Aktivnosti
Distribucije pojedinih aktivnosti po akademskim godinama
Ostalo
Column 1
Oznake
- VID_1 - ukupni broj logova na video materijale vezane za prvi kolokvij
- VID_2 - ukupni broj logova na video materijale vezane za drugi kolokvij
- D1 - ukupni broj dolazaka na predavanja do prvog kolokvija
- D2 - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
- M1 - ukupni broj logova na pdf materijale vezane za prvi kolokvij
- M2 - ukupni broj logova na pdf materijale vezane za drugi kolokvij
Distribucije logova na video materijale po akademskim godinama
Column 2
Distribucije dolazaka na predavanja po akademskim godinama
Distribucije logova na PDF materijale po akademskim godinama
1. model - opis i varijable
Column 1
1. model (binarni model)
Prediktori
- KVIZ - suma svih bodova na kvizovima do prvog kolokvija
- VIDEO - ukupni broj klikova na video materijale do prvog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale do prvog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja do prvog kolokvija
Response - binarna klasifikacija studenata na temelju broja bodova na prvom kolokviju.
- 1 (pozitivna klasa): ako je na prvom kolokviju ukupni broj bodova veći ili jednak od 15
- 0 (negativna klasa): ako je na prvom kolokviju ukupni broj bodova strogo manji od 15
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
Važnost prediktora (Gini)
Važnost prediktora (permutacija)
1. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 693 37 roc_auc binary 0.707 10 0.0472 Preprocessor1_Mode…
2 2 1488 39 roc_auc binary 0.702 10 0.0534 Preprocessor1_Mode…
3 2 1131 40 roc_auc binary 0.7 10 0.0483 Preprocessor1_Mode…
4 2 428 31 roc_auc binary 0.7 10 0.0483 Preprocessor1_Mode…
5 2 776 35 roc_auc binary 0.699 10 0.0493 Preprocessor1_Mode…
6 3 461 36 roc_auc binary 0.698 10 0.0430 Preprocessor1_Mode…
7 2 1443 36 roc_auc binary 0.698 10 0.0518 Preprocessor1_Mode…
8 2 1176 37 roc_auc binary 0.698 10 0.0518 Preprocessor1_Mode…
9 2 1055 34 roc_auc binary 0.698 10 0.0518 Preprocessor1_Mode…
10 3 1481 40 roc_auc binary 0.698 10 0.0501 Preprocessor1_Mode…
11 2 1120 34 roc_auc binary 0.698 10 0.0518 Preprocessor1_Mode…
12 2 431 38 roc_auc binary 0.698 10 0.0473 Preprocessor1_Mode…
13 2 1139 36 roc_auc binary 0.698 10 0.0491 Preprocessor1_Mode…
14 3 1094 37 roc_auc binary 0.697 10 0.0451 Preprocessor1_Mode…
15 2 1248 38 roc_auc binary 0.697 10 0.0544 Preprocessor1_Mode…
16 2 1456 36 roc_auc binary 0.697 10 0.0530 Preprocessor1_Mode…
17 2 515 40 roc_auc binary 0.697 10 0.0544 Preprocessor1_Mode…
18 2 1140 40 roc_auc binary 0.697 10 0.0544 Preprocessor1_Mode…
19 2 1151 40 roc_auc binary 0.697 10 0.0525 Preprocessor1_Mode…
20 2 795 33 roc_auc binary 0.697 10 0.0567 Preprocessor1_Mode…
21 2 1240 31 roc_auc binary 0.696 10 0.0471 Preprocessor1_Mode…
22 2 1437 32 roc_auc binary 0.696 10 0.0477 Preprocessor1_Mode…
23 3 494 39 roc_auc binary 0.696 10 0.0471 Preprocessor1_Mode…
24 2 1381 39 roc_auc binary 0.696 10 0.0528 Preprocessor1_Mode…
25 2 434 32 roc_auc binary 0.696 10 0.0465 Preprocessor1_Mode…
26 2 1122 31 roc_auc binary 0.695 10 0.0478 Preprocessor1_Mode…
27 3 1311 40 roc_auc binary 0.694 10 0.0490 Preprocessor1_Mode…
28 3 1009 38 roc_auc binary 0.694 10 0.0490 Preprocessor1_Mode…
29 2 992 37 roc_auc binary 0.694 10 0.0504 Preprocessor1_Mode…
30 2 1157 38 roc_auc binary 0.694 10 0.0504 Preprocessor1_Mode…
31 2 1088 33 roc_auc binary 0.694 10 0.0507 Preprocessor1_Mode…
32 2 1337 37 roc_auc binary 0.694 10 0.0504 Preprocessor1_Mode…
33 2 1337 38 roc_auc binary 0.694 10 0.0504 Preprocessor1_Mode…
34 2 437 31 roc_auc binary 0.694 10 0.0507 Preprocessor1_Mode…
35 2 1465 33 roc_auc binary 0.694 10 0.0504 Preprocessor1_Mode…
36 2 685 40 roc_auc binary 0.693 10 0.0533 Preprocessor1_Mode…
37 2 907 36 roc_auc binary 0.693 10 0.0528 Preprocessor1_Mode…
38 2 1142 37 roc_auc binary 0.693 10 0.0528 Preprocessor1_Mode…
39 3 913 39 roc_auc binary 0.693 10 0.0497 Preprocessor1_Mode…
40 2 1382 36 roc_auc binary 0.693 10 0.0513 Preprocessor1_Mode…
41 2 753 37 roc_auc binary 0.693 10 0.0513 Preprocessor1_Mode…
42 2 1122 38 roc_auc binary 0.693 10 0.0528 Preprocessor1_Mode…
43 2 512 38 roc_auc binary 0.693 10 0.0528 Preprocessor1_Mode…
44 2 924 31 roc_auc binary 0.693 10 0.0462 Preprocessor1_Mode…
45 2 598 31 roc_auc binary 0.693 10 0.0462 Preprocessor1_Mode…
46 2 695 32 roc_auc binary 0.693 10 0.0459 Preprocessor1_Mode…
47 2 1253 40 roc_auc binary 0.692 10 0.0511 Preprocessor1_Mode…
48 2 1378 39 roc_auc binary 0.692 10 0.0511 Preprocessor1_Mode…
49 2 864 40 roc_auc binary 0.692 10 0.0511 Preprocessor1_Mode…
50 2 741 34 roc_auc binary 0.692 10 0.0517 Preprocessor1_Mode…
51 2 1304 38 roc_auc binary 0.692 10 0.0511 Preprocessor1_Mode…
52 2 1047 40 roc_auc binary 0.692 10 0.0514 Preprocessor1_Mode…
53 3 1203 38 roc_auc binary 0.692 10 0.0451 Preprocessor1_Mode…
54 2 879 33 roc_auc binary 0.692 10 0.0466 Preprocessor1_Mode…
55 2 743 28 roc_auc binary 0.692 10 0.0466 Preprocessor1_Mode…
56 2 913 33 roc_auc binary 0.692 10 0.0466 Preprocessor1_Mode…
57 2 612 31 roc_auc binary 0.692 10 0.0472 Preprocessor1_Mode…
58 3 1401 40 roc_auc binary 0.692 10 0.0454 Preprocessor1_Mode…
59 2 622 33 roc_auc binary 0.692 10 0.0466 Preprocessor1_Mode…
60 2 504 25 roc_auc binary 0.691 10 0.0498 Preprocessor1_Mode…
61 2 650 40 roc_auc binary 0.691 10 0.0519 Preprocessor1_Mode…
62 2 905 40 roc_auc binary 0.691 10 0.0538 Preprocessor1_Mode…
63 2 601 39 roc_auc binary 0.691 10 0.0538 Preprocessor1_Mode…
64 2 569 40 roc_auc binary 0.691 10 0.0464 Preprocessor1_Mode…
65 2 1334 36 roc_auc binary 0.691 10 0.0498 Preprocessor1_Mode…
66 3 1042 38 roc_auc binary 0.691 10 0.0481 Preprocessor1_Mode…
67 3 934 37 roc_auc binary 0.691 10 0.0481 Preprocessor1_Mode…
68 2 1250 33 roc_auc binary 0.691 10 0.0492 Preprocessor1_Mode…
69 2 1212 34 roc_auc binary 0.691 10 0.0492 Preprocessor1_Mode…
70 2 877 35 roc_auc binary 0.691 10 0.0492 Preprocessor1_Mode…
71 3 1055 39 roc_auc binary 0.691 10 0.0478 Preprocessor1_Mode…
72 3 758 40 roc_auc binary 0.691 10 0.0481 Preprocessor1_Mode…
73 2 1219 31 roc_auc binary 0.691 10 0.0464 Preprocessor1_Mode…
74 2 527 32 roc_auc binary 0.691 10 0.0492 Preprocessor1_Mode…
75 3 960 38 roc_auc binary 0.691 10 0.0492 Preprocessor1_Mode…
76 2 864 31 roc_auc binary 0.690 10 0.0514 Preprocessor1_Mode…
77 2 1068 33 roc_auc binary 0.690 10 0.0517 Preprocessor1_Mode…
78 2 697 33 roc_auc binary 0.690 10 0.0514 Preprocessor1_Mode…
79 2 416 40 roc_auc binary 0.690 10 0.0528 Preprocessor1_Mode…
80 3 1421 37 roc_auc binary 0.690 10 0.0485 Preprocessor1_Mode…
81 2 698 36 roc_auc binary 0.690 10 0.0515 Preprocessor1_Mode…
82 2 1452 35 roc_auc binary 0.690 10 0.0538 Preprocessor1_Mode…
83 2 1318 32 roc_auc binary 0.690 10 0.0499 Preprocessor1_Mode…
84 3 1316 40 roc_auc binary 0.690 10 0.0485 Preprocessor1_Mode…
85 2 1378 35 roc_auc binary 0.690 10 0.0502 Preprocessor1_Mode…
86 2 722 33 roc_auc binary 0.690 10 0.0487 Preprocessor1_Mode…
87 2 1114 36 roc_auc binary 0.690 10 0.0517 Preprocessor1_Mode…
88 2 1245 34 roc_auc binary 0.690 10 0.0538 Preprocessor1_Mode…
89 3 598 34 roc_auc binary 0.689 10 0.0449 Preprocessor1_Mode…
90 2 477 34 roc_auc binary 0.689 10 0.0522 Preprocessor1_Mode…
91 3 1277 37 roc_auc binary 0.689 10 0.0449 Preprocessor1_Mode…
92 2 1227 35 roc_auc binary 0.689 10 0.0497 Preprocessor1_Mode…
93 2 1496 35 roc_auc binary 0.689 10 0.0497 Preprocessor1_Mode…
94 2 1230 37 roc_auc binary 0.689 10 0.0500 Preprocessor1_Mode…
95 2 1314 34 roc_auc binary 0.689 10 0.0497 Preprocessor1_Mode…
96 2 1107 37 roc_auc binary 0.689 10 0.0497 Preprocessor1_Mode…
97 2 1038 38 roc_auc binary 0.689 10 0.0497 Preprocessor1_Mode…
98 2 1264 39 roc_auc binary 0.688 10 0.0523 Preprocessor1_Mode…
99 3 1143 37 roc_auc binary 0.688 10 0.0453 Preprocessor1_Mode…
