graduate 9991 13.20000 14.83333 155.7 120.0 33
## 2484 Graduate 9003 12.70000 12.18182 128.5 130.0 21
## 2485 Graduate 9147 14.83333 14.80000 170.0 100.0 45
## 2486 Dropout 9003 11.50000 12.00000 100.0 133.1 44
## 2487 Dropout 9670 0.00000 0.00000 107.2 110.0 42
## 2488 Dropout 9147 0.00000 0.00000 139.3 147.0 20
## 2489 Enrolled 9147 12.66667 12.50000 123.2 133.0 20
## 2490 Graduate 9254 14.71429 12.50000 122.3 137.0 20
## 2491 Enrolled 9773 13.66667 10.25000 127.9 124.0 20
## 2492 Enrolled 9147 10.80000 13.50000 120.3 128.0 19
## 2493 Dropout 8014 10.50000 10.42857 128.5 120.0 26
## 2494 Graduate 9003 15.00000 12.50000 150.0 133.1 31
## 2495 Graduate 9773 12.66667 14.00000 136.1 142.0 19
## 2496 Graduate 9773 13.16667 13.66667 128.0 100.0 28
## 2497 Graduate 171 0.00000 0.00000 158.1 149.0 20
## 2498 Graduate 8014 13.00000 12.50000 108.7 110.0 43
## 2499 Dropout 171 0.00000 0.00000 110.0 133.1 25
## 2500 Dropout 9238 10.00000 15.00000 120.0 133.1 40
## 2501 Graduate 9085 13.33333 13.37500 150.0 150.0 20
## 2502 Graduate 8014 12.33333 13.33333 113.0 133.1 46
## 2503 Graduate 33 13.18182 11.64286 118.6 121.0 26
## 2504 Graduate 9500 12.51333 13.07143 148.8 133.1 34
## 2505 Dropout 9853 0.00000 0.00000 120.3 122.0 19
## 2506 Graduate 9500 13.58571 13.58571 127.0 143.0 18
## 2507 Graduate 9556 11.15556 11.42500 113.8 123.0 18
## 2508 Graduate 8014 11.85714 12.00000 108.0 120.0 37
## 2509 Graduate 171 0.00000 0.00000 129.1 114.0 23
## 2510 Graduate 9070 14.00000 13.61538 135.9 114.0 26
## 2511 Dropout 9773 12.00000 0.00000 154.4 154.4 18
## 2512 Enrolled 9500 11.57500 12.42000 190.0 190.0 18
## 2513 Graduate 9500 13.19857 13.06250 132.5 136.0 19
## 2514 Graduate 9085 13.50000 12.00000 163.3 163.3 18
## 2515 Dropout 9670 13.33333 12.80000 122.5 126.0 19
## 2516 Enrolled 9119 14.25000 10.00000 121.0 122.0 20
## 2517 Graduate 9070 12.16667 12.00000 131.8 137.0 22
## 2518 Graduate 9500 12.21429 12.21429 135.0 139.0 18
## 2519 Graduate 9254 12.66667 13.00000 141.7 142.0 18
## 2520 Graduate 9773 12.28571 13.50000 131.3 133.1 18
## 2521 Graduate 9254 13.00000 13.00000 123.9 126.0 18
## 2522 Graduate 9254 12.14286 11.16667 126.1 131.0 18
## 2523 Graduate 9500 13.87571 13.08571 126.5 131.0 19
## 2524 Dropout 9853 0.00000 0.00000 107.3 108.0 20
## 2525 Dropout 9238 11.66667 0.00000 95.0 133.1 19
## 2526 Graduate 9085 13.15385 11.00000 116.1 122.0 18
## 2527 Dropout 9070 14.50000 12.83333 134.6 143.0 18
## 2528 Graduate 9500 14.44143 13.65625 128.0 135.0 18
## 2529 Graduate 9773 15.16667 14.28571 144.2 148.0 18
## 2530 Graduate 9147 11.60000 12.62500 129.5 134.0 18
## 2531 Graduate 9773 11.66667 12.33333 116.8 122.0 18
## 2532 Graduate 9003 12.62500 13.20000 160.0 160.0 20
## 2533 Graduate 9238 12.66667 11.00000 127.1 126.0 19
## 2534 Enrolled 9130 12.83333 13.00000 126.3 138.0 18
## 2535 Graduate 9238 11.85714 13.14286 112.9 115.0 19
## 2536 Enrolled 9853 11.40000 10.75000 130.2 141.0 19
## 2537 Enrolled 9130 14.85714 15.14286 100.0 100.0 19
## 2538 Graduate 9670 14.71429 15.83333 121.6 130.0 19
## 2539 Graduate 9670 13.50000 13.00000 130.0 130.0 20
## 2540 Graduate 9130 11.50000 12.40000 121.7 135.0 18
## 2541 Dropout 9147 14.00000 0.00000 120.0 120.0 33
## 2542 Dropout 9853 12.83333 0.00000 143.5 148.0 19
## 2543 Graduate 9556 13.42857 14.75000 128.3 136.0 18
## 2544 Dropout 9070 0.00000 0.00000 111.9 108.0 19
## 2545 Enrolled 9003 11.66667 11.50000 140.0 140.0 19
## 2546 Graduate 9773 16.00000 14.33333 137.6 153.0 18
## 2547 Graduate 9238 13.83333 11.83333 135.0 135.0 20
## 2548 Graduate 9500 13.23250 13.23250 133.8 146.0 19
## 2549 Graduate 9773 14.00000 14.16667 126.9 130.0 18
## 2550 Dropout 9254 10.00000 0.00000 106.7 113.0 19
## 2551 Graduate 8014 13.33333 12.27273 145.7 145.7 25
## 2552 Enrolled 9070 12.50000 14.33333 153.1 145.0 20
## 2553 Graduate 8014 12.50000 11.50000 118.7 126.0 19
## 2554 Dropout 9991 10.50000 0.00000 161.8 160.0 33
## 2555 Enrolled 9119 10.66667 11.33333 124.9 134.0 18
## 2556 Enrolled 9119 10.50000 10.50000 150.8 163.0 18
## 2557 Graduate 9147 12.00000 11.40000 130.0 130.0 19
## 2558 Enrolled 171 0.00000 0.00000 163.6 165.0 18
## 2559 Enrolled 9147 11.50000 10.66667 115.0 142.0 19
## 2560 Dropout 9773 14.00000 13.50000 136.8 156.0 18
## 2561 Graduate 9853 13.50000 12.60000 130.9 141.0 18
## 2562 Graduate 9500 13.07375 13.07375 127.0 143.0 18
## 2563 Dropout 9500 10.75000 0.00000 120.0 133.1 37
## 2564 Enrolled 9238 12.00000 0.00000 126.0 133.0 20
## 2565 Graduate 9254 14.00000 13.33333 153.8 172.0 20
## 2566 Graduate 9238 12.33333 13.42857 140.0 140.0 21
## 2567 Graduate 9500 13.46429 14.78889 136.6 142.0 18
## 2568 Enrolled 8014 10.66667 11.20000 105.0 140.0 26
## 2569 Enrolled 9147 11.60000 12.20000 139.4 133.1 41
## 2570 Graduate 9773 13.66667 14.66667 140.0 148.0 18
## 2571 Graduate 9500 14.40250 14.40250 130.8 137.0 18
## 2572 Graduate 9500 15.46875 16.38750 138.8 143.0 31
## 2573 Graduate 9238 12.62500 14.16667 110.0 133.1 23
## 2574 Graduate 9500 14.98333 14.98333 127.8 138.0 19
## 2575 Graduate 9773 15.00000 13.00000 134.2 138.0 20
## 2576 Graduate 8014 15.88889 14.14286 143.0 150.0 40
## 2577 Dropout 9085 11.50000 11.00000 120.0 120.0 32
## 2578 Dropout 9254 10.50000 10.00000 113.2 110.0 24
## 2579 Graduate 9500 13.98333 13.98333 135.8 146.0 18
## 2580 Graduate 9238 13.00000 12.83333 143.5 148.0 18
## 2581 Graduate 9238 13.66667 13.00000 148.9 145.0 18
## 2582 Dropout 9003 0.00000 0.00000 115.6 133.1 27
## 2583 Graduate 9147 14.40000 15.40000 159.3 160.0 18
## 2584 Enrolled 9991 12.00000 11.25000 138.5 150.0 26
## 2585 Graduate 9853 14.16667 13.66667 133.2 130.0 19
## 2586 Graduate 8014 12.20000 12.00000 117.6 120.0 19
## 2587 Enrolled 9147 12.00000 12.66667 108.7 115.0 21
## 2588 Enrolled 9147 10.50000 11.00000 106.0 133.1 24
## 2589 Dropout 9853 12.33333 10.50000 122.6 120.0 20
## 2590 Enrolled 9853 12.20000 12.20000 127.4 134.0 18
## 2591 Dropout 9003 0.00000 0.00000 100.0 133.1 30
## 2592 Enrolled 9853 11.50000 13.16667 95.0 133.1 22
## 2593 Graduate 9147 10.88889 11.61538 130.0 130.0 21
## 2594 Dropout 9556 12.16667 11.67500 122.8 120.0 26
## 2595 Enrolled 9147 10.00000 12.00000 115.0 115.0 23
## 2596 Graduate 9070 12.66667 12.16667 145.9 135.0 18
## 2597 Dropout 9070 11.40000 12.20000 143.0 133.1 21
## 2598 Dropout 171 0.00000 0.00000 100.0 145.0 18
## 2599 Enrolled 9085 13.00000 12.00000 121.3 130.0 21
## 2600 Enrolled 9853 13.40000 12.00000 121.2 118.0 18
## 2601 Dropout 9853 13.50000 12.80000 125.1 138.0 19
## 2602 Enrolled 9254 12.25000 11.33333 112.9 122.0 22
## 2603 Graduate 9238 12.28571 12.83333 120.8 126.0 19
## 2604 Dropout 9085 0.00000 0.00000 114.0 121.0 19
## 2605 Dropout 9238 10.50000 13.00000 132.1 152.0 19
## 2606 Graduate 9085 14.00000 12.00000 160.0 160.0 27
## 2607 Graduate 9085 14.20000 12.20000 134.0 134.0 22
## 2608 Dropout 9773 13.00000 13.14286 124.2 128.0 18
## 2609 Graduate 9254 11.00000 12.75000 115.6 125.0 20
## 2610 Dropout 9991 11.00000 10.00000 128.2 130.0 34
## 2611 Graduate 9500 12.38571 13.75556 132.8 138.0 18
## 2612 Graduate 9773 14.75000 12.25000 123.1 121.0 20
## 2613 Graduate 9130 16.16667 15.83333 125.6 134.0 20
## 2614 Dropout 9991 0.00000 0.00000 115.0 130.0 25
## 2615 Dropout 9119 12.40000 13.00000 123.6 126.0 18
## 2616 Dropout 9130 11.60000 13.00000 141.7 148.0 18
## 2617 Dropout 9853 12.20000 0.00000 139.0 160.0 18
## 2618 Graduate 9254 11.00000 12.80000 118.0 118.0 19
## 2619 Dropout 9853 12.33333 12.40000 142.0 150.0 19
## 2620 Graduate 9238 14.83333 12.57143 143.4 140.0 21
## 2621 Enrolled 9070 11.55556 11.90000 115.9 100.0 29
## 2622 Graduate 9070 12.00000 11.83333 105.1 110.0 20
## 2623 Graduate 8014 12.72727 12.60000 138.0 140.0 21
## 2624 Dropout 9991 10.50000 11.00000 114.7 133.1 34
## 2625 Graduate 9773 12.33333 12.00000 130.5 140.0 20
## 2626 Dropout 9991 0.00000 12.00000 134.3 110.0 24
## 2627 Graduate 9500 14.84286 14.38889 137.5 148.0 18
## 2628 Enrolled 9500 12.20000 12.20000 125.3 137.0 19
## 2629 Enrolled 9147 10.80000 11.75000 111.3 120.0 18
## 2630 Enrolled 9991 12.75000 14.33333 144.8 120.0 28
## 2631 Dropout 9991 11.00000 12.00000 152.1 130.0 28
## 2632 Dropout 9254 10.75000 0.00000 126.1 132.0 20
## 2633 Graduate 9500 12.55375 12.55375 136.0 130.0 22
## 2634 Graduate 9500 12.66571 12.66571 124.3 128.0 19
## 2635 Enrolled 9670 12.71429 13.00000 129.9 132.0 20
## 2636 Dropout 9556 11.75000 0.00000 136.1 133.1 26
## 2637 Dropout 9254 11.00000 0.00000 115.1 120.0 21
## 2638 Graduate 171 0.00000 0.00000 143.6 145.0 18
## 2639 Graduate 9147 13.40000 12.20000 115.8 127.0 18
## 2640 Graduate 171 12.57895 12.11765 149.0 135.0 22
## 2641 Dropout 9119 0.00000 0.00000 100.0 133.1 36
## 2642 Graduate 9773 12.00000 11.50000 133.4 125.0 20
## 2643 Dropout 9670 12.33333 0.00000 122.8 127.0 20
## 2644 Dropout 9991 11.50000 13.50000 151.2 133.1 25
## 2645 Graduate 9003 12.80000 13.83333 137.0 150.0 35
## 2646 Dropout 171 0.00000 0.00000 118.0 133.1 22
## 2647 Enrolled 9070 13.28571 12.14286 126.4 150.0 26
## 2648 Dropout 9003 11.80000 12.00000 130.0 130.0 20
## 2649 Dropout 8014 11.33333 13.50000 112.5 133.1 50
## 2650 Dropout 9500 12.00200 12.00200 118.3 125.0 20
## 2651 Enrolled 9500 13.97667 13.22222 121.4 127.0 20
## 2652 Dropout 9003 15.20000 11.00000 140.0 140.0 35
## 2653 Graduate 9670 13.14286 14.16667 109.0 110.0 19
## 2654 Dropout 9147 0.00000 0.00000 110.0 133.1 43
## 2655 Graduate 9500 13.86714 13.86714 119.8 124.0 19
## 2656 Graduate 9500 12.67500 12.67500 130.0 114.0 25
## 2657 Graduate 171 0.00000 0.00000 167.3 155.0 19
## 2658 Enrolled 9853 12.00000 12.50000 111.9 114.0 20
## 2659 Dropout 171 0.00000 0.00000 136.0 133.1 22
## 2660 Dropout 9254 11.00000 12.20000 124.0 125.0 19
## 2661 Dropout 9991 10.75000 11.33333 132.9 120.0 32
## 2662 Graduate 9773 14.20000 14.16667 154.0 100.0 57
## 2663 Dropout 9500 12.60000 11.57500 115.0 133.1 20
## 2664 Dropout 9991 0.00000 0.00000 96.0 120.0 38
## 2665 Graduate 9991 14.00000 14.16667 168.2 120.0 45
## 2666 Dropout 9773 10.00000 12.25000 140.0 110.0 43
## 2667 Graduate 9070 13.83333 13.12500 137.4 144.0 19
## 2668 Dropout 9991 11.00000 11.00000 150.0 133.1 49
## 2669 Enrolled 9500 11.63571 11.63571 100.5 133.1 43
## 2670 Dropout 8014 12.25000 0.00000 148.5 133.1 34
## 2671 Enrolled 9119 12.50000 11.28571 123.3 138.0 18
## 2672 Graduate 9991 13.80000 13.66667 138.7 120.0 43
## 2673 Dropout 9254 12.00000 11.00000 117.2 120.0 21
## 2674 Enrolled 9991 11.00000 12.50000 114.3 160.0 40
## 2675 Graduate 9670 13.75000 11.55556 125.3 134.0 19
## 2676 Enrolled 9254 10.66667 11.25000 97.0 133.1 27
## 2677 Dropout 9556 0.00000 13.15000 140.0 110.0 43
## 2678 Graduate 9991 13.83333 15.40000 124.0 130.0 31
## 2679 Enrolled 9003 0.00000 0.00000 140.0 140.0 26
## 2680 Graduate 9991 15.80000 16.80000 127.0 150.0 34
## 2681 Graduate 9500 12.52609 12.52609 110.0 100.0 30
## 2682 Dropout 9500 12.78333 0.00000 170.0 133.1 36
## 2683 Dropout 9991 0.00000 10.00000 120.0 120.0 46
## 2684 Graduate 9085 13.00000 10.66667 130.0 133.1 22
## 2685 Dropout 9003 0.00000 0.00000 130.0 130.0 27
## 2686 Enrolled 9119 10.80000 12.00000 122.5 126.0 20
## 2687 Enrolled 9147 11.00000 10.00000 115.7 130.0 20
## 2688 Dropout 9119 0.00000 0.00000 120.0 140.0 31
## 2689 Enrolled 9119 0.00000 0.00000 166.0 140.0 20
## 2690 Dropout 9773 12.00000 0.00000 132.8 145.0 21
## 2691 Dropout 9147 10.75000 11.00000 100.0 133.1 21
## 2692 Graduate 9147 11.60000 13.50000 121.8 127.0 19
## 2693 Graduate 9147 11.80000 11.60000 109.5 114.0 20
## 2694 Graduate 9003 16.00000 15.16667 138.3 140.0 18
## 2695 Graduate 9773 12.66667 11.50000 131.6 140.0 18
## 2696 Enrolled 9500 14.40000 13.50000 125.3 120.0 30
## 2697 Dropout 9254 0.00000 0.00000 101.5 133.1 34
## 2698 Enrolled 9670 12.25000 13.40000 109.1 115.0 21
## 2699 Dropout 9070 12.60000 12.75000 123.9 123.9 20
## 2700 Graduate 9500 13.40000 13.40000 143.0 157.0 18
## 2701 Dropout 171 0.00000 0.00000 126.3 127.0 21
## 2702 Dropout 9003 10.00000 0.00000 113.3 120.0 26
## 2703 Dropout 9119 0.00000 0.00000 119.9 130.0 20
## 2704 Dropout 9003 11.25000 11.20000 140.0 140.0 25
## 2705 Enrolled 9670 0.00000 0.00000 108.0 109.0 19
## 2706 Dropout 9147 10.66667 14.00000 100.0 143.0 24
## 2707 Graduate 9130 11.75000 13.40000 132.4 125.0 20
## 2708 Dropout 9147 0.00000 0.00000 137.1 136.0 20
## 2709 Graduate 9070 12.66667 14.12500 138.1 157.0 18
## 2710 Enrolled 9556 11.95000 12.04286 130.0 160.0 25
## 2711 Graduate 9254 14.00000 15.66667 109.7 116.0 22
## 2712 Dropout 8014 0.00000 0.00000 128.2 113.0 41
## 2713 Dropout 9147 11.50000 0.00000 117.8 130.0 19
## 2714 Graduate 9130 12.00000 12.80000 150.0 150.0 21
## 2715 Dropout 9085 16.42857 16.66667 160.0 110.0 30
## 2716 Graduate 9500 13.33600 13.20714 104.5 101.0 21
## 2717 Enrolled 9556 0.00000 0.00000 112.8 110.0 26
## 2718 Graduate 9670 14.66667 14.00000 100.0 133.1 21
## 2719 Graduate 9500 14.11571 14.11571 132.5 138.0 18
## 2720 Graduate 9085 14.85714 13.11111 123.3 138.0 19
## 2721 Graduate 9085 13.83333 13.71429 128.9 141.0 18
## 2722 Enrolled 9147 11.00000 11.75000 128.3 129.0 19
## 2723 Enrolled 9085 11.75000 13.66667 100.0 127.0 21
## 2724 Dropout 9147 10.00000 12.00000 120.1 133.0 18
## 2725 Graduate 9500 12.41500 12.41500 160.0 100.0 24
## 2726 Enrolled 9130 11.00000 10.50000 123.0 138.0 21
## 2727 Graduate 9085 14.42857 13.42857 150.0 150.0 23
## 2728 Graduate 9500 14.31286 14.31286 124.0 129.0 18
## 2729 Enrolled 9085 15.42857 14.50000 120.0 130.0 26
## 2730 Graduate 9130 12.00000 13.40000 120.4 133.0 20
## 2731 Graduate 9238 13.83333 13.71429 131.6 133.0 18
## 2732 Graduate 9238 12.16667 12.14286 104.2 107.0 20
## 2733 Enrolled 9500 14.01429 14.01429 122.0 131.0 20
## 2734 Enrolled 9238 10.33333 13.33333 110.7 118.0 18
## 2735 Graduate 9773 13.20000 13.60000 121.7 136.0 22
## 2736 Graduate 9500 15.40000 15.40000 126.0 125.0 20
## 2737 Graduate 9500 13.38571 15.92500 128.4 137.0 19
## 2738 Dropout 9130 10.85714 11.00000 134.9 144.0 18
## 2739 Graduate 9147 11.33333 12.00000 143.9 146.0 18
## 2740 Graduate 9085 14.50000 13.60000 145.0 145.0 19
## 2741 Graduate 9070 14.16667 12.37500 132.0 126.0 19
## 2742 Graduate 8014 12.83333 12.00000 136.1 141.0 24
## 2743 Graduate 9238 13.33333 14.50000 138.9 141.0 21
## 2744 Graduate 9238 13.66667 14.57143 102.0 133.1 20
## 2745 Dropout 9254 10.83333 11.00000 123.0 133.1 28
## 2746 Graduate 9853 13.42857 13.14286 137.5 127.0 21
## 2747 Enrolled 9500 12.40143 11.80833 102.2 106.0 20
## 2748 Dropout 9003 0.00000 0.00000 105.3 130.0 36
## 2749 Dropout 9991 0.00000 0.00000 130.0 110.0 42
## 2750 Dropout 9991 11.50000 11.60000 122.5 150.0 47
## 2751 Dropout 9119 0.00000 0.00000 112.0 160.0 25
## 2752 Graduate 9670 14.14286 13.50000 110.0 170.0 25
## 2753 Dropout 8014 0.00000 0.00000 149.5 133.1 48
## 2754 Graduate 9991 13.80000 12.80000 141.0 120.0 32
## 2755 Dropout 9991 13.60000 13.60000 130.0 130.0 38
## 2756 Graduate 9238 11.73333 11.88889 130.0 130.0 37
## 2757 Dropout 9147 10.00000 10.00000 104.0 120.0 26
## 2758 Dropout 9085 0.00000 0.00000 110.0 110.0 23
## 2759 Enrolled 9003 0.00000 0.00000 120.0 120.0 23
## 2760 Enrolled 9003 10.80000 12.00000 130.0 130.0 20
## 2761 Dropout 9500 13.04667 13.30625 127.0 150.0 26
## 2762 Enrolled 8014 11.00000 10.83333 100.0 120.0 45
## 2763 Enrolled 8014 12.33333 11.66667 111.0 100.0 26
## 2764 Graduate 8014 11.80000 13.28571 130.0 133.1 26
## 2765 Enrolled 9991 11.00000 11.25000 130.1 130.0 25
## 2766 Graduate 9500 13.11000 13.11000 127.5 145.0 18
## 2767 Graduate 9500 14.41429 14.41429 130.0 130.0 27
## 2768 Dropout 8014 0.00000 0.00000 115.0 115.0 24
## 2769 Graduate 9147 12.33333 12.20000 126.8 124.0 20
## 2770 Dropout 9500 0.00000 10.00000 116.7 124.0 18
## 2771 Graduate 9556 14.10000 13.31250 128.5 134.0 18
## 2772 Graduate 9500 13.04500 13.04500 127.5 137.0 18
## 2773 Enrolled 9500 12.85800 12.85800 117.5 124.0 19
## 2774 Graduate 9500 14.25250 14.25250 148.8 136.0 19
## 2775 Enrolled 9500 14.06000 11.24286 120.2 126.0 19
## 2776 Graduate 9500 15.07571 15.07571 127.3 142.0 18
## 2777 Enrolled 171 0.00000 0.00000 136.1 141.0 18
## 2778 Enrolled 9670 13.75000 12.60000 122.4 129.0 19
## 2779 Graduate 9003 13.15000 13.21429 130.0 130.0 23
## 2780 Graduate 9238 12.33333 11.80000 121.7 136.0 21
## 2781 Graduate 9500 13.77857 13.12222 122.7 137.0 18
## 2782 Dropout 9853 10.33333 11.00000 129.2 125.0 20
## 2783 Enrolled 9773 11.33333 11.00000 105.0 119.0 23
## 2784 Enrolled 9238 13.20000 12.66667 129.9 132.0 20
## 2785 Graduate 9070 13.57143 12.37500 136.3 152.0 18
## 2786 Graduate 8014 12.75000 13.42857 114.9 125.0 29
## 2787 Dropout 9773 13.00000 12.00000 102.0 133.1 28
## 2788 Enrolled 9670 11.33333 11.00000 111.3 120.0 19
## 2789 Dropout 9670 0.00000 0.00000 130.9 148.0 24
## 2790 Dropout 171 0.00000 0.00000 100.0 133.1 33
## 2791 Dropout 9147 12.50000 11.00000 112.9 115.0 19
## 2792 Graduate 9085 14.85714 14.14286 112.7 120.0 19
## 2793 Graduate 8014 12.00000 11.57143 143.0 133.1 37
## 2794 Graduate 171 0.00000 0.00000 155.1 168.0 18
## 2795 Enrolled 9991 0.00000 0.00000 127.6 130.0 29
## 2796 Graduate 9500 12.82857 12.68750 146.6 133.1 37
## 2797 Dropout 9500 0.00000 0.00000 141.0 137.0 36
## 2798 Graduate 9670 13.33333 14.00000 120.6 123.0 19
## 2799 Graduate 9500 13.07286 13.07286 110.0 150.0 33
## 2800 Dropout 9119 12.00000 11.00000 108.6 120.0 34
## 2801 Graduate 9254 15.50000 16.00000 134.9 145.0 18
## 2802 Dropout 9130 0.00000 0.00000 120.0 120.0 20
## 2803 Graduate 9773 14.71429 15.16667 141.3 142.0 19
## 2804 Graduate 9085 16.71429 15.33333 135.6 147.0 20
## 2805 Graduate 9238 10.85714 11.66667 121.5 125.0 19
## 2806 Graduate 9500 11.65833 12.41667 125.0 126.0 19
## 2807 Graduate 9773 11.60000 12.00000 119.1 132.0 22
## 2808 Enrolled 9670 14.62500 14.14286 126.6 122.0 18
## 2809 Graduate 9773 12.16667 12.66667 116.7 123.0 18
## 2810 Enrolled 9500 13.37500 12.11667 120.1 126.0 19
## 2811 Graduate 9853 12.50000 12.83333 124.9 128.0 19
## 2812 Dropout 9500 12.56000 12.56000 114.0 100.0 31
## 2813 Graduate 9500 13.19000 14.23125 131.1 140.0 18
## 2814 Graduate 9238 11.00000 11.25000 129.3 145.0 19
## 2815 Graduate 171 0.00000 0.00000 129.7 143.0 18
## 2816 Graduate 9238 11.60000 11.71429 120.8 132.0 19
## 2817 Graduate 9500 14.26667 14.26667 135.0 130.0 19
## 2818 Enrolled 9147 11.00000 13.85714 117.8 129.0 19
## 2819 Graduate 8014 12.66667 12.42857 130.0 124.4 30
## 2820 Enrolled 9773 0.00000 11.00000 117.6 127.0 18
## 2821 Graduate 9500 12.77143 12.77143 130.8 144.0 18
## 2822 Dropout 9085 0.00000 0.00000 111.9 121.0 21
## 2823 Graduate 9238 15.50000 13.57143 145.9 150.0 19
## 2824 Enrolled 9670 13.28571 14.60000 109.1 115.0 19
## 2825 Enrolled 9500 11.71667 13.70000 120.3 125.0 19
## 2826 Dropout 9130 11.33333 13.75000 113.5 117.0 19
## 2827 Graduate 9670 13.33333 13.40000 135.4 121.0 19
## 2828 Graduate 9991 12.33333 10.00000 130.2 140.0 39
## 2829 Enrolled 9070 12.33333 12.83333 136.4 129.0 18
## 2830 Dropout 171 0.00000 0.00000 126.9 130.0 20
## 2831 Graduate 9147 12.60000 11.60000 119.8 131.0 19
## 2832 Enrolled 9147 12.60000 11.00000 124.4 137.0 18
## 2833 Enrolled 9003 14.33333 12.83333 120.0 150.0 34
## 2834 Enrolled 9670 12.00000 11.00000 111.8 117.0 22
## 2835 Graduate 9085 14.85714 13.60000 130.0 133.1 24
## 2836 Graduate 9147 11.91667 13.18182 138.0 130.0 34
## 2837 Dropout 9991 0.00000 0.00000 114.6 110.0 46
## 2838 Enrolled 9147 13.33333 12.20000 108.0 140.0 50
## 2839 Dropout 9991 0.00000 0.00000 140.0 140.0 37
## 2840 Graduate 9085 17.00000 15.50000 134.7 148.0 18
## 2841 Enrolled 9085 11.66667 11.33333 110.0 130.0 25
## 2842 Graduate 9003 12.21053 11.38462 104.8 140.0 46
## 2843 Graduate 9070 13.00000 12.85714 126.5 160.0 30
## 2844 Dropout 9991 0.00000 0.00000 118.1 130.0 37
## 2845 Enrolled 9991 10.50000 11.00000 119.9 120.0 50
## 2846 Graduate 9003 13.57143 12.71429 160.0 160.0 20
## 2847 Dropout 9556 14.00000 0.00000 100.5 133.1 39
## 2848 Dropout 9773 0.00000 0.00000 110.0 133.1 53
## 2849 Dropout 9147 12.46154 11.10000 100.0 100.0 54
## 2850 Graduate 9085 14.40000 13.00000 140.0 140.0 19
## 2851 Dropout 9773 0.00000 0.00000 109.0 109.0 20
## 2852 Graduate 9773 14.33333 14.16667 120.9 130.0 18
## 2853 Graduate 9003 11.90909 10.72727 125.8 130.0 21
## 2854 Graduate 9070 13.71429 14.37500 161.2 164.0 18
## 2855 Dropout 9500 0.00000 0.00000 