100 2 1418 29 roc_auc binary 0.688 10 0.0472 Preprocessor1_Mode…
101 2 1301 32 roc_auc binary 0.688 10 0.0472 Preprocessor1_Mode…
102 2 539 33 roc_auc binary 0.688 10 0.0472 Preprocessor1_Mode…
103 2 466 30 roc_auc binary 0.688 10 0.0430 Preprocessor1_Mode…
104 3 529 31 roc_auc binary 0.688 10 0.0456 Preprocessor1_Mode…
105 3 921 40 roc_auc binary 0.688 10 0.0456 Preprocessor1_Mode…
106 3 462 38 roc_auc binary 0.688 10 0.0456 Preprocessor1_Mode…
107 2 600 32 roc_auc binary 0.688 10 0.0473 Preprocessor1_Mode…
108 2 995 40 roc_auc binary 0.688 10 0.0506 Preprocessor1_Mode…
109 2 959 39 roc_auc binary 0.688 10 0.0506 Preprocessor1_Mode…
110 2 1054 37 roc_auc binary 0.688 10 0.0545 Preprocessor1_Mode…
111 3 1042 36 roc_auc binary 0.688 10 0.0429 Preprocessor1_Mode…
112 2 1024 39 roc_auc binary 0.688 10 0.0506 Preprocessor1_Mode…
113 2 584 23 roc_auc binary 0.688 10 0.0508 Preprocessor1_Mode…
114 2 1134 37 roc_auc binary 0.688 10 0.0506 Preprocessor1_Mode…
115 2 752 25 roc_auc binary 0.688 10 0.0485 Preprocessor1_Mode…
116 2 970 40 roc_auc binary 0.688 10 0.0521 Preprocessor1_Mode…
117 2 1325 34 roc_auc binary 0.688 10 0.0506 Preprocessor1_Mode…
118 2 1102 37 roc_auc binary 0.688 10 0.0545 Preprocessor1_Mode…
119 2 519 36 roc_auc binary 0.688 10 0.0521 Preprocessor1_Mode…
120 2 1106 36 roc_auc binary 0.688 10 0.0521 Preprocessor1_Mode…
121 2 409 31 roc_auc binary 0.687 10 0.0541 Preprocessor1_Mode…
122 2 938 29 roc_auc binary 0.687 10 0.0497 Preprocessor1_Mode…
123 3 1065 38 roc_auc binary 0.687 10 0.0480 Preprocessor1_Mode…
124 3 746 37 roc_auc binary 0.687 10 0.0483 Preprocessor1_Mode…
125 2 838 32 roc_auc binary 0.687 10 0.0480 Preprocessor1_Mode…
126 2 570 31 roc_auc binary 0.687 10 0.0483 Preprocessor1_Mode…
127 2 1404 40 roc_auc binary 0.687 10 0.0511 Preprocessor1_Mode…
128 2 589 39 roc_auc binary 0.687 10 0.0511 Preprocessor1_Mode…
129 2 670 40 roc_auc binary 0.687 10 0.0511 Preprocessor1_Mode…
130 3 523 36 roc_auc binary 0.687 10 0.0434 Preprocessor1_Mode…
131 2 419 25 roc_auc binary 0.687 10 0.0489 Preprocessor1_Mode…
132 3 1254 35 roc_auc binary 0.686 10 0.0487 Preprocessor1_Mode…
133 2 758 35 roc_auc binary 0.686 10 0.0487 Preprocessor1_Mode…
134 2 436 33 roc_auc binary 0.686 10 0.0487 Preprocessor1_Mode…
135 2 1288 36 roc_auc binary 0.686 10 0.0487 Preprocessor1_Mode…
136 2 423 34 roc_auc binary 0.686 10 0.0487 Preprocessor1_Mode…
137 2 1195 34 roc_auc binary 0.686 10 0.0474 Preprocessor1_Mode…
138 2 1096 33 roc_auc binary 0.686 10 0.0487 Preprocessor1_Mode…
139 2 772 35 roc_auc binary 0.686 10 0.0487 Preprocessor1_Mode…
140 2 853 28 roc_auc binary 0.686 10 0.0473 Preprocessor1_Mode…
141 3 774 35 roc_auc binary 0.686 10 0.0442 Preprocessor1_Mode…
142 2 884 24 roc_auc binary 0.686 10 0.0490 Preprocessor1_Mode…
143 3 874 40 roc_auc binary 0.685 10 0.0484 Preprocessor1_Mode…
144 2 789 34 roc_auc binary 0.685 10 0.0484 Preprocessor1_Mode…
145 2 548 33 roc_auc binary 0.685 10 0.0484 Preprocessor1_Mode…
146 2 1102 36 roc_auc binary 0.685 10 0.0490 Preprocessor1_Mode…
147 3 413 39 roc_auc binary 0.685 10 0.0495 Preprocessor1_Mode…
148 2 763 35 roc_auc binary 0.685 10 0.0512 Preprocessor1_Mode…
149 2 835 30 roc_auc binary 0.685 10 0.0480 Preprocessor1_Mode…
150 3 934 38 roc_auc binary 0.685 10 0.0449 Preprocessor1_Mode…
151 2 1067 28 roc_auc binary 0.685 10 0.0480 Preprocessor1_Mode…
152 2 1290 26 roc_auc binary 0.685 10 0.0521 Preprocessor1_Mode…
153 3 614 36 roc_auc binary 0.685 10 0.0443 Preprocessor1_Mode…
154 3 675 36 roc_auc binary 0.685 10 0.0443 Preprocessor1_Mode…
155 2 1178 29 roc_auc binary 0.685 10 0.0480 Preprocessor1_Mode…
156 2 1354 30 roc_auc binary 0.685 10 0.0443 Preprocessor1_Mode…
157 2 423 29 roc_auc binary 0.685 10 0.0485 Preprocessor1_Mode…
158 2 1167 35 roc_auc binary 0.684 10 0.0491 Preprocessor1_Mode…
159 2 1175 25 roc_auc binary 0.684 10 0.0479 Preprocessor1_Mode…
160 2 1205 32 roc_auc binary 0.684 10 0.0533 Preprocessor1_Mode…
161 2 647 38 roc_auc binary 0.684 10 0.0494 Preprocessor1_Mode…
162 2 966 32 roc_auc binary 0.684 10 0.0491 Preprocessor1_Mode…
163 2 836 39 roc_auc binary 0.684 10 0.0509 Preprocessor1_Mode…
164 2 1438 39 roc_auc binary 0.684 10 0.0509 Preprocessor1_Mode…
165 2 579 36 roc_auc binary 0.684 10 0.0494 Preprocessor1_Mode…
166 2 812 39 roc_auc binary 0.684 10 0.0506 Preprocessor1_Mode…
167 2 441 39 roc_auc binary 0.684 10 0.0491 Preprocessor1_Mode…
168 2 543 34 roc_auc binary 0.684 10 0.0491 Preprocessor1_Mode…
169 3 904 34 roc_auc binary 0.684 10 0.0488 Preprocessor1_Mode…
170 3 458 36 roc_auc binary 0.684 10 0.0476 Preprocessor1_Mode…
171 2 1075 33 roc_auc binary 0.684 10 0.0470 Preprocessor1_Mode…
172 3 1499 37 roc_auc binary 0.684 10 0.0470 Preprocessor1_Mode…
173 3 1317 39 roc_auc binary 0.684 10 0.0458 Preprocessor1_Mode…
174 2 1242 31 roc_auc binary 0.683 10 0.0493 Preprocessor1_Mode…
175 2 655 28 roc_auc binary 0.683 10 0.0493 Preprocessor1_Mode…
176 2 541 24 roc_auc binary 0.683 10 0.0503 Preprocessor1_Mode…
177 2 1479 26 roc_auc binary 0.683 10 0.0480 Preprocessor1_Mode…
178 2 475 40 roc_auc binary 0.683 10 0.0553 Preprocessor1_Mode…
179 2 692 40 roc_auc binary 0.683 10 0.0516 Preprocessor1_Mode…
180 2 437 38 roc_auc binary 0.683 10 0.0516 Preprocessor1_Mode…
181 2 1384 30 roc_auc binary 0.683 10 0.0463 Preprocessor1_Mode…
182 2 793 36 roc_auc binary 0.683 10 0.0477 Preprocessor1_Mode…
183 2 603 33 roc_auc binary 0.683 10 0.0487 Preprocessor1_Mode…
184 2 1008 34 roc_auc binary 0.683 10 0.0477 Preprocessor1_Mode…
185 2 994 28 roc_auc binary 0.683 10 0.0463 Preprocessor1_Mode…
186 2 1479 32 roc_auc binary 0.683 10 0.0447 Preprocessor1_Mode…
187 3 730 37 roc_auc binary 0.683 10 0.0468 Preprocessor1_Mode…
188 3 831 40 roc_auc binary 0.683 10 0.0462 Preprocessor1_Mode…
189 2 986 32 roc_auc binary 0.683 10 0.0473 Preprocessor1_Mode…
190 3 1249 39 roc_auc binary 0.683 10 0.0477 Preprocessor1_Mode…
191 2 735 31 roc_auc binary 0.683 10 0.0515 Preprocessor1_Mode…
192 3 1493 39 roc_auc binary 0.683 10 0.0477 Preprocessor1_Mode…
193 3 802 35 roc_auc binary 0.682 10 0.0444 Preprocessor1_Mode…
194 3 1128 35 roc_auc binary 0.682 10 0.0447 Preprocessor1_Mode…
195 2 806 26 roc_auc binary 0.682 10 0.0477 Preprocessor1_Mode…
196 2 808 28 roc_auc binary 0.682 10 0.0462 Preprocessor1_Mode…
197 2 844 26 roc_auc binary 0.682 10 0.0477 Preprocessor1_Mode…
198 3 1056 37 roc_auc binary 0.682 10 0.0471 Preprocessor1_Mode…
199 2 727 33 roc_auc binary 0.682 10 0.0474 Preprocessor1_Mode…
200 2 510 31 roc_auc binary 0.682 10 0.0519 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 1284 15 mcc binary 0.288 10 0.134 Preprocessor1_Mode…
2 2 712 12 mcc binary 0.274 10 0.138 Preprocessor1_Mode…
3 3 1442 14 mcc binary 0.274 10 0.138 Preprocessor1_Mode…
4 3 1470 16 mcc binary 0.274 10 0.138 Preprocessor1_Mode…
5 3 858 11 mcc binary 0.271 10 0.131 Preprocessor1_Mode…
6 2 851 14 mcc binary 0.264 10 0.146 Preprocessor1_Mode…
7 3 1227 13 mcc binary 0.263 10 0.126 Preprocessor1_Mode…
8 3 585 17 mcc binary 0.258 10 0.131 Preprocessor1_Mode…
9 3 1242 12 mcc binary 0.257 10 0.136 Preprocessor1_Mode…
10 3 1423 9 mcc binary 0.257 10 0.136 Preprocessor1_Mode…
11 3 909 14 mcc binary 0.257 10 0.136 Preprocessor1_Mode…
12 3 1197 13 mcc binary 0.257 10 0.136 Preprocessor1_Mode…
13 3 1215 12 mcc binary 0.257 10 0.136 Preprocessor1_Mode…
14 3 1460 13 mcc binary 0.257 10 0.136 Preprocessor1_Mode…
15 3 509 7 mcc binary 0.254 10 0.137 Preprocessor1_Mode…
16 3 587 14 mcc binary 0.253 10 0.139 Preprocessor1_Mode…
17 2 1222 25 mcc binary 0.252 10 0.124 Preprocessor1_Mode…
18 2 792 12 mcc binary 0.249 10 0.130 Preprocessor1_Mode…
19 3 1467 12 mcc binary 0.249 10 0.130 Preprocessor1_Mode…
20 3 637 15 mcc binary 0.249 10 0.130 Preprocessor1_Mode…
21 3 453 14 mcc binary 0.249 10 0.130 Preprocessor1_Mode…
22 3 1303 14 mcc binary 0.249 10 0.130 Preprocessor1_Mode…
23 3 1229 9 mcc binary 0.247 10 0.126 Preprocessor1_Mode…
24 2 820 7 mcc binary 0.247 10 0.126 Preprocessor1_Mode…
25 2 840 7 mcc binary 0.247 10 0.126 Preprocessor1_Mode…
26 3 1082 5 mcc binary 0.244 10 0.133 Preprocessor1_Mode…
27 3 727 6 mcc binary 0.244 10 0.133 Preprocessor1_Mode…
28 2 1121 5 mcc binary 0.244 10 0.133 Preprocessor1_Mode…
29 2 1488 7 mcc binary 0.244 10 0.133 Preprocessor1_Mode…
30 2 1410 8 mcc binary 0.244 10 0.135 Preprocessor1_Mode…
31 3 1477 18 mcc binary 0.244 10 0.135 Preprocessor1_Mode…
32 2 1002 11 mcc binary 0.244 10 0.135 Preprocessor1_Mode…
33 3 1190 14 mcc binary 0.244 10 0.135 Preprocessor1_Mode…
34 2 570 16 mcc binary 0.244 10 0.135 Preprocessor1_Mode…
35 2 1483 12 mcc binary 0.244 10 0.135 Preprocessor1_Mode…
36 3 1230 17 mcc binary 0.244 10 0.135 Preprocessor1_Mode…
37 3 1180 19 mcc binary 0.242 10 0.125 Preprocessor1_Mode…
38 3 1059 9 mcc binary 0.241 10 0.132 Preprocessor1_Mode…
39 3 1026 10 mcc binary 0.241 10 0.132 Preprocessor1_Mode…
40 3 439 18 mcc binary 0.241 10 0.128 Preprocessor1_Mode…
41 3 901 14 mcc binary 0.239 10 0.138 Preprocessor1_Mode…
42 3 758 40 mcc binary 0.239 10 0.137 Preprocessor1_Mode…
43 3 1379 8 mcc binary 0.239 10 0.142 Preprocessor1_Mode…
44 3 1052 13 mcc binary 0.233 10 0.126 Preprocessor1_Mode…
45 3 1449 13 mcc binary 0.233 10 0.126 Preprocessor1_Mode…
46 3 735 13 mcc binary 0.233 10 0.126 Preprocessor1_Mode…
47 2 667 8 mcc binary 0.232 10 0.131 Preprocessor1_Mode…
48 3 966 19 mcc binary 0.232 10 0.122 Preprocessor1_Mode…
49 3 1244 14 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
50 3 1353 12 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
51 3 982 11 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
52 3 1273 10 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
53 3 544 15 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
54 3 776 12 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
55 3 997 14 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
56 3 1317 11 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
57 3 1070 13 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
58 3 1006 12 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
59 3 1122 11 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
60 3 834 14 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
61 3 588 8 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
62 3 1282 12 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
63 3 1031 11 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
64 3 611 14 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
65 3 1305 11 mcc binary 0.232 10 0.127 Preprocessor1_Mode…
66 3 913 39 mcc binary 0.229 10 0.142 Preprocessor1_Mode…
67 3 831 40 mcc binary 0.229 10 0.142 Preprocessor1_Mode…
68 2 1480 5 mcc binary 0.228 10 0.129 Preprocessor1_Mode…
69 3 873 9 mcc binary 0.228 10 0.129 Preprocessor1_Mode…
70 3 1496 8 mcc binary 0.228 10 0.129 Preprocessor1_Mode…
71 3 470 7 mcc binary 0.228 10 0.129 Preprocessor1_Mode…
72 2 731 14 mcc binary 0.228 10 0.129 Preprocessor1_Mode…
73 3 544 22 mcc binary 0.227 10 0.128 Preprocessor1_Mode…
74 3 639 21 mcc binary 0.227 10 0.128 Preprocessor1_Mode…
75 3 1250 22 mcc binary 0.227 10 0.128 Preprocessor1_Mode…
76 2 893 20 mcc binary 0.227 10 0.128 Preprocessor1_Mode…
77 3 1080 18 mcc binary 0.227 10 0.128 Preprocessor1_Mode…
78 2 884 24 mcc binary 0.227 10 0.128 Preprocessor1_Mode…
79 2 471 19 mcc binary 0.227 10 0.128 Preprocessor1_Mode…
80 2 854 19 mcc binary 0.227 10 0.128 Preprocessor1_Mode…
81 2 435 26 mcc binary 0.227 10 0.115 Preprocessor1_Mode…
82 3 1276 12 mcc binary 0.227 10 0.133 Preprocessor1_Mode…
83 2 612 9 mcc binary 0.226 10 0.137 Preprocessor1_Mode…
84 2 1363 10 mcc binary 0.226 10 0.137 Preprocessor1_Mode…
85 2 622 28 mcc binary 0.223 10 0.113 Preprocessor1_Mode…
86 3 551 8 mcc binary 0.223 10 0.134 Preprocessor1_Mode…
87 3 641 17 mcc binary 0.222 10 0.131 Preprocessor1_Mode…
88 2 405 9 mcc binary 0.221 10 0.131 Preprocessor1_Mode…
89 3 1043 14 mcc binary 0.220 10 0.143 Preprocessor1_Mode…
90 2 1475 11 mcc binary 0.220 9 0.142 Preprocessor1_Mode…
91 3 1062 30 mcc binary 0.218 10 0.129 Preprocessor1_Mode…
92 3 458 36 mcc binary 0.218 10 0.129 Preprocessor1_Mode…
93 3 494 39 mcc binary 0.218 10 0.129 Preprocessor1_Mode…
94 3 471 30 mcc binary 0.218 10 0.129 Preprocessor1_Mode…
95 3 895 34 mcc binary 0.218 10 0.129 Preprocessor1_Mode…
96 3 462 38 mcc binary 0.218 10 0.129 Preprocessor1_Mode…
97 2 994 9 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
98 2 588 11 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
99 2 564 10 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
100 2 1092 11 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
101 3 1032 15 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
102 2 606 9 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
103 2 1188 9 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
104 2 1104 15 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
105 3 752 16 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
106 3 1347 14 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
107 3 1245 14 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
108 3 986 13 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
109 2 1347 10 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
110 3 1436 16 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
111 2 1301 9 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
112 3 1029 16 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
113 2 606 12 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
114 2 666 9 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
115 3 886 18 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
116 3 1224 16 mcc binary 0.218 10 0.127 Preprocessor1_Mode…
117 3 696 10 mcc binary 0.218 10 0.134 Preprocessor1_Mode…
118 3 402 20 mcc binary 0.216 10 0.115 Preprocessor1_Mode…
119 3 889 12 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
120 3 708 11 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
121 3 593 11 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
122 3 868 10 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
123 3 933 12 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
124 3 1407 12 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
125 3 1398 10 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
126 3 721 12 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
127 3 1454 11 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
128 3 1294 11 mcc binary 0.216 10 0.123 Preprocessor1_Mode…
129 2 1311 5 mcc binary 0.215 9 0.144 Preprocessor1_Mode…
130 2 480 4 mcc binary 0.215 9 0.144 Preprocessor1_Mode…
131 2 615 19 mcc binary 0.214 10 0.140 Preprocessor1_Mode…
132 3 610 19 mcc binary 0.214 10 0.141 Preprocessor1_Mode…
133 2 929 5 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
134 2 1266 4 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
135 2 1360 5 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
136 2 1154 6 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
137 2 817 4 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
138 3 1488 6 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
139 2 1308 5 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
140 2 955 6 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
141 2 1279 5 mcc binary 0.213 10 0.133 Preprocessor1_Mode…
142 3 455 4 mcc binary 0.213 10 0.129 Preprocessor1_Mode…
143 3 749 6 mcc binary 0.213 10 0.129 Preprocessor1_Mode…
144 3 839 6 mcc binary 0.213 10 0.129 Preprocessor1_Mode…
145 3 1086 10 mcc binary 0.213 10 0.129 Preprocessor1_Mode…
146 3 471 22 mcc binary 0.213 10 0.132 Preprocessor1_Mode…
147 3 1459 18 mcc binary 0.213 10 0.132 Preprocessor1_Mode…