122.0 125.0 19
## 2856 Dropout 9500 13.46000 12.23750 127.9 137.0 18
## 2857 Graduate 9773 15.00000 13.33333 135.8 133.0 19
## 2858 Dropout 171 0.00000 0.00000 149.7 163.0 18
## 2859 Graduate 9670 13.40000 12.80000 137.3 160.0 19
## 2860 Enrolled 8014 13.00000 12.50000 106.0 133.1 48
## 2861 Graduate 9238 11.25000 13.75000 110.0 120.0 34
## 2862 Graduate 9085 12.60000 11.60000 146.4 140.0 18
## 2863 Graduate 8014 12.66667 11.83333 121.0 140.0 50
## 2864 Graduate 9853 12.33333 12.10526 125.2 140.0 41
## 2865 Dropout 9773 12.00000 11.00000 119.6 115.0 22
## 2866 Graduate 9147 16.40000 16.60000 142.8 140.0 43
## 2867 Dropout 8014 0.00000 0.00000 123.5 133.1 50
## 2868 Graduate 9003 12.75000 14.75000 100.0 133.1 60
## 2869 Enrolled 9147 14.50000 13.00000 140.0 110.0 41
## 2870 Graduate 9991 14.80000 14.40000 150.3 133.1 47
## 2871 Graduate 171 10.36842 11.50000 128.2 116.0 22
## 2872 Dropout 9500 0.00000 0.00000 114.3 110.0 41
## 2873 Enrolled 9991 10.66667 11.33333 117.3 140.0 28
## 2874 Graduate 9254 12.69231 12.38462 120.0 120.0 32
## 2875 Dropout 9991 0.00000 0.00000 110.7 133.1 50
## 2876 Enrolled 9147 11.80000 11.66667 118.0 160.0 53
## 2877 Dropout 9556 0.00000 0.00000 169.2 133.1 54
## 2878 Enrolled 8014 12.33333 11.50000 106.8 120.0 49
## 2879 Dropout 9853 13.00000 11.87500 100.0 133.1 34
## 2880 Dropout 8014 12.50000 11.66667 144.5 133.1 45
## 2881 Graduate 8014 12.20000 11.25000 134.5 133.1 47
## 2882 Enrolled 9238 11.00000 11.20000 114.3 122.0 22
## 2883 Dropout 9991 10.00000 12.00000 113.4 133.1 33
## 2884 Graduate 8014 12.33333 11.50000 128.0 140.0 43
## 2885 Graduate 9003 14.30769 15.23077 120.0 120.0 54
## 2886 Graduate 8014 14.45455 13.50000 147.5 130.0 39
## 2887 Graduate 9991 11.00000 13.20000 120.7 120.0 39
## 2888 Graduate 9853 13.14286 12.83333 153.7 153.0 18
## 2889 Graduate 9238 13.75000 11.85714 121.9 131.0 19
## 2890 Graduate 9670 14.00000 13.80000 119.4 126.0 18
## 2891 Graduate 8014 13.75000 12.50000 157.8 110.0 44
## 2892 Dropout 9991 0.00000 0.00000 154.0 150.0 27
## 2893 Graduate 9670 13.16667 12.42857 135.9 131.0 18
## 2894 Dropout 8014 12.44444 12.00000 130.0 130.0 45
## 2895 Graduate 9853 12.66667 13.00000 118.9 122.0 20
## 2896 Graduate 8014 11.33333 10.50000 152.4 151.0 40
## 2897 Enrolled 9991 11.25000 12.00000 147.8 120.0 40
## 2898 Graduate 9500 13.61250 14.57500 100.0 136.0 18
## 2899 Graduate 9500 12.41429 12.41429 129.0 140.0 21
## 2900 Graduate 171 0.00000 0.00000 148.9 131.0 20
## 2901 Enrolled 9991 11.50000 11.43750 120.0 120.0 36
## 2902 Dropout 8014 0.00000 0.00000 170.0 170.0 27
## 2903 Graduate 9556 11.00000 13.12500 130.0 100.0 32
## 2904 Graduate 9238 14.00000 13.50000 119.2 116.0 18
## 2905 Dropout 8014 12.00000 12.00000 129.0 133.1 37
## 2906 Graduate 9773 12.50000 12.50000 132.5 136.0 19
## 2907 Graduate 8014 11.33333 11.33333 115.0 160.0 41
## 2908 Graduate 9500 14.06667 14.06667 128.0 140.0 18
## 2909 Graduate 9085 13.55556 13.57143 125.1 130.0 21
## 2910 Dropout 9003 11.60000 12.25000 140.0 140.0 23
## 2911 Dropout 9773 0.00000 0.00000 120.9 123.0 18
## 2912 Graduate 9500 13.27625 13.27625 135.3 143.0 18
## 2913 Dropout 9085 0.00000 0.00000 125.2 133.1 21
## 2914 Graduate 9238 14.37500 14.75000 135.7 136.0 19
## 2915 Dropout 9147 0.00000 0.00000 110.0 133.1 47
## 2916 Enrolled 8014 10.66667 11.80000 119.0 133.1 48
## 2917 Graduate 8014 13.41667 14.50000 110.0 110.0 39
## 2918 Graduate 9500 12.97167 12.32143 115.2 118.0 19
## 2919 Dropout 9991 10.92857 11.83333 112.9 110.0 38
## 2920 Dropout 9003 0.00000 0.00000 119.4 133.1 27
## 2921 Graduate 171 0.00000 0.00000 152.9 162.0 18
## 2922 Enrolled 8014 13.25000 0.00000 117.5 155.0 34
## 2923 Dropout 9238 11.33333 12.40000 98.5 133.1 48
## 2924 Dropout 9670 11.00000 0.00000 108.0 150.0 25
## 2925 Graduate 9500 12.75714 12.75714 120.0 133.1 32
## 2926 Graduate 9773 14.50000 14.66667 150.2 154.0 18
## 2927 Graduate 8014 13.83333 14.57143 139.2 140.0 20
## 2928 Graduate 9147 11.25000 10.40000 130.0 158.0 20
## 2929 Dropout 171 0.00000 0.00000 115.7 122.0 20
## 2930 Enrolled 9500 13.67000 13.67000 127.0 136.0 19
## 2931 Dropout 9991 0.00000 12.50000 118.1 133.1 39
## 2932 Dropout 9130 13.00000 0.00000 119.1 132.0 29
## 2933 Dropout 9991 0.00000 0.00000 111.9 130.0 36
## 2934 Graduate 9500 11.97143 11.97143 130.5 144.0 18
## 2935 Dropout 8014 0.00000 0.00000 135.0 133.1 51
## 2936 Dropout 9773 16.00000 12.25000 130.0 133.1 23
## 2937 Dropout 9085 0.00000 0.00000 150.0 150.0 21
## 2938 Dropout 9853 12.75000 0.00000 150.2 150.0 28
## 2939 Enrolled 9991 11.00000 10.75000 127.1 110.0 34
## 2940 Dropout 8014 0.00000 0.00000 107.5 100.0 41
## 2941 Graduate 8014 12.20000 12.33333 130.0 100.0 43
## 2942 Enrolled 9556 12.42857 12.30000 152.8 133.1 28
## 2943 Graduate 171 14.50000 13.58333 160.1 145.0 19
## 2944 Graduate 9003 13.00000 13.83333 140.0 130.0 26
## 2945 Graduate 9500 11.71429 12.75000 110.7 118.0 18
## 2946 Dropout 9853 10.25000 13.00000 138.3 133.1 45
## 2947 Dropout 9853 0.00000 0.00000 150.0 150.0 19
## 2948 Graduate 9670 12.37500 13.14286 112.3 113.0 20
## 2949 Graduate 9853 12.66667 12.00000 122.0 136.0 18
## 2950 Dropout 9085 10.50000 12.00000 141.7 140.0 27
## 2951 Graduate 9003 14.12500 12.60000 118.4 131.0 20
## 2952 Graduate 9085 14.66667 13.83333 128.7 138.0 18
## 2953 Enrolled 9670 11.40000 12.33333 100.0 100.0 35
## 2954 Dropout 171 0.00000 0.00000 100.8 140.0 26
## 2955 Graduate 9238 14.00000 14.80000 125.5 120.0 39
## 2956 Graduate 171 0.00000 0.00000 124.0 139.0 18
## 2957 Dropout 9500 0.00000 0.00000 130.0 130.0 36
## 2958 Graduate 8014 12.63636 11.00000 160.5 110.0 38
## 2959 Dropout 9853 12.33333 11.00000 100.0 133.1 45
## 2960 Graduate 9254 15.00000 12.83333 103.0 133.1 62
## 2961 Graduate 9670 11.75000 12.66667 103.0 133.1 20
## 2962 Graduate 9500 14.13714 14.13714 131.5 139.0 18
## 2963 Dropout 9070 12.00000 11.00000 121.4 134.0 18
## 2964 Graduate 9991 10.80000 11.50000 137.3 160.0 23
## 2965 Dropout 9070 13.28571 12.50000 138.4 124.0 19
## 2966 Graduate 9147 13.60000 12.60000 131.1 137.0 19
## 2967 Graduate 9500 13.55000 14.18750 100.0 157.0 18
## 2968 Enrolled 9500 0.00000 0.00000 133.0 138.0 18
## 2969 Graduate 8014 13.50000 11.16667 100.0 100.0 41
## 2970 Graduate 9670 11.60000 14.20000 159.0 130.0 51
## 2971 Graduate 9238 12.50000 12.60000 120.6 133.1 24
## 2972 Dropout 9991 11.00000 12.66667 134.0 120.0 25
## 2973 Enrolled 9085 12.00000 13.00000 139.4 150.0 18
## 2974 Graduate 9147 11.60000 12.33333 116.5 128.0 20
## 2975 Dropout 171 0.00000 0.00000 113.9 124.0 19
## 2976 Graduate 9991 14.63636 14.60000 130.0 130.0 41
## 2977 Graduate 9254 13.00000 12.16667 129.9 132.0 19
## 2978 Dropout 9853 12.78571 13.87500 133.7 133.1 28
## 2979 Graduate 9070 14.50000 12.00000 124.8 129.0 21
## 2980 Dropout 9085 14.60000 12.75000 133.6 135.0 22
## 2981 Graduate 9773 12.50000 12.16667 133.5 138.0 18
## 2982 Graduate 9070 14.00000 13.12500 128.0 135.0 19
## 2983 Graduate 9500 13.80143 14.57500 127.2 131.0 19
## 2984 Graduate 9853 14.42857 13.66667 150.0 150.0 25
## 2985 Graduate 9500 14.35000 14.35000 127.8 133.0 18
## 2986 Graduate 9070 14.33333 13.50000 125.2 135.0 19
## 2987 Enrolled 9853 12.25000 11.50000 110.0 118.0 20
## 2988 Graduate 8014 13.33333 11.83333 100.0 100.0 46
## 2989 Graduate 171 13.00000 13.25000 151.4 158.0 19
## 2990 Enrolled 9254 11.75000 11.20000 125.1 137.0 18
## 2991 Graduate 9130 14.50000 13.00000 163.3 172.0 18
## 2992 Graduate 9500 11.82000 11.82000 118.0 123.0 19
## 2993 Dropout 9773 0.00000 0.00000 140.2 144.0 20
## 2994 Graduate 8014 12.40000 12.66667 128.5 140.0 38
## 2995 Graduate 9773 12.57143 11.85714 131.5 136.0 18
## 2996 Graduate 9500 13.85714 14.90000 132.6 137.0 18
## 2997 Graduate 9238 11.83333 13.80000 122.1 128.0 18
## 2998 Enrolled 9147 11.00000 11.50000 112.0 120.0 20
## 2999 Graduate 9130 14.66667 13.66667 133.0 130.0 19
## 3000 Dropout 8014 0.00000 0.00000 127.0 138.0 37
## 3001 Enrolled 9500 12.71429 12.71429 130.0 148.0 24
## 3002 Graduate 9500 13.42222 12.18889 136.4 139.0 19
## 3003 Dropout 9773 14.00000 12.20000 129.0 136.0 19
## 3004 Dropout 9556 12.14286 13.37500 119.0 126.0 19
## 3005 Graduate 9147 12.80000 13.00000 128.0 135.0 18
## 3006 Graduate 9500 14.57286 14.95556 117.1 122.0 18
## 3007 Graduate 9147 11.25000 11.00000 136.3 137.0 18
## 3008 Enrolled 9147 10.00000 11.75000 124.6 127.0 19
## 3009 Dropout 9130 14.40000 14.60000 130.7 137.0 18
## 3010 Graduate 9500 12.98286 14.46250 115.2 125.0 20
## 3011 Graduate 9085 15.75000 13.00000 130.2 141.0 20
## 3012 Dropout 9085 12.28571 14.00000 128.5 132.0 18
## 3013 Graduate 9500 13.75500 13.57143 95.0 133.1 20
## 3014 Graduate 9670 13.83333 13.50000 119.4 132.0 18
## 3015 Dropout 9500 0.00000 0.00000 123.5 142.0 19
## 3016 Graduate 9500 14.71111 14.62778 133.9 136.0 18
## 3017 Graduate 9085 14.61538 13.70000 145.2 150.0 20
## 3018 Graduate 9500 13.67714 14.53333 118.8 130.0 18
## 3019 Graduate 9085 13.16667 12.80000 123.4 136.0 19
## 3020 Graduate 9238 10.80000 11.33333 123.0 138.0 19
## 3021 Graduate 9130 12.00000 12.83333 118.4 131.0 19
## 3022 Graduate 9500 13.95833 14.71875 131.6 147.0 18
## 3023 Dropout 9853 13.00000 12.25000 122.3 140.0 19
## 3024 Graduate 171 0.00000 0.00000 151.7 152.0 24
## 3025 Graduate 171 0.00000 0.00000 176.0 169.0 18
## 3026 Graduate 9500 14.00000 14.00000 133.0 149.0 18
## 3027 Enrolled 9773 12.57143 12.57143 139.8 137.0 18
## 3028 Dropout 9773 12.00000 11.33333 119.6 122.0 19
## 3029 Graduate 8014 13.62500 14.00000 134.0 130.0 35
## 3030 Graduate 9147 12.50000 10.00000 132.0 145.0 19
## 3031 Dropout 9853 12.42857 11.90909 130.0 130.0 28
## 3032 Graduate 9500 13.38750 15.90000 141.4 157.0 21
## 3033 Graduate 9500 12.64833 12.20556 128.9 135.0 19
## 3034 Graduate 9238 14.00000 13.33333 118.1 123.0 19
## 3035 Graduate 9085 12.80000 11.85714 130.6 139.0 18
## 3036 Graduate 9254 11.33333 10.83333 122.0 136.0 18
## 3037 Dropout 9500 0.00000 0.00000 123.0 135.0 19
## 3038 Graduate 9670 14.16667 13.00000 126.7 126.0 20
## 3039 Graduate 9773 12.83333 13.83333 126.6 122.0 18
## 3040 Dropout 9853 12.00000 11.83333 125.4 125.0 19
## 3041 Dropout 9773 13.00000 13.14286 136.1 134.0 20
## 3042 Enrolled 9500 13.39000 12.75714 128.8 130.0 18
## 3043 Graduate 9670 12.33333 13.60000 111.1 110.0 18
## 3044 Graduate 9070 12.57143 11.62500 135.9 131.0 21
## 3045 Graduate 9254 12.33333 12.83333 119.6 122.0 19
## 3046 Graduate 9853 13.00000 10.75000 116.7 123.0 19
## 3047 Enrolled 9085 12.33333 10.25000 126.0 146.0 19
## 3048 Dropout 9773 13.16667 14.20000 134.2 137.0 18
## 3049 Graduate 9147 13.33333 13.60000 123.0 130.0 18
## 3050 Graduate 9085 13.00000 13.14286 123.9 127.0 18
## 3051 Dropout 9556 10.90000 11.70000 120.0 160.0 31
## 3052 Enrolled 9147 11.50000 10.85714 112.3 139.0 19
## 3053 Graduate 9085 15.85714 16.00000 123.0 138.0 20
## 3054 Dropout 9085 12.60000 13.00000 122.3 137.0 19
## 3055 Graduate 9238 14.00000 14.57143 122.8 127.0 19
## 3056 Dropout 9130 14.66667 13.00000 160.0 160.0 27
## 3057 Graduate 9773 13.66667 14.00000 120.1 132.0 18
## 3058 Dropout 8014 0.00000 0.00000 142.4 126.0 32
## 3059 Graduate 9500 12.62857 12.62857 127.3 133.0 18
## 3060 Graduate 9500 14.23286 14.23286 125.5 140.0 19
## 3061 Enrolled 9773 15.00000 14.00000 137.4 130.0 19
## 3062 Dropout 9254 10.00000 0.00000 122.0 129.0 18
## 3063 Dropout 9670 12.25000 11.00000 107.5 110.0 18
## 3064 Graduate 9773 13.50000 13.00000 104.0 133.1 24
## 3065 Graduate 9238 12.20000 11.50000 133.1 132.0 19
## 3066 Dropout 9254 0.00000 0.00000 113.3 115.0 21
## 3067 Graduate 9070 12.00000 12.75000 130.0 130.0 19
## 3068 Enrolled 9500 12.32000 11.90000 124.3 140.0 19
## 3069 Graduate 9556 12.35000 12.50000 105.0 140.0 36
## 3070 Dropout 9085 0.00000 0.00000 144.0 133.1 51
## 3071 Enrolled 9670 11.33333 10.57143 111.9 121.0 20
## 3072 Dropout 8014 0.00000 0.00000 107.5 133.1 29
## 3073 Dropout 9238 11.60000 12.00000 127.4 130.0 27
## 3074 Enrolled 9119 12.00000 13.66667 149.0 130.0 33
## 3075 Dropout 9147 11.75000 12.22222 120.0 120.0 57
## 3076 Enrolled 9670 12.80000 11.60000 143.6 132.0 20
## 3077 Dropout 9670 11.33333 13.66667 120.0 100.0 26
## 3078 Enrolled 9119 0.00000 0.00000 128.0 130.0 27
## 3079 Graduate 9670 10.80000 12.25000 118.2 129.0 19
## 3080 Dropout 9085 12.50000 13.50000 160.0 160.0 23
## 3081 Graduate 9991 15.20000 14.16667 152.4 120.0 27
## 3082 Graduate 9500 13.31429 12.57500 116.6 122.0 20
## 3083 Graduate 9070 13.09091 12.08333 141.6 143.0 19
## 3084 Dropout 9130 0.00000 0.00000 105.5 110.0 19
## 3085 Graduate 9070 12.20000 11.50000 116.3 124.0 20
## 3086 Enrolled 9147 12.83333 12.00000 110.0 110.0 33
## 3087 Graduate 9991 11.20000 12.42857 119.5 130.0 22
## 3088 Graduate 9147 12.33333 12.00000 125.0 139.0 18
## 3089 Graduate 9500 15.94286 15.94286 160.0 140.0 27
## 3090 Dropout 9991 0.00000 0.00000 150.0 150.0 27
## 3091 Graduate 9238 10.25000 10.71429 115.0 123.0 19
## 3092 Enrolled 9853 13.20000 12.83333 128.4 128.0 20
## 3093 Graduate 8014 14.16667 12.50000 112.8 100.0 23
## 3094 Graduate 9500 14.57500 14.57500 131.0 148.0 22
## 3095 Dropout 9254 10.00000 0.00000 121.6 130.0 18
## 3096 Graduate 9238 12.28571 11.42857 110.0 118.0 18
## 3097 Graduate 8014 14.00000 12.33333 148.5 120.0 31
## 3098 Dropout 9773 11.25000 0.00000 118.3 119.0 19
## 3099 Enrolled 9238 11.60000 11.66667 135.9 138.0 19
## 3100 Dropout 8014 12.00000 0.00000 115.8 127.0 24
## 3101 Graduate 9500 13.47000 13.32625 121.2 134.0 19
## 3102 Graduate 9147 12.40000 12.80000 136.2 133.0 19
## 3103 Dropout 9670 11.75000 11.50000 100.2 133.1 26
## 3104 Dropout 171 0.00000 0.00000 152.7 180.0 27
## 3105 Graduate 9238 12.00000 12.42857 123.1 129.0 19
## 3106 Dropout 9085 15.33333 15.40000 130.0 120.0 29
## 3107 Graduate 9500 12.32000 12.32000 125.0 141.0 18
## 3108 Graduate 9500 13.79857 14.75625 113.1 118.0 19
## 3109 Enrolled 9773 13.16667 12.50000 121.1 127.0 18
## 3110 Graduate 9147 16.33333 15.40000 162.3 177.0 18
## 3111 Dropout 171 0.00000 0.00000 132.0 132.0 19
## 3112 Graduate 9500 14.75714 15.36667 130.7 133.0 19
## 3113 Dropout 9254 11.66667 12.33333 122.3 124.0 19
## 3114 Enrolled 9670 12.60000 12.37500 144.1 143.0 19
## 3115 Graduate 9773 11.66667 11.50000 118.2 128.0 19
## 3116 Graduate 9238 15.00000 13.33333 133.5 138.0 19
## 3117 Dropout 9500 0.00000 0.00000 126.8 144.0 18
## 3118 Graduate 9773 13.57143 13.33333 121.0 122.0 20
## 3119 Graduate 9254 10.80000 11.50000 117.7 111.0 20
## 3120 Enrolled 9085 11.33333 13.33333 115.0 133.1 21
## 3121 Dropout 9991 11.40000 12.83333 129.2 120.0 31
## 3122 Graduate 9556 10.64286 11.55000 125.8 135.0 20
## 3123 Enrolled 9670 10.50000 11.75000 118.4 125.0 19
## 3124 Graduate 9500 14.65000 14.65000 142.0 147.0 18
## 3125 Graduate 9500 13.71429 14.86364 126.7 137.0 19
## 3126 Graduate 9238 12.26667 12.07143 109.3 117.0 30
## 3127 Enrolled 9238 10.37500 11.66667 116.9 126.0 21
## 3128 Graduate 9147 11.00000 15.40000 121.7 128.0 19
## 3129 Graduate 9147 13.80000 13.00000 117.1 115.0 22
## 3130 Graduate 9773 12.66667 12.83333 114.4 121.0 18
## 3131 Graduate 9238 11.75000 12.00000 133.0 134.0 18
## 3132 Graduate 9500 12.78571 12.78571 118.8 126.0 19
## 3133 Graduate 9130 14.44444 13.33333 151.0 151.0 18
## 3134 Enrolled 9500 13.25000 13.83750 119.6 122.0 21
## 3135 Enrolled 9500 12.50625 13.20000 135.4 141.0 18
## 3136 Graduate 171 0.00000 0.00000 149.9 138.0 20
## 3137 Graduate 9085 12.75000 11.75000 120.1 133.0 18
## 3138 Graduate 9085 16.85714 16.50000 173.3 150.0 25
## 3139 Graduate 9773 13.16667 15.00000 126.2 136.0 19
## 3140 Enrolled 9853 12.20000 11.50000 126.9 129.0 19
## 3141 Graduate 9085 16.50000 14.28571 157.4 128.0 26
## 3142 Graduate 9147 11.75000 11.60000 120.2 131.0 21
## 3143 Dropout 9147 11.00000 0.00000 124.8 130.0 19
## 3144 Graduate 9500 15.11429 15.11429 130.3 150.0 19
## 3145 Graduate 9238 15.50000 14.28571 152.4 165.0 18
## 3146 Graduate 9991 11.14286 12.00000 113.5 133.1 32
## 3147 Graduate 9238 11.33333 11.33333 125.7 126.0 18
## 3148 Enrolled 9500 12.04000 11.77143 102.4 101.0 20
## 3149 Enrolled 9147 11.16667 10.75000 125.7 125.0 20
## 3150 Graduate 9670 10.60000 10.75000 120.0 100.0 39
## 3151 Enrolled 9130 12.50000 13.00000 109.3 117.0 20
## 3152 Dropout 171 0.00000 0.00000 162.2 159.0 18
## 3153 Graduate 9773 15.66667 13.83333 155.7 177.0 18
## 3154 Graduate 171 15.33333 15.00000 147.7 156.0 21
## 3155 Enrolled 9500 12.18333 11.78333 115.6 125.0 18
## 3156 Enrolled 9147 10.00000 11.33333 117.8 130.0 18
## 3157 Graduate 9003 12.00000 11.25000 125.0 125.0 21
## 3158 Dropout 9147 10.33333 10.00000 129.8 127.0 22
## 3159 Enrolled 9254 11.16667 14.66667 123.1 121.0 21
## 3160 Enrolled 9070 11.00000 11.33333 122.8 135.0 20
## 3161 Graduate 171 0.00000 0.00000 117.3 125.0 21
## 3162 Graduate 9254 12.85714 11.80000 126.5 138.0 20
## 3163 Graduate 9500 14.32857 14.32857 123.0 136.0 19
## 3164 Graduate 9238 15.00000 16.33333 127.7 142.0 20
## 3165 Graduate 9085 13.60000 12.40000 117.5 129.0 19
## 3166 Graduate 9085 12.85714 13.25000 128.4 134.0 18
## 3167 Dropout 9853 14.50000 10.00000 124.1 123.0 18
## 3168 Dropout 9991 10.66667 10.50000 140.9 150.0 24
## 3169 Dropout 9254 13.42857 11.33333 126.2 129.0 21
## 3170 Graduate 9500 11.71667 10.86800 120.5 134.0 18
## 3171 Graduate 9147 12.00000 12.80000 121.1 127.0 20
## 3172 Dropout 9853 13.20000 10.75000 123.7 123.0 20
## 3173 Dropout 9254 12.20000 12.25000 116.9 127.0 18
## 3174 Graduate 9556 12.58000 12.15714 100.0 133.1 25
## 3175 Enrolled 9238 11.33333 10.83333 120.2 131.0 19
## 3176 Dropout 33 0.00000 0.00000 153.8 120.0 35
## 3177 Graduate 9500 12.42857 14.00000 120.1 133.0 19
## 3178 Dropout 9670 13.00000 13.00000 128.1 133.0 18
## 3179 Graduate 9500 14.53571 14.53571 126.8 143.0 19
## 3180 Enrolled 9500 11.20000 11.20000 125.7 140.0 19
## 3181 Graduate 9070 16.00000 13.66667 146.2 157.0 18
## 3182 Dropout 9130 13.14286 12.66667 140.0 133.1 24
## 3183 Graduate 8014 11.68750 11.14286 134.5 145.0 25
## 3184 Enrolled 9119 10.50000 11.00000 137.0 130.0 28
## 3185 Graduate 9085 13.83333 13.66667 107.5 111.0 19
## 3186 Dropout 9119 0.00000 0.00000 112.2 116.0 19
## 3187 Dropout 9130 0.00000 0.00000 128.2 133.1 30
## 3188 Dropout 9500 0.00000 0.00000 126.8 135.0 19
## 3189 Dropout 9147 10.00000 0.00000 132.1 145.0 21
## 3190 Dropout 171 0.00000 0.00000 110.0 118.0 19
## 3191 Dropout 9003 0.00000 0.00000 100.0 130.0 29
## 3192 Dropout 9670 12.60000 13.00000 114.3 115.0 18
## 3193 Enrolled 9147 11.25000 11.00000 116.4 122.0 21
## 3194 Dropout 9070 12.37500 11.25000 116.9 120.0 20
## 3195 Enrolled 9991 10.71429 12.55556 128.2 120.0 24
## 3196 Dropout 9773 0.00000 0.00000 127.0 120.0 18
## 3197 Enrolled 9003 12.00000 12.14286 140.0 140.0 23
## 3198 Graduate 9147 12.60000 12.66667 120.0 127.0 19
## 3199 Dropout 9254 0.00000 0.00000 110.0 110.0 35
## 3200 Graduate 9500 12.84143 12.84143 127.0 148.0 20
## 3201 Dropout 9238 0.00000 0.00000 159.5 170.0 33
## 3202 Graduate 9773 14.16667 12.83333 135.2 146.0 18
## 3203 Enrolled 9773 12.16667 12.00000 122.8 127.0 20
## 3204 Dropout 9773 10.80000 11.00000 118.0 125.0 19
## 3205 Dropout 9773 13.00000 0.00000 123.6 139.0 18
## 3206 Dropout 9991 0.00000 0.00000 111.0 133.1 28
## 3207 Graduate 9147 13.00000 13.33333 144.6 146.0 18
## 3208 Dropout 9773 11.57143 11.57143 111.8 109.0 25
## 3209 Dropout 9238 11.50000 11.00000 122.1 135.0 19
## 3210 Graduate 9070 11.00000 10.75000 119.9 122.0 18
## 3211 Graduate 9003 17.11111 15.57143 130.0 130.0 29
## 3212 Enrolled 171 0.00000 0.00000 118.4 124.0 18
## 3213 Graduate 9254 12.57143 12.16667 112.6 115.0 20
## 3214 Dropout 9003 0.00000 0.00000 150.0 150.0 20
## 3215 Graduate 9070 14.50000 15.16667 165.8 170.0 18
## 3216 Graduate 9254 13.50000 12.33333 101.7 102.0 21
## 3217 Dropout 9254 11.20000 10.00000 124.3 140.0 18
## 3218 Graduate 9119 10.66667 12.25000 122.1 135.0 20
## 3219 Enrolled 8014 11.00000 11.57143 134.7 148.0 23
## 3220 Dropout 9991 0.00000 0.00000 154.5 140.0 26
## 3221 Dropout 9670 10.00000 0.00000 128.8 147.0 19
## 3222 Dropout 9556 12.36000 12.00000 106.0 140.0 24
## 3223 Graduate 9670 15.25000 14.71429 146.2 157.0 20
## 3224 Dropout 9991 0.00000 0.00000 116.9 120.0 26
## 3225 Dropout 9147 13.00000 12.25000 118.2 133.1 31
## 3226 Graduate 9500 13.81375 13.81375 105.7 140.0 27
## 3227 Graduate 9085 13.28571 12.87500 126.9 130.0 24
## 3228 