148 3 1076 19 mcc binary 0.213 10 0.132 Preprocessor1_Mode…
149 2 823 22 mcc binary 0.213 10 0.132 Preprocessor1_Mode…
150 3 523 17 mcc binary 0.213 10 0.132 Preprocessor1_Mode…
151 3 1028 21 mcc binary 0.213 10 0.132 Preprocessor1_Mode…
152 3 1293 16 mcc binary 0.213 10 0.132 Preprocessor1_Mode…
153 2 916 20 mcc binary 0.213 10 0.132 Preprocessor1_Mode…
154 3 729 22 mcc binary 0.211 10 0.121 Preprocessor1_Mode…
155 2 506 19 mcc binary 0.211 10 0.121 Preprocessor1_Mode…
156 3 645 21 mcc binary 0.211 10 0.121 Preprocessor1_Mode…
157 3 1110 11 mcc binary 0.211 10 0.128 Preprocessor1_Mode…
158 3 1246 11 mcc binary 0.211 10 0.133 Preprocessor1_Mode…
159 3 1310 11 mcc binary 0.211 10 0.133 Preprocessor1_Mode…
160 3 427 7 mcc binary 0.210 10 0.150 Preprocessor1_Mode…
161 3 401 15 mcc binary 0.210 10 0.129 Preprocessor1_Mode…
162 3 446 38 mcc binary 0.210 10 0.127 Preprocessor1_Mode…
163 2 704 16 mcc binary 0.209 10 0.142 Preprocessor1_Mode…
164 2 1479 26 mcc binary 0.209 10 0.133 Preprocessor1_Mode…
165 2 734 29 mcc binary 0.209 10 0.133 Preprocessor1_Mode…
166 2 1117 27 mcc binary 0.209 10 0.133 Preprocessor1_Mode…
167 3 1373 17 mcc binary 0.208 10 0.135 Preprocessor1_Mode…
168 3 865 19 mcc binary 0.208 10 0.135 Preprocessor1_Mode…
169 3 1254 35 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
170 3 1485 35 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
171 3 1331 36 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
172 3 1350 29 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
173 3 1369 31 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
174 3 1421 37 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
175 3 670 32 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
176 3 1279 30 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
177 3 1458 29 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
178 3 1042 36 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
179 3 818 32 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
180 3 802 35 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
181 3 1164 34 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
182 3 1288 34 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
183 3 766 33 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
184 3 1065 30 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
185 3 934 37 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
186 3 721 29 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
187 3 1447 32 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
188 3 537 35 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
189 3 792 33 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
190 3 539 32 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
191 3 1064 30 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
192 3 532 33 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
193 3 1370 32 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
194 3 1298 34 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
195 3 774 35 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
196 3 726 33 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
197 3 1498 31 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
198 3 737 30 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
199 3 1300 30 mcc binary 0.208 10 0.134 Preprocessor1_Mode…
200 3 461 36 mcc binary 0.208 10 0.134 Preprocessor1_Mode…1. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.925 0.607
2 precision binary 0.805 0.649
3 spec binary 0.545 0.474
4 accuracy binary 0.8 0.556
5 f_meas binary 0.861 0.627
6 mcc binary 0.526 0.0790
7 kap binary 0.510 0.0787
8 roc_auc binary 0.853 0.604
9 mn_log_loss binary 0.482 0.667 Confusion matrix
Column 2
ROC curve
Gain curve
1. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
1. model - tablica studenata
Column 1
tablica studenata
| KVIZ1 | VID_1 | D1 | M1 | KOL1 | class_1 | class_0 | KVIZ | VIDEO | DOLASCI | MATERIJALI |
|---|---|---|---|---|---|---|---|---|---|---|
| 2.45 | 3 | 4 | 44 | 6.51 | 0.9083197 | 0.0916803 | -0.0896606 | -0.0136009 | -0.0315316 | -0.0478735 |
| 1.11 | 2 | 4 | 17 | 15.85 | 0.5269574 | 0.4730426 | -0.0600745 | 0.0050913 | 0.0053439 | 0.0110930 |
| 0.40 | 4 | 4 | 35 | 25.08 | 0.5996400 | 0.4003600 | -0.0588025 | -0.0009249 | 0.0064223 | 0.0270159 |
| 1.55 | 13 | 4 | 30 | 18.38 | 0.5396995 | 0.4603005 | -0.0563411 | 0.0011664 | 0.0083074 | 0.0034671 |
| 1.42 | 0 | 4 | 11 | 16.09 | 0.4658904 | 0.5341096 | -0.0563307 | -0.0167199 | 0.0061107 | 0.0021951 |
| 2.12 | 20 | 4 | 38 | 11.61 | 0.8279549 | 0.1720451 | -0.0537468 | 0.0045697 | -0.0161320 | -0.0257844 |
| 2.43 | 0 | 4 | 31 | 13.99 | 0.5735575 | 0.4264425 | -0.0448993 | 0.0051533 | -0.0107614 | 0.0908445 |
| 2.50 | 6 | 4 | 20 | 10.59 | 0.8716556 | 0.1283444 | -0.0441877 | -0.0018031 | -0.0203537 | -0.0323150 |
| 2.65 | 12 | 4 | 3 | 14.72 | 0.8748627 | 0.1251373 | -0.0436564 | -0.0338852 | -0.0241297 | -0.0252924 |
| 1.96 | 1 | 3 | 58 | 12.95 | 0.7246525 | 0.2753475 | -0.0397478 | -0.0017894 | 0.0451453 | -0.0209866 |
| 1.42 | 40 | 3 | 33 | 15.97 | 0.4642036 | 0.5357964 | -0.0378247 | -0.0151917 | -0.0211663 | 0.0151563 |
| 2.18 | 0 | 4 | 5 | 13.85 | 0.6835374 | 0.3164626 | -0.0360569 | 0.0153398 | -0.0133504 | 0.0258773 |
| 1.55 | 2 | 4 | 26 | 20.79 | 0.6379485 | 0.3620515 | -0.0315087 | 0.0049034 | 0.0056982 | 0.0244288 |
| 2.83 | 4 | 4 | 46 | 14.51 | 0.7278951 | 0.2721049 | -0.0312354 | -0.0010172 | -0.0151733 | 0.0209363 |
| 1.24 | 4 | 2 | 27 | 18.12 | 0.4624335 | 0.5375665 | -0.0311905 | 0.0010805 | -0.0352532 | 0.0213125 |
| 3.13 | 14 | 4 | 16 | 12.03 | 0.8755456 | 0.1244544 | -0.0302746 | -0.0186320 | -0.0210947 | -0.0443627 |
| 2.17 | 6 | 3 | 33 | 9.93 | 0.6004858 | 0.3995142 | -0.0298743 | -0.0027766 | 0.0208317 | 0.0294049 |
| 1.76 | 0 | 4 | 40 | 21.90 | 0.5686374 | 0.4313626 | -0.0258957 | -0.0107147 | 0.0072563 | 0.0152495 |
| 1.76 | 9 | 4 | 26 | 16.21 | 0.6530666 | 0.3469334 | -0.0244474 | 0.0053091 | 0.0103808 | 0.0139542 |
| 1.76 | 2 | 4 | 33 | 17.64 | 0.4514041 | 0.5485959 | -0.0243409 | 0.0046366 | 0.0029290 | -0.0445774 |
| 1.83 | 1 | 3 | 94 | 22.36 | 0.3867035 | 0.6132965 | -0.0187554 | -0.0042450 | -0.0148282 | -0.0318438 |
| 0.00 | 4 | 0 | 12 | 18.26 | 0.3730447 | 0.6269553 | -0.0170103 | -0.0062174 | -0.0085925 | -0.0193933 |
| 1.86 | 1 | 4 | 19 | 10.12 | 0.6494550 | 0.3505450 | -0.0165721 | 0.0002156 | -0.0191858 | 0.0425956 |
| 1.73 | 4 | 4 | 13 | 15.02 | 0.6210344 | 0.3789656 | -0.0149697 | 0.0005516 | 0.0091477 | 0.0072161 |
| 3.14 | 12 | 4 | 15 | 20.87 | 0.7094821 | 0.2905179 | -0.0140321 | 0.0095452 | 0.0079174 | 0.0097024 |
| 2.63 | 19 | 4 | 10 | 7.08 | 0.5030891 | 0.4969109 | -0.0139373 | -0.0031447 | -0.0029679 | 0.0853751 |
| 1.81 | 1 | 3 | 63 | 17.87 | 0.4862433 | 0.5137567 | -0.0123904 | -0.0014263 | -0.0362550 | 0.0060861 |
| 3.25 | 13 | 4 | 28 | 20.89 | 0.7456908 | 0.2543092 | -0.0123731 | 0.0058788 | 0.0056305 | 0.0150771 |
| 2.97 | 6 | 4 | 21 | 11.51 | 0.6733497 | 0.3266503 | -0.0119268 | -0.0004694 | -0.0111832 | 0.0249772 |
| 0.99 | 0 | 2 | 79 | 19.64 | 0.3096964 | 0.6903036 | -0.0115843 | -0.0082806 | -0.0005679 | -0.0371962 |
| 1.90 | 1 | 4 | 49 | 17.92 | 0.5061115 | 0.4938885 | -0.0113027 | -0.0034980 | 0.0022855 | -0.0386051 |
| 2.92 | 5 | 4 | 35 | 8.55 | 0.6846788 | 0.3153212 | -0.0087723 | -0.0019239 | -0.0107867 | 0.0345850 |
| 0.00 | 0 | 0 | 25 | 2.73 | 0.4146557 | 0.5853443 | -0.0086645 | 0.0044812 | 0.0020204 | 0.0206518 |
| 3.11 | 5 | 4 | 75 | 22.43 | 0.6725054 | 0.3274946 | -0.0080939 | -0.0007291 | 0.0106899 | 0.0103150 |
| 0.75 | 2 | 2 | 26 | 17.58 | 0.3516315 | 0.6483685 | -0.0068129 | 0.0007502 | -0.0028248 | -0.0251756 |
| 1.86 | 9 | 3 | 22 | 23.70 | 0.5474405 | 0.4525595 | -0.0051990 | 0.0096824 | -0.0458796 | 0.0027715 |