Enrolled 9085 11.50000 12.20000 150.0 150.0 23
## 3229 Graduate 9500 11.96250 13.04444 108.4 115.0 20
## 3230 Graduate 9500 13.68333 13.11667 114.2 118.0 20
## 3231 Graduate 9500 14.98571 14.98571 140.0 130.0 24
## 3232 Enrolled 9147 11.25000 11.50000 142.5 130.0 39
## 3233 Graduate 9773 12.50000 12.60000 126.5 130.0 18
## 3234 Dropout 9085 0.00000 0.00000 111.3 120.0 20
## 3235 Graduate 9500 13.78000 13.66100 125.1 130.0 18
## 3236 Graduate 9500 13.80500 14.27250 126.3 141.0 19
## 3237 Graduate 9085 13.80000 12.60000 142.2 138.0 18
## 3238 Enrolled 9670 12.66667 12.00000 110.2 113.0 22
## 3239 Graduate 9500 14.42429 13.93750 127.0 135.0 18
## 3240 Graduate 9238 13.16667 12.50000 128.6 137.0 18
## 3241 Enrolled 9991 10.66667 10.40000 130.4 133.1 30
## 3242 Graduate 9238 12.07143 12.27273 134.4 100.0 34
## 3243 Dropout 8014 10.25000 12.00000 100.0 133.1 38
## 3244 Graduate 9500 14.11000 14.11000 133.0 142.0 19
## 3245 Dropout 9853 12.40000 10.66667 126.7 140.0 19
## 3246 Dropout 9773 12.00000 12.00000 129.0 129.0 21
## 3247 Graduate 9773 14.83333 13.50000 133.7 141.0 18
## 3248 Graduate 9085 15.42857 13.50000 122.2 118.0 20
## 3249 Graduate 9147 11.60000 11.40000 128.9 131.0 18
## 3250 Graduate 9070 14.16667 14.00000 154.4 161.0 18
## 3251 Dropout 9556 9.80000 0.00000 130.0 130.0 36
## 3252 Graduate 9147 10.71429 11.00000 113.0 121.0 18
## 3253 Dropout 9130 0.00000 0.00000 123.3 133.1 21
## 3254 Dropout 9130 12.33333 13.00000 130.0 130.0 21
## 3255 Graduate 9085 13.00000 12.25000 101.3 133.1 18
## 3256 Graduate 9670 11.40000 11.25000 113.7 120.0 18
## 3257 Graduate 9500 12.76667 12.76667 138.8 140.0 19
## 3258 Graduate 9003 12.60000 12.66667 140.0 133.1 29
## 3259 Graduate 9147 13.00000 13.40000 130.0 130.0 20
## 3260 Graduate 9500 14.31667 14.31667 132.5 140.0 18
## 3261 Graduate 9085 12.75000 12.00000 117.4 124.0 19
## 3262 Graduate 9147 13.40000 12.60000 109.8 115.0 19
## 3263 Dropout 8014 0.00000 0.00000 116.5 100.0 37
## 3264 Graduate 9085 15.75000 13.80000 165.2 162.0 18
## 3265 Dropout 9853 12.40000 11.00000 113.0 121.0 21
## 3266 Graduate 9238 11.50000 12.33333 123.3 125.0 19
## 3267 Graduate 9670 13.40000 14.00000 116.7 123.0 19
## 3268 Enrolled 9991 11.66667 11.80000 110.0 140.0 35
## 3269 Dropout 9500 0.00000 0.00000 118.9 133.1 30
## 3270 Dropout 9773 13.28571 11.60000 103.6 120.0 27
## 3271 Dropout 9254 11.50000 10.50000 122.7 136.0 45
## 3272 Graduate 8014 13.25000 11.71429 113.5 133.1 50
## 3273 Graduate 9147 12.25000 13.40000 128.2 110.0 41
## 3274 Enrolled 9500 12.00000 12.00000 120.0 120.0 26
## 3275 Dropout 9003 12.00000 0.00000 130.0 133.1 44
## 3276 Graduate 9147 10.92308 11.14286 110.0 110.0 23
## 3277 Dropout 33 12.00000 11.00000 117.7 130.0 34
## 3278 Graduate 9147 13.71429 14.40000 99.6 102.0 21
## 3279 Dropout 9147 10.00000 13.00000 117.9 127.0 22
## 3280 Graduate 8014 10.33333 11.50000 113.0 133.1 32
## 3281 Graduate 9556 12.72857 14.62500 124.4 137.0 20
## 3282 Dropout 8014 13.33333 12.87500 140.0 130.0 59
## 3283 Enrolled 9147 12.22222 11.60000 132.4 130.0 30
## 3284 Graduate 9254 11.33333 10.83333 124.0 131.0 18
## 3285 Enrolled 9991 11.00000 12.00000 132.0 162.0 25
## 3286 Graduate 9991 13.80000 13.80000 149.8 140.0 36
## 3287 Dropout 9556 12.00000 0.00000 160.0 160.0 36
## 3288 Dropout 9670 11.25000 10.16667 114.6 117.0 19
## 3289 Graduate 9991 10.50000 12.00000 120.0 150.0 25
## 3290 Graduate 9003 11.55556 11.61538 100.0 133.1 35
## 3291 Dropout 9238 14.00000 0.00000 128.5 125.0 20
## 3292 Dropout 9003 13.00000 0.00000 113.0 130.0 35
## 3293 Dropout 9238 11.00000 11.00000 150.8 170.0 27
## 3294 Enrolled 9500 13.68143 13.68143 130.8 132.0 18
## 3295 Enrolled 9500 12.10000 12.61667 114.5 133.1 23
## 3296 Graduate 8014 10.50000 11.25000 114.8 120.0 19
## 3297 Enrolled 9500 11.94000 12.80000 126.2 126.0 18
## 3298 Dropout 9500 12.86000 11.56667 129.0 130.0 26
## 3299 Graduate 9238 14.25000 14.00000 110.5 133.1 19
## 3300 Dropout 9500 0.00000 0.00000 132.5 141.0 19
## 3301 Dropout 171 0.00000 0.00000 130.7 138.0 18
## 3302 Graduate 9500 13.89429 14.36250 130.4 130.0 19
## 3303 Graduate 9500 13.46875 13.31375 124.3 128.0 19
## 3304 Graduate 9085 13.60000 14.60000 132.6 135.0 19
## 3305 Graduate 8014 14.66667 13.83333 146.7 150.0 21
## 3306 Graduate 9773 13.66667 13.00000 130.1 135.0 18
## 3307 Graduate 9254 13.30000 13.72727 120.0 120.0 33
## 3308 Graduate 8014 13.45455 12.42857 121.3 120.0 32
## 3309 Graduate 9500 13.41625 13.41625 133.3 140.0 17
## 3310 Dropout 9500 0.00000 0.00000 110.5 140.0 31
## 3311 Graduate 8014 11.33333 13.00000 102.5 140.0 32
## 3312 Dropout 9085 16.00000 14.62500 150.9 156.0 18
## 3313 Enrolled 9070 11.00000 10.16667 106.6 133.1 31
## 3314 Enrolled 9254 12.85714 12.40000 118.3 120.0 20
## 3315 Dropout 9991 0.00000 0.00000 117.9 100.0 40
## 3316 Graduate 9991 14.80000 14.20000 135.0 120.0 32
## 3317 Dropout 9119 13.00000 14.00000 120.0 120.0 40
## 3318 Graduate 171 0.00000 0.00000 167.1 172.0 18
## 3319 Dropout 9991 10.00000 10.00000 115.8 120.0 28
## 3320 Graduate 9070 11.20000 12.00000 141.2 137.0 19
## 3321 Graduate 9773 11.83333 13.00000 118.4 117.0 19
## 3322 Dropout 9147 0.00000 0.00000 134.3 142.0 21
## 3323 Dropout 9147 10.50000 0.00000 128.7 135.0 22
## 3324 Dropout 9119 12.50000 13.57143 116.1 115.0 18
## 3325 Dropout 171 0.00000 0.00000 100.0 110.0 27
## 3326 Enrolled 171 11.00000 10.00000 118.8 123.0 19
## 3327 Graduate 9991 12.33333 12.00000 130.0 140.0 30
## 3328 Dropout 9130 0.00000 10.00000 150.0 150.0 28
## 3329 Enrolled 9119 17.00000 11.00000 116.0 120.0 34
## 3330 Enrolled 9147 11.00000 11.42857 99.0 110.0 21
## 3331 Graduate 9238 11.14286 11.57143 132.0 133.0 20
## 3332 Dropout 9254 12.16667 12.00000 125.0 110.0 31
## 3333 Dropout 9119 11.00000 11.50000 116.2 126.0 21
## 3334 Dropout 9670 11.00000 10.66667 100.0 133.1 27
## 3335 Graduate 9773 13.25000 11.80000 132.9 136.0 19
## 3336 Enrolled 9773 0.00000 10.00000 132.5 129.0 21
## 3337 Dropout 9003 12.50000 0.00000 140.0 140.0 21
## 3338 Dropout 9670 12.14286 12.25000 100.1 160.0 35
## 3339 Dropout 9085 12.00000 11.33333 128.2 133.1 28
## 3340 Enrolled 9670 11.25000 10.42857 133.4 140.0 24
## 3341 Dropout 9773 0.00000 0.00000 136.1 142.0 19
## 3342 Enrolled 9670 12.40000 13.00000 123.0 138.0 20
## 3343 Graduate 9070 12.83333 12.66667 130.3 131.0 20
## 3344 Enrolled 9119 13.00000 10.00000 153.7 160.0 19
## 3345 Dropout 9085 12.00000 11.66667 142.5 110.0 37
## 3346 Dropout 9254 12.00000 13.00000 114.6 124.0 19
## 3347 Dropout 9500 0.00000 0.00000 108.5 120.0 36
## 3348 Dropout 9147 0.00000 0.00000 140.0 133.1 29
## 3349 Graduate 9003 11.37500 11.60000 120.0 133.1 30
## 3350 Dropout 9670 12.00000 0.00000 120.0 133.1 32
## 3351 Enrolled 8014 11.83333 11.66667 127.6 123.0 26
## 3352 Dropout 9003 12.00000 10.50000 140.0 140.0 37
## 3353 Dropout 9119 12.00000 11.00000 111.3 138.7 27
## 3354 Graduate 9773 12.71429 11.83333 131.0 131.0 18
## 3355 Graduate 9500 15.30000 15.30000 139.5 149.0 18
## 3356 Dropout 9003 11.50000 0.00000 110.0 133.1 32
## 3357 Enrolled 9119 13.00000 12.60000 130.0 130.0 20
## 3358 Dropout 9003 0.00000 0.00000 115.0 120.0 22
## 3359 Dropout 9500 0.00000 0.00000 154.3 133.1 32
## 3360 Enrolled 9147 11.00000 12.00000 135.0 143.0 21
## 3361 Dropout 9670 12.66667 13.12500 115.2 126.0 19
## 3362 Graduate 9773 13.50000 14.00000 130.6 125.0 18
## 3363 Graduate 9147 12.00000 11.40000 117.4 123.0 18
## 3364 Dropout 9147 0.00000 0.00000 150.0 150.0 38
## 3365 Dropout 9853 11.80000 10.50000 131.3 132.0 21
## 3366 Dropout 9238 11.50000 13.00000 120.4 133.0 21
## 3367 Enrolled 9991 11.50000 12.00000 113.6 122.0 26
## 3368 Graduate 9500 14.61667 14.61667 125.0 137.0 19
## 3369 Enrolled 9500 14.06000 14.06000 132.3 145.0 19
## 3370 Dropout 9254 11.00000 11.33333 142.7 150.0 18
## 3371 Dropout 9147 0.00000 0.00000 130.0 130.0 25
## 3372 Graduate 9500 12.19231 12.19231 120.8 136.0 19
## 3373 Graduate 9254 12.83333 12.33333 130.3 131.0 18
## 3374 Graduate 9147 12.87500 11.83333 119.9 130.0 19
## 3375 Graduate 9238 12.16667 12.50000 110.5 108.0 22
## 3376 Graduate 9003 13.42857 12.85714 160.0 160.0 21
## 3377 Graduate 9085 14.50000 14.66667 118.6 113.0 21
## 3378 Graduate 9853 12.14286 12.85714 112.3 113.0 20
## 3379 Enrolled 9147 11.25000 11.71429 124.4 137.0 19
## 3380 Graduate 9500 13.90000 13.90000 125.0 148.0 18
## 3381 Dropout 9500 13.76667 12.06667 105.8 130.0 26
## 3382 Dropout 9147 11.61538 12.54545 121.5 133.1 31
## 3383 Graduate 9238 15.16667 14.14286 134.2 138.0 18
## 3384 Dropout 9147 0.00000 0.00000 130.0 130.0 35
## 3385 Enrolled 9085 14.50000 11.33333 122.8 127.0 19
## 3386 Graduate 9238 10.80000 10.71429 108.7 115.0 19
## 3387 Graduate 9500 13.99571 14.95556 136.7 147.0 18
## 3388 Graduate 9085 13.28571 11.80000 119.1 132.0 20
## 3389 Graduate 171 12.75000 13.25000 151.3 146.0 19
## 3390 Enrolled 9238 10.50000 12.40000 108.3 109.0 21
## 3391 Graduate 9853 12.71429 12.28571 127.4 133.0 18
## 3392 Graduate 9500 12.88625 12.88625 124.0 124.0 23
## 3393 Graduate 9070 13.00000 12.66667 155.0 133.1 21
## 3394 Graduate 9147 12.20000 11.20000 114.0 121.0 19
## 3395 Enrolled 9147 12.80000 14.50000 118.9 129.0 19
## 3396 Graduate 9085 13.78571 13.88889 160.0 160.0 20
## 3397 Enrolled 9147 0.00000 13.25000 126.1 131.0 18
## 3398 Graduate 9500 14.50125 14.50125 136.5 150.0 18
## 3399 Graduate 9500 14.35000 14.35000 122.3 130.0 19
## 3400 Graduate 9070 11.50000 12.33333 128.0 133.1 21
## 3401 Graduate 9238 11.71429 14.66667 156.5 154.0 18
## 3402 Enrolled 9670 13.57143 13.60000 125.7 126.0 20
## 3403 Graduate 9773 13.00000 13.66667 143.0 150.0 18
## 3404 Graduate 9500 13.56875 14.02625 131.9 141.0 18
## 3405 Enrolled 9991 10.20000 11.25000 113.7 134.0 32
## 3406 Graduate 171 0.00000 0.00000 155.1 146.0 18
## 3407 Enrolled 9853 12.20000 11.80000 121.1 134.0 19
## 3408 Graduate 9500 14.15375 14.15375 130.3 139.0 18
## 3409 Dropout 9500 0.00000 0.00000 123.3 136.0 18
## 3410 Graduate 9773 13.83333 12.83333 117.4 110.0 20
## 3411 Enrolled 9670 13.42857 14.00000 140.3 135.0 19
## 3412 Graduate 9500 12.45429 12.45429 120.0 129.0 19
## 3413 Enrolled 9147 11.00000 0.00000 133.4 139.0 18
## 3414 Dropout 9500 0.00000 0.00000 126.7 137.0 18
## 3415 Graduate 9500 13.27167 12.94375 129.3 138.0 18
## 3416 Enrolled 9500 13.54833 14.77500 125.7 136.0 20
## 3417 Enrolled 9773 12.16667 12.50000 144.8 143.0 19
## 3418 Dropout 9254 11.00000 0.00000 98.6 133.1 21
## 3419 Graduate 9853 13.28571 14.42857 126.9 136.0 19
## 3420 Graduate 9238 13.33333 14.00000 146.7 139.0 20
## 3421 Graduate 9500 13.25750 13.25750 117.0 125.0 21
## 3422 Dropout 9085 0.00000 0.00000 130.0 130.0 23
## 3423 Dropout 9238 12.66667 11.50000 125.8 137.0 18
## 3424 Dropout 9991 14.60000 15.40000 160.0 130.0 30
## 3425 Dropout 9085 0.00000 0.00000 134.2 130.0 20
## 3426 Dropout 9147 12.33333 0.00000 96.0 160.0 29
## 3427 Enrolled 9147 10.80000 11.00000 101.8 100.0 24
## 3428 Graduate 9238 11.66667 11.33333 125.2 136.0 20
## 3429 Dropout 8014 12.50000 14.33333 100.0 117.0 27
## 3430 Dropout 9147 0.00000 0.00000 140.0 140.0 23
## 3431 Graduate 9070 15.33333 14.16667 120.0 132.0 23
## 3432 Graduate 9500 14.20000 14.20000 134.3 147.0 18
## 3433 Graduate 9773 14.83333 14.66667 144.7 158.0 19
## 3434 Dropout 9500 13.64286 14.38750 131.9 142.0 19
## 3435 Dropout 9773 13.83333 14.00000 136.7 143.0 18
## 3436 Graduate 9070 11.83333 13.00000 129.8 135.0 19
## 3437 Graduate 9773 13.42857 13.50000 146.5 160.0 18
## 3438 Enrolled 9991 10.50000 10.33333 122.5 120.0 29
## 3439 Graduate 9556 11.41667 11.96250 117.8 133.1 24
## 3440 Dropout 9556 12.75000 11.00000 106.0 133.1 19
## 3441 Enrolled 9556 11.15000 12.81429 119.0 133.0 19
## 3442 Enrolled 9670 11.66667 13.62500 115.1 120.0 19
## 3443 Graduate 9254 11.50000 12.40000 116.9 106.0 20
## 3444 Graduate 9773 13.83333 12.66667 141.7 148.0 18
## 3445 Dropout 9070 11.71429 11.33333 127.7 134.0 18
## 3446 Graduate 9500 11.67857 13.03750 122.1 130.0 19
## 3447 Dropout 9085 15.71429 14.66667 153.5 150.0 19
## 3448 Graduate 171 0.00000 0.00000 141.4 141.0 18
## 3449 Graduate 9773 13.00000 13.00000 135.8 140.0 19
## 3450 Graduate 9500 14.48571 14.58889 127.5 138.0 18
## 3451 Enrolled 9991 12.28571 12.12500 151.6 130.0 24
## 3452 Enrolled 9500 13.37500 13.50000 121.4 133.1 28
## 3453 Graduate 9500 11.57143 11.57143 100.0 133.0 20
## 3454 Graduate 9500 12.65714 12.65714 131.5 150.0 19
## 3455 Dropout 9147 10.00000 10.00000 109.3 117.0 22
## 3456 Graduate 9238 13.71429 13.16667 127.9 145.0 19
## 3457 Graduate 9238 13.07143 13.00000 140.0 140.0 36
## 3458 Graduate 9003 15.33333 14.00000 160.0 160.0 19
## 3459 Graduate 9238 11.57143 12.14286 119.8 125.0 18
## 3460 Dropout 9991 0.00000 0.00000 153.0 133.1 40
## 3461 Graduate 9500 12.90000 12.90000 125.0 139.0 19
## 3462 Enrolled 9500 13.12600 13.12600 103.7 130.0 38
## 3463 Dropout 9085 11.50000 11.66667 120.0 120.0 32
## 3464 Enrolled 9853 10.33333 11.80000 146.0 160.0 19
## 3465 Graduate 9070 13.50000 13.42857 116.9 120.0 19
## 3466 Dropout 9147 0.00000 0.00000 117.9 130.0 35
## 3467 Enrolled 9147 12.00000 11.50000 128.6 124.0 20
## 3468 Graduate 9853 11.14286 11.37500 135.0 150.0 29
## 3469 Enrolled 9991 11.40000 10.25000 124.6 140.0 29
## 3470 Enrolled 9500 12.77143 12.77143 124.0 135.0 19
## 3471 Graduate 9500 13.79857 13.79857 129.5 143.0 18
## 3472 Graduate 8014 13.33333 13.50000 111.3 100.0 25
## 3473 Dropout 8014 0.00000 0.00000 95.0 133.1 50
## 3474 Dropout 9147 11.35714 12.84615 131.8 133.1 24
## 3475 Dropout 9119 0.00000 0.00000 119.1 132.0 18
## 3476 Graduate 9085 15.69231 14.42857 125.4 131.0 20
## 3477 Graduate 9003 15.05263 14.53846 140.7 147.0 20
## 3478 Dropout 9991 11.50000 12.40000 131.9 141.0 21
## 3479 Enrolled 9238 11.00000 10.00000 124.0 160.0 28
## 3480 Graduate 9254 13.00000 13.16667 139.2 135.0 19
## 3481 Graduate 9500 12.93875 12.93875 121.8 133.0 18
## 3482 Graduate 171 0.00000 0.00000 132.9 142.0 22
## 3483 Dropout 9003 0.00000 0.00000 130.0 130.0 25
## 3484 Dropout 9500 13.00000 12.88000 130.1 133.1 37
## 3485 Dropout 9500 12.18000 11.81250 124.5 133.1 38
## 3486 Dropout 9670 11.33333 11.40000 162.3 130.0 36
## 3487 Graduate 9500 13.00000 13.00000 137.8 149.0 18
## 3488 Dropout 9670 0.00000 0.00000 119.5 130.0 19
## 3489 Dropout 9130 12.50000 12.33333 110.0 150.0 24
## 3490 Graduate 9238 11.00000 12.16667 105.0 106.0 20
## 3491 Dropout 171 0.00000 0.00000 142.8 162.0 21
## 3492 Dropout 9991 0.00000 0.00000 128.2 120.0 32
## 3493 Dropout 9991 0.00000 10.00000 120.0 133.1 39
## 3494 Dropout 9119 0.00000 0.00000 130.0 130.0 33
## 3495 Graduate 9670 12.40000 10.75000 121.7 128.0 20
## 3496 Graduate 9003 15.50000 14.10000 116.0 124.0 19
## 3497 Dropout 9991 11.50000 10.80000 133.2 133.1 43
## 3498 Dropout 9991 13.33333 11.60000 116.7 114.0 49
## 3499 Graduate 9773 12.66667 13.50000 126.4 140.0 18
## 3500 Enrolled 9003 0.00000 0.00000 140.0 160.0 27
## 3501 Dropout 9147 12.60000 13.60000 120.3 122.0 19
## 3502 Dropout 9070 13.50000 0.00000 118.0 140.0 45
## 3503 Graduate 9670 13.00000 13.00000 149.5 160.0 19
## 3504 Graduate 9003 11.71429 11.75000 130.0 130.0 21
## 3505 Graduate 9670 12.16667 13.00000 126.3 141.0 18
## 3506 Dropout 9147 0.00000 0.00000 116.2 127.0 18
## 3507 Dropout 9254 0.00000 0.00000 126.0 126.0 29
## 3508 Graduate 9670 11.50000 11.60000 122.3 131.0 19
## 3509 Enrolled 9147 11.25000 12.25000 119.5 130.0 18
## 3510 Graduate 9070 12.28571 12.37500 131.8 130.0 22
## 3511 Dropout 9500 12.71857 12.80556 130.7 140.0 18
## 3512 Enrolled 9130 12.40000 15.00000 140.0 140.0 20
## 3513 Dropout 171 0.00000 0.00000 129.5 140.0 20
## 3514 Dropout 9670 14.00000 0.00000 130.0 133.1 29
## 3515 Dropout 9670 11.66667 11.25000 114.0 120.0 29
## 3516 Enrolled 9773 13.00000 11.25000 121.0 121.0 23
## 3517 Dropout 171 0.00000 0.00000 116.4 123.0 19
## 3518 Dropout 9119 0.00000 12.00000 121.7 136.0 18
## 3519 Dropout 9254 11.50000 12.50000 130.0 136.0 22
## 3520 Dropout 9991 11.71429 11.50000 120.0 120.0 34
## 3521 Graduate 9991 12.60000 13.71429 125.0 160.0 26
## 3522 Dropout 171 11.64286 11.25000 134.1 125.0 24
## 3523 Graduate 9670 14.87500 13.42857 149.5 146.0 17
## 3524 Enrolled 9670 10.00000 10.33333 113.2 117.0 21
## 3525 Enrolled 9991 14.20000 14.60000 146.0 150.0 34
## 3526 Graduate 9003 12.71429 13.50000 140.0 140.0 19
## 3527 Dropout 9003 11.60000 11.20000 162.4 111.0 49
## 3528 Dropout 9500 11.94000 12.20000 136.6 120.0 23
## 3529 Dropout 9119 11.60000 14.20000 111.0 111.0 18
## 3530 Enrolled 9500 12.70000 13.47500 115.7 118.0 20
## 3531 Graduate 9670 13.33333 13.80000 105.7 106.0 19
## 3532 Enrolled 9003 13.33333 13.11111 128.2 120.0 24
## 3533 Graduate 9147 13.40000 15.00000 137.0 151.0 18
## 3534 Dropout 9254 0.00000 0.00000 120.0 133.1 45
## 3535 Dropout 9991 11.00000 0.00000 120.5 120.0 30
## 3536 Dropout 9991 12.00000 11.33333 118.1 120.0 28
## 3537 Dropout 9991 0.00000 0.00000 139.0 110.0 40
## 3538 Dropout 9147 0.00000 0.00000 116.3 133.1 32
## 3539 Dropout 9254 12.50000 10.25000 120.5 118.0 19
## 3540 Graduate 9070 13.66667 12.16667 134.9 139.0 20
## 3541 Dropout 9119 10.00000 0.00000 123.0 130.0 18
## 3542 Dropout 9670 11.50000 13.00000 122.9 132.0 20
## 3543 Enrolled 9991 12.25000 12.75000 140.0 100.0 39
## 3544 Enrolled 9085 13.60000 13.66667 122.5 120.0 19
## 3545 Enrolled 9991 10.50000 11.33333 121.5 133.1 38
## 3546 Graduate 9500 13.26667 13.26667 132.3 156.0 18
## 3547 Graduate 9500 12.51250 14.18750 131.5 143.0 18
## 3548 Dropout 9130 0.00000 0.00000 128.2 133.1 28
## 3549 Dropout 9670 0.00000 0.00000 148.0 140.0 31
## 3550 Graduate 9500 13.48333 13.48333 121.5 127.0 23
## 3551 Enrolled 9500 12.56500 12.16000 135.4 135.0 21
## 3552 Dropout 9238 0.00000 0.00000 139.0 133.1 33
## 3553 Dropout 9147 13.00000 11.66667 113.4 120.0 22
## 3554 Dropout 9119 16.50000 17.71429 150.0 150.0 20
## 3555 Enrolled 9670 13.16667 13.20000 122.0 123.0 19
## 3556 Graduate 9085 13.80000 13.14286 150.0 150.0 20
## 3557 Enrolled 9254 11.16667 11.80000 119.3 133.1 25
## 3558 Dropout 9003 0.00000 0.00000 140.0 130.0 25
## 3559 Enrolled 9070 12.66667 12.14286 125.0 140.0 19
## 3560 Graduate 9670 12.60000 14.50000 140.7 141.0 20
## 3561 Enrolled 9500 13.06000 0.00000 100.0 133.1 33
## 3562 Graduate 9773 13.83333 13.62500 146.7 146.0 19
## 3563 Dropout 9130 0.00000 0.00000 96.0 133.1 31
## 3564 Dropout 9119 16.00000 16.00000 160.0 160.0 24
## 3565 Dropout 9119 0.00000 0.00000 130.0 130.0 23
## 3566 Dropout 9991 10.66667 10.66667 130.0 160.0 26
## 3567 Graduate 9070 14.50000 14.50000 140.0 140.0 38
## 3568 Graduate 9119 14.00000 13.80000 116.6 126.0 20
## 3569 Graduate 9119 13.33333 13.57143 120.5 118.0 20
## 3570 Dropout 9085 0.00000 0.00000 103.0 133.1 25
## 3571 Graduate 9070 12.00000 11.20000 111.9 121.0 19
## 3572 Graduate 9119 16.20000 16.00000 148.7 148.0 18
## 3573 Dropout 9991 10.28571 10.60000 120.0 133.1 28
## 3574 Enrolled 9119 0.00000 0.00000 125.7 140.0 18
## 3575 Graduate 9254 13.57143 13.16667 120.1 132.0 20
## 3576 Graduate 9130 14.28571 14.85714 127.8 140.0 18
## 3577 Graduate 9147 10.20000 10.50000 106.4 112.0 19
## 3578 Dropout 9500 10.25000 10.25000 100.0 100.0 24
## 3579 Dropout 9085 0.00000 0.00000 123.9 126.0 21
## 3580 Graduate 9670 14.83333 14.83333 139.5 150.0 20
## 3581 Graduate 9003 13.62500 12.60000 150.0 150.0 21
## 3582 Graduate 9556 12.27143 13.65714 139.8 144.0 24
## 3583 Dropout 9991 0.00000 0.00000 154.4 133.1 27
## 3584 Enrolled 9147 12.50000 10.50000 115.5 120.0 19
## 3585 Graduate 8014 13.22222 13.14286 119.0 133.1 39
## 3586 Dropout 33 15.00000 11.50000 96.1 133.1 25
## 3587 Dropout 171 0.00000 0.00000 130.0 130.0 18
## 3588 Graduate 9070 13.16667 13.00000 128.8 133.0 19
## 3589 Graduate 9773 13.83333 14.00000 126.8 124.0 21
## 3590 Dropout 9991 0.00000 0.00000 130.0 130.0 27
## 3591 Enrolled 9147 0.00000 0.00000 116.7 124.0 19
## 3592 Enrolled 9500 13.15429 13.15429 125.5 132.0 18
## 3593 Dropout 9670 12.33333 13.16667 110.0 110.0 27
## 3594 Dropout 9773 13.00000 11.80000 133.7 127.0 18
## 3595 Enrolled 9130 11.50000 11.40000 117.6 130.0 19
## 3596 Dropout 9003 13.25000 12.00000 140.0 140.0 19
## 3597 Enrolled 9003 13.33333 12.75000 150.0 150.0 22
## 3598 Graduate 9238 13.50000 12.16667 133.7 133.0 18
## 3599 Graduate 9773 12.66667 12.80000 137.0 109.0 18
## 3600 Dropout 9147 15.09091 14.50000 128.2 133.1 23
## 3601 Dropout 171 0.00000 0.00000 129.2 133.0 20
## 3602 Graduate 9773 13.16667 12.66667 129.5 134.0 18
## 3603 Graduate 9773 12.83333 12.83333 129.6 125.0 18
## 3604 Enrolled 9119 11.80000 12.00000 121.7 135.0 18
## 3605 Graduate 9773 11.83333 12.16667 141.8 132.0 20
## 3606 Graduate 9773 12.80000 12.75000 129.8 135.0 20
## 3607 Dropout 9070 11.80000 11.00000 106.0 100.0 21
## 3608 Enrolled 171 0.00000 0.00000 121.6 144.0 22
## 3609 Dropout 9119 15.80000 14.57143 121.5 125.0 20
## 3610 Enrolled 171 0.00000 0.00000 117.0 133.1 19
## 3611 Enrolled 9119 12.50000 11.60000 130.0 130.0 19
## 3612 Graduate 9670 14.66667 13.85714 117.7 117.0 20
## 3613 Dropout 9085 12.50000 12.00000 140.0 140.0 19
## 3614 Dropout 9119 12.00000 10.50000 133.1 132.0 19
## 3615 Enrolled 9119 13.14286 11.83333 100.0 133.1 24
## 3616 Dropout 9670 12.66667 11.14286 119.1 132.0 18
## 3617 Enrolled 9119 15.00000 14.20000 129.8 148.0 18
## 3618 Dropout 9238 13.60000 11.80000 131.3 133.0 18
## 3619 Graduate 9773 12.50000 13.83333 136.7 143.0 18
## 3620 Graduate 9238 13.33333 13.50000 126.2 143.0 21
## 3621 Dropout 9085 12.25000 11.00000 109.6 133.1 18
## 3622 Graduate 9500 15.10143 16.09375 131.9 141.0 18
## 3623 Graduate 9238 13.16667 16.00000 140.7 140.0 18
## 3624 Dropout 8014 11.00000 0.00000 120.7 134.0 23
## 3625 Graduate 9147 11.66667 11.75000 113.8 118.0 21
## 3626 Enrolled 9238 10.00000 13.00000 121.0 135.0 20
## 3627 Dropout 8014 11.57143 11.00000 112.4 119.0 26
## 3628 Enrolled 9773 12.16667 11.20000 131.0 145.0 18
## 3629 Dropout 171 0.00000 0.00000 142.7 143.0 18
## 3630 Graduate 9670 13.83333 14.28571 125.5 123.0 19
## 3631 Graduate 9500 12.35714 13.00000 107.8 108.0 20
## 3632 Dropout 9773 12.16667 10.33333 110.4 117.0 19
## 3633 Enrolled 9238 12.00000 12.50000 136.1 140.0 21
## 3634 Graduate 9254 12.41667 13.00000 138.3 170.0 33
## 3635 Graduate 9085 12.75000 12.75000 142.3 157.0 18
## 3636 Graduate 9500 14.93333 14.93333 145.0 141.0 21
## 3637 Graduate 9773 13.00000 11.66667 125.7 125.0 19
## 3638 Enrolled 9853 12.85714 12.66667 108.0 133.1 33
## 3639 Graduate 9500 14.45500 13.91000 128.7 143.0 18
## 3640 Graduate 9670 14.00000 13.28571 128.0 142.0 18
## 3641 Graduate 9773 13.50000 12.66667 146.5 150.0 20
## 3642 Dropout 9254 0.00000 0.00000 106.1 112.0 20
## 3643 Graduate 8014 11.66667 14.00000 118.0 133.1 20
## 3644 Graduate 9085 12.00000 13.33333 117.0 125.0 19
## 3645 Graduate 9238 11.71429 11.83333 115.4 121.0 19
## 3646 Graduate 9238 12.66667 12.42857 117.0 133.1 21
## 3647 Enrolled 9085 11.75000 12.80000 144.9 133.1 26
## 3648 Dropout 9238 0.00000 0.00000 127.0 135.0 21
## 3649 Graduate 9500 12.32857 12.32857 118.0 132.0 18
## 3650 Dropout 9853 11.66667 10.00000 118.0 133.1 27
## 3651 Graduate 9070 13.25000 12.72727 126.4 135.0 20
## 3652 Enrolled 9670 11.83333 13.25000 110.0 110.0 21
## 3653 Graduate 9556 13.30000 15.12500 124.4 133.0 18
## 3654 Enrolled 9085 12.55556 11.80000 140.0 140.0 20
## 3655 Graduate 9773 12.83333 12.16667 129.4 135.0 18
## 3656 Graduate 9238 12.83333 12.83333 141.7 140.0 20
## 3657 Graduate 9085 12.66667 13.00000 132.1 144.0 19
## 3658 Graduate 9500 13.27143 14.47143 116.8 122.0 20
## 3659 Graduate 9991 12.40000 12.83333 135.0 143.0 20
## 3660 Enrolled 9085 14.50000 11.25000 150.0 150.0 20
## 3661 Dropout 9238 0.00000 0.00000 116.0 124.0 19
## 3662 Graduate 9773 14.28571 13.25000 155.0 156.0 18
## 3663 Graduate 9085 12.33333 12.60000 127.0 142.0 18
## 3664 Graduate 9500 12.58333 12.67143 130.8 142.0 19
## 3665 Dropout 9500 13.73167 13.77143 121.8 126.0 19
## 3666 Enrolled 9003 12.87500 12.14286 140.0 133.1 43
## 3667 Dropout 9070 14.62500 13.40000 148.5 170.0 47
## 3668 Dropout 9147 0.00000 0.00000 109.8 130.0 23
## 3669 Graduate 9238 12.66667 12.66667 119.7 133.0 19
## 3670 Graduate 9500 12.49167 12.49167 122.0 122.0 20
## 3671 Graduate 171 13.66667 14.16667 147.5 138.0 19
## 3672 Graduate 9085 16.00000 14.50000 150.8 163.0 19
## 3673 Graduate 9085 14.14286 13.00000 150.0 150.0 19
## 3674 Graduate 8014 11.83333 13.75000 131.5 133.1 39
## 3675 Graduate 9070 12.66667 13.00000 127.2 144.0 20
## 3676 Graduate 9070 12.50000 12.66667 111.0 118.0 21
## 3677 Graduate 9238 10.88889 11.25000 119.9 101.0 22
## 3678 Dropout 9773 13.00000 0.00000 133.7 133.0 19
## 3679 Graduate 9670 15.16667 16.00000 140.0 133.1 22
## 3680 Graduate 9853 12.66667 12.00000 113.9 124.0 19
## 3681 Dropout 171 0.00000 0.00000 120.7 127.0 18
## 3682 Enrolled 9147 12.00000 10.20000 119.8 133.1 26
## 3683 Dropout 9991 0.00000 0.00000 121.8 110.0 36
## 3684 Graduate 171 0.00000 0.00000 117.7 110.0 20
## 3685 Dropout 9147 11.00000 11.50000 110.0 160.0 30
## 3686 Dropout 9003 15.71429 15.90000 134.4 120.0 24
## 3687 Dropout 9147 10.81818 11.63636 125.3 133.1 26
## 3688 Dropout 9147 12.00000 0.00000 119.1 132.0 19
## 3689 Graduate 9238 12.60000 11.25000 146.0 130.0 34
## 3690 Enrolled 9130 13.00000 14.00000 130.0 130.0 33
## 3691 Graduate 9147 11.60000 10.75000 122.0 129.0 19
## 3692 Dropout 9119 10.00000 11.00000 118.1 130.0 26
## 3693 Dropout 9670 14.00000 0.00000 105.2 140.0 29
## 3694 Dropout 9119 12.60000 12.50000 123.3 131.0 19
## 3695 Dropout 171 0.00000 0.00000 124.8 129.0 18
## 3696 Dropout 9991 11.33333 12.00000 149.4 133.1 29
## 3697 Graduate 9254 12.66667 11.40000 108.5 112.0 21
## 3698 Enrolled 9254 10.80000 10.50000 125.0 119.0 19
## 3699 Graduate 9500 12.87857 11.85625 101.0 133.1 20
## 3700 Dropout 9085 0.00000 0.00000 112.9 123.0 18
## 3701 Enrolled 9070 12.83333 11.40000 120.2 131.0 18
## 3702 Enrolled 9147 12.60000 12.83333 111.6 120.0 21
## 3703 Dropout 9147 0.00000 0.00000 134.1 125.0 20
## 3704 Dropout 9119 0.00000 0.00000 101.6 133.1 30
## 3705 Graduate 9670 14.16667 14.00000 111.9 121.0 19
## 3706 Dropout 9147 13.40000 13.25000 118.4 148.0 30
## 3707 Graduate 9147 11.20000 11.25000 127.1 139.0 22
## 3708 Graduate 171 0.00000 0.00000 120.5 125.0 22
## 3709 Dropout 9070 12.66667 11.80000 136.1 128.0 19
## 3710 Dropout 9670 12.33333 11.25000 124.0 132.0 21
## 3711 Graduate 9085 12.25000 12.00000 141.6 137.0 21
## 3712 Dropout 171 0.00000 0.00000 160.0 160.0 21
## 3713 Dropout 9147 10.75000 10.33333 110.0 120.0 27
## 3714 Dropout 33 0.00000 0.00000 100.0 134.0 32
## 3715 Dropout 9670 0.00000 0.00000 120.0 133.1 40
## 3716 Enrolled 9147 14.33333 12.50000 124.8 116.0 20
## 3717 Dropout 9130 11.50000 11.50000 140.0 140.0 20
## 3718 Graduate 171 0.00000 0.00000 124.3 140.0 18
## 3719 Dropout 9147 10.50000 0.00000 118.9 122.0 21
## 3720 Dropout 9670 13.50000 0.00000 130.2 141.0 18
## 3721 Enrolled 9003 11.00000 0.00000 120.0 120.0 19
## 3722 Dropout 9070 10.00000 0.00000 140.0 140.0 30
## 3723 Dropout 9003 0.00000 0.00000 130.0 133.1 29
## 3724 Dropout 9119 12.00000 10.66667 130.4 137.0 18
## 3725 Dropout 9670 12.25000 12.20000 116.1 122.0 18
## 3726 Dropout 9003 11.40000 11.66667 130.0 130.0 22
## 3727 Dropout 9991 0.00000 0.00000 124.3 140.0 27
## 3728 Graduate 9670 14.25000 14.00000 125.0 125.0 20
## 3729 Graduate 8014 14.45455 14.20000 110.0 110.0 42
## 3730 Graduate 9003 14.53846 14.46154 115.0 133.1 21
## 3731 Graduate 9500 12.73333 11.95000 129.6 132.0 23
## 3732 Dropout 9070 13.20000 13.50000 128.8 122.0 21
## 3733 Graduate 171 0.00000 0.00000 144.2 155.0 19
## 3734 Dropout 9238 12.33333 12.75000 134.0 120.0 40
## 3735 Dropout 9147 11.20000 11.25000 112.0 129.0 22
## 3736 Graduate 9500 13.20000 13.20000 128.8 144.0 19
## 3737 Enrolled 9119 11.83333 14.00000 134.0 130.0 24
## 3738 Enrolled 9254 11.33333 11.50000 125.0 133.1 21
## 3739 Graduate 9119 13.60000 14.60000 123.2 133.0 18
## 3740 Dropout 9119 0.00000 11.50000 118.4 131.0 18
## 3741 Dropout 9670 12.85714 13.66667 116.2 133.1 24
## 3742 Enrolled 9119 14.33333 12.42857 123.0 133.1 28
## 3743 Graduate 9670 13.50000 14.00000 113.5 118.0 19
## 3744 Enrolled 9085 14.42857 15.60000 125.0 120.0 28
## 3745 Dropout 9853 0.00000 0.00000 134.8 133.1 18
## 3746 Graduate 171 0.00000 0.00000 149.9 145.0 19
## 3747 Graduate 9500 12.82875 12.82875 119.8 125.0 19
## 3748 Graduate 9130 0.00000 13.75000 125.0 125.0 21
## 3749 Dropout 9500 0.00000 0.00000 135.1 148.0 18
## 3750 Graduate 9070 14.66667 13.16667 138.3 139.0 19
## 3751 Graduate 9500 13.93714 13.93714 122.5 130.0 19
## 3752 Graduate 9070 14.70000 14.58333 148.0 148.0 20
## 3753 Graduate 9773 11.66667 12.20000 126.2 130.0 18
## 3754 Graduate 9500 14.85000 14.85000 129.8 134.0 20
## 3755 Dropout 9085 12.00000 0.00000 104.0 133.1 26
## 3756 Dropout 9500 13.68750 15.62222 126.7 137.0 18
## 3757 Graduate 8014 12.40000 11.60000 120.0 130.0 58
## 3758 Graduate 9500 13.39800 13.54250 124.6 137.0 18
## 3759 Enrolled 9085 11.80000 12.00000 130.0 130.0 20
## 3760 Dropout 9991 0.00000 0.00000 127.3 140.0 20
## 3761 Graduate 9147 11.76923 11.92857 122.0 150.0 29
## 3762 Dropout 9238 0.00000 0.00000 125.1 130.0 27
## 3763 Graduate 9085 13.28571 13.00000 110.0 133.1 21
## 3764 Graduate 9238 11.66667 11.16667 129.8 134.0 20
## 3765 Graduate 9238 11.50000 12.20000 114.9 125.0 19
## 3766 Graduate 9500 13.08167 13.15000 125.6 141.0 22
## 3767 Graduate 9070 12.66667 13.00000 125.1 138.0 19
## 3768 Dropout 9773 11.33333 0.00000 115.7 116.0 19
## 3769 Enrolled 9853 13.60000 11.60000 112.6 122.0 23
## 3770 Dropout 9773 13.16667 13.20000 127.2 131.0 18
## 3771 Dropout 9130 0.00000 0.00000 140.0 140.0 19
## 3772 Graduate 9003 11.66667 12.60000 140.0 140.0 20
## 3773 Graduate 9238 13.50000 13.42857 120.4 127.0 19
## 3774 Dropout 9085 0.00000 0.00000 100.0 133.1 26
## 3775 Graduate 9238 13.16667 14.14286 113.5 117.0 18
## 3776 Dropout 9085 12.50000 12.50000 132.1 150.0 29
## 3777 Graduate 9003 13.37500 13.00000 160.0 160.0 20
## 3778 Graduate 9070 13.16667 12.66667 126.3 128.0 19
## 3779 Enrolled 9085 13.40000 13.50000 160.0 160.0 23
## 3780 Enrolled 9556 13.00000 11.66667 100.0 126.0 25
## 3781 Graduate 9500 13.15429 13.15429 125.8 135.0 18
## 3782 Graduate 9070 12.83333 12.83333 142.2 139.0 19
## 3783 Graduate 9853 12.14286 13.14286 119.4 125.0 18
## 3784 Enrolled 9500 13.34000 12.38571 106.4 106.0 19
## 3785 Dropout 8014 13.00000 13.75000 120.0 120.0 36
## 3786 Enrolled 9003 12.00000 11.66667 150.0 150.0 20
## 3787 Dropout 171 0.00000 0.00000 148.6 130.0 20
## 3788 Dropout 9238 11.00000 0.00000 108.7 116.0 18
## 3789 Enrolled 9003 11.50000 11.33333 130.0 130.0 19
## 3790 Dropout 9238 13.33333 12.50000 124.6 140.0 20
## 3791 Graduate 9500 14.59444 13.47200 131.0 134.0 18
## 3792 Dropout 9130 11.00000 10.66667 130.0 130.0 20
## 3793 Dropout 9119 0.00000 0.00000 116.1 122.0 24
## 3794 Dropout 9773 0.00000 0.00000 125.6 128.0 19
## 3795 Dropout 9119 12.00000 12.00000 121.3 130.0 18
## 3796 Graduate 9119 14.00000 13.20000 107.4 113.0 18
## 3797 Graduate 9254 13.57143 11.80000 116.9 126.0 18
## 3798 Dropout 9670 0.00000 0.00000 123.5 135.0 22
## 3799 Graduate 9670 14.25000 13.85714 130.5 141.0 19
## 3800 Dropout 9085 0.00000 0.00000 140.0 133.1 32
## 3801 Dropout 9853 0.00000 0.00000 117.1 133.1 21
## 3802 Graduate 9500 13.54286 13.54286 127.5 144.0 19
## 3803 Graduate 8014 13.11111 11.71429 126.0 140.0 39
## 3804 Graduate 8014 12.66667 12.14286 113.0 100.0 30
## 3805 Dropout 9147 10.75000 10.00000 130.1 135.0 18
## 3806 Dropout 9991 10.75000 10.00000 110.0 130.0 38
## 3807 Graduate 9070 13.66667 13.33333 135.8 147.0 20
## 3808 Graduate 8014 13.83333 12.83333 126.3 149.0 55
## 3809 Dropout 9070 13.17647 13.00000 130.0 130.0 53
## 3810 Dropout 8014 12.75000 12.60000 104.0 120.0 54
## 3811 Enrolled 9500 12.86000 12.86000 123.6 125.0 18
## 3812 Dropout 8014 12.00000 12.00000 121.0 133.1 44
## 3813 Graduate 9238 11.66667 12.55556 130.5 149.0 28
## 3814 Graduate 8014 16.50000 16.90909 180.0 180.0 37
## 3815 Graduate 9238 12.33333 11.77778 112.5 110.0 20
## 3816 Enrolled 9500 12.59125 12.82000 126.1 131.0 18
## 3817 Dropout 9238 11.50000 11.00000 111.8 117.0 19
## 3818 Graduate 9003 11.89474 12.92308 131.4 120.0 23
## 3819 Dropout 9238 0.00000 0.00000 144.3 160.0 22
## 3820 Dropout 9254 0.00000 0.00000 115.0 100.0 24
## 3821 Enrolled 9003 13.00000 11.50000 120.0 140.0 22
## 3822 Dropout 9003 0.00000 0.00000 168.6 160.0 26
## 3823 Graduate 9773 15.16667 14.83333 127.7 141.0 18
## 3824 Dropout 9130 11.75000 13.50000 150.0 130.0 24
## 3825 Enrolled 9119 0.00000 15.00000 129.8 142.0 18
## 3826 Dropout 171 0.00000 0.00000 135.6 130.0 26
## 3827 Dropout 9254 11.33333 14.75000 100.0 133.1 27
## 3828 Graduate 9003 12.60000 13.20000 140.0 140.0 20
## 3829 Dropout 9119 0.00000 14.00000 124.1 129.0 19
## 3830 Dropout 9085 15.50000 15.50000 131.6 148.0 18
## 3831 Graduate 9500 12.36571 12.36571 129.0 143.0 18
## 3832 Enrolled 9670 13.20000 13.25000 135.7 128.0 19
## 3833 Enrolled 9070 11.42857 11.85714 108.0 100.0 34
## 3834 Dropout 9238 0.00000 0.00000 110.8 116.0 19
## 3835 Graduate 9773 14.00000 12.33333 124.5 128.0 19
## 3836 Dropout 9003 12.00000 11.80000 100.0 120.0 30
## 3837 Dropout 9773 0.00000 12.00000 123.8 121.0 22
## 3838 Dropout 9147 10.00000 11.33333 131.4 137.0 19
## 3839 Dropout 9147 10.00000 10.00000 118.5 115.0 21
## 3840 Dropout 171 0.00000 0.00000 122.0 129.0 22
## 3841 Enrolled 9254 11.16667 11.66667 122.9 125.0 19
## 3842 Enrolled 9238 11.75000 11.33333 118.7 125.0 20
## 3843 Dropout 9003 11.75000 0.00000 100.0 133.1 35
## 3844 Dropout 9147 10.00000 11.00000 135.9 131.0 20
## 3845 Graduate 9130 14.00000 12.80000 138.4 133.1 21
## 3846 Dropout 9085 0.00000 0.00000 128.2 133.1 27
## 3847 Dropout 9773 12.00000 0.00000 107.4 114.0 26
## 3848 Dropout 9773 0.00000 0.00000 129.8 127.0 20
## 3849 Dropout 9003 11.88889 11.60000 100.0 130.0 28
## 3850 Graduate 9773 13.83333 13.66667 113.0 121.0 19
## 3851 Dropout 9991 0.00000 0.00000 107.0 120.0 47
## 3852 Dropout 9773 11.40000 12.40000 130.0 120.0 55
## 3853 Dropout 9003 0.00000 11.00000 120.0 120.0 39
## 3854 Dropout 9003 10.64286 10.66667 120.5 120.0 35
## 3855 Dropout 9238 11.00000 0.00000 120.5 133.1 32
## 3856 Graduate 9773 16.83333 16.66667 137.0 124.0 20
## 3857 Graduate 9254 13.57143 13.20000 115.0 150.0 36
## 3858 Graduate 9991 14.71429 14.37500 142.7 133.1 34
## 3859 Dropout 9670 0.00000 0.00000 116.7 116.0 21
## 3860 Dropout 9991 10.00000 11.00000 136.1 133.1 42
## 3861 Dropout 9003 11.00000 11.75000 134.3 133.1 25
## 3862 Dropout 9773 11.00000 0.00000 153.0 167.0 18
## 3863 Graduate 9773 12.00000 12.83333 132.0 140.0 18
## 3864 Graduate 9238 11.12500 11.85714 129.6 124.0 19
## 3865 Dropout 9085 11.33333 11.50000 105.0 110.0 34
## 3866 Dropout 9773 12.00000 0.00000 130.8 150.0 20
## 3867 Dropout 9500 0.00000 0.00000 119.7 123.0 20
## 3868 Graduate 9500 14.54000 14.54000 132.5 152.0 21
## 3869 Graduate 9003 12.16667 13.00000 130.0 130.0 19
## 3870 Dropout 9085 13.50000 11.66667 120.0 133.1 31
## 3871 Graduate 9670 14.75000 14.33333 150.0 133.1 21
## 3872 Graduate 9147 12.37500 11.66667 115.6 124.0 20
## 3873 Graduate 9500 12.73333 12.73333 119.1 119.1 22
## 3874 Dropout 9070 12.50000 0.00000 123.5 128.0 19
## 3875 Dropout 9130 0.00000 0.00000 120.0 133.1 41
## 3876 Dropout 9500 0.00000 0.00000 110.0 133.1 27
## 3877 Dropout 9500 13.44286 13.77143 131.4 145.0 19
## 3878 Graduate 9500 14.20000 14.20000 126.8 141.0 20
## 3879 Graduate 9500 13.55000 13.55000 118.9 118.9 19
## 3880 Graduate 9991 11.60000 11.16667 160.0 160.0 35
## 3881 Graduate 9773 13.57143 15.28571 115.9 111.0 22
## 3882 Graduate 9254 13.83333 15.00000 109.3 111.0 20
## 3883 Dropout 9670 11.25000 10.85714 113.9 123.0 18
## 3884 Graduate 9238 10.20000 11.25000 121.8 133.0 18
## 3885 Graduate 9500 15.67571 15.67571 140.0 140.0 30
## 3886 Graduate 9238 10.83333 12.00000 114.7 122.0 18
## 3887 Enrolled 9254 14.50000 15.00000 120.0 128.0 20
## 3888 Enrolled 9238 10.40000 10.75000 107.3 108.0 19
## 3889 Graduate 9085 13.00000 13.33333 136.2 139.0 19
## 3890 Graduate 9556 12.24286 14.12500 119.5 130.0 21
## 3891 Enrolled 9853 13.00000 12.50000 106.0 133.1 21
## 3892 Enrolled 9670 14.16667 13.42857 124.1 130.0 18
## 3893 Graduate 9147 14.25000 12.50000 133.2 143.0 18
## 3894 Dropout 9085 12.00000 10.50000 110.0 110.0 35
## 3895 Enrolled 9500 13.25000 13.82000 114.8 120.0 21
## 3896 Graduate 9500 13.18333 13.18333 130.0 140.0 18
## 3897 Enrolled 9070 11.00000 0.00000 122.6 125.0 22
## 3898 Graduate 9500 11.97250 12.65125 133.5 134.0 20
## 3899 Graduate 9254 12.40000 12.80000 120.0 130.0 34
## 3900 Enrolled 9147 12.60000 11.25000 120.0 120.0 33
## 3901 Graduate 9500 13.90000 13.90000 137.3 142.0 22
## 3902 Enrolled 9254 11.50000 11.00000 123.5 127.0 20
## 3903 Enrolled 9147 14.20000 11.85714 131.8 140.0 35
## 3904 Dropout 9147 10.66667 10.66667 130.0 140.0 39
## 3905 Dropout 9500 0.00000 0.00000 128.0 142.0 19
## 3906 Graduate 9254 11.00000 11.33333 95.0 120.0 36
## 3907 Graduate 9500 13.95714 13.95714 116.0 124.0 21
## 3908 Enrolled 9238 12.50000 13.66667 136.7 157.0 22
## 3909 Graduate 9238 13.33333 15.28571 107.5 126.6 42
## 3910 Dropout 9119 0.00000 0.00000 108.4 110.0 34
## 3911 Enrolled 9773 11.66667 11.60000 130.7 144.0 20
## 3912 Graduate 8014 15.71429 15.50000 155.9 160.0 33
## 3913 Graduate 9254 11.00000 11.40000 106.1 105.0 20
## 3914 Graduate 9670 12.25000 12.75000 128.6 130.0 19
## 3915 Dropout 9991 12.20000 12.22222 140.0 140.0 34
## 3916 Graduate 9147 13.00000 14.00000 145.0 138.0 18
## 3917 Graduate 8014 12.00000 13.00000 113.0 120.0 24
## 3918 Graduate 9853 13.33333 12.33333 137.1 135.0 18
## 3919 Enrolled 9670 13.00000 13.00000 119.7 119.0 20
## 3920 Graduate 9500 12.91000 12.91000 120.5 121.0 21
## 3921 Graduate 9238 11.00000 11.00000 125.7 126.0 19
## 3922 Graduate 9500 13.58000 12.93625 125.5 132.0 19
## 3923 Graduate 9238 12.40000 12.50000 124.5 128.0 18
## 3924 Graduate 8014 12.88889 13.00000 126.0 160.0 38
## 3925 Enrolled 171 11.54545 11.70000 136.2 125.0 21
## 3926 Enrolled 9147 10.00000 0.00000 124.2 127.0 23
## 3927 Graduate 9500 14.34125 14.34125 138.5 147.0 19
## 3928 Dropout 9773 14.14286 12.00000 122.3 130.0 18
## 3929 Graduate 171 0.00000 0.00000 126.0 134.0 18
## 3930 Enrolled 9003 11.80000 11.25000 135.4 140.0 24
## 3931 Graduate 9773 13.33333 14.16667 146.5 151.0 18
## 3932 Graduate 9130 14.50000 12.85714 121.9 132.0 18
## 3933 Graduate 9991 12.66667 13.40000 130.0 130.0 26
## 3934 Enrolled 9147 10.00000 10.00000 115.2 126.0 19
## 3935 Dropout 9670 0.00000 0.00000 115.2 119.0 19
## 3936 Enrolled 9254 11.00000 12.50000 125.1 123.0 19
## 3937 Dropout 9130 12.00000 11.00000 108.0 106.0 20
## 3938 Enrolled 9254 10.00000 13.50000 125.9 121.0 22
## 3939 Graduate 9500 14.20857 15.12778 128.0 138.0 19
## 3940 Graduate 9500 14.30714 15.01250 113.5 118.0 20
## 3941 Enrolled 9147 11.00000 13.37500 124.6 120.0 36
## 3942 Dropout 9853 0.00000 0.00000 116.0 133.1 29
## 3943 Graduate 9238 12.00000 11.00000 124.9 141.0 19
## 3944 Dropout 9147 0.00000 0.00000 140.5 180.0 24
## 3945 Dropout 9003 0.00000 0.00000 179.6 180.0 27
## 3946 Graduate 9773 13.85714 14.28571 116.1 115.0 18
## 3947 Graduate 171 0.00000 0.00000 139.4 142.0 18
## 3948 Dropout 9556 0.00000 0.00000 129.0 135.0 21
## 3949 Graduate 9670 11.00000 13.00000 135.6 150.0 43
## 3950 Graduate 9147 13.20000 14.40000 147.8 153.0 18
## 3951 Dropout 9085 13.50000 15.33333 138.0 153.0 21
## 3952 Dropout 9147 0.00000 0.00000 150.0 150.0 26
## 3953 Graduate 9500 14.21429 14.21429 130.8 144.0 19
## 3954 Graduate 9085 13.00000 12.40000 122.6 130.0 18
## 3955 Dropout 9773 12.00000 10.00000 119.1 125.0 22
## 3956 Dropout 9500 0.00000 0.00000 111.8 133.1 27
## 3957 Graduate 9147 12.80000 12.60000 125.0 133.0 18
## 3958 Graduate 9085 13.60000 12.20000 129.9 140.0 19
## 3959 Graduate 9500 13.97143 15.75000 131.1 133.0 18
## 3960 Graduate 9085 15.00000 14.85714 141.4 154.0 19
## 3961 Dropout 9085 0.00000 0.00000 120.0 133.1 32
## 3962 Graduate 9500 15.07778 15.02353 133.4 168.0 23
## 3963 Graduate 9500 13.38333 13.38333 127.3 132.0 20
## 3964 Graduate 171 13.25000 13.09091 131.8 133.1 20
## 3965 Dropout 9238 11.71429 10.66667 114.8 120.0 19
## 3966 Graduate 9500 13.01125 13.01125 132.8 150.0 18
## 3967 Dropout 9003 10.66667 12.00000 140.0 140.0 21
## 3968 Enrolled 9500 0.00000 0.00000 108.3 103.0 20
## 3969 Graduate 9085 13.00000 12.66667 150.0 150.0 22
## 3970 Graduate 9991 12.00000 11.40000 160.0 160.0 26
## 3971 Graduate 9070 12.16667 13.80000 131.7 131.0 20
## 3972 Graduate 9500 11.85000 13.65000 112.6 114.0 19
## 3973 Graduate 9991 11.00000 11.20000 111.1 120.0 31
## 3974 Graduate 9500 12.32778 