| 1.89 | 17 | 4 | 16 | 12.73 | 0.5208841 | 0.4791159 | -0.0051012 | -0.0055277 | -0.0058642 | 0.0871699 |
| 1.84 | 12 | 4 | 35 | 17.17 | 0.7134012 | 0.2865988 | -0.0028297 | 0.0035706 | 0.0093078 | 0.0073706 |
| 1.81 | 4 | 4 | 80 | 13.23 | 0.8796109 | 0.1203891 | -0.0022663 | -0.0084305 | -0.0238696 | -0.0999451 |
| 1.84 | 8 | 4 | 45 | 16.33 | 0.8102112 | 0.1897888 | -0.0015605 | 0.0061393 | 0.0135488 | 0.0464018 |
| 3.26 | 3 | 4 | 12 | 22.00 | 0.5534105 | 0.4465895 | -0.0002100 | 0.0042173 | 0.0031311 | -0.0160886 |
| 2.05 | 17 | 4 | 15 | 16.94 | 0.7145375 | 0.2854625 | 0.0004005 | -0.0186359 | 0.0064593 | 0.0171320 |
| 0.10 | 1 | 2 | 6 | 17.36 | 0.3727580 | 0.6272420 | 0.0014800 | -0.0006066 | 0.0006304 | -0.0325399 |
| 2.98 | 3 | 4 | 50 | 18.68 | 0.5937825 | 0.4062175 | 0.0023504 | -0.0015110 | 0.0034611 | -0.0145027 |
| 1.84 | 0 | 3 | 35 | 13.46 | 0.4702027 | 0.5297973 | 0.0033455 | 0.0137864 | 0.0140971 | 0.0384973 |
| 1.82 | 0 | 4 | 33 | 13.28 | 0.5507962 | 0.4492038 | 0.0034822 | 0.0096022 | -0.0066768 | 0.0465384 |
| 1.96 | 2 | 4 | 43 | 23.66 | 0.8010258 | 0.1989742 | 0.0043229 | 0.0038522 | 0.0095154 | 0.0338392 |
| 2.78 | 12 | 4 | 24 | 19.80 | 0.6315806 | 0.3684194 | 0.0044566 | 0.0047805 | 0.0085693 | -0.0152872 |
| 2.72 | 12 | 4 | 21 | 20.01 | 0.8483397 | 0.1516603 | 0.0058369 | 0.0059413 | 0.0081570 | 0.0253442 |
| 3.06 | 22 | 4 | 8 | 24.97 | 0.7331055 | 0.2668945 | 0.0063728 | -0.0201514 | 0.0048438 | 0.0377611 |
| 1.97 | 8 | 4 | 18 | 17.65 | 0.7807166 | 0.2192834 | 0.0079068 | 0.0063452 | 0.0117422 | 0.0134485 |
| 2.88 | 10 | 4 | 21 | 15.01 | 0.7710705 | 0.2289295 | 0.0079165 | 0.0120897 | 0.0083333 | 0.0219294 |
| 2.84 | 1 | 4 | 17 | 22.41 | 0.7273715 | 0.2726285 | 0.0083142 | -0.0024037 | 0.0089545 | 0.0238693 |
| 2.01 | 6 | 4 | 38 | 23.71 | 0.8558106 | 0.1441894 | 0.0101037 | 0.0034998 | 0.0133008 | 0.0527946 |
| 2.12 | 6 | 4 | 1 | 15.15 | 0.7753943 | 0.2246057 | 0.0106993 | 0.0022745 | 0.0139683 | 0.0171753 |
| 2.57 | 7 | 4 | 22 | 17.63 | 0.4522848 | 0.5477152 | 0.0114261 | 0.0017632 | -0.0004728 | -0.1049906 |
| 2.09 | 2 | 4 | 17 | 25.70 | 0.7580961 | 0.2419039 | 0.0128933 | 0.0079703 | 0.0106066 | 0.0162017 |
| 3.02 | 20 | 4 | 46 | 25.50 | 0.6241782 | 0.3758218 | 0.0143184 | -0.0320812 | 0.0016815 | 0.0069748 |
| 2.59 | 3 | 4 | 33 | 23.57 | 0.8700662 | 0.1299338 | 0.0145947 | 0.0061296 | 0.0102354 | 0.0237771 |
| 1.21 | 4 | 3 | 51 | 6.53 | 0.3773174 | 0.6226826 | 0.0156133 | 0.0018571 | 0.0097776 | 0.0311252 |
| 1.05 | 3 | 2 | 95 | 14.63 | 0.3962319 | 0.6037681 | 0.0157724 | 0.0033800 | 0.0077757 | 0.0340206 |
| 2.42 | 21 | 4 | 52 | 24.33 | 0.8074961 | 0.1925039 | 0.0172828 | -0.0346910 | 0.0109697 | 0.0382771 |
| 1.76 | 9 | 3 | 102 | 13.28 | 0.5586954 | 0.4413046 | 0.0178396 | -0.0219773 | 0.0245089 | 0.0174266 |
| 2.53 | 9 | 4 | 33 | 23.26 | 0.8851667 | 0.1148333 | 0.0182645 | 0.0042677 | 0.0107982 | 0.0248278 |
| 2.28 | 7 | 4 | 16 | 24.78 | 0.9522681 | 0.0477319 | 0.0190450 | 0.0080489 | 0.0096350 | 0.0254758 |
| 2.52 | 0 | 4 | 21 | 23.08 | 0.7288944 | 0.2711056 | 0.0191728 | -0.0162591 | 0.0078149 | 0.0230427 |
| 2.42 | 11 | 3 | 27 | 19.90 | 0.6011663 | 0.3988337 | 0.0196870 | 0.0060511 | -0.0296344 | -0.0149664 |
| 2.20 | 0 | 4 | 23 | 22.39 | 0.7403755 | 0.2596245 | 0.0206263 | -0.0125298 | 0.0114717 | 0.0103503 |
| 2.49 | 11 | 4 | 0 | 20.84 | 0.8278423 | 0.1721577 | 0.0208027 | 0.0130448 | 0.0115598 | 0.0246618 |
| 2.28 | 3 | 4 | 7 | 15.72 | 0.9014510 | 0.0985490 | 0.0211643 | 0.0043435 | 0.0087582 | 0.0208482 |
| 2.43 | 3 | 4 | 12 | 18.60 | 0.6520171 | 0.3479829 | 0.0216277 | 0.0022621 | 0.0092367 | -0.0283130 |
| 2.20 | 8 | 4 | 20 | 20.46 | 0.9152944 | 0.0847056 | 0.0218119 | 0.0050966 | 0.0104294 | 0.0344025 |
| 2.44 | 15 | 4 | 5 | 20.44 | 0.8790160 | 0.1209840 | 0.0221700 | -0.0038607 | 0.0102775 | 0.0211538 |
| 2.60 | 4 | 4 | 19 | 17.05 | 0.7771106 | 0.2228894 | 0.0228375 | 0.0016890 | 0.0071950 | 0.0017467 |
| 2.49 | 17 | 4 | 27 | 23.97 | 0.7599894 | 0.2400106 | 0.0230180 | -0.0163030 | 0.0122356 | 0.0240369 |
| 2.55 | 5 | 4 | 6 | 17.90 | 0.8380381 | 0.1619619 | 0.0231211 | 0.0014620 | 0.0094772 | 0.0243070 |
| 2.32 | 12 | 3 | 32 | 19.10 | 0.5824071 | 0.4175929 | 0.0237043 | 0.0070315 | -0.0283556 | -0.0127702 |
| 2.48 | 0 | 4 | 10 | 15.57 | 0.7286050 | 0.2713950 | 0.0238916 | -0.0139667 | 0.0117959 | 0.0156514 |
| 2.43 | 6 | 4 | 14 | 15.02 | 0.9160042 | 0.0839958 | 0.0242133 | 0.0057231 | 0.0137907 | 0.0247620 |
| 2.23 | 6 | 4 | 21 | 16.08 | 0.8550740 | 0.1449260 | 0.0251941 | 0.0030212 | 0.0082000 | 0.0195679 |
| 2.37 | 5 | 4 | 68 | 16.14 | 0.9091647 | 0.0908353 | 0.0255542 | 0.0021714 | 0.0112635 | 0.0253973 |
| 2.23 | 8 | 4 | 30 | 22.47 | 0.8915468 | 0.1084532 | 0.0275776 | 0.0082512 | 0.0108620 | 0.0258086 |
| 2.52 | 7 | 4 | 9 | 26.29 | 0.6897531 | 0.3102469 | 0.0294812 | 0.0114923 | 0.0045273 | -0.0217446 |
| 2.36 | 2 | 4 | 24 | 20.96 | 0.8275933 | 0.1724067 | 0.0298219 | 0.0032609 | 0.0136581 | 0.0133660 |
| 2.33 | 1 | 4 | 18 | 21.61 | 0.6457047 | 0.3542953 | 0.0300177 | -0.0077230 | 0.0066990 | -0.0187923 |
| 2.42 | 16 | 4 | 10 | 22.35 | 0.6826666 | 0.3173334 | 0.0315158 | -0.0035774 | 0.0043295 | -0.0136195 |
| 2.43 | 4 | 4 | 10 | 18.16 | 0.8394810 | 0.1605190 | 0.0315229 | -0.0013891 | 0.0124157 | 0.0230660 |
| 2.37 | 13 | 4 | 17 | 20.17 | 0.8560560 | 0.1439440 | 0.0339458 | 0.0096432 | 0.0086005 | 0.0142849 |
| 2.41 | 3 | 4 | 8 | 23.01 | 0.8636483 | 0.1363517 | 0.0345546 | 0.0001068 | 0.0137086 | 0.0199649 |
| 1.56 | 0 | 3 | 21 | 14.34 | 0.4033557 | 0.5966443 | 0.0354086 | 0.0060564 | 0.0121042 | 0.0213210 |
| 1.38 | 2 | 2 | 2 | 9.03 | 0.4526883 | 0.5473117 | 0.0370268 | -0.0012981 | 0.0187491 | 0.0165071 |
| 1.43 | 69 | 2 | 20 | 13.98 | 0.6274386 | 0.3725614 | 0.0382412 | 0.0009086 | 0.0177684 | -0.0631879 |
| 1.62 | 17 | 4 | 37 | 14.42 | 0.6523160 | 0.3476840 | 0.0470971 | -0.0025114 | -0.0142156 | -0.0207754 |
| 0.96 | 5 | 3 | 20 | 13.02 | 0.5410092 | 0.4589908 | 0.0482922 | 0.0007380 | 0.0277163 | -0.0227546 |
| 1.62 | 4 | 3 | 37 | 13.51 | 0.5416651 | 0.4583349 | 0.0516708 | 0.0035401 | 0.0310439 | -0.0166618 |
| 0.90 | 3 | 2 | 6 | 9.68 | 0.4578333 | 0.5421667 | 0.0541735 | 0.0023539 | 0.0198407 | 0.0052290 |
| 1.27 | 6 | 4 | 26 | 10.28 | 0.6449878 | 0.3550122 | 0.0545385 | -0.0087058 | -0.0193854 | -0.0137151 |
| 1.43 | 1 | 4 | 69 | 12.36 | 0.6495901 | 0.3504099 | 0.0566280 | -0.0067620 | -0.0149894 | -0.0222777 |
| 1.10 | 0 | 4 | 39 | 13.95 | 0.4673655 | 0.5326345 | 0.0575213 | 0.0102237 | -0.0045681 | 0.0341311 |
| 1.67 | 3 | 3 | 48 | 6.93 | 0.5035415 | 0.4964585 | 0.0588711 | 0.0005868 | 0.0357494 | -0.0125596 |
column 2
Oznake
Prediktori
- KVIZ1 - suma svih bodova na kvizovima do prvog kolokvija
- VID_1 - ukupni broj klikova na video materijale do prvog kolokvija
- M1 - ukupni broj klikova na PDF materijale do prvog kolokvija
- D1 - ukupni broj dolazaka na predavanja do prvog kolokvija
Response
- KOL1 - ukupni broj bodova na prvom kolokviju
Vjerojatnosti
- class_1 - predikcija vjerojatnosti da se na prvom kolokviju ostvarilo barem 15 bodova
- class_0 - predikcija vjerojatnosti da se na prvom kolokviju ostvarilo manje 15 bodova
Lokalne važnosti varijabli
- KVIZ - lokalna važnost varijable KVIZ1
- VIDEO - lokalna važnost varijable VID_1
- DOLASCI - lokalna važnost varijable D1
- MATERIJALI - lokalna važnost varijable M1
2. model - opis i varijable
Column 1
2. model (model s četiri klase)
Prediktori
- KVIZ - suma svih bodova na kvizovima do prvog kolokvija
- VIDEO - ukupni broj klikova na video materijale do prvog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale do prvog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja do prvog kolokvija
Response - Klasifikacija studenata na temelju broja bodova na prvom kolokviju.
- 1 - ako je na prvom kolokviju ukupni broj bodova unutar intervala [0,7.5]
- 2 - ako je na prvom kolokviju ukupni broj bodova unutar intervala (7.5,15]
- 3 - ako je na prvom kolokviju ukupni broj bodova unutar intervala (15,22.5]
- 4 - ako je na prvom kolokviju ukupni broj bodova unutar intervala (22.5,30]
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
Važnost prediktora (Gini)
Važnost prediktora (permutacija)
2. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 732 32 roc_auc hand_till 0.640 10 0.0288 Preprocessor1_Mode…
2 2 1258 40 roc_auc hand_till 0.636 10 0.0311 Preprocessor1_Mode…
3 2 933 34 roc_auc hand_till 0.636 10 0.0275 Preprocessor1_Mode…
4 3 654 39 roc_auc hand_till 0.635 10 0.0264 Preprocessor1_Mode…
5 2 1217 37 roc_auc hand_till 0.635 10 0.0257 Preprocessor1_Mode…
6 2 1012 34 roc_auc hand_till 0.635 10 0.0271 Preprocessor1_Mode…
7 2 1435 38 roc_auc hand_till 0.635 10 0.0294 Preprocessor1_Mode…
8 2 1460 32 roc_auc hand_till 0.635 10 0.0275 Preprocessor1_Mode…
9 2 1422 40 roc_auc hand_till 0.633 10 0.0303 Preprocessor1_Mode…
10 2 1341 35 roc_auc hand_till 0.633 10 0.0278 Preprocessor1_Mode…
11 2 1071 38 roc_auc hand_till 0.632 10 0.0298 Preprocessor1_Mode…
12 2 590 27 roc_auc hand_till 0.632 10 0.0245 Preprocessor1_Mode…
13 2 656 38 roc_auc hand_till 0.632 10 0.0301 Preprocessor1_Mode…
14 2 1327 39 roc_auc hand_till 0.632 10 0.0298 Preprocessor1_Mode…
15 2 807 33 roc_auc hand_till 0.632 10 0.0298 Preprocessor1_Mode…
16 2 1116 27 roc_auc hand_till 0.632 10 0.0253 Preprocessor1_Mode…
17 2 489 39 roc_auc hand_till 0.632 10 0.0295 Preprocessor1_Mode…
18 2 1264 39 roc_auc hand_till 0.632 10 0.0296 Preprocessor1_Mode…
19 3 412 26 roc_auc hand_till 0.632 10 0.0288 Preprocessor1_Mode…
20 2 1406 36 roc_auc hand_till 0.632 10 0.0271 Preprocessor1_Mode…
21 2 873 39 roc_auc hand_till 0.631 10 0.0265 Preprocessor1_Mode…
22 2 521 34 roc_auc hand_till 0.631 10 0.0301 Preprocessor1_Mode…
23 2 1361 26 roc_auc hand_till 0.631 10 0.0251 Preprocessor1_Mode…
24 2 748 39 roc_auc hand_till 0.631 10 0.0307 Preprocessor1_Mode…
25 2 619 35 roc_auc hand_till 0.631 10 0.0263 Preprocessor1_Mode…
26 2 522 32 roc_auc hand_till 0.631 10 0.0244 Preprocessor1_Mode…
27 2 1302 38 roc_auc hand_till 0.631 10 0.0279 Preprocessor1_Mode…
28 2 1162 39 roc_auc hand_till 0.631 10 0.0283 Preprocessor1_Mode…
29 2 1479 24 roc_auc hand_till 0.631 10 0.0235 Preprocessor1_Mode…
30 2 1248 37 roc_auc hand_till 0.630 10 0.0298 Preprocessor1_Mode…
31 3 493 35 roc_auc hand_till 0.630 10 0.0240 Preprocessor1_Mode…
32 3 415 38 roc_auc hand_till 0.630 10 0.0260 Preprocessor1_Mode…
33 2 1499 39 roc_auc hand_till 0.63 10 0.0308 Preprocessor1_Mode…
34 2 521 37 roc_auc hand_till 0.630 10 0.0268 Preprocessor1_Mode…
35 2 1315 39 roc_auc hand_till 0.630 10 0.0277 Preprocessor1_Mode…
36 2 1088 30 roc_auc hand_till 0.629 10 0.0278 Preprocessor1_Mode…
37 2 841 32 roc_auc hand_till 0.629 10 0.0287 Preprocessor1_Mode…
38 2 531 39 roc_auc hand_till 0.629 10 0.0315 Preprocessor1_Mode…
39 2 1434 23 roc_auc hand_till 0.629 10 0.0227 Preprocessor1_Mode…
40 2 1036 34 roc_auc hand_till 0.629 10 0.0258 Preprocessor1_Mode…
41 2 1395 36 roc_auc hand_till 0.629 10 0.0287 Preprocessor1_Mode…
42 2 453 31 roc_auc hand_till 0.629 10 0.0266 Preprocessor1_Mode…
43 2 1273 39 roc_auc hand_till 0.629 10 0.0286 Preprocessor1_Mode…
44 2 1295 40 roc_auc hand_till 0.629 10 0.0306 Preprocessor1_Mode…
45 2 1465 33 roc_auc hand_till 0.629 10 0.0247 Preprocessor1_Mode…
46 2 1447 34 roc_auc hand_till 0.629 10 0.0305 Preprocessor1_Mode…
47 2 1162 37 roc_auc hand_till 0.628 10 0.0303 Preprocessor1_Mode…
48 2 1061 33 roc_auc hand_till 0.628 10 0.0280 Preprocessor1_Mode…
49 2 1427 26 roc_auc hand_till 0.628 10 0.0255 Preprocessor1_Mode…
50 2 872 35 roc_auc hand_till 0.628 10 0.0293 Preprocessor1_Mode…
51 2 546 27 roc_auc hand_till 0.628 10 0.0295 Preprocessor1_Mode…
52 2 1381 37 roc_auc hand_till 0.628 10 0.0270 Preprocessor1_Mode…
53 3 1081 40 roc_auc hand_till 0.628 10 0.0273 Preprocessor1_Mode…
54 2 836 34 roc_auc hand_till 0.628 10 0.0267 Preprocessor1_Mode…
55 2 934 40 roc_auc hand_till 0.628 10 0.0294 Preprocessor1_Mode…
56 3 428 21 roc_auc hand_till 0.628 10 0.0250 Preprocessor1_Mode…
57 2 701 29 roc_auc hand_till 0.628 10 0.0294 Preprocessor1_Mode…
58 3 1486 38 roc_auc hand_till 0.627 10 0.0291 Preprocessor1_Mode…
59 2 816 34 roc_auc hand_till 0.627 10 0.0281 Preprocessor1_Mode…
60 3 488 37 roc_auc hand_till 0.627 10 0.0290 Preprocessor1_Mode…
61 3 1097 38 roc_auc hand_till 0.627 10 0.0303 Preprocessor1_Mode…
62 2 1177 36 roc_auc hand_till 0.627 10 0.0261 Preprocessor1_Mode…
63 2 1040 40 roc_auc hand_till 0.627 10 0.0310 Preprocessor1_Mode…
64 2 760 27 roc_auc hand_till 0.627 10 0.0251 Preprocessor1_Mode…
65 3 738 33 roc_auc hand_till 0.627 10 0.0237 Preprocessor1_Mode…
66 2 1147 38 roc_auc hand_till 0.627 10 0.0297 Preprocessor1_Mode…
67 2 556 33 roc_auc hand_till 0.627 10 0.0269 Preprocessor1_Mode…
68 2 1156 35 roc_auc hand_till 0.627 10 0.0283 Preprocessor1_Mode…
69 2 833 28 roc_auc hand_till 0.627 10 0.0278 Preprocessor1_Mode…
70 2 575 27 roc_auc hand_till 0.627 10 0.0260 Preprocessor1_Mode…
71 2 523 36 roc_auc hand_till 0.627 10 0.0266 Preprocessor1_Mode…
72 2 1264 33 roc_auc hand_till 0.626 10 0.0285 Preprocessor1_Mode…
73 2 1039 40 roc_auc hand_till 0.626 10 0.0310 Preprocessor1_Mode…
74 2 1387 27 roc_auc hand_till 0.626 10 0.0283 Preprocessor1_Mode…
75 2 821 28 roc_auc hand_till 0.626 10 0.0275 Preprocessor1_Mode…
76 3 1072 40 roc_auc hand_till 0.626 10 0.0309 Preprocessor1_Mode…
77 2 561 19 roc_auc hand_till 0.626 10 0.0212 Preprocessor1_Mode…
78 2 1116 36 roc_auc hand_till 0.626 10 0.0300 Preprocessor1_Mode…
79 2 579 25 roc_auc hand_till 0.626 10 0.0271 Preprocessor1_Mode…
80 2 939 37 roc_auc hand_till 0.626 10 0.0281 Preprocessor1_Mode…
81 2 426 27 roc_auc hand_till 0.626 10 0.0250 Preprocessor1_Mode…
82 2 911 38 roc_auc hand_till 0.626 10 0.0310 Preprocessor1_Mode…
83 3 1072 37 roc_auc hand_till 0.626 10 0.0285 Preprocessor1_Mode…
84 2 501 26 roc_auc hand_till 0.626 10 0.0277 Preprocessor1_Mode…
85 3 787 34 roc_auc hand_till 0.626 10 0.0273 Preprocessor1_Mode…
86 2 993 27 roc_auc hand_till 0.625 10 0.0284 Preprocessor1_Mode…
87 2 705 32 roc_auc hand_till 0.625 10 0.0291 Preprocessor1_Mode…
88 2 1435 35 roc_auc hand_till 0.625 10 0.0278 Preprocessor1_Mode…
89 3 505 40 roc_auc hand_till 0.625 10 0.0248 Preprocessor1_Mode…
90 2 1044 29 roc_auc hand_till 0.625 10 0.0256 Preprocessor1_Mode…
91 2 1487 40 roc_auc hand_till 0.625 10 0.0304 Preprocessor1_Mode…
92 2 419 30 roc_auc hand_till 0.625 10 0.0253 Preprocessor1_Mode…
93 2 1125 38 roc_auc hand_till 0.625 10 0.0271 Preprocessor1_Mode…
94 2 1259 32 roc_auc hand_till 0.625 10 0.0293 Preprocessor1_Mode…
95 2 1468 35 roc_auc hand_till 0.625 10 0.0276 Preprocessor1_Mode…
96 2 667 40 roc_auc hand_till 0.625 10 0.0280 Preprocessor1_Mode…
97 2 722 38 roc_auc hand_till 0.625 10 0.0321 Preprocessor1_Mode…
98 2 1166 23 roc_auc hand_till 0.625 10 0.0273 Preprocessor1_Mode…
99 2 1221 37 roc_auc hand_till 0.625 10 0.0263 Preprocessor1_Mode…
100 2 1219 30 roc_auc hand_till 0.625 10 0.0275 Preprocessor1_Mode…
101 2 534 23 roc_auc hand_till 0.625 10 0.0241 Preprocessor1_Mode…
102 2 1217 32 roc_auc hand_till 0.625 10 0.0278 Preprocessor1_Mode…
103 2 1000 31 roc_auc hand_till 0.625 10 0.0297 Preprocessor1_Mode…
104 2 1129 21 roc_auc hand_till 0.625 10 0.0285 Preprocessor1_Mode…
105 3 1222 37 roc_auc hand_till 0.625 10 0.0287 Preprocessor1_Mode…
106 2 1088 37 roc_auc hand_till 0.625 10 0.0285 Preprocessor1_Mode…
107 2 1407 30 roc_auc hand_till 0.625 10 0.0259 Preprocessor1_Mode…
108 2 525 32 roc_auc hand_till 0.625 10 0.0258 Preprocessor1_Mode…
109 2 997 30 roc_auc hand_till 0.625 10 0.0235 Preprocessor1_Mode…
110 2 1186 40 roc_auc hand_till 0.625 10 0.0289 Preprocessor1_Mode…
111 2 627 20 roc_auc hand_till 0.624 10 0.0256 Preprocessor1_Mode…
112 3 633 33 roc_auc hand_till 0.624 10 0.0270 Preprocessor1_Mode…
113 2 858 30 roc_auc hand_till 0.624 10 0.0318 Preprocessor1_Mode…