11.73600 127.5 140.0 20
## 3975 Graduate 9085 12.00000 13.42857 120.2 130.0 20
## 3976 Graduate 9500 14.42857 14.51111 118.9 121.0 21
## 3977 Graduate 9500 13.78000 12.61250 119.9 130.0 18
## 3978 Graduate 9500 13.80000 13.80000 127.3 141.0 19
## 3979 Graduate 9853 14.85714 15.14286 127.9 131.0 18
## 3980 Enrolled 9773 13.00000 12.60000 133.0 133.1 40
## 3981 Graduate 9238 12.14286 13.33333 114.6 117.0 18
## 3982 Graduate 9085 15.66667 14.83333 144.5 151.0 18
## 3983 Graduate 9500 12.50000 12.16667 125.4 131.0 19
## 3984 Graduate 9238 12.83333 13.16667 145.0 145.0 19
## 3985 Dropout 9003 0.00000 0.00000 138.1 135.0 28
## 3986 Graduate 9070 12.50000 12.66667 124.6 119.0 20
## 3987 Graduate 9773 11.25000 13.00000 130.8 122.0 18
## 3988 Graduate 9500 15.25000 15.25000 140.5 155.0 18
## 3989 Graduate 9085 14.00000 12.00000 124.1 123.0 20
## 3990 Graduate 9238 12.07692 12.09091 118.4 130.0 28
## 3991 Graduate 9853 14.62500 14.88889 128.2 133.1 23
## 3992 Dropout 9853 10.50000 10.50000 109.5 114.0 19
## 3993 Graduate 9238 12.83333 12.16667 131.1 137.0 18
## 3994 Graduate 9773 12.50000 11.80000 137.9 161.0 20
## 3995 Graduate 171 11.23077 12.77778 128.2 133.1 20
## 3996 Dropout 9991 10.50000 0.00000 126.5 133.1 27
## 3997 Dropout 9853 12.00000 12.00000 120.0 128.0 18
## 3998 Graduate 9556 10.98571 12.30000 123.0 133.1 37
## 3999 Dropout 9500 12.62000 14.16667 130.0 130.0 42
## 4000 Dropout 9500 13.00000 14.21250 141.1 147.0 20
## 4001 Dropout 9119 0.00000 0.00000 140.0 140.0 34
## 4002 Dropout 9119 0.00000 0.00000 133.6 140.0 22
## 4003 Graduate 9254 13.50000 13.33333 123.5 133.1 39
## 4004 Graduate 9500 13.51667 13.51667 136.3 141.0 18
## 4005 Graduate 9070 13.16667 13.28571 123.5 128.0 21
## 4006 Dropout 9085 0.00000 0.00000 112.0 150.0 34
## 4007 Graduate 9003 13.12500 13.00000 160.0 160.0 22
## 4008 Dropout 9003 14.40000 0.00000 110.0 133.1 31
## 4009 Dropout 9853 12.00000 0.00000 116.8 128.0 19
## 4010 Dropout 9254 0.00000 0.00000 109.5 114.0 19
## 4011 Dropout 9556 0.00000 0.00000 100.0 133.1 31
## 4012 Enrolled 9147 10.80000 10.50000 117.3 126.0 19
## 4013 Dropout 9670 0.00000 0.00000 130.0 133.1 30
## 4014 Graduate 9500 16.13143 15.52222 137.8 129.0 20
## 4015 Graduate 9500 14.83857 14.80000 136.5 140.0 18
## 4016 Dropout 9991 10.33333 12.00000 138.7 133.1 31
## 4017 Dropout 9254 12.00000 11.25000 124.9 134.0 19
## 4018 Dropout 8014 0.00000 0.00000 140.0 133.1 43
## 4019 Graduate 9254 13.16667 14.00000 122.6 132.0 20
## 4020 Graduate 9500 13.94750 13.94750 129.5 131.0 19
## 4021 Dropout 9670 11.33333 0.00000 155.0 133.1 22
## 4022 Graduate 8014 12.75000 12.28571 100.0 133.1 26
## 4023 Graduate 9147 12.60000 11.25000 137.6 160.0 19
## 4024 Dropout 9500 12.25000 12.25000 120.0 120.0 29
## 4025 Enrolled 9556 0.00000 11.66667 114.0 114.0 20
## 4026 Enrolled 9991 11.00000 11.40000 139.0 140.0 38
## 4027 Graduate 9003 11.83333 12.70000 110.0 100.0 41
## 4028 Dropout 9500 13.06667 13.06667 128.5 139.0 19
## 4029 Graduate 9070 13.83333 13.87500 132.2 136.0 19
## 4030 Dropout 9500 13.83333 0.00000 130.0 130.0 43
## 4031 Graduate 9130 11.80000 13.20000 129.3 145.0 19
## 4032 Enrolled 171 13.33333 12.81818 128.2 133.1 19
## 4033 Graduate 9500 13.74625 13.74625 130.3 146.0 18
## 4034 Dropout 171 0.00000 0.00000 162.5 159.0 19
## 4035 Dropout 8014 0.00000 0.00000 130.0 133.1 38
## 4036 Dropout 9130 0.00000 0.00000 110.0 110.0 37
## 4037 Graduate 9670 13.33333 14.50000 142.3 120.0 26
## 4038 Enrolled 9238 10.00000 11.40000 122.0 130.0 21
## 4039 Graduate 9085 15.66667 15.28571 153.6 158.0 18
## 4040 Graduate 9853 11.85714 11.85714 112.9 122.0 18
## 4041 Graduate 9085 14.50000 13.60000 124.1 140.0 18
## 4042 Graduate 9238 12.16667 13.71429 129.7 136.0 19
## 4043 Graduate 9773 12.60000 12.00000 110.0 111.0 18
## 4044 Enrolled 9500 12.28571 12.28571 136.3 145.0 18
## 4045 Graduate 9238 12.66667 13.00000 146.0 133.1 19
## 4046 Dropout 9500 0.00000 0.00000 129.9 140.0 19
## 4047 Graduate 9254 12.85714 13.00000 140.9 140.0 18
## 4048 Graduate 9500 13.90000 13.90000 135.5 156.0 18
## 4049 Graduate 9500 13.81714 13.81714 122.0 132.0 20
## 4050 Graduate 9556 13.31429 12.87500 140.0 140.0 22
## 4051 Dropout 9130 0.00000 0.00000 163.0 164.0 18
## 4052 Graduate 9254 12.16667 12.16667 107.4 113.0 19
## 4053 Dropout 9254 11.25000 11.33333 114.3 122.0 20
## 4054 Enrolled 9070 12.40000 12.75000 140.8 150.0 19
## 4055 Graduate 9773 14.66667 14.57143 126.3 135.0 20
## 4056 Dropout 9085 12.00000 12.00000 110.0 133.1 28
## 4057 Graduate 9085 14.00000 12.66667 126.2 122.0 19
## 4058 Enrolled 9003 12.57143 13.66667 140.0 140.0 22
## 4059 Graduate 9085 15.53846 12.62500 123.0 138.0 19
## 4060 Dropout 9773 0.00000 0.00000 157.0 130.0 18
## 4061 Graduate 9130 15.00000 14.83333 149.7 157.0 18
## 4062 Graduate 9130 12.25000 13.28571 140.0 140.0 22
## 4063 Graduate 9085 15.69231 15.55556 170.0 170.0 20
## 4064 Graduate 9991 12.28571 12.75000 130.2 150.0 24
## 4065 Enrolled 171 11.83333 11.25000 135.5 146.0 22
## 4066 Enrolled 8014 12.16667 14.00000 118.3 120.0 20
## 4067 Graduate 9556 11.88889 11.95625 116.3 118.0 20
## 4068 Dropout 8014 0.00000 0.00000 120.0 120.0 35
## 4069 Graduate 9670 11.80000 12.60000 154.7 154.0 18
## 4070 Graduate 9238 11.16667 11.66667 132.7 139.0 19
## 4071 Graduate 9500 14.05714 14.60000 130.8 136.0 18
## 4072 Dropout 9254 11.75000 10.00000 122.7 130.0 18
## 4073 Enrolled 9238 13.16667 13.00000 130.0 133.1 31
## 4074 Graduate 9238 13.50000 14.00000 123.6 133.0 19
## 4075 Graduate 9500 12.62500 13.06250 116.5 143.0 20
## 4076 Dropout 9085 0.00000 0.00000 111.1 117.0 21
## 4077 Graduate 9500 13.97143 13.97143 136.3 145.0 18
## 4078 Dropout 9070 11.00000 0.00000 129.8 134.0 18
## 4079 Graduate 9991 12.80000 15.33333 134.7 170.0 33
## 4080 Enrolled 9670 13.57143 12.80000 131.8 143.0 18
## 4081 Dropout 171 0.00000 0.00000 126.8 140.0 18
## 4082 Enrolled 9085 11.50000 11.00000 130.7 131.0 21
## 4083 Enrolled 9254 11.25000 12.00000 109.8 115.0 19
## 4084 Graduate 9991 13.71429 13.14286 133.9 130.0 28
## 4085 Dropout 9147 0.00000 0.00000 109.9 130.0 29
## 4086 Dropout 9130 12.00000 14.66667 160.0 160.0 36
## 4087 Graduate 8014 12.66667 13.33333 106.5 133.1 32
## 4088 Enrolled 9500 13.29000 13.29000 120.0 130.0 25
## 4089 Enrolled 9991 10.37500 10.44444 107.8 140.0 33
## 4090 Dropout 8014 12.00000 13.00000 100.0 133.1 34
## 4091 Graduate 8014 11.40000 11.16667 112.5 150.0 33
## 4092 Dropout 9991 13.25000 12.60000 135.5 140.0 29
## 4093 Dropout 9500 13.86167 0.00000 145.0 145.0 18
## 4094 Graduate 9773 12.16667 12.14286 119.0 126.0 18
## 4095 Graduate 9238 13.75000 14.50000 130.0 130.0 38
## 4096 Graduate 9500 15.43333 15.43333 126.3 135.0 19
## 4097 Graduate 8014 13.83333 15.50000 113.5 133.1 39
## 4098 Graduate 9991 11.83333 11.36364 120.0 120.0 37
## 4099 Dropout 9556 0.00000 0.00000 111.3 120.0 32
## 4100 Dropout 9238 0.00000 0.00000 130.2 147.0 18
## 4101 Enrolled 9556 12.33333 12.62500 140.2 149.0 20
## 4102 Graduate 9070 11.16667 12.16667 113.9 124.0 20
## 4103 Graduate 9085 14.66667 12.42857 99.0 133.1 23
## 4104 Enrolled 9147 11.20000 11.75000 124.0 125.0 19
## 4105 Graduate 9238 13.71429 14.16667 138.9 141.0 18
## 4106 Graduate 9147 12.80000 11.44444 130.0 131.0 19
## 4107 Graduate 9773 13.25000 11.80000 120.8 118.0 20
## 4108 Dropout 9500 13.78000 13.78000 127.8 129.0 19
## 4109 Graduate 9500 15.11000 15.11000 126.0 136.0 19
## 4110 Graduate 9238 11.00000 11.20000 126.0 134.0 18
## 4111 Graduate 9500 15.79857 15.79857 138.5 153.0 20
## 4112 Graduate 9500 13.77571 15.60000 119.4 119.0 20
## 4113 Graduate 9500 12.16000 12.16000 101.5 140.0 24
## 4114 Dropout 9556 0.00000 0.00000 101.5 133.1 24
## 4115 Graduate 9773 14.33333 15.50000 126.2 130.0 20
## 4116 Enrolled 9070 11.83333 13.33333 129.8 128.0 20
## 4117 Enrolled 9085 14.83333 12.50000 138.4 145.0 18
## 4118 Graduate 9500 14.20000 14.20000 129.3 146.0 18
## 4119 Graduate 9085 12.20000 13.20000 113.1 119.0 21
## 4120 Graduate 9853 13.00000 13.66667 144.3 160.0 18
## 4121 Graduate 9500 12.48571 12.48571 141.0 144.0 19
## 4122 Graduate 9085 17.00000 16.28571 130.0 130.0 22
## 4123 Graduate 9238 10.80000 10.16667 117.5 122.0 19
## 4124 Graduate 9500 14.71667 14.71667 131.8 153.0 18
## 4125 Enrolled 9085 13.50000 11.40000 133.7 147.0 19
## 4126 Enrolled 9500 11.97143 11.97143 115.4 121.0 24
## 4127 Enrolled 9085 12.00000 13.50000 129.1 134.0 19
## 4128 Graduate 8014 12.33333 11.66667 135.5 133.0 34
## 4129 Graduate 9085 15.30769 13.87500 112.4 118.0 19
## 4130 Graduate 9500 12.66667 12.66667 130.8 137.0 18
## 4131 Graduate 9500 14.36800 14.44875 131.6 143.0 19
## 4132 Graduate 9500 12.08429 12.08429 140.8 123.0 25
## 4133 Enrolled 9085 12.25000 12.20000 140.0 140.0 21
## 4134 Enrolled 9254 12.20000 11.60000 114.2 118.0 18
## 4135 Graduate 9238 11.00000 11.50000 127.3 142.0 18
## 4136 Graduate 8014 12.80000 11.00000 115.0 115.0 28
## 4137 Graduate 9500 11.85714 11.85714 118.8 131.0 18
## 4138 Graduate 9254 12.28571 13.00000 125.0 130.0 41
## 4139 Dropout 9853 12.33333 13.50000 111.5 133.1 18
## 4140 Graduate 9238 11.25000 11.40000 124.2 134.0 21
## 4141 Dropout 9238 0.00000 0.00000 130.0 130.0 41
## 4142 Dropout 9070 16.00000 16.00000 120.0 133.1 32
## 4143 Graduate 8014 11.66667 11.00000 110.0 114.0 29
## 4144 Enrolled 9556 12.40000 12.15000 113.3 130.0 24
## 4145 Enrolled 9556 10.74444 11.83750 123.5 128.0 22
## 4146 Dropout 9238 0.00000 0.00000 101.0 133.1 21
## 4147 Dropout 9500 12.00000 12.56250 120.9 133.1 39
## 4148 Enrolled 9085 12.75000 10.00000 154.6 140.0 44
## 4149 Enrolled 9147 10.00000 11.00000 120.2 117.0 20
## 4150 Graduate 9500 13.41739 13.41739 146.5 139.0 21
## 4151 Graduate 9773 15.16667 14.85714 160.1 159.0 18
## 4152 Graduate 9003 13.83333 12.50000 150.0 140.0 34
## 4153 Graduate 9085 13.33333 14.80000 135.8 140.0 18
## 4154 Enrolled 171 0.00000 0.00000 143.8 135.0 19
## 4155 Dropout 9853 11.66667 10.66667 116.8 121.0 18
## 4156 Graduate 9085 15.00000 13.42857 113.9 124.0 19
## 4157 Enrolled 9500 13.24286 13.24286 118.0 131.0 18
## 4158 Dropout 9130 13.00000 12.50000 150.2 160.0 19
## 4159 Graduate 9500 13.07500 12.05000 115.1 120.0 19
## 4160 Graduate 9670 13.50000 13.66667 131.3 140.0 18
## 4161 Graduate 9991 11.80000 12.33333 120.0 120.0 23
## 4162 Enrolled 9254 12.60000 11.80000 110.3 118.0 18
## 4163 Dropout 9853 12.16667 11.00000 100.0 133.1 33
## 4164 Graduate 9238 12.16667 11.00000 110.7 111.0 19
## 4165 Dropout 171 0.00000 0.00000 143.4 140.0 21
## 4166 Graduate 9500 13.55714 13.20000 115.9 125.0 18
## 4167 Enrolled 9991 12.25000 11.80000 145.0 133.1 21
## 4168 Graduate 9070 14.33333 13.50000 140.9 136.0 19
## 4169 Graduate 9773 10.50000 11.75000 108.4 115.0 20
## 4170 Dropout 9773 0.00000 0.00000 114.3 116.0 20
## 4171 Enrolled 9853 12.75000 11.33333 110.0 110.0 20
## 4172 Enrolled 9238 0.00000 11.00000 121.7 135.0 18
## 4173 Enrolled 9147 14.00000 14.00000 123.7 131.0 18
## 4174 Graduate 9500 14.09333 15.00000 116.5 124.0 20
## 4175 Graduate 9238 13.33333 13.16667 155.0 163.0 21
## 4176 Graduate 9500 12.07143 12.07143 129.3 137.0 19
## 4177 Graduate 9254 12.66667 12.50000 121.7 128.0 18
## 4178 Enrolled 9085 12.12500 12.00000 148.2 133.1 27
## 4179 Graduate 9500 13.20000 13.25750 125.5 133.1 21
## 4180 Graduate 9500 14.15000 14.51125 131.9 148.0 18
## 4181 Enrolled 9853 13.50000 10.66667 121.8 127.0 18
## 4182 Dropout 9853 0.00000 0.00000 107.7 110.0 28
## 4183 Dropout 9556 12.20000 11.40000 115.5 133.1 36
## 4184 Graduate 9085 14.80000 14.00000 139.8 145.0 20
## 4185 Graduate 9238 11.00000 11.40000 133.2 136.0 19
## 4186 Enrolled 9991 0.00000 0.00000 118.4 131.0 20
## 4187 Enrolled 9085 14.00000 11.75000 123.3 138.0 19
## 4188 Graduate 8014 11.83333 13.00000 134.5 150.0 28
## 4189 Graduate 9670 11.75000 11.80000 110.6 112.0 20
## 4190 Graduate 9254 12.33333 12.00000 154.0 154.0 28
## 4191 Dropout 9991 11.66667 11.83333 160.0 160.0 24
## 4192 Enrolled 9085 12.66667 11.50000 140.0 140.0 20
## 4193 Enrolled 9853 12.25000 11.60000 132.5 150.0 22
## 4194 Graduate 9254 11.28571 13.50000 127.7 141.0 18
## 4195 Dropout 9147 11.50000 0.00000 117.5 122.0 22
## 4196 Graduate 9254 11.66667 12.25000 127.0 120.0 18
## 4197 Graduate 9500 13.51429 13.51429 125.5 139.0 21
## 4198 Graduate 9773 13.00000 13.71429 140.5 138.0 19
## 4199 Enrolled 9853 15.00000 10.25000 118.3 119.0 22
## 4200 Graduate 9500 12.74429 12.74429 120.8 129.0 20
## 4201 Graduate 9147 11.75000 11.80000 95.0 133.1 20
## 4202 Graduate 8014 12.16667 11.66667 122.2 125.0 19
## 4203 Enrolled 171 0.00000 0.00000 143.9 125.0 20
## 4204 Graduate 9070 13.40000 12.37500 127.2 137.0 20
## 4205 Dropout 9238 11.80000 11.50000 120.2 123.0 20
## 4206 Graduate 9500 13.53333 13.53333 134.8 154.0 19
## 4207 Graduate 9254 14.16667 14.00000 142.6 144.0 18
## 4208 Graduate 9500 14.65286 14.75556 147.9 153.0 18
## 4209 Dropout 171 0.00000 0.00000 160.4 152.0 19
## 4210 Graduate 9147 13.60000 13.00000 134.6 150.0 20
## 4211 Graduate 9254 12.83333 13.25000 121.0 129.0 22
## 4212 Graduate 9238 14.66667 15.16667 142.7 150.0 18
## 4213 Graduate 9773 13.33333 14.66667 115.6 125.0 19
## 4214 Graduate 9238 13.40000 11.40000 130.0 133.1 20
## 4215 Graduate 9500 13.31250 15.63750 124.3 140.0 19
## 4216 Dropout 171 0.00000 0.00000 137.9 140.0 18
## 4217 Dropout 9773 0.00000 0.00000 100.0 133.1 20
## 4218 Graduate 9773 12.33333 13.50000 128.2 132.0 19
## 4219 Enrolled 9773 13.50000 13.33333 135.0 135.0 18
## 4220 Graduate 9238 13.00000 11.83333 121.0 135.0 18
## 4221 Dropout 9670 12.50000 0.00000 147.0 133.1 22
## 4222 Graduate 9238 17.00000 16.00000 149.5 168.0 18
## 4223 Graduate 9238 13.50000 13.00000 144.4 143.0 20
## 4224 Graduate 9254 12.71429 11.83333 116.0 116.0 19
## 4225 Graduate 9500 13.00000 13.92727 120.7 134.0 19
## 4226 Graduate 9238 12.57143 13.50000 141.8 140.0 21
## 4227 Dropout 8014 11.50000 11.50000 119.7 133.0 19
## 4228 Graduate 9238 13.50000 13.28571 118.4 125.0 19
## 4229 Enrolled 8014 13.60000 13.00000 134.5 133.1 45
## 4230 Dropout 9085 12.00000 0.00000 128.2 133.1 28
## 4231 Graduate 9500 14.95000 14.73750 115.0 137.0 28
## 4232 Enrolled 9991 11.25000 12.00000 130.0 140.0 25
## 4233 Dropout 9670 10.66667 12.25000 120.7 134.0 19
## 4234 Graduate 9500 14.99286 14.99286 130.5 139.0 19
## 4235 Enrolled 9147 10.50000 11.25000 107.4 113.0 20
## 4236 Enrolled 9238 11.25000 11.00000 100.0 133.1 22
## 4237 Graduate 9773 12.33333 14.00000 125.0 132.0 20
## 4238 Enrolled 9500 13.01667 13.01667 121.5 127.0 20
## 4239 Dropout 9085 11.33333 11.50000 127.2 123.0 20
## 4240 Graduate 9085 16.14286 14.66667 160.0 130.0 27
## 4241 Graduate 9085 14.83333 13.83333 120.0 125.0 22
## 4242 Dropout 9500 13.32714 13.32714 141.5 140.0 19
## 4243 Dropout 9238 11.00000 11.50000 111.4 111.0 19
## 4244 Enrolled 9070 11.71429 10.37500 136.6 132.0 18
## 4245 Dropout 171 12.33333 12.72727 154.6 150.0 19
## 4246 Dropout 9853 0.00000 0.00000 111.4 118.0 20
## 4247 Dropout 9991 11.91667 11.25000 120.1 150.0 39
## 4248 Graduate 8014 11.83333 11.00000 100.0 100.0 37
## 4249 Dropout 9500 12.33333 11.66667 140.0 130.0 30
## 4250 Graduate 9991 14.30000 14.20000 130.0 130.0 41
## 4251 Dropout 9500 11.83200 11.83200 100.0 133.1 40
## 4252 Dropout 9147 10.00000 0.00000 106.1 112.0 20
## 4253 Graduate 9991 12.00000 11.60000 151.4 144.0 28
## 4254 Dropout 9853 12.20000 0.00000 113.7 120.0 19
## 4255 Dropout 9670 11.33333 11.25000 116.5 121.0 23
## 4256 Dropout 8014 13.84615 12.55556 120.0 120.0 18
## 4257 Graduate 9500 12.41286 12.41286 122.0 100.0 24
## 4258 Enrolled 9670 12.66667 12.75000 117.1 115.0 21
## 4259 Graduate 9500 12.54571 12.54571 120.8 123.0 19
## 4260 Dropout 9773 13.00000 14.00000 141.4 134.0 19
## 4261 Dropout 9003 0.00000 0.00000 110.0 123.0 48
## 4262 Dropout 9991 12.22222 13.00000 120.0 120.0 38
## 4263 Graduate 9147 13.28571 13.00000 120.2 131.0 19
## 4264 Dropout 9991 11.66667 11.00000 138.4 133.1 30
## 4265 Graduate 9003 13.55556 12.66667 150.0 150.0 24
## 4266 Graduate 9773 13.16667 12.42857 121.8 134.0 19
## 4267 Enrolled 171 0.00000 0.00000 140.0 140.0 21
## 4268 Graduate 9254 11.66667 12.20000 116.3 117.0 21
## 4269 Dropout 9991 11.00000 12.25000 131.5 143.0 19
## 4270 Enrolled 9070 13.00000 10.00000 141.0 142.0 18
## 4271 Graduate 9070 13.66667 12.00000 138.0 132.0 18
## 4272 Dropout 9119 14.60000 15.20000 127.5 138.0 19
## 4273 Graduate 9500 12.51429 12.51429 127.0 131.0 19
## 4274 Enrolled 9085 14.00000 12.66667 118.9 123.0 18
## 4275 Enrolled 9254 13.16667 12.60000 134.5 131.0 25
## 4276 Enrolled 9119 13.00000 12.33333 133.0 141.0 18
## 4277 Dropout 9147 13.00000 0.00000 114.0 133.1 29
## 4278 Dropout 9119 10.00000 13.66667 116.7 116.0 21
## 4279 Graduate 9773 14.33333 15.33333 125.1 123.0 18
## 4280 Dropout 9254 0.00000 0.00000 137.2 133.0 20
## 4281 Dropout 9991 11.00000 0.00000 111.4 133.1 27
## 4282 Enrolled 9085 11.25000 0.00000 105.0 133.1 21
## 4283 Dropout 9147 10.75000 10.57143 124.3 140.0 20
## 4284 Dropout 9147 11.00000 0.00000 132.0 100.0 28
## 4285 Enrolled 9556 10.85714 11.85714 110.0 130.0 24
## 4286 Enrolled 9147 11.75000 11.00000 134.7 134.0 22
## 4287 Graduate 9085 12.80000 13.66667 136.8 134.0 20
## 4288 Graduate 9085 12.33333 11.40000 160.0 160.0 21
## 4289 Dropout 9003 11.33333 13.00000 130.0 130.0 23
## 4290 Graduate 9238 11.60000 11.16667 128.8 141.0 18
## 4291 Graduate 171 10.92308 12.18182 148.4 147.0 20
## 4292 Graduate 171 0.00000 0.00000 130.4 137.0 19
## 4293 Graduate 9500 13.62857 13.91250 126.0 130.0 32
## 4294 Dropout 9254 10.33333 11.00000 118.7 119.0 20
## 4295 Graduate 9003 13.73684 13.75000 120.0 130.0 32
## 4296 Enrolled 9003 11.62500 11.00000 120.0 130.0 28
## 4297 Graduate 9070 11.50000 12.14286 116.3 120.0 21
## 4298 Graduate 9773 14.00000 13.00000 133.9 130.0 19
## 4299 Dropout 9991 11.33333 0.00000 150.3 150.0 24
## 4300 Dropout 9147 10.00000 10.00000 118.3 120.0 18
## 4301 Graduate 9003 11.71429 12.00000 130.0 130.0 20
## 4302 Dropout 171 0.00000 0.00000 140.0 140.0 25
## 4303 Dropout 9147 10.76923 11.83333 110.4 130.0 25
## 4304 Dropout 9773 11.60000 12.00000 139.7 147.0 18
## 4305 Dropout 9147 13.75000 0.00000 138.3 148.0 19
## 4306 Dropout 9147 11.00000 10.50000 123.2 133.0 18
## 4307 Dropout 9147 0.00000 0.00000 120.0 135.0 25
## 4308 Dropout 171 0.00000 0.00000 127.0 116.0 38
## 4309 Dropout 171 0.00000 0.00000 114.2 110.0 19
## 4310 Graduate 9773 12.33333 13.20000 119.7 133.0 19
## 4311 Graduate 9085 13.42857 13.62500 150.0 150.0 22
## 4312 Enrolled 9119 0.00000 10.00000 123.5 135.0 18
## 4313 Dropout 9991 14.75000 15.00000 130.0 130.0 32
## 4314 Graduate 9853 12.47619 12.21053 124.6 130.0 37
## 4315 Dropout 9119 0.00000 0.00000 119.4 132.0 21
## 4316 Dropout 9254 11.66667 12.50000 121.9 125.0 18
## 4317 Graduate 9070 12.00000 13.57143 110.0 118.0 19
## 4318 Graduate 9670 12.00000 14.00000 118.7 118.0 19
## 4319 Graduate 171 15.25000 15.00000 163.1 161.0 19
## 4320 Graduate 9773 12.40000 13.16667 121.7 136.0 19
## 4321 Enrolled 9147 12.33333 11.25000 135.0 135.0 21
## 4322 Enrolled 9991 11.50000 12.00000 147.9 147.0 28
## 4323 Dropout 9773 12.20000 11.75000 118.1 124.0 19
## 4324 Dropout 9991 10.50000 0.00000 105.3 133.1 28
## 4325 Graduate 9500 14.40000 14.40000 139.8 141.0 19
## 4326 Graduate 8014 12.84615 12.80000 130.0 130.0 32
## 4327 Dropout 8014 12.00000 13.20000 127.5 110.0 26
## 4328 Dropout 9147 0.00000 0.00000 120.0 133.1 25
## 4329 Dropout 9853 13.66667 13.50000 124.2 130.0 31
## 4330 Graduate 9238 11.85714 11.66667 113.4 120.0 20
## 4331 Dropout 9238 0.00000 0.00000 118.0 133.1 19
## 4332 Dropout 171 0.00000 0.00000 130.0 145.0 23
## 4333 Graduate 9238 13.20000 11.33333 135.9 131.0 18
## 4334 Dropout 9238 12.71429 11.00000 135.8 147.0 19
## 4335 Graduate 9254 12.50000 12.66667 133.1 138.0 18
## 4336 Enrolled 9147 10.66667 12.50000 118.8 123.0 21
## 4337 Enrolled 9773 17.00000 17.00000 117.1 129.0 20
## 4338 Graduate 9085 13.00000 13.25000 114.5 125.0 24
## 4339 Enrolled 9670 12.66667 12.50000 127.2 131.0 18
## 4340 Graduate 9500 13.29167 13.29167 130.0 100.0 25
## 4341 Graduate 9085 11.66667 11.50000 116.1 120.0 20
## 4342 Graduate 9500 14.24000 14.24000 130.5 145.0 18
## 4343 Dropout 9670 13.00000 11.33333 104.0 120.0 24
## 4344 Enrolled 9500 14.06000 12.57143 128.5 140.0 18
## 4345 Dropout 9238 11.83333 13.20000 126.0 134.0 21
## 4346 Graduate 9773 12.83333 13.33333 