114 2 1188 36 roc_auc hand_till 0.624 10 0.0296 Preprocessor1_Mode…
115 2 746 33 roc_auc hand_till 0.624 10 0.0283 Preprocessor1_Mode…
116 2 1274 31 roc_auc hand_till 0.624 10 0.0252 Preprocessor1_Mode…
117 2 1030 22 roc_auc hand_till 0.624 10 0.0257 Preprocessor1_Mode…
118 3 1454 34 roc_auc hand_till 0.624 10 0.0270 Preprocessor1_Mode…
119 2 745 35 roc_auc hand_till 0.624 10 0.0294 Preprocessor1_Mode…
120 2 860 29 roc_auc hand_till 0.624 10 0.0283 Preprocessor1_Mode…
121 2 1346 34 roc_auc hand_till 0.624 10 0.0288 Preprocessor1_Mode…
122 2 1493 25 roc_auc hand_till 0.624 10 0.0270 Preprocessor1_Mode…
123 3 1436 31 roc_auc hand_till 0.624 10 0.0302 Preprocessor1_Mode…
124 3 802 35 roc_auc hand_till 0.624 10 0.0285 Preprocessor1_Mode…
125 3 964 32 roc_auc hand_till 0.624 10 0.0285 Preprocessor1_Mode…
126 2 700 32 roc_auc hand_till 0.624 10 0.0299 Preprocessor1_Mode…
127 3 841 37 roc_auc hand_till 0.624 10 0.0287 Preprocessor1_Mode…
128 2 1081 36 roc_auc hand_till 0.624 10 0.0272 Preprocessor1_Mode…
129 3 735 32 roc_auc hand_till 0.624 10 0.0279 Preprocessor1_Mode…
130 2 1423 31 roc_auc hand_till 0.624 10 0.0285 Preprocessor1_Mode…
131 2 1396 27 roc_auc hand_till 0.624 10 0.0295 Preprocessor1_Mode…
132 2 800 30 roc_auc hand_till 0.623 10 0.0269 Preprocessor1_Mode…
133 2 1432 32 roc_auc hand_till 0.623 10 0.0282 Preprocessor1_Mode…
134 2 584 34 roc_auc hand_till 0.623 10 0.0287 Preprocessor1_Mode…
135 3 850 38 roc_auc hand_till 0.623 10 0.0298 Preprocessor1_Mode…
136 2 541 27 roc_auc hand_till 0.623 10 0.0279 Preprocessor1_Mode…
137 3 867 32 roc_auc hand_till 0.623 10 0.0288 Preprocessor1_Mode…
138 2 539 31 roc_auc hand_till 0.623 10 0.0287 Preprocessor1_Mode…
139 3 1448 39 roc_auc hand_till 0.623 10 0.0296 Preprocessor1_Mode…
140 3 985 37 roc_auc hand_till 0.623 10 0.0289 Preprocessor1_Mode…
141 2 1115 36 roc_auc hand_till 0.623 10 0.0288 Preprocessor1_Mode…
142 3 1358 40 roc_auc hand_till 0.623 10 0.0332 Preprocessor1_Mode…
143 3 1231 38 roc_auc hand_till 0.623 10 0.0309 Preprocessor1_Mode…
144 2 556 20 roc_auc hand_till 0.623 10 0.0246 Preprocessor1_Mode…
145 2 1347 39 roc_auc hand_till 0.623 10 0.0314 Preprocessor1_Mode…
146 2 484 39 roc_auc hand_till 0.623 10 0.0298 Preprocessor1_Mode…
147 2 1462 35 roc_auc hand_till 0.623 10 0.0272 Preprocessor1_Mode…
148 2 1429 28 roc_auc hand_till 0.623 10 0.0291 Preprocessor1_Mode…
149 3 414 40 roc_auc hand_till 0.623 10 0.0285 Preprocessor1_Mode…
150 3 1085 32 roc_auc hand_till 0.623 10 0.0270 Preprocessor1_Mode…
151 2 632 29 roc_auc hand_till 0.623 10 0.0247 Preprocessor1_Mode…
152 2 837 39 roc_auc hand_till 0.623 10 0.0293 Preprocessor1_Mode…
153 3 576 24 roc_auc hand_till 0.623 10 0.0282 Preprocessor1_Mode…
154 3 644 39 roc_auc hand_till 0.623 10 0.0288 Preprocessor1_Mode…
155 3 514 29 roc_auc hand_till 0.623 10 0.0293 Preprocessor1_Mode…
156 2 768 25 roc_auc hand_till 0.622 10 0.0262 Preprocessor1_Mode…
157 2 446 38 roc_auc hand_till 0.622 10 0.0318 Preprocessor1_Mode…
158 2 689 34 roc_auc hand_till 0.622 10 0.0312 Preprocessor1_Mode…
159 3 438 35 roc_auc hand_till 0.622 10 0.0260 Preprocessor1_Mode…
160 3 636 31 roc_auc hand_till 0.622 10 0.0288 Preprocessor1_Mode…
161 3 421 38 roc_auc hand_till 0.622 10 0.0328 Preprocessor1_Mode…
162 3 606 36 roc_auc hand_till 0.622 10 0.0279 Preprocessor1_Mode…
163 2 895 19 roc_auc hand_till 0.622 10 0.0248 Preprocessor1_Mode…
164 3 1054 34 roc_auc hand_till 0.622 10 0.0278 Preprocessor1_Mode…
165 2 815 37 roc_auc hand_till 0.622 10 0.0282 Preprocessor1_Mode…
166 2 652 31 roc_auc hand_till 0.622 10 0.0251 Preprocessor1_Mode…
167 3 616 36 roc_auc hand_till 0.622 10 0.0287 Preprocessor1_Mode…
168 3 983 32 roc_auc hand_till 0.622 10 0.0271 Preprocessor1_Mode…
169 2 412 31 roc_auc hand_till 0.622 10 0.0278 Preprocessor1_Mode…
170 2 1266 36 roc_auc hand_till 0.622 10 0.0301 Preprocessor1_Mode…
171 2 820 22 roc_auc hand_till 0.622 10 0.0283 Preprocessor1_Mode…
172 2 694 32 roc_auc hand_till 0.622 10 0.0303 Preprocessor1_Mode…
173 2 1324 27 roc_auc hand_till 0.622 10 0.0276 Preprocessor1_Mode…
174 2 731 11 roc_auc hand_till 0.622 10 0.0266 Preprocessor1_Mode…
175 2 424 15 roc_auc hand_till 0.621 10 0.0316 Preprocessor1_Mode…
176 2 456 21 roc_auc hand_till 0.621 10 0.0248 Preprocessor1_Mode…
177 2 1142 26 roc_auc hand_till 0.621 10 0.0281 Preprocessor1_Mode…
178 2 969 36 roc_auc hand_till 0.621 10 0.0294 Preprocessor1_Mode…
179 2 850 32 roc_auc hand_till 0.621 10 0.0273 Preprocessor1_Mode…
180 2 1420 33 roc_auc hand_till 0.621 10 0.0290 Preprocessor1_Mode…
181 2 1143 37 roc_auc hand_till 0.621 10 0.0285 Preprocessor1_Mode…
182 2 485 40 roc_auc hand_till 0.621 10 0.0260 Preprocessor1_Mode…
183 2 1300 34 roc_auc hand_till 0.621 10 0.0268 Preprocessor1_Mode…
184 2 648 39 roc_auc hand_till 0.621 10 0.0306 Preprocessor1_Mode…
185 3 1469 37 roc_auc hand_till 0.621 10 0.0278 Preprocessor1_Mode…
186 3 1300 38 roc_auc hand_till 0.621 10 0.0275 Preprocessor1_Mode…
187 2 1336 26 roc_auc hand_till 0.621 10 0.0249 Preprocessor1_Mode…
188 2 741 32 roc_auc hand_till 0.621 10 0.0297 Preprocessor1_Mode…
189 2 1276 32 roc_auc hand_till 0.621 10 0.0259 Preprocessor1_Mode…
190 3 436 39 roc_auc hand_till 0.621 10 0.0281 Preprocessor1_Mode…
191 2 1299 30 roc_auc hand_till 0.621 10 0.0280 Preprocessor1_Mode…
192 3 1386 19 roc_auc hand_till 0.621 10 0.0263 Preprocessor1_Mode…
193 2 1138 20 roc_auc hand_till 0.621 10 0.0247 Preprocessor1_Mode…
194 2 1136 31 roc_auc hand_till 0.621 10 0.0294 Preprocessor1_Mode…
195 3 631 27 roc_auc hand_till 0.621 10 0.0269 Preprocessor1_Mode…
196 2 1186 35 roc_auc hand_till 0.621 10 0.0271 Preprocessor1_Mode…
197 2 1497 30 roc_auc hand_till 0.621 10 0.0282 Preprocessor1_Mode…
198 2 1055 25 roc_auc hand_till 0.621 10 0.0267 Preprocessor1_Mode…
199 3 891 28 roc_auc hand_till 0.621 10 0.0260 Preprocessor1_Mode…
200 2 1309 22 roc_auc hand_till 0.621 10 0.0244 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 667 40 mcc multiclass 0.221 9 0.0710 Preprocessor1_Mode…
2 3 922 37 mcc multiclass 0.221 9 0.0710 Preprocessor1_Mode…
3 3 965 40 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
4 3 980 40 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
5 3 1424 39 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
6 3 1190 39 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
7 3 1380 39 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
8 2 1188 36 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
9 3 1122 38 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
10 3 1231 38 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
11 3 1226 40 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
12 3 682 38 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
13 3 1482 39 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
14 3 700 40 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
15 3 1494 39 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
16 2 1162 39 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
17 3 1097 38 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
18 3 1081 40 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
19 2 689 34 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
20 3 850 38 mcc multiclass 0.210 9 0.0753 Preprocessor1_Mode…
21 3 1120 38 mcc multiclass 0.204 9 0.0768 Preprocessor1_Mode…
22 3 436 39 mcc multiclass 0.201 9 0.0615 Preprocessor1_Mode…
23 2 1499 39 mcc multiclass 0.197 9 0.0837 Preprocessor1_Mode…
24 3 644 39 mcc multiclass 0.193 9 0.0806 Preprocessor1_Mode…
25 3 1358 40 mcc multiclass 0.193 9 0.0806 Preprocessor1_Mode…
26 3 1162 39 mcc multiclass 0.193 9 0.0806 Preprocessor1_Mode…
27 3 843 34 mcc multiclass 0.193 9 0.0806 Preprocessor1_Mode…
28 3 1300 38 mcc multiclass 0.193 9 0.0806 Preprocessor1_Mode…
29 3 880 37 mcc multiclass 0.193 9 0.0806 Preprocessor1_Mode…
30 3 663 39 mcc multiclass 0.193 9 0.0806 Preprocessor1_Mode…
31 3 1110 39 mcc multiclass 0.193 9 0.0806 Preprocessor1_Mode…
32 3 414 40 mcc multiclass 0.190 8 0.0824 Preprocessor1_Mode…
33 2 1071 38 mcc multiclass 0.190 8 0.0824 Preprocessor1_Mode…