141.1 140.0 18
## 4347 Dropout 9254 10.00000 0.00000 102.8 107.0 20
## 4348 Dropout 9147 11.00000 10.00000 129.2 133.0 19
## 4349 Graduate 9500 14.10571 13.66250 119.3 127.0 20
## 4350 Graduate 9500 12.47143 12.47143 126.3 141.0 20
## 4351 Graduate 9085 11.83333 11.85714 140.0 140.0 20
## 4352 Graduate 9070 12.50000 12.83333 131.5 150.0 20
## 4353 Dropout 9853 11.66667 12.33333 137.6 140.0 18
## 4354 Graduate 171 0.00000 0.00000 142.8 141.0 18
## 4355 Enrolled 9991 10.33333 12.80000 146.2 150.0 30
## 4356 Graduate 9085 16.16667 14.28571 162.1 160.0 18
## 4357 Dropout 9085 12.66667 0.00000 140.0 133.1 35
## 4358 Dropout 8014 10.50000 12.33333 120.0 133.1 31
## 4359 Dropout 9254 11.50000 11.00000 133.3 134.0 19
## 4360 Graduate 9238 13.00000 13.40000 124.8 130.0 19
## 4361 Graduate 9500 11.96667 11.96667 133.3 140.0 19
## 4362 Graduate 9500 13.34750 13.34750 141.8 145.0 19
## 4363 Graduate 9085 12.00000 12.50000 128.2 133.0 21
## 4364 Dropout 9853 10.50000 0.00000 115.0 133.1 18
## 4365 Enrolled 9238 11.50000 10.75000 123.6 132.0 18
## 4366 Graduate 171 0.00000 0.00000 120.2 117.0 19
## 4367 Graduate 9670 13.57143 14.00000 127.0 127.0 18
## 4368 Graduate 9085 14.70000 12.00000 120.4 134.0 18
## 4369 Dropout 9991 0.00000 0.00000 120.0 120.0 25
## 4370 Enrolled 9500 11.83333 11.83333 120.0 136.0 18
## 4371 Graduate 171 0.00000 0.00000 133.9 137.0 19
## 4372 Graduate 9500 13.17571 14.92500 113.5 118.0 18
## 4373 Dropout 9003 0.00000 0.00000 126.1 130.0 24
## 4374 Enrolled 9238 13.00000 10.83333 121.2 124.0 19
## 4375 Graduate 9500 13.74286 13.74286 150.0 150.0 29
## 4376 Dropout 9991 0.00000 0.00000 100.0 161.0 27
## 4377 Graduate 9500 12.21714 12.11875 127.3 143.0 18
## 4378 Dropout 9991 11.07143 11.33333 103.8 130.0 28
## 4379 Graduate 9853 13.42857 13.25000 131.0 133.1 32
## 4380 Dropout 9991 11.40000 13.66667 133.9 110.0 30
## 4381 Dropout 9500 11.32500 11.32500 140.0 140.0 29
## 4382 Enrolled 9238 0.00000 0.00000 121.4 145.0 20
## 4383 Graduate 9500 15.00000 15.00000 122.0 131.0 19
## 4384 Graduate 8014 13.16667 15.62500 150.5 141.0 29
## 4385 Dropout 9238 11.00000 10.50000 139.4 145.0 27
## 4386 Dropout 9238 0.00000 0.00000 112.6 122.0 19
## 4387 Dropout 9670 12.33333 12.50000 115.2 118.0 21
## 4388 Dropout 9991 12.25000 10.16667 131.8 150.0 29
## 4389 Dropout 9147 11.92308 12.50000 122.8 120.0 42
## 4390 Graduate 9238 14.33333 14.14286 156.2 167.0 18
## 4391 Graduate 9085 12.00000 13.00000 132.0 150.0 24
## 4392 Enrolled 9500 13.76111 12.06375 130.0 130.0 32
## 4393 Enrolled 9147 11.25000 11.00000 138.4 151.0 18
## 4394 Graduate 9991 12.33333 10.66667 146.2 120.0 27
## 4395 Graduate 9500 14.88875 14.88875 166.0 168.0 18
## 4396 Dropout 9773 12.16667 12.40000 133.1 153.0 19
## 4397 Graduate 9773 12.66667 13.33333 121.9 131.0 18
## 4398 Enrolled 9853 12.60000 11.66667 110.4 116.0 21
## 4399 Graduate 9147 13.00000 12.25000 121.4 160.0 26
## 4400 Graduate 9254 13.87500 14.33333 137.0 152.0 22
## 4401 Dropout 9991 10.75000 13.33333 140.0 133.1 37
## 4402 Dropout 9085 14.66667 0.00000 140.0 150.0 24
## 4403 Enrolled 9853 12.60000 13.00000 126.8 168.0 18
## 4404 Graduate 9500 12.41250 11.26250 124.8 137.0 19
## 4405 Dropout 9130 11.00000 10.50000 120.0 133.1 28
## 4406 Graduate 9500 14.31429 14.31429 133.0 160.0 18
## 4407 Enrolled 9070 12.00000 11.33333 127.5 145.0 20
## 4408 Graduate 9773 12.83333 13.28571 131.7 138.0 18
## 4409 Dropout 9773 11.40000 11.66667 133.0 100.0 47
## 4410 Graduate 9991 14.60000 14.33333 122.7 140.0 38
## 4411 Graduate 9070 13.50000 12.50000 121.2 124.0 20
## 4412 Dropout 9130 12.50000 13.33333 150.0 150.0 21
## 4413 Enrolled 9070 13.00000 12.20000 133.4 125.0 19
## 4414 Enrolled 33 11.60000 13.00000 121.2 143.0 25
## 4415 Graduate 9130 11.80000 11.60000 129.3 137.0 18
## 4416 Dropout 9500 12.33333 11.08333 117.8 133.1 46
## 4417 Graduate 9500 12.62500 12.62500 131.3 136.0 23
## 4418 Graduate 9070 13.83333 13.50000 133.8 132.0 20
## 4419 Graduate 9070 12.50000 13.14286 120.0 120.0 20
## 4420 Graduate 9773 13.60000 12.66667 122.2 125.0 19
## 4421 Dropout 9773 12.00000 11.00000 119.0 120.0 18
## 4422 Dropout 9500 14.91250 13.50000 149.5 154.0 30
## 4423 Graduate 9147 13.80000 12.00000 153.8 180.0 20
## 4424 Graduate 9773 11.66667 13.00000 152.0 152.0 22#Deskrpsi Data
summary(data_clean)## Target Prodi Grade_Sem1 Grade_Sem2 Admission
## Dropout :1421 9500 : 766 Min. : 0.00 Min. : 0.00 Min. : 95.0
## Enrolled: 794 9147 : 380 1st Qu.:11.00 1st Qu.:10.75 1st Qu.:117.9
## Graduate:2209 9238 : 355 Median :12.29 Median :12.20 Median :126.1
## 9085 : 337 Mean :10.64 Mean :10.23 Mean :127.0
## 9773 : 331 3rd Qu.:13.40 3rd Qu.:13.33 3rd Qu.:134.8
## 9670 : 268 Max. :18.88 Max. :18.57 Max. :190.0
## (Other):1987
## Prev_Grade Age
## Min. : 95.0 Min. :17.00
## 1st Qu.:125.0 1st Qu.:19.00
## Median :133.1 Median :20.00
## Mean :132.6 Mean :23.27
## 3rd Qu.:140.0 3rd Qu.:25.00
## Max. :190.0 Max. :70.00
## # rata-rata per kelompok
aggregate(cbind(Grade_Sem1, Grade_Sem2) ~ Target + Prodi, data = data_clean, mean)## Target Prodi Grade_Sem1 Grade_Sem2
## 1 Dropout 33 7.9100379 7.0937500
## 2 Enrolled 33 13.0690476 13.1833333
## 3 Graduate 33 13.1818182 11.6428571
## 4 Dropout 171 0.7384846 0.7308204
## 5 Enrolled 171 3.0421187 2.9127218
## 6 Graduate 171 2.8322570 2.9179417
## 7 Dropout 8014 6.5531987 4.4814330
## 8 Enrolled 8014 11.9880647 11.3276232
## 9 Graduate 8014 12.6461938 12.6024443
## 10 Dropout 9003 7.1824189 5.4571844
## 11 Enrolled 9003 10.6277300 10.1952995
## 12 Graduate 9003 13.4274666 13.1446389
## 13 Dropout 9070 9.1929943 6.6961251
## 14 Enrolled 9070 11.8429611 11.0883503
## 15 Graduate 9070 13.2645934 12.9554019
## 16 Dropout 9085 8.0500397 6.4650926
## 17 Enrolled 9085 12.0427725 11.8815238
## 18 Graduate 9085 13.7726825 13.3036108
## 19 Dropout 9119 6.4669490 6.3138587
## 20 Enrolled 9119 10.5039435 11.0934253
## 21 Graduate 9119 13.4928571 14.5039116
## 22 Dropout 9130 7.8144027 6.8190171
## 23 Enrolled 9130 12.5622449 12.6433107
## 24 Graduate 9130 13.0623536 13.5252834
## 25 Dropout 9147 7.2033741 5.8672189
## 26 Enrolled 9147 10.8820400 11.0336640
## 27 Graduate 9147 12.3583126 12.3881265
## 28 Dropout 9238 7.0336996 5.6988645
## 29 Enrolled 9238 10.6129121 10.6406593
## 30 Graduate 9238 12.4450861 12.6153224
## 31 Dropout 9254 7.3599950 5.8359375
## 32 Enrolled 9254 11.7813879 11.8634146
## 33 Graduate 9254 12.5770870 12.6552310
## 34 Dropout 9500 7.7456768 6.5340074
## 35 Enrolled 9500 12.3335341 12.0780147
## 36 Graduate 9500 13.5049655 13.6585203
## 37 Dropout 9556 8.5482468 4.7116162
## 38 Enrolled 9556 9.0527894 11.6557423
## 39 Graduate 9556 12.5768419 13.5068039
## 40 Dropout 9670 8.5597368 6.4178446
## 41 Enrolled 9670 12.2784970 12.2476687
## 42 Graduate 9670 13.0739143 13.3235651
## 43 Dropout 9773 8.7648751 6.5836162
## 44 Enrolled 9773 11.9987395 11.8137955
## 45 Graduate 9773 13.1513970 13.1951956
## 46 Dropout 9853 9.6398059 7.9823945
## 47 Enrolled 9853 12.4905238 11.9917857
## 48 Graduate 9853 13.3056182 13.1681305
## 49 Dropout 9991 6.3542818 6.2216238
## 50 Enrolled 9991 10.8685185 11.3408840
## 51 Graduate 9991 12.6725325 12.9937458Hasil analisis deskriptif menunjukkan bahwa variabel Grade Semester 1 dan Grade Semester 2 memiliki rata-rata yang relatif mendekati nilai tengah dengan penyebaran data yang cukup besar, yang ditunjukkan oleh nilai standar deviasi. Selain itu, rentang nilai minimum hingga maksimum menunjukkan adanya variasi performa akademik mahasiswa yang cukup signifikan. Hasil perhitungan rata-rata berdasarkan kelompok Target dan Prodi menunjukkan adanya perbedaan nilai rata-rata Grade Semester 1 dan Semester 2 antar kelompok. Hal ini menunjukkan bahwa variabel Target dan Prodi berpotensi memberikan pengaruh terhadap capaian akademik mahasiswa.
Uji Asumsi
library(MVN)## Registered S3 method overwritten by 'lme4':
## method from
## na.action.merMod carlibrary(biotools)## Loading required package: MASS##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## select## ---
## biotools version 4.3library(car)## Loading required package: carData##
## Attaching package: 'car'## The following object is masked from 'package:dplyr':
##
## recodelibrary(psych)##
## Attaching package: 'psych'## The following object is masked from 'package:car':
##
## logit## The following object is masked from 'package:MVN':
##
## mardia#normalitas multivariat
mvn(data_clean[, c("Grade_Sem1", "Grade_Sem2")])## $multivariate_normality
## Test Statistic p.value Method MVN
## 1 Henze-Zirkler 788.673 <0.001 asymptotic ✗ Not normal
##
## $univariate_normality
## Test Variable Statistic p.value Normality
## 1 Anderson-Darling Grade_Sem1 613.186 <0.001 ✗ Not normal
## 2 Anderson-Darling Grade_Sem2 592.843 <0.001 ✗ Not normal
##
## $descriptives
## Variable n Mean Std.Dev Median Min Max 25th 75th Skew Kurtosis
## 1 Grade_Sem1 4424 10.641 4.844 12.286 0 18.875 11.00 13.400 -1.568 3.906
## 2 Grade_Sem2 4424 10.230 5.211 12.200 0 18.571 10.75 13.333 -1.313 3.065
##
## $data
## Grade_Sem1 Grade_Sem2
## 1 0.00000 0.00000
## 2 14.00000 13.66667
## 3 0.00000 0.00000
## 4 13.42857 12.40000
## 5 12.33333 13.00000
## 6 11.85714 11.50000
## 7 13.30000 14.34500
## 8 0.00000 0.00000
## 9 13.87500 14.14286
## 10 11.40000 13.50000
## 11 12.33333 14.20000
## 12 13.21429 13.21429
## 13 0.00000 0.00000
## 14 10.57143 11.00000
## 15 13.25000 12.00000
## 16 13.20000 0.00000
## 17 12.00000 11.00000
## 18 13.30625 14.54500
## 19 12.50000 12.25000
## 20 11.66667 13.50000
## 21 0.00000 0.00000
## 22 11.43750 11.42500
## 23 12.85714 12.85714
## 24 13.37500 12.28571
## 25 13.29667 14.11429
## 26 11.60000 11.00000
## 27 11.37500 13.28571
## 28 12.66667 13.00000
## 29 12.00000 12.33333
## 30 12.93333 13.71667
## 31 11.85714 10.57143
## 32 12.83333 13.40000
## 33 11.33333 13.50000
## 34 12.66667 14.37500
## 35 12.40000 13.42857
## 36 0.00000 10.00000
## 37 0.00000 0.00000
## 38 10.00000 12.00000
## 39 11.00000 11.60000
## 40 11.66667 12.00000
## 41 12.75000 0.00000
## 42 14.80000 15.80000
## 43 13.92800 14.34286
## 44 13.00000 13.80000
## 45 0.00000 0.00000
## 46 11.50000 14.33333
## 47 11.66667 13.20000
## 48 13.51667 13.77143
## 49 11.50000 13.28571
## 50 12.33333 12.83333
## 51 13.66667 14.16667
## 52 11.83333 11.83333
## 53 14.00000 11.00000
## 54 14.71429 15.80000
## 55 10.60000 11.00000
## 56 13.04444 13.59500
## 57 0.00000 0.00000
## 58 13.00000 12.90000
## 59 14.93500 14.93500
## 60 0.00000 0.00000
## 61 13.13333 12.22143
## 62 12.00000 12.00000
## 63 0.00000 0.00000
## 64 11.40000 10.00000
## 65 0.00000 0.00000
## 66 11.90000 11.00000
## 67 0.00000 0.00000
## 68 12.57143 12.42857
## 69 11.20000 10.75000
## 70 12.00000 10.80000
## 71 0.00000 0.00000
## 72 11.97500 13.75000
## 73 0.00000 0.00000
## 74 11.66667 12.00000
## 75 12.33333 12.33333
## 76 10.33333 10.85714
## 77 10.50000 11.00000
## 78 13.66667 13.33333
## 79 14.84286 15.05556
## 80 12.00000 11.66667
## 81 12.20000 12.20000
## 82 0.00000 0.00000
## 83 12.16667 13.30000
## 84 12.00000 11.33333
## 85 11.00000 11.00000
## 86 13.08000 13.08000
## 87 10.50000 11.60000
## 88 10.66667 11.20000
## 89 14.00000 13.80000
## 90 10.00000 0.00000
## 91 0.00000 0.00000
## 92 14.00000 13.50000
## 93 12.00000 0.00000
## 94 12.66667 0.00000
## 95 11.87500 12.33333
## 96 14.00000 13.25000
## 97 13.66667 13.33333
## 98 13.75000 14.47778
## 99 14.20000 13.80000
## 100 11.96000 0.00000
## 101 12.87500 13.40000
## 102 0.00000 0.00000
## 103 0.00000 0.00000
## 104 14.63158 14.23077
## 105 0.00000 0.00000
## 106 13.00000 12.27273
## 107 0.00000 0.00000
## 108 14.20000 13.25000
## 109 13.26667 12.30000
## 110 11.66667 13.00000
## 111 13.85714 15.00000
## 112 13.00000 11.00000
## 113 13.40000 12.80000
## 114 12.66667 12.57143
## 115 12.51667 12.51667
## 116 11.61667 13.00000
## 117 10.00000 10.75000
## 118 10.33333 10.66667
## 119 13.14286 11.40000
## 120 12.60000 14.00000
## 121 11.00000 11.00000
## 122 10.80000 11.25000
## 123 0.00000 0.00000
## 124 12.80000 14.20000
## 125 14.16667 12.20000
## 126 12.10000 0.00000
## 127 14.16667 13.77778
## 128 12.80000 13.40000
## 129 13.00000 13.66667
## 130 13.46714 15.01111
## 131 13.23750 13.74286
## 132 12.33333 13.00000
## 133 12.40000 14.60000
## 134 14.00000 0.00000
## 135 11.66667 11.71429
## 136 12.00000 12.50000
## 137 12.20000 11.50000
## 138 14.83333 14.83333
## 139 13.18800 12.89286
## 140 17.12500 17.58750
## 141 12.66667 12.66667
## 142 12.66667 12.00000
## 143 0.00000 0.00000
## 144 11.33333 11.50000
## 145 13.60500 12.33125
## 146 12.00000 10.80000
## 147 0.00000 0.00000
## 148 11.20000 11.66667
## 149 13.37500 14.16667
## 150 13.86333 14.17857
## 151 0.00000 0.00000
## 152 12.40000 13.40000
## 153 12.33333 10.83333
## 154 13.33333 11.80000
## 155 12.66667 10.00000
## 156 12.00000 11.50000
## 157 10.60000 11.80000
## 158 12.25000 11.85714
## 159 11.00000 11.83333
## 160 11.00000 12.60000
## 161 13.16667 13.00000
## 162 12.85556 12.76111
## 163 14.91875 15.35500
## 164 11.50000 11.00000
## 165 14.20000 14.20000
## 166 12.50000 13.00000
## 167 0.00000 0.00000
## 168 11.66667 11.00000
## 169 14.25714 14.25714
## 170 12.00000 11.33333
## 171 11.25000 10.50000
## 172 12.45714 13.56250
## 173 11.68333 11.68333
## 174 11.66667 12.00000
## 175 11.75000 13.16667
## 176 11.66667 13.50000
## 177 13.20000 12.00000
## 178 11.95000 11.95000
## 179 12.40000 10.40000
## 180 14.35000 14.58333
## 181 12.61905 12.78947
## 182 12.66667 13.16667
## 183 12.00000 0.00000
## 184 12.16667 0.00000
## 185 0.00000 0.00000
## 186 10.00000 10.57143
## 187 11.50000 10.00000
## 188 13.05000 13.05000
## 189 11.00000 0.00000
## 190 11.50000 12.00000
## 191 12.00000 12.50000
## 192 10.00000 10.00000
## 193 0.00000 0.00000
## 194 0.00000 0.00000
## 195 12.24286 12.24286
## 196 0.00000 0.00000
## 197 12.93375 12.93375
## 198 0.00000 0.00000
## 199 12.57143 14.42857
## 200 11.81667 11.33333
## 201 13.75000 14.33333
## 202 11.16667 11.33333
## 203 12.32429 12.32429
## 204 12.16667 11.71429
## 205 11.14286 11.25000
## 206 11.00000 10.75000
## 207 12.91429 12.91429
## 208 13.83333 14.16667
## 209 13.85714 13.40000
## 210 13.71429 12.80000
## 211 12.64286 12.64286
## 212 12.91667 12.91667
## 213 15.62500 15.85714
## 214 0.00000 0.00000
## 215 11.71429 12.00000
## 216 12.12500 13.31250
## 217 11.60000 11.60000
## 218 10.00000 0.00000
## 219 10.00000 0.00000
## 220 0.00000 13.50000
## 221 13.00000 12.33333
## 222 13.33333 14.50000
## 223 11.25000 12.50000
## 224 13.85000 12.19286
## 225 13.74167 14.91250
## 226 15.33333 15.80000
## 227 11.00000 13.80000
## 228 12.00000 12.85714
## 229 0.00000 0.00000
## 230 11.57143 11.57143
## 231 12.85714 12.66667
## 232 0.00000 0.00000
## 233 13.00000 13.20000
## 234 11.00000 12.00000
## 235 12.00000 15.00000
## 236 12.60000 13.00000
## 237 13.40000 13.16667
## 238 11.33333 11.57143
## 239 13.50000 14.25000
## 240 11.75000 10.33333
## 241 12.47143 11.46250
## 242 12.90909 13.55556
## 243 11.60000 13.60000
## 244 0.00000 0.00000
## 245 12.90000 12.36364
## 246 13.22000 13.22000
## 247 13.15143 13.15143
## 248 12.75000 11.33333
## 249 11.33333 12.25000
## 250 13.25000 14.14286
## 251 12.40000 12.40000
## 252 15.00000 12.83333
## 253 14.40000 13.00000
## 254 11.00000 0.00000
## 255 12.40000 10.80000
## 256 16.00000 0.00000
## 257 13.57143 12.33333
## 258 11.83333 12.50000
## 259 11.66667 12.66667
## 260 11.83333 13.00000
## 261 11.16667 10.60000
## 262 0.00000 0.00000
## 263 11.75000 12.16667
## 264 14.00000 14.00000
## 265 12.83333 12.00000
## 266 12.25000 11.66667
## 267 14.82857 14.82857
## 268 11.40000 12.80000
## 269 13.00000 12.50000
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## 4284 11.00000 0.00000
## 4285 10.85714 11.85714
## 4286 11.75000 11.00000
## 4287 12.80000 13.66667
## 4288 12.33333 11.40000
## 4289 11.33333 13.00000
## 4290 11.60000 11.16667
## 4291 10.92308 12.18182
## 4292 0.00000 0.00000
## 4293 13.62857 13.91250
## 4294 10.33333 11.00000
## 4295 13.73684 13.75000
## 4296 11.62500 11.00000
## 4297 11.50000 12.14286
## 4298 14.00000 13.00000
## 4299 11.33333 0.00000
## 4300 10.00000 10.00000
## 4301 11.71429 12.00000
## 4302 0.00000 0.00000
## 4303 10.76923 11.83333
## 4304 11.60000 12.00000
## 4305 13.75000 0.00000
## 4306 11.00000 10.50000
## 4307 0.00000 0.00000
## 4308 0.00000 0.00000
## 4309 0.00000 0.00000
## 4310 12.33333 13.20000
## 4311 13.42857 13.62500
## 4312 0.00000 10.00000
## 4313 14.75000 15.00000
## 4314 12.47619 12.21053
## 4315 0.00000 0.00000
## 4316 11.66667 12.50000
## 4317 12.00000 13.57143
## 4318 12.00000 14.00000
## 4319 15.25000 15.00000
## 4320 12.40000 13.16667
## 4321 12.33333 11.25000
## 4322 11.50000 12.00000
## 4323 12.20000 11.75000
## 4324 10.50000 0.00000
## 4325 14.40000 14.40000
## 4326 12.84615 12.80000
## 4327 12.00000 13.20000
## 4328 0.00000 0.00000
## 4329 13.66667 13.50000
## 4330 11.85714 11.66667
## 4331 0.00000 0.00000
## 4332 0.00000 0.00000
## 4333 13.20000 11.33333
## 4334 12.71429 11.00000
## 4335 12.50000 12.66667
## 4336 10.66667 12.50000
## 4337 17.00000 17.00000
## 4338 13.00000 13.25000
## 4339 12.66667 12.50000
## 4340 13.29167 13.29167
## 4341 11.66667 11.50000
## 4342 14.24000 14.24000
## 4343 13.00000 11.33333
## 4344 14.06000 12.57143
## 4345 11.83333 13.20000
## 4346 12.83333 13.33333
## 4347 10.00000 0.00000
## 4348 11.00000 10.00000
## 4349 14.10571 13.66250
## 4350 12.47143 12.47143
## 4351 11.83333 11.85714
## 4352 12.50000 12.83333
## 4353 11.66667 12.33333
## 4354 0.00000 0.00000
## 4355 10.33333 12.80000
## 4356 16.16667 14.28571
## 4357 12.66667 0.00000
## 4358 10.50000 12.33333
## 4359 11.50000 11.00000
## 4360 13.00000 13.40000
## 4361 11.96667 11.96667
## 4362 13.34750 13.34750
## 4363 12.00000 12.50000
## 4364 10.50000 0.00000
## 4365 11.50000 10.75000
## 4366 0.00000 0.00000
## 4367 13.57143 14.00000
## 4368 14.70000 12.00000
## 4369 0.00000 0.00000
## 4370 11.83333 11.83333
## 4371 0.00000 0.00000
## 4372 13.17571 14.92500
## 4373 0.00000 0.00000
## 4374 13.00000 10.83333
## 4375 13.74286 13.74286
## 4376 0.00000 0.00000
## 4377 12.21714 12.11875
## 4378 11.07143 11.33333
## 4379 13.42857 13.25000
## 4380 11.40000 13.66667
## 4381 11.32500 11.32500
## 4382 0.00000 0.00000
## 4383 15.00000 15.00000
## 4384 13.16667 15.62500
## 4385 11.00000 10.50000
## 4386 0.00000 0.00000
## 4387 12.33333 12.50000
## 4388 12.25000 10.16667
## 4389 11.92308 12.50000
## 4390 14.33333 14.14286
## 4391 12.00000 13.00000
## 4392 13.76111 12.06375
## 4393 11.25000 11.00000
## 4394 12.33333 10.66667
## 4395 14.88875 14.88875
## 4396 12.16667 12.40000
## 4397 12.66667 13.33333
## 4398 12.60000 11.66667
## 4399 13.00000 12.25000
## 4400 13.87500 14.33333
## 4401 10.75000 13.33333
## 4402 14.66667 0.00000
## 4403 12.60000 13.00000
## 4404 12.41250 11.26250
## 4405 11.00000 10.50000
## 4406 14.31429 14.31429
## 4407 12.00000 11.33333
## 4408 12.83333 13.28571
## 4409 11.40000 11.66667
## 4410 14.60000 14.33333
## 4411 13.50000 12.50000
## 4412 12.50000 13.33333
## 4413 13.00000 12.20000
## 4414 11.60000 13.00000
## 4415 11.80000 11.60000
## 4416 12.33333 11.08333
## 4417 12.62500 12.62500
## 4418 13.83333 13.50000
## 4419 12.50000 13.14286
## 4420 13.60000 12.66667
## 4421 12.00000 11.00000
## 4422 14.91250 13.50000
## 4423 13.80000 12.00000
## 4424 11.66667 13.00000
##
## $subset
## NULL
##
## $outlierMethod
## [1] "none"
##
## attr(,"class")
## [1] "mvn"Hasil uji normalitas multivariat menggunakan metode Henze-Zirkler menunjukkan nilai statistik sebesar 788.673 dengan p-value < 0.001, sehingga hipotesis nol yang menyatakan bahwa data berdistribusi normal multivariat ditolak. Hal ini diperkuat oleh uji normalitas univariat Anderson-Darling pada masing-masing variabel dependen, di mana Grade Semester 1 memiliki statistik sebesar 613.186 dan Grade Semester 2 sebesar 592.843 dengan p-value < 0.001, yang menunjukkan bahwa kedua variabel tidak berdistribusi normal. Selain itu, nilai skewness yang negatif (-1.568 dan -1.313) mengindikasikan kemiringan distribusi ke kiri, serta nilai kurtosis yang lebih dari 3 menunjukkan distribusi yang lebih runcing dari normal. Maka, asumsi normalitas multivariat tidak terpenuhi, namun analisis tetap dapat dilanjutkan karena ukuran sampel besar (n = 4424) dan penggunaan statistik Pillai’s Trace yang robust terhadap pelanggaran asumsi.
#homogenitas kovarians (box's m)
library(biotools)
boxM(data_clean[, c("Grade_Sem1", "Grade_Sem2")], data_clean$Target)##
## Box's M-test for Homogeneity of Covariance Matrices
##
## data: data_clean[, c("Grade_Sem1", "Grade_Sem2")]
## Chi-Sq (approx.) = 4427.8, df = 6, p-value < 2.2e-16Hasil uji Box’s M menunjukkan nilai Chi-Square sebesar 4427.8 dengan derajat kebebasan 6 dan p-value < 2.2e-16, yang berarti sangat signifikan secara statistik. Hal ini menunjukkan bahwa matriks kovarians antar kelompok Target tidak homogen, sehingga asumsi homogenitas kovarians dalam MANOVA tidak terpenuhi. Ketidakhomogenan ini mengindikasikan bahwa variabilitas dan hubungan antar variabel dependen berbeda pada masing-masing kelompok Target. Analisis MANOVA tetap dapat dilakukan dengan menggunakan statistik Pillai’s Trace yang lebih tahan terhadap pelanggaran asumsi ini dibandingkan statistik lainnya.
#uji dependensi barlet
cortest.bartlett(cor(data_clean[, c("Grade_Sem1", "Grade_Sem2")]), n = nrow(data_clean))## $chisq
## [1] 5335.958
##
## $p.value
## [1] 0
##
## $df
## [1] 1Hasil uji Bartlett menunjukkan nilai Chi-Square sebesar 5335.958 dengan derajat kebebasan 1 dan p-value = 0, yang berarti sangat signifikan. Hal ini menunjukkan bahwa matriks korelasi antar variabel dependen bukan merupakan matriks identitas, sehingga terdapat hubungan yang signifikan antara Grade Semester 1 dan Grade Semester 2. Maka, kedua variabel dependen tidak independen dan memenuhi syarat untuk dianalisis secara langsung menggunakan MANOVA.
Analisis Manova
manova_model <- manova(
cbind(Grade_Sem1, Grade_Sem2) ~ Target + Prodi,
data = data_clean
)
summary(manova_model, test = "Pillai")## Df Pillai approx F num Df den Df Pr(>F)
## Target 2 0.39074 534.77 4 8810 < 2.2e-16 ***
## Prodi 16 0.24182 37.87 32 8810 < 2.2e-16 ***
## Residuals 4405
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Hasil uji MANOVA menggunakan statistik Pillai’s Trace menunjukkan nilai Pillai sebesar 0.39074 dengan nilai F aproksimasi sebesar 534.77, derajat kebebasan numerator 4 dan denominator 8810, serta p-value < 2.2e-16. Nilai ini menunjukkan bahwa terdapat pengaruh yang sangat signifikan dari variabel Target terhadap kombinasi variabel dependen Grade Semester 1 dan Grade Semester 2. Hal ini mengindikasikan bahwa status mahasiswa (Graduate, Enrolled, Dropout) memiliki perbedaan dalam hal performa akademik pada kedua semester.
# Two way Manova
manova_model <- manova(
cbind(Grade_Sem1, Grade_Sem2) ~ Target * Prodi,
data = data_clean
)
summary(manova_model, test = "Pillai")## Df Pillai approx F num Df den Df Pr(>F)
## Target 2 0.39580 539.47 4 8746 < 2.2e-16 ***
## Prodi 16 0.24547 38.24 32 8746 < 2.2e-16 ***
## Target:Prodi 32 0.03873 2.70 64 8746 8.796e-12 ***
## Residuals 4373
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1manova_model1 <- manova(
cbind(Grade_Sem1, Grade_Sem2) ~ Target * Admission + Prodi + Prev_Grade,
data = data_clean
)
summary(manova_model, test = "Pillai")## Df Pillai approx F num Df den Df Pr(>F)
## Target 2 0.39580 539.47 4 8746 < 2.2e-16 ***
## Prodi 16 0.24547 38.24 32 8746 < 2.2e-16 ***
## Target:Prodi 32 0.03873 2.70 64 8746 8.796e-12 ***
## Residuals 4373
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Hasil Two-Way MANOVA menunjukkan bahwa terdapat interaksi antara variabel Target dan Prodi dalam mempengaruhi kedua variabel dependen secara langsung. Hal ini berarti pengaruh Target terhadap performa akademik mahasiswa berbeda pada masing-masing program studi, sehingga efek kedua variabel tidak berdiri sendiri melainkan saling berinteraksi.
#uji lanjutan anova
summary.aov(manova_model)## Response Grade_Sem1 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 25321 12660.7 917.179 < 2.2e-16 ***
## Prodi 16 17000 1062.5 76.969 < 2.2e-16 ***
## Target:Prodi 32 1082 33.8 2.450 1.039e-05 ***
## Residuals 4373 60365 13.8
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response Grade_Sem2 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 40723 20361.4 1403.7913 < 2.2e-16 ***
## Prodi 16 14558 909.8 62.7282 < 2.2e-16 ***
## Target:Prodi 32 1387 43.3 2.9883 3.77e-08 ***
## Residuals 4373 63428 14.5
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Hasil uji ANOVA sebagai tindak lanjut dari MANOVA menunjukkan bahwa variabel independen memiliki pengaruh yang signifikan terhadap masing-masing variabel dependen secara terpisah. Hal ini menunjukkan bahwa perbedaan yang ditemukan pada analisis multivariat juga konsisten pada analisis univariat.
aov(Grade_Sem1 ~ Target, data = data_clean)## Call:
## aov(formula = Grade_Sem1 ~ Target, data = data_clean)
##
## Terms:
## Target Residuals
## Sum of Squares 25321.50 78446.83
## Deg. of Freedom 2 4421
##
## Residual standard error: 4.212379
## Estimated effects may be unbalancedaov(Grade_Sem2 ~ Target, data = data_clean)## Call:
## aov(formula = Grade_Sem2 ~ Target, data = data_clean)
##
## Terms:
## Target Residuals
## Sum of Squares 40722.71 79372.89
## Deg. of Freedom 2 4421
##
## Residual standard error: 4.237169
## Estimated effects may be unbalancedHasil analisis ANOVA satu arah menunjukkan bahwa terdapat perbedaan rata-rata Grade Semester 1 dan Grade Semester 2 antar kelompok Target, yang ditunjukkan oleh nilai signifikansi yang lebih kecil dari 0.05. Hal ini memperkuat hasil bahwa status mahasiswa berpengaruh terhadap capaian akademik.
UJI ASUMSI MANCOVA (Admission)
#Linearitas DV & Covariate
plot(data_clean$Admission, data_clean$Grade_Sem1)
abline(lm(Grade_Sem1 ~ Admission, data=data_clean))
plot(data_clean$Admission, data_clean$Grade_Sem2)
abline(lm(Grade_Sem2 ~ Admission, data=data_clean))
Hasil scatterplot antara variabel Admission dengan Grade Semester 1 dan
Grade Semester 2 menunjukkan adanya pola hubungan yang cenderung linear,
sehingga asumsi linearitas antara kovariat dan variabel dependen dapat
dianggap terpenuhi.
#Homogeneity of Regression Slopes
model_interaction <- lm(Grade_Sem1 ~ Target * Admission, data = data_clean)
lm(Grade_Sem2 ~ Target * Admission, data = data_clean)##
## Call:
## lm(formula = Grade_Sem2 ~ Target * Admission, data = data_clean)
##
## Coefficients:
## (Intercept) TargetEnrolled TargetGraduate
## 3.57157 8.91060 9.38227
## Admission TargetEnrolled:Admission TargetGraduate:Admission
## 0.01863 -0.02950 -0.02062lm(Grade_Sem1 ~ Prodi * Admission, data = data_clean)##
## Call:
## lm(formula = Grade_Sem1 ~ Prodi * Admission, data = data_clean)
##
## Coefficients:
## (Intercept) Prodi171 Prodi8014
## 8.850848 -9.881932 -1.123877
## Prodi9003 Prodi9070 Prodi9085
## -6.388741 -1.852114 -2.814519
## Prodi9119 Prodi9130 Prodi9147
## -5.663393 -10.755423 -4.209745
## Prodi9238 Prodi9254 Prodi9500
## -5.711836 -8.480880 -1.937281
## Prodi9556 Prodi9670 Prodi9773
## -0.356258 -2.828682 -1.528846
## Prodi9853 Prodi9991 Admission
## 0.592662 -8.472394 0.006649
## Prodi171:Admission Prodi8014:Admission Prodi9003:Admission
## 0.016126 0.016619 0.052969
## Prodi9070:Admission Prodi9085:Admission Prodi9119:Admission
## 0.032787 0.037743 0.035898
## Prodi9130:Admission Prodi9147:Admission Prodi9238:Admission
## 0.083900 0.037963 0.057841
## Prodi9254:Admission Prodi9500:Admission Prodi9556:Admission
## 0.076349 0.036973 0.008298
## Prodi9670:Admission Prodi9773:Admission Prodi9853:Admission
## 0.037061 0.027523 0.009809
## Prodi9991:Admission
## 0.060340lm(Grade_Sem2 ~ Prodi * Admission, data = data_clean)##
## Call:
## lm(formula = Grade_Sem2 ~ Prodi * Admission, data = data_clean)
##
## Coefficients:
## (Intercept) Prodi171 Prodi8014
## 6.020629 -7.122220 1.140809
## Prodi9003 Prodi9070 Prodi9085
## -8.327680 -1.336164 -1.788971
## Prodi9119 Prodi9130 Prodi9147
## -4.980477 -7.449830 -0.877447
## Prodi9238 Prodi9254 Prodi9500
## -3.057036 -5.852728 1.719935
## Prodi9556 Prodi9670 Prodi9773
## 4.111698 2.634621 -0.199007
## Prodi9853 Prodi9991 Admission
## 3.513529 -5.360298 0.025090
## Prodi171:Admission Prodi8014:Admission Prodi9003:Admission
## -0.001701 -0.003526 0.063674
## Prodi9070:Admission Prodi9085:Admission Prodi9119:Admission
## 0.025430 0.027734 0.036204
## Prodi9130:Admission Prodi9147:Admission Prodi9238:Admission
## 0.058843 0.012038 0.039824
## Prodi9254:Admission Prodi9500:Admission Prodi9556:Admission
## 0.055197 0.011168 -0.028066
## Prodi9670:Admission Prodi9773:Admission Prodi9853:Admission
## -0.008396 0.015660 -0.016712
## Prodi9991:Admission
## 0.040666anova(model_interaction)## Analysis of Variance Table
##
## Response: Grade_Sem1
## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 25321 12660.7 714.7960 < 2e-16 ***
## Admission 1 36 36.1 2.0371 0.15358
## Target:Admission 2 157 78.7 4.4428 0.01182 *
## Residuals 4418 78253 17.7
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Hasil ANOVA menunjukkan nilai F sebesar 4.4428 dengan p-value = 0.01182, yang berarti interaksi antara Target dan Admission signifikan. Hal ini menunjukkan bahwa hubungan antara Admission dan Grade Sem1 berbeda antar kelompok Target, sehingga asumsi homogenitas slope tidak terpenuhi.
#Covariate tidak boleh beda antar grup
anova(lm(Admission ~ Target + Prodi, data = data_clean))## Analysis of Variance Table
##
## Response: Admission
## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 14722 7361.2 38.654 < 2.2e-16 ***
## Prodi 16 74034 4627.1 24.297 < 2.2e-16 ***
## Residuals 4405 838872 190.4
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Output menunjukkan nilai F sebesar 38.654 dengan p-value = 2.2e-16, yang berarti terdapat perbedaan signifikan nilai Admission antar kelompok Target. Hal ini menunjukkan bahwa karakteristik awal mahasiswa berbeda antar kelompok, sehingga perlu dikontrol menggunakan MANCOVA.
#Covariate harus berpengaruh ke DV
summary(lm(Grade_Sem1 ~ Admission, data = data_clean))##
## Call:
## lm(formula = Grade_Sem1 ~ Admission, data = data_clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -11.9409 0.4221 1.7037 2.7391 7.6654
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7.503687 0.641036 11.706 < 2e-16 ***
## Admission 0.024706 0.005016 4.926 8.72e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.831 on 4422 degrees of freedom
## Multiple R-squared: 0.005457, Adjusted R-squared: 0.005232
## F-statistic: 24.26 on 1 and 4422 DF, p-value: 8.719e-07summary(lm(Grade_Sem2 ~ Admission, data = data_clean))##
## Call:
## lm(formula = Grade_Sem2 ~ Admission, data = data_clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -11.7433 0.5574 2.0233 3.1108 7.5700
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 6.830923 0.689599 9.906 < 2e-16 ***
## Admission 0.026771 0.005396 4.961 7.26e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5.197 on 4422 degrees of freedom
## Multiple R-squared: 0.005536, Adjusted R-squared: 0.005311
## F-statistic: 24.61 on 1 and 4422 DF, p-value: 7.265e-07Berdasarkan output regresi di atas, diketahui bahwa kovariat memiliki p-value kurang dari 0,05 terhadap variabel dependen. Hal ini menunjukkan bahwa kovariat berpengaruh signifikan terhadap performa akademik mahasiswa, sehingga penggunaannya dalam MANCOVA menjadi relevan.
UJI ASUMSI MANCOVA (Prev_Grade)
#Linearitas DV & Covariate
plot(data_clean$Prev_Grade, data_clean$Grade_Sem1)
abline(lm(Grade_Sem1 ~ Prev_Grade, data=data_clean))
plot(data_clean$Prev_Grade, data_clean$Grade_Sem2)
abline(lm(Grade_Sem2 ~ Prev_Grade, data=data_clean))
Berdasarkan output scatterplot di atas, diketahui bahwa hubungan antara
Prev_Grade dengan Grade_Sem1 dan Grade_Sem2 menunjukkan pola linear. Hal
ini menunjukkan bahwa asumsi linearitas terpenuhi.
#Homogeneity of Regression Slopes
model_interaction <- lm(Grade_Sem1 ~ Target * Prev_Grade, data = data_clean)
lm(Grade_Sem2 ~ Target * Prev_Grade, data = data_clean)##
## Call:
## lm(formula = Grade_Sem2 ~ Target * Prev_Grade, data = data_clean)
##
## Coefficients:
## (Intercept) TargetEnrolled
## 6.705340 4.993988
## TargetGraduate Prev_Grade
## 5.320939 -0.006147
## TargetEnrolled:Prev_Grade TargetGraduate:Prev_Grade
## 0.001712 0.011152lm(Grade_Sem1 ~ Prodi * Prev_Grade, data = data_clean)##
## Call:
## lm(formula = Grade_Sem1 ~ Prodi * Prev_Grade, data = data_clean)
##
## Coefficients:
## (Intercept) Prodi171 Prodi8014
## 4.0838992 -0.3912718 4.6248718
## Prodi9003 Prodi9070 Prodi9085
## 5.4037262 2.3501186 1.7619827
## Prodi9119 Prodi9130 Prodi9147
## -2.3431899 -6.1232702 5.0897225
## Prodi9238 Prodi9254 Prodi9500
## 2.4038705 0.6673782 2.8807351
## Prodi9556 Prodi9670 Prodi9773
## 2.1683619 6.7043320 2.1905591
## Prodi9853 Prodi9991 Prev_Grade
## 5.8955089 -1.6344042 0.0433633
## Prodi171:Prev_Grade Prodi8014:Prev_Grade Prodi9003:Prev_Grade
## -0.0551303 -0.0289721 -0.0368339
## Prodi9070:Prev_Grade Prodi9085:Prev_Grade Prodi9119:Prev_Grade
## -0.0005775 0.0010909 0.0083089
## Prodi9130:Prev_Grade Prodi9147:Prev_Grade Prodi9238:Prev_Grade
## 0.0454927 -0.0361086 -0.0073546
## Prodi9254:Prev_Grade Prodi9500:Prev_Grade Prodi9556:Prev_Grade
## 0.0012942 -0.0026270 -0.0123588
## Prodi9670:Prev_Grade Prodi9773:Prev_Grade Prodi9853:Prev_Grade
## -0.0391317 -0.0023764 -0.0319670
## Prodi9991:Prev_Grade
## 0.0071599lm(Grade_Sem2 ~ Prodi * Prev_Grade, data = data_clean)##
## Call:
## lm(formula = Grade_Sem2 ~ Prodi * Prev_Grade, data = data_clean)
##
## Coefficients:
## (Intercept) Prodi171 Prodi8014
## -25.9709 29.7633 33.8349
## Prodi9003 Prodi9070 Prodi9085
## 29.6424 30.4499 29.8366
## Prodi9119 Prodi9130 Prodi9147
## 23.4842 24.3546 36.3212
## Prodi9238 Prodi9254 Prodi9500
## 32.9477 31.7033 32.2577
## Prodi9556 Prodi9670 Prodi9773
## 39.4348 42.7018 32.3594
## Prodi9853 Prodi9991 Prev_Grade
## 37.6451 29.2812 0.2729
## Prodi171:Prev_Grade Prodi8014:Prev_Grade Prodi9003:Prev_Grade
## -0.2853 -0.2580 -0.2303
## Prodi9070:Prev_Grade Prodi9085:Prev_Grade Prodi9119:Prev_Grade
## -0.2221 -0.2190 -0.1876
## Prodi9130:Prev_Grade Prodi9147:Prev_Grade Prodi9238:Prev_Grade
## -0.1901 -0.2779 -0.2416
## Prodi9254:Prev_Grade Prodi9500:Prev_Grade Prodi9556:Prev_Grade
## -0.2401 -0.2280 -0.3010
## Prodi9670:Prev_Grade Prodi9773:Prev_Grade Prodi9853:Prev_Grade
## -0.3201 -0.2378 -0.2814
## Prodi9991:Prev_Grade
## -0.2280anova(model_interaction)## Analysis of Variance Table
##
## Response: Grade_Sem1
## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 25321 12660.7 713.5347 <2e-16 ***
## Prev_Grade 1 17 17.3 0.9738 0.3238
## Target:Prev_Grade 2 38 18.9 1.0670 0.3441
## Residuals 4418 78392 17.7
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Berdasarkan output diatas yang menguji interaksi antara Prev_Grade dengan Target dan juga dengan Prodi, diketahui bahwa nilai p-value pada komponen interaksi (seperti Target:Prev_Grade) lebih kecil dari 0,05. Hal ini menunjukkan bahwa interaksi antara kovariat dan variabel independen signifikan. Dengan demikian, dapat diartikan bahwa kemiringan (slope) hubungan antara Prev_Grade dengan variabel dependen (Grade_Sem1 dan Grade_Sem2) tidak sama pada setiap kelompok Target maupun Prodi. Artinya, pengaruh Prev_Grade terhadap performa akademik mahasiswa berbeda-beda tergantung kelompoknya. Oleh karena itu, asumsi homogeneity of regression slopes tidak terpenuhi.
#Covariate tidak boleh beda antar grup
anova(lm(Prev_Grade ~ Target + Prodi, data = data_clean))## Analysis of Variance Table
##
## Response: Prev_Grade
## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 9531 4765.3 28.851 3.562e-13 ***
## Prodi 16 32188 2011.7 12.180 < 2.2e-16 ***
## Residuals 4405 727583 165.2
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Berdasarkan output uji ANOVA dengan model Prev_Grade ~ Target + Prodi, diketahui bahwa nilai p-value untuk variabel Target maupun Prodi lebih kecil dari 0,05. Hal ini menunjukkan bahwa terdapat perbedaan rata-rata nilai Prev_Grade antar kelompok Target maupun antar program studi. Dengan kata lain, distribusi nilai sebelumnya (Prev_Grade) tidak sama di setiap kelompok mahasiswa. Kondisi ini mengindikasikan bahwa kovariat memang memiliki variasi antar kelompok dan bukan variabel yang konstan.
#Covariate harus berpengaruh ke DV
summary(lm(Grade_Sem1 ~ Prev_Grade, data = data_clean))##
## Call:
## lm(formula = Grade_Sem1 ~ Prev_Grade, data = data_clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -11.8499 0.4448 1.6950 2.7019 8.7278
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7.745933 0.734734 10.543 < 2e-16 ***
## Prev_Grade 0.021830 0.005513 3.959 7.63e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.836 on 4422 degrees of freedom
## Multiple R-squared: 0.003533, Adjusted R-squared: 0.003307
## F-statistic: 15.68 on 1 and 4422 DF, p-value: 7.629e-05summary(lm(Grade_Sem2 ~ Prev_Grade, data = data_clean))##
## Call:
## lm(formula = Grade_Sem2 ~ Prev_Grade, data = data_clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -11.3953 0.5953 2.0297 3.1145 7.9378
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7.440669 0.790703 9.410 < 2e-16 ***
## Prev_Grade 0.021035 0.005933 3.545 0.000396 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5.204 on 4422 degrees of freedom
## Multiple R-squared: 0.002834, Adjusted R-squared: 0.002609
## F-statistic: 12.57 on 1 and 4422 DF, p-value: 0.0003962Berdasarkan output regresi sederhana yang menguji hubungan antara Prev_Grade dengan Grade_Sem1 dan Grade_Sem2, diketahui bahwa nilai p-value pada koefisien Prev_Grade lebih kecil dari 0,05 pada kedua model. Hal ini menunjukkan bahwa Prev_Grade memiliki pengaruh yang signifikan terhadap kedua variabel dependen, baik nilai semester 1 maupun semester 2. Selain itu, arah koefisien regresi menunjukkan bahwa semakin tinggi nilai sebelumnya, maka semakin tinggi pula performa akademik pada semester berikutnya. Dengan demikian, dapat disimpulkan bahwa Prev_Grade merupakan kovariat yang valid dan relevan dalam model MANCOVA karena memenuhi syarat utama, yaitu memiliki hubungan yang signifikan dengan variabel dependen.
Analisis Mancova
mancova_model <- manova(
cbind(Grade_Sem1, Grade_Sem2) ~ Target + Prodi + Admission + Prev_Grade,
data = data_clean
)
summary(mancova_model, test = "Pillai")## Df Pillai approx F num Df den Df Pr(>F)
## Target 2 0.39254 537.60 4 8806 < 2.2e-16 ***
## Prodi 16 0.24357 38.16 32 8806 < 2.2e-16 ***
## Admission 1 0.01003 22.30 2 4402 2.301e-10 ***
## Prev_Grade 1 0.00040 0.89 2 4402 0.4124
## Residuals 4403
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Berdasarkan output di atas, diketahui bahwa setelah mengontrol kovariat, variabel Target dan Prodi masih memiliki p-value kurang dari 0,05. Hal ini menunjukkan bahwa perbedaan performa akademik mahasiswa tetap signifikan meskipun pengaruh variabel kovariat telah ditangani.
#uji lanjutan mancova
summary.aov(mancova_model)## Response Grade_Sem1 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 25321 12660.7 916.3115 < 2.2e-16 ***
## Prodi 16 17000 1062.5 76.8961 < 2.2e-16 ***
## Admission 1 610 610.1 44.1524 3.408e-11 ***
## Prev_Grade 1 1 0.5 0.0365 0.8486
## Residuals 4403 60837 13.8
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response Grade_Sem2 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 40723 20361.4 1392.1613 < 2.2e-16 ***
## Prodi 16 14558 909.8 62.2086 < 2.2e-16 ***
## Admission 1 410 409.7 28.0144 1.263e-07 ***
## Prev_Grade 1 9 8.6 0.5895 0.4427
## Residuals 4403 64397 14.6
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Berdasarkan output di atas, diketahui bahwa hasil uji univariat setelah kontrol kovariat menunjukkan variabel dependen tertentu masih signifikan. Hal ini menunjukkan bahwa pengaruh variabel independen tetap kuat bahkan setelah mempertimbangkan kovariat.
#uji lanjutan ancova
library(emmeans)## Welcome to emmeans.
## Caution: You lose important information if you filter this package's results.
## See '? untidy'ancova_sem1 <- aov(
Grade_Sem1 ~ Target + Prodi + Admission + Prev_Grade,
data = data_clean
)
summary(ancova_sem1)## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 25321 12661 916.311 < 2e-16 ***
## Prodi 16 17000 1062 76.896 < 2e-16 ***
## Admission 1 610 610 44.152 3.41e-11 ***
## Prev_Grade 1 1 1 0.036 0.849
## Residuals 4403 60837 14
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1ancova_sem2 <- aov(
Grade_Sem2 ~ Target + Prodi + Admission + Prev_Grade,
data = data_clean
)
summary(ancova_sem2)## Df Sum Sq Mean Sq F value Pr(>F)
## Target 2 40723 20361 1392.161 < 2e-16 ***
## Prodi 16 14558 910 62.209 < 2e-16 ***
## Admission 1 410 410 28.014 1.26e-07 ***
## Prev_Grade 1 9 9 0.589 0.443
## Residuals 4403 64397 15
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Berdasarkan output ANCOVA yang dilakukan secara terpisah untuk masing-masing variabel dependen, diketahui bahwa variabel Target dan Prodi tetap memiliki p-value kurang dari 0,05 setelah memasukkan kovariat ke dalam model. Hal ini menunjukkan bahwa pengaruh variabel independen terhadap variabel dependen tetap signifikan setelah mengontrol pengaruh Admission dan Prev_Grade. Dengan demikian, dapat disimpulkan bahwa perbedaan performa akademik mahasiswa tidak sepenuhnya dijelaskan oleh kemampuan awal, tetapi juga dipengaruhi oleh faktor status akademik dan program studi.
TukeyHSD(aov(Grade_Sem1 ~ Target, data = data_clean))## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = Grade_Sem1 ~ Target, data = data_clean)
##
## $Target
## diff lwr upr p adj
## Enrolled-Dropout 3.868602 3.431023 4.306180 0
## Graduate-Dropout 5.386999 5.051157 5.722841 0
## Graduate-Enrolled 1.518397 1.109753 1.927042 0TukeyHSD(aov(Grade_Sem2 ~ Target, data = data_clean))## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = Grade_Sem2 ~ Target, data = data_clean)
##
## $Target
## diff lwr upr p adj
## Enrolled-Dropout 5.218025 4.777872 5.658179 0
## Graduate-Dropout 6.797937 6.460119 7.135755 0
## Graduate-Enrolled 1.579912 1.168862 1.990961 0TukeyHSD(aov(Grade_Sem1 ~ Prodi, data = data_clean))## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = Grade_Sem1 ~ Prodi, data = data_clean)
##
## $Prodi
## diff lwr upr p adj
## 171-33 -7.56928768 -1.200088e+01 -3.13769688 0.0000005
## 8014-33 0.93070071 -3.500890e+00 5.36229151 0.9999988
## 9003-33 0.73757862 -3.696800e+00 5.17195746 1.0000000
## 9070-33 2.44247874 -1.983407e+00 6.86836462 0.8916417
## 9085-33 2.22028011 -2.168701e+00 6.60926127 0.9459909
## 9119-33 -1.07374247 -5.536232e+00 3.38874682 0.9999915
## 9130-33 0.44564221 -4.047003e+00 4.93828731 1.0000000
## 9147-33 0.48184095 -3.898594e+00 4.86227543 1.0000000
## 9238-33 1.59839928 -2.786754e+00 5.98355287 0.9981144
## 9254-33 0.82105907 -3.593300e+00 5.23541804 0.9999998
## 9500-33 2.82573066 -1.520786e+00 7.17224750 0.6917190
## 9556-33 0.69526528 -3.908676e+00 5.29920645 1.0000000
## 9670-33 1.69217131 -2.716194e+00 6.10053658 0.9965799
## 9773-33 2.05540624 -2.334942e+00 6.44575496 0.9730525
## 9853-33 1.83136304 -2.614237e+00 6.27696344 0.9925621
## 9991-33 -0.53634468 -4.944710e+00 3.87202059 1.0000000
## 8014-171 8.49998839 7.059027e+00 9.94094978 0.0000000
## 9003-171 8.30686630 6.857353e+00 9.75637946 0.0000000
## 9070-171 10.01176642 8.588447e+00 11.43508599 0.0000000
## 9085-171 9.78956779 8.485525e+00 11.09361086 0.0000000
## 9119-171 6.49554521 4.962188e+00 8.02890211 0.0000000
## 9130-171 8.01492989 6.395908e+00 9.63395204 0.0000000
## 9147-171 8.05112863 6.776147e+00 9.32611057 0.0000000
## 9238-171 9.16768696 7.876585e+00 10.45878909 0.0000000
## 9254-171 8.39034675 7.003286e+00 9.77740761 0.0000000
## 9500-171 10.39501834 9.241944e+00 11.54809310 0.0000000
## 9556-171 8.26455296 6.358340e+00 10.17076570 0.0000000
## 9670-171 9.26145899 7.893593e+00 10.62932487 0.0000000
## 9773-171 9.62469392 8.316055e+00 10.93333236 0.0000000
## 9853-171 9.40065072 7.917163e+00 10.88413837 0.0000000
## 9991-171 7.03294300 5.665077e+00 8.40080888 0.0000000
## 9003-8014 -0.19312209 -1.642635e+00 1.25639108 1.0000000
## 9070-8014 1.51177803 8.845845e-02 2.93509760 0.0242927
## 9085-8014 1.28957940 -1.446367e-02 2.59362247 0.0564706
## 9119-8014 -2.00444317 -3.537800e+00 -0.47108628 0.0007780
## 9130-8014 -0.48505849 -2.104081e+00 1.13396365 0.9998340
## 9147-8014 -0.44885976 -1.723842e+00 0.82612218 0.9987507
## 9238-8014 0.66769857 -6.234036e-01 1.95880070 0.9350027
## 9254-8014 -0.10964164 -1.496702e+00 1.27741922 1.0000000
## 9500-8014 1.89502995 7.419552e-01 3.04810471 0.0000019
## 9556-8014 -0.23543543 -2.141648e+00 1.67077731 1.0000000
## 9670-8014 0.76147061 -6.063953e-01 2.12933648 0.8844287
## 9773-8014 1.12470553 -1.839329e-01 2.43334397 0.1966683
## 9853-8014 0.90066233 -5.828253e-01 2.38414999 0.7918574
## 9991-8014 -1.46704538 -2.834911e+00 -0.09917951 0.0214021
## 9070-9003 1.70490012 2.729234e-01 3.13687683 0.0044736
## 9085-9003 1.48270149 1.692149e-01 2.79618808 0.0104233
## 9119-9003 -1.81132108 -3.352717e+00 -0.26992495 0.0055596
## 9130-9003 -0.29193641 -1.918574e+00 1.33470166 0.9999999
## 9147-9003 -0.25573767 -1.540377e+00 1.02890144 0.9999994
## 9238-9003 0.86082066 -4.398189e-01 2.16146027 0.6619724
## 9254-9003 0.08348045 -1.312462e+00 1.47942332 1.0000000
## 9500-9003 2.08815204 9.244080e-01 3.25189603 0.0000001
## 9556-9003 -0.04231334 -1.954999e+00 1.87037213 1.0000000
## 9670-9003 0.95459270 -4.222790e-01 2.33146442 0.5793174
## 9773-9003 1.31782762 -2.214028e-04 2.63587665 0.0500931
## 9853-9003 1.09378442 -3.980112e-01 2.58558009 0.4733437
## 9991-9003 -1.27392330 -2.650795e+00 0.10294843 0.1086791
## 9085-9070 -0.22219863 -1.506721e+00 1.06232354 0.9999999
## 9119-9070 -3.51622120 -5.033011e+00 -1.99943109 0.0000000
## 9130-9070 -1.99683652 -3.600177e+00 -0.39349576 0.0020135
## 9147-9070 -1.96063778 -3.215647e+00 -0.70562870 0.0000091
## 9238-9070 -0.84407945 -2.115462e+00 0.42730310 0.6566646
## 9254-9070 -1.62141967 -2.990144e+00 -0.25269519 0.0048670
## 9500-9070 0.38325192 -7.476991e-01 1.51420297 0.9992128
## 9556-9070 -1.74721346 -3.640125e+00 0.14569856 0.1110127
## 9670-9070 -0.75030742 -2.099576e+00 0.59896124 0.8853430
## 9773-9070 -0.38707249 -1.676260e+00 0.90211463 0.9998293
## 9853-9070 -0.61111570 -2.077473e+00 0.85524187 0.9915855
## 9991-9070 -2.97882341 -4.328092e+00 -1.62955475 0.0000000
## 9119-9085 -3.29402257 -4.699491e+00 -1.88855398 0.0000000
## 9130-9085 -1.77463789 -3.273101e+00 -0.27617491 0.0048886
## 9147-9085 -1.73843916 -2.856356e+00 -0.62052255 0.0000104
## 9238-9085 -0.62188083 -1.758148e+00 0.51438644 0.8981921
## 9254-9085 -1.39922104 -2.643446e+00 -0.15499581 0.0110252
## 9500-9085 0.60545055 -3.711456e-01 1.58204668 0.7636996
## 9556-9085 -1.52501483 -3.329954e+00 0.27992440 0.2215212
## 9670-9085 -0.52810879 -1.750899e+00 0.69468131 0.9878033
## 9773-9085 -0.16487387 -1.321028e+00 0.99128060 1.0000000
## 9853-9085 -0.38891707 -1.739804e+00 0.96196939 0.9999015
## 9991-9085 -2.75662478 -3.979415e+00 -1.53383468 0.0000000
## 9130-9119 1.51938468 -1.823927e-01 3.22116209 0.1471666
## 9147-9119 1.55558342 1.770361e-01 2.93413069 0.0104795
## 9238-9119 2.67214175 1.278672e+00 4.06561164 0.0000000
## 9254-9119 1.89480153 4.119828e-01 3.37762029 0.0012309
## 9500-9119 3.89947312 2.632826e+00 5.16612029 0.0000000
## 9556-9119 1.76900774 -2.079750e-01 3.74599046 0.1445534
## 9670-9119 2.76591378 1.301035e+00 4.23079285 0.0000001
## 9773-9119 3.12914871 1.719415e+00 4.53888208 0.0000000
## 9853-9119 2.90510550 1.331718e+00 4.47849334 0.0000001
## 9991-9119 0.53739779 -9.274813e-01 2.00227686 0.9979672
## 9147-9130 0.03619874 -1.437043e+00 1.50944071 1.0000000
## 9238-9130 1.15275707 -3.344577e-01 2.63997181 0.3679414
## 9254-9130 0.37541685 -1.195825e+00 1.94665866 0.9999923
## 9500-9130 2.38008844 1.010985e+00 3.74919194 0.0000003
## 9556-9130 0.24962307 -1.794517e+00 2.29376347 1.0000000
## 9670-9130 1.24652910 -3.077939e-01 2.80085211 0.3065610
## 9773-9130 1.60976403 1.073002e-01 3.11222785 0.0216914
## 9853-9130 1.38572083 -2.712640e-01 3.04270562 0.2372165
## 9991-9130 -0.98198689 -2.536310e+00 0.57233612 0.7363770
## 9238-9147 1.11655833 1.376464e-02 2.21935202 0.0434862
## 9254-9147 0.33921812 -8.745146e-01 1.55295080 0.9999336
## 9500-9147 2.34388970 1.406451e+00 3.28132802 0.0000000
## 9556-9147 0.21342433 -1.570632e+00 1.99748044 1.0000000
## 9670-9147 1.21033036 1.858112e-02 2.40207960 0.0419818
## 9773-9147 1.57356529 4.502916e-01 2.69683897 0.0001670
## 9853-9147 1.34952209 2.666728e-02 2.67237689 0.0398540
## 9991-9147 -1.01818563 -2.209935e+00 0.17356361 0.2051328
## 9254-9238 -0.77734021 -2.007996e+00 0.45331522 0.7366856
## 9500-9238 1.22733138 2.680836e-01 2.18657920 0.0012003
## 9556-9238 -0.90313400 -2.698746e+00 0.89247787 0.9485933
## 9670-9238 0.09377203 -1.115208e+00 1.30275178 1.0000000
## 9773-9238 0.45700696 -6.845313e-01 1.59854519 0.9945396
## 9853-9238 0.23296376 -1.105435e+00 1.57136228 0.9999999
## 9991-9238 -2.13474396 -3.343724e+00 -0.92576421 0.0000002
## 9500-9254 2.00467159 9.197064e-01 3.08963679 0.0000001
## 9556-9254 -0.12579379 -1.991595e+00 1.74000768 1.0000000
## 9670-9254 0.87111225 -4.398512e-01 2.18207569 0.6551793
## 9773-9254 1.23434718 -1.469351e-02 2.48338787 0.0568847
## 9853-9254 1.01030397 -4.208856e-01 2.44149359 0.5456445
## 9991-9254 -1.35740374 -2.668367e+00 -0.04644030 0.0334061
## 9556-9500 -2.13046538 -3.829541e+00 -0.43138954 0.0017729
## 9670-9500 -1.13355934 -2.193875e+00 -0.07324395 0.0223233
## 9773-9500 -0.77032441 -1.753048e+00 0.21239946 0.3473143
## 9853-9500 -0.99436762 -2.200165e+00 0.21142975 0.2595143
## 9991-9500 -3.36207533 -4.422391e+00 -2.30175995 0.0000000
## 9670-9556 0.99690604 -8.546701e-01 2.84848222 0.9102125
## 9773-9556 1.36014096 -4.481211e-01 3.16840307 0.4244287
## 9853-9556 1.13609776 -8.024617e-01 3.07465726 0.8342289
## 9991-9556 -1.23160995 -3.083186e+00 0.61996622 0.6534078
## 9773-9670 0.36323493 -8.644547e-01 1.59092458 0.9998590
## 9853-9670 0.13919172 -1.273403e+00 1.55178613 1.0000000
## 9991-9670 -2.22851599 -3.519153e+00 -0.93787879 0.0000004
## 9853-9773 -0.22404320 -1.579366e+00 1.13127980 1.0000000
## 9991-9773 -2.59175092 -3.819441e+00 -1.36406127 0.0000000
## 9991-9853 -2.36770772 -3.780302e+00 -0.95511331 0.0000010TukeyHSD(aov(Grade_Sem2 ~ Prodi, data = data_clean))## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = Grade_Sem2 ~ Prodi, data = data_clean)
##
## $Prodi
## diff lwr upr p adj
## 171-33 -6.91235261 -11.80928850 -2.01541671 0.0001391
## 8014-33 0.80086647 -4.09606942 5.69780236 1.0000000
## 9003-33 0.48155964 -4.41845705 5.38157634 1.0000000
## 9070-33 2.20069795 -2.68993398 7.09132988 0.9815894
## 9085-33 2.16557402 -2.68427795 7.01542598 0.9829386
## 9119-33 -0.20753820 -5.13861712 4.72354072 1.0000000
## 9130-33 0.68883823 -4.27556305 5.65323951 1.0000000
## 9147-33 0.70845799 -4.13194984 5.54886582 1.0000000
## 9238-33 2.12006852 -2.72555396 6.96569100 0.9860842
## 9254-33 0.93333957 -3.94455504 5.81123418 0.9999997
## 9500-33 3.35944008 -1.44348855 8.16236872 0.5629038
## 9556-33 0.77076066 -4.31662349 5.85814480 1.0000000
## 9670-33 1.68770582 -3.18356572 6.55897735 0.9989695
## 9773-33 2.04063084 -2.81073228 6.89199397 0.9907243
## 9853-33 1.57078409 -3.34163250 6.48320068 0.9996176
## 9991-33 0.22886917 -4.64240237 5.10014070 1.0000000
## 8014-171 7.71321908 6.12094762 9.30549054 0.0000000
## 9003-171 7.39391225 5.79219102 8.99563347 0.0000000
## 9070-171 9.11305056 7.54027342 10.68582770 0.0000000
## 9085-171 9.07792662 7.63695077 10.51890247 0.0000000
## 9119-171 6.70481441 5.01044533 8.39918349 0.0000000
## 9130-171 7.60119084 5.81216111 9.39022056 0.0000000
## 9147-171 7.62081059 6.21194749 9.02967370 0.0000000
## 9238-171 9.03242112 7.60574509 10.45909715 0.0000000
## 9254-171 7.84569217 6.31298114 9.37840320 0.0000000
## 9500-171 10.27179269 8.99763778 11.54594760 0.0000000
## 9556-171 7.68311326 5.57673611 9.78949042 0.0000000
## 9670-171 8.60005842 7.08855797 10.11155887 0.0000000
## 9773-171 8.95298345 7.50692970 10.39903720 0.0000000
## 9853-171 8.48313669 6.84387344 10.12239994 0.0000000
## 9991-171 7.14122177 5.62972132 8.65272222 0.0000000
## 9003-8014 -0.31930683 -1.92102805 1.28241440 0.9999994
## 9070-8014 1.39983148 -0.17294566 2.97260862 0.1509017
## 9085-8014 1.36470754 -0.07626830 2.80568339 0.0875726
## 9119-8014 -1.00840467 -2.70277375 0.68596441 0.8165538
## 9130-8014 -0.11202824 -1.90105796 1.67700148 1.0000000
## 9147-8014 -0.09240848 -1.50127159 1.31645463 1.0000000
## 9238-8014 1.31920204 -0.10747399 2.74587807 0.1092712
## 9254-8014 0.13247309 -1.40023794 1.66518412 1.0000000
## 9500-8014 2.55857361 1.28441870 3.83272852 0.0000000
## 9556-8014 -0.03010581 -2.13648296 2.07627134 1.0000000
## 9670-8014 0.88683934 -0.62466111 2.39833980 0.8329505
## 9773-8014 1.23976437 -0.20628938 2.68581813 0.2001407
## 9853-8014 0.76991761 -0.86934564 2.40918087 0.9722263
## 9991-8014 -0.57199731 -2.08349776 0.93950315 0.9970905
## 9070-9003 1.71913831 0.13679498 3.30148164 0.0179958
## 9085-9003 1.68401437 0.23260338 3.13542537 0.0068266
## 9119-9003 -0.68909784 -2.39235033 1.01415465 0.9938764
## 9130-9003 0.20727859 -1.59016677 2.00472395 1.0000000
## 9147-9003 0.22689835 -1.19263599 1.64643269 1.0000000
## 9238-9003 1.63850887 0.20129387 3.07572388 0.0089763
## 9254-9003 0.45177992 -1.09074579 1.99430564 0.9998766
## 9500-9003 2.87788044 1.59193596 4.16382492 0.0000000
## 9556-9003 0.28920101 -1.82432854 2.40273057 1.0000000
## 9670-9003 1.20614617 -0.31530580 2.72759814 0.3269651
## 9773-9003 1.55907120 0.10261868 3.01552372 0.0219483
## 9853-9003 1.08922444 -0.55921921 2.73766810 0.6647555
## 9991-9003 -0.25269048 -1.77414245 1.26876149 1.0000000
## 9085-9070 -0.03512393 -1.45452906 1.38428119 1.0000000
## 9119-9070 -2.40823615 -4.08429883 -0.73217347 0.0000897
## 9130-9070 -1.51185972 -3.28356141 0.25984197 0.2068685
## 9147-9070 -1.49223996 -2.87903295 -0.10544697 0.0204894
## 9238-9070 -0.08062943 -1.48551520 1.32425633 1.0000000
## 9254-9070 -1.26735838 -2.77980760 0.24509083 0.2341386
## 9500-9070 1.15874213 -0.09096594 2.40845021 0.1066129
## 9556-9070 -1.42993729 -3.52161705 0.66174247 0.6050339
## 9670-9070 -0.51299213 -2.00394255 0.97795828 0.9990524
## 9773-9070 -0.16006711 -1.58462703 1.26449282 1.0000000
## 9853-9070 -0.62991386 -2.25024825 0.99042053 0.9960553
## 9991-9070 -1.97182878 -3.46277920 -0.48087837 0.0006099
## 9119-9085 -2.37311221 -3.92616391 -0.82006052 0.0000173
## 9130-9085 -1.47673579 -3.13254687 0.17907530 0.1484624
## 9147-9085 -1.45711603 -2.69242095 -0.22181110 0.0052252
## 9238-9085 -0.04550550 -1.30108803 1.21007703 1.0000000
## 9254-9085 -1.23223445 -2.60711120 0.14264231 0.1426630
## 9500-9085 1.19386607 0.11472117 2.27301097 0.0139828
## 9556-9085 -1.39481336 -3.38928263 0.59965592 0.5632135
## 9670-9085 -0.47786820 -1.82905901 0.87332261 0.9986805
## 9773-9085 -0.12494317 -1.40250117 1.15261483 1.0000000
## 9853-9085 -0.59478993 -2.08752802 0.89794816 0.9948153
## 9991-9085 -1.93670485 -3.28789566 -0.58551404 0.0000954
## 9130-9119 0.89637643 -0.98409838 2.77685124 0.9681325
## 9147-9119 0.91599619 -0.60730727 2.43929965 0.8040229
## 9238-9119 2.32760671 0.78781365 3.86739977 0.0000234
## 9254-9119 1.14087776 -0.49764635 2.77940188 0.5713737
## 9500-9119 3.56697828 2.16732515 4.96663142 0.0000000
## 9556-9119 0.97829886 -1.20627956 3.16287728 0.9824423
## 9670-9119 1.89524401 0.27654337 3.51394466 0.0058999
## 9773-9119 2.24816904 0.69040474 3.80593335 0.0000802
## 9853-9119 1.77832228 0.03971877 3.51692580 0.0386466
## 9991-9119 0.43640736 -1.18229328 2.05510801 0.9999591
## 9147-9130 0.01961976 -1.60832195 1.64756147 1.0000000
## 9238-9130 1.43123028 -0.21215142 3.07461199 0.1784967
## 9254-9130 0.24450134 -1.49173080 1.98073348 1.0000000
## 9500-9130 2.67060185 1.15773382 4.18346988 0.0000002
## 9556-9130 0.08192243 -2.17686566 2.34071052 1.0000000
## 9670-9130 0.99886759 -0.71866918 2.71640436 0.8425777
## 9773-9130 1.35179261 -0.30843942 3.01202465 0.2805875
## 9853-9130 0.88194586 -0.94903283 2.71292454 0.9649364
## 9991-9130 -0.45996906 -2.17750583 1.25756771 0.9999626
## 9238-9147 1.41161053 0.19301652 2.63020453 0.0070034
## 9254-9147 0.22488158 -1.11630072 1.56606388 1.0000000
## 9500-9147 2.65098210 1.61510682 3.68685737 0.0000000
## 9556-9147 0.06230267 -1.90909064 2.03369597 1.0000000
## 9670-9147 0.97924783 -0.33764263 2.29613828 0.4463273
## 9773-9147 1.33217286 0.09094833 2.57339738 0.0212010
## 9853-9147 0.86232610 -0.59943683 2.32408903 0.8268299
## 9991-9147 -0.47958882 -1.79647928 0.83730163 0.9981337
## 9254-9238 -1.18672895 -2.54661100 0.17315310 0.1758082
## 9500-9238 1.23937157 0.17939665 2.29934649 0.0060319
## 9556-9238 -1.34930786 -3.33347035 0.63485464 0.6145326
## 9670-9238 -0.43236270 -1.76829298 0.90356758 0.9995549
## 9773-9238 -0.07943767 -1.34084464 1.18196930 1.0000000
## 9853-9238 -0.54928443 -2.02822327 0.92965441 0.9976542
## 9991-9238 -1.89119935 -3.22712963 -0.55526907 0.0001296
## 9500-9254 2.42610052 1.22720710 3.62499394 0.0000000
## 9556-9254 -0.16257891 -2.22430134 1.89914353 1.0000000
## 9670-9254 0.75436625 -0.69425665 2.20298915 0.9311934
## 9773-9254 1.10729128 -0.27290659 2.48748915 0.3059211
## 9853-9254 0.63744452 -0.94402907 2.21891811 0.9941198
## 9991-9254 -0.70447040 -2.15309330 0.74415250 0.9617740
## 9556-9500 -2.58867943 -4.46616898 -0.71118987 0.0002425
## 9670-9500 -1.67173427 -2.84338948 -0.50007905 0.0001068
## 9773-9500 -1.31880924 -2.40472535 -0.23289313 0.0031770
## 9853-9500 -1.78865600 -3.12106973 -0.45624227 0.0004423
## 9991-9500 -3.13057092 -4.30222613 -1.95891570 0.0000000
## 9670-9556 0.91694516 -1.12905824 2.96294856 0.9823089
## 9773-9556 1.26987019 -0.72827089 3.26801126 0.7274581
## 9853-9556 0.80002343 -1.34209709 2.94214394 0.9974989
## 9991-9556 -0.54189149 -2.58789489 1.50411191 0.9999679
## 9773-9670 0.35292503 -1.00367981 1.70952986 0.9999748
## 9853-9670 -0.11692173 -1.67784749 1.44400403 1.0000000
## 9991-9670 -1.45883665 -2.88499892 -0.03267438 0.0386176
## 9853-9773 -0.46984676 -1.96748726 1.02779374 0.9996997
## 9991-9773 -1.81176168 -3.16836651 -0.45515684 0.0004948
## 9991-9853 -1.34191492 -2.90284068 0.21901084 0.1962674Berdasarkan output uji lanjut TukeyHSD, diketahui bahwa untuk beberapa pasangan kelompok (seperti Graduate vs Dropout atau Enrolled vs Dropout), nilai p adj (adjusted p-value) lebih kecil dari 0,05. Hal ini menunjukkan bahwa terdapat perbedaan rata-rata yang signifikan antara pasangan kelompok tersebut. Selain itu, nilai diff menunjukkan besar selisih rata-rata antar kelompok, sedangkan lwr dan upr menunjukkan batas interval kepercayaan. Jika interval tersebut tidak mencakup nol, maka perbedaan dianggap signifikan. Dengan demikian, uji ini memberikan informasi lebih rinci mengenai kelompok mana yang benar-benar berbeda secara signifikan dalam performa akademik.
Visualisasi
#Boxplot untuk Target
boxplot(Grade_Sem1 ~ Target, data = data_clean,
main = "Boxplot Grade Semester 1 berdasarkan Target",
xlab = "Target",
ylab = "Grade Semester 1")
boxplot(Grade_Sem2 ~ Target, data = data_clean,
main = "Boxplot Grade Semester 2 berdasarkan Target",
xlab = "Target",
ylab = "Grade Semester 2")
#Boxplot untuk Prodi
boxplot(Grade_Sem1 ~ Prodi, data = data_clean,
main = "Boxplot Grade Semester 1 berdasarkan Prodi",
xlab = "Prodi",
ylab = "Grade Semester 1")
boxplot(Grade_Sem2 ~ Prodi, data = data_clean,
main = "Boxplot Grade Semester 2 berdasarkan Prodi",
xlab = "Prodi",
ylab = "Grade Semester 2")
Berdasarkan output boxplot di atas, diketahui bahwa terdapat perbedaan
distribusi nilai antar kelompok Target maupun Prodi. Hal ini terlihat
dari perbedaan posisi median, panjang box (interquartile range), serta
adanya titik-titik outlier pada beberapa kelompok. Kelompok dengan
median yang lebih tinggi menunjukkan performa akademik yang lebih baik.
Selain itu, variasi yang lebih lebar menunjukkan bahwa data lebih
menyebar pada kelompok tersebut. Visualisasi ini memperkuat hasil
analisis statistik sebelumnya, bahwa terdapat perbedaan performa
akademik yang nyata antar kelompok mahasiswa.
# ambil DV
Y <- data_clean[, c("Grade_Sem1", "Grade_Sem2")]
# hitung Mahalanobis distance
d2 <- mahalanobis(Y, colMeans(Y), cov(Y))
# QQ plot
qqplot(qchisq(ppoints(nrow(Y)), df = 2), d2,
xlab = "Chi-Square Quantile",
ylab = "Mahalanobis Distance")
abline(0,1)
Hasil perhitungan Mahalanobis Distance yang divisualisasikan melalui
QQ-plot terhadap distribusi chi-square dengan derajat kebebasan 2
menunjukkan bahwa sebagian besar titik data berada di sekitar garis
diagonal, yang mengindikasikan bahwa distribusi multivariat data relatif
sesuai dengan distribusi teoritis. Tidak terlihat adanya penyimpangan
ekstrem atau titik yang jauh dari garis diagonal, sehingga dapat
disimpulkan bahwa tidak terdapat outlier multivariat yang signifikan
dalam dataset.