34 2 1248 37 mcc multiclass 0.190 8 0.0824 Preprocessor1_Mode…
35 2 837 39 mcc multiclass 0.190 8 0.0824 Preprocessor1_Mode…
36 2 939 37 mcc multiclass 0.190 8 0.0824 Preprocessor1_Mode…
37 2 1040 40 mcc multiclass 0.190 8 0.0824 Preprocessor1_Mode…
38 2 1270 37 mcc multiclass 0.190 8 0.0824 Preprocessor1_Mode…
39 2 836 39 mcc multiclass 0.190 9 0.0661 Preprocessor1_Mode…
40 2 1381 37 mcc multiclass 0.190 9 0.0661 Preprocessor1_Mode…
41 2 1039 40 mcc multiclass 0.190 9 0.0661 Preprocessor1_Mode…
42 2 1088 37 mcc multiclass 0.190 9 0.0661 Preprocessor1_Mode…
43 2 1264 39 mcc multiclass 0.190 9 0.0661 Preprocessor1_Mode…
44 2 815 37 mcc multiclass 0.190 9 0.0661 Preprocessor1_Mode…
45 2 1217 37 mcc multiclass 0.190 9 0.0661 Preprocessor1_Mode…
46 2 522 32 mcc multiclass 0.190 9 0.0797 Preprocessor1_Mode…
47 3 796 36 mcc multiclass 0.187 9 0.0651 Preprocessor1_Mode…
48 3 1067 39 mcc multiclass 0.187 9 0.0651 Preprocessor1_Mode…
49 3 593 37 mcc multiclass 0.187 9 0.0651 Preprocessor1_Mode…
50 3 1492 38 mcc multiclass 0.187 9 0.0651 Preprocessor1_Mode…
51 3 1379 36 mcc multiclass 0.187 9 0.0651 Preprocessor1_Mode…
52 2 879 40 mcc multiclass 0.185 9 0.0760 Preprocessor1_Mode…
53 3 1253 38 mcc multiclass 0.184 9 0.0729 Preprocessor1_Mode…
54 3 1072 40 mcc multiclass 0.184 9 0.0729 Preprocessor1_Mode…
55 3 654 39 mcc multiclass 0.184 9 0.0729 Preprocessor1_Mode…
56 3 1043 40 mcc multiclass 0.184 9 0.0729 Preprocessor1_Mode…
57 3 505 40 mcc multiclass 0.184 9 0.0729 Preprocessor1_Mode…
58 2 1186 35 mcc multiclass 0.182 9 0.0731 Preprocessor1_Mode…
59 2 1266 36 mcc multiclass 0.182 9 0.0731 Preprocessor1_Mode…
60 3 486 35 mcc multiclass 0.180 9 0.0665 Preprocessor1_Mode…
61 3 679 38 mcc multiclass 0.178 9 0.0836 Preprocessor1_Mode…
62 2 1147 38 mcc multiclass 0.177 9 0.0750 Preprocessor1_Mode…
63 2 1125 38 mcc multiclass 0.177 9 0.0750 Preprocessor1_Mode…
64 2 472 39 mcc multiclass 0.174 9 0.0901 Preprocessor1_Mode…
65 2 477 9 mcc multiclass 0.173 9 0.0452 Preprocessor1_Mode…
66 3 985 37 mcc multiclass 0.172 9 0.0686 Preprocessor1_Mode…
67 3 568 37 mcc multiclass 0.171 9 0.0568 Preprocessor1_Mode…
68 2 521 34 mcc multiclass 0.171 8 0.0879 Preprocessor1_Mode…
69 3 1448 39 mcc multiclass 0.171 8 0.0879 Preprocessor1_Mode…
70 3 1222 37 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
71 3 443 32 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
72 3 1486 38 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
73 3 968 37 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
74 3 787 38 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
75 3 1072 37 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
76 3 493 35 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
77 3 1333 36 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
78 3 1469 37 mcc multiclass 0.170 9 0.0704 Preprocessor1_Mode…
79 2 722 38 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
80 2 1258 40 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
81 2 1302 38 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
82 2 1435 38 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
83 2 521 37 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
84 2 1327 39 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
85 2 1406 36 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
86 2 523 36 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
87 2 1297 39 mcc multiclass 0.168 8 0.0705 Preprocessor1_Mode…
88 3 1059 35 mcc multiclass 0.167 9 0.0776 Preprocessor1_Mode…
89 3 606 36 mcc multiclass 0.165 9 0.0697 Preprocessor1_Mode…
90 3 1010 34 mcc multiclass 0.165 9 0.0697 Preprocessor1_Mode…
91 3 1169 35 mcc multiclass 0.165 9 0.0697 Preprocessor1_Mode…
92 3 464 38 mcc multiclass 0.165 9 0.0777 Preprocessor1_Mode…
93 2 748 39 mcc multiclass 0.165 9 0.0659 Preprocessor1_Mode…
94 2 648 39 mcc multiclass 0.165 9 0.0659 Preprocessor1_Mode…
95 2 1273 39 mcc multiclass 0.165 9 0.0659 Preprocessor1_Mode…
96 2 1217 32 mcc multiclass 0.163 9 0.0784 Preprocessor1_Mode…
97 3 1054 34 mcc multiclass 0.163 9 0.0770 Preprocessor1_Mode…
98 2 1221 37 mcc multiclass 0.162 9 0.0625 Preprocessor1_Mode…
99 2 817 36 mcc multiclass 0.162 9 0.0625 Preprocessor1_Mode…
100 2 1143 37 mcc multiclass 0.162 9 0.0625 Preprocessor1_Mode…
101 2 934 40 mcc multiclass 0.162 9 0.0625 Preprocessor1_Mode…
102 2 1162 37 mcc multiclass 0.162 9 0.0625 Preprocessor1_Mode…
103 2 446 38 mcc multiclass 0.162 9 0.0625 Preprocessor1_Mode…
104 2 489 39 mcc multiclass 0.162 8 0.0821 Preprocessor1_Mode…
105 3 488 34 mcc multiclass 0.161 9 0.0773 Preprocessor1_Mode…
106 2 969 36 mcc multiclass 0.159 9 0.0612 Preprocessor1_Mode…
107 2 1186 40 mcc multiclass 0.158 9 0.0658 Preprocessor1_Mode…
108 2 1346 34 mcc multiclass 0.157 9 0.0620 Preprocessor1_Mode…
109 2 815 36 mcc multiclass 0.157 8 0.0794 Preprocessor1_Mode…
110 2 986 8 mcc multiclass 0.156 9 0.0438 Preprocessor1_Mode…
111 3 653 35 mcc multiclass 0.155 9 0.0732 Preprocessor1_Mode…
112 2 531 39 mcc multiclass 0.155 9 0.0802 Preprocessor1_Mode…
113 2 656 30 mcc multiclass 0.154 9 0.0868 Preprocessor1_Mode…
114 2 656 38 mcc multiclass 0.154 8 0.0820 Preprocessor1_Mode…
115 3 1426 34 mcc multiclass 0.154 9 0.0622 Preprocessor1_Mode…
116 3 1003 34 mcc multiclass 0.154 9 0.0622 Preprocessor1_Mode…
117 3 532 35 mcc multiclass 0.154 9 0.0622 Preprocessor1_Mode…
118 3 633 33 mcc multiclass 0.154 9 0.0622 Preprocessor1_Mode…
119 2 1081 36 mcc multiclass 0.153 9 0.0814 Preprocessor1_Mode…
120 2 1187 35 mcc multiclass 0.153 9 0.0814 Preprocessor1_Mode…
121 2 485 40 mcc multiclass 0.153 8 0.0806 Preprocessor1_Mode…
122 2 1347 39 mcc multiclass 0.153 8 0.0806 Preprocessor1_Mode…
123 2 1295 40 mcc multiclass 0.153 8 0.0806 Preprocessor1_Mode…
124 2 1487 40 mcc multiclass 0.153 8 0.0806 Preprocessor1_Mode…
125 2 1460 32 mcc multiclass 0.152 9 0.0623 Preprocessor1_Mode…
126 3 730 17 mcc multiclass 0.151 9 0.0528 Preprocessor1_Mode…
127 3 952 33 mcc multiclass 0.150 9 0.0631 Preprocessor1_Mode…
128 3 613 36 mcc multiclass 0.150 9 0.0631 Preprocessor1_Mode…
129 2 682 33 mcc multiclass 0.150 9 0.0804 Preprocessor1_Mode…
130 2 514 36 mcc multiclass 0.150 9 0.0804 Preprocessor1_Mode…
131 3 1429 36 mcc multiclass 0.150 9 0.0804 Preprocessor1_Mode…
132 2 873 39 mcc multiclass 0.149 9 0.0712 Preprocessor1_Mode…
133 2 1300 34 mcc multiclass 0.148 8 0.0599 Preprocessor1_Mode…
134 2 969 7 mcc multiclass 0.148 9 0.0422 Preprocessor1_Mode…
135 2 1348 24 mcc multiclass 0.147 9 0.0617 Preprocessor1_Mode…
136 2 484 39 mcc multiclass 0.147 8 0.0908 Preprocessor1_Mode…
137 2 544 34 mcc multiclass 0.146 9 0.0852 Preprocessor1_Mode…
138 2 461 37 mcc multiclass 0.146 9 0.0852 Preprocessor1_Mode…
139 2 1085 34 mcc multiclass 0.146 9 0.0868 Preprocessor1_Mode…
140 2 1435 35 mcc multiclass 0.146 9 0.0868 Preprocessor1_Mode…
141 3 415 38 mcc multiclass 0.146 9 0.0868 Preprocessor1_Mode…
142 3 979 13 mcc multiclass 0.145 9 0.0667 Preprocessor1_Mode…
143 2 1460 7 mcc multiclass 0.145 9 0.0457 Preprocessor1_Mode…
144 3 596 37 mcc multiclass 0.145 8 0.0746 Preprocessor1_Mode…
145 3 488 37 mcc multiclass 0.145 8 0.0746 Preprocessor1_Mode…
146 3 1307 35 mcc multiclass 0.144 9 0.0641 Preprocessor1_Mode…
147 3 1174 15 mcc multiclass 0.144 9 0.0565 Preprocessor1_Mode…
148 3 815 17 mcc multiclass 0.144 9 0.0565 Preprocessor1_Mode…
149 3 1051 37 mcc multiclass 0.143 9 0.0658 Preprocessor1_Mode…
150 3 1160 35 mcc multiclass 0.143 9 0.0658 Preprocessor1_Mode…
151 3 1425 38 mcc multiclass 0.143 9 0.0658 Preprocessor1_Mode…
152 3 802 35 mcc multiclass 0.143 9 0.0658 Preprocessor1_Mode…
153 3 616 36 mcc multiclass 0.143 9 0.0658 Preprocessor1_Mode…
154 3 478 7 mcc multiclass 0.142 9 0.0369 Preprocessor1_Mode…
155 2 641 34 mcc multiclass 0.142 8 0.0590 Preprocessor1_Mode…
156 2 540 33 mcc multiclass 0.142 9 0.0659 Preprocessor1_Mode…
157 3 523 34 mcc multiclass 0.140 8 0.0736 Preprocessor1_Mode…
158 3 467 36 mcc multiclass 0.140 9 0.0666 Preprocessor1_Mode…
159 3 1105 35 mcc multiclass 0.140 9 0.0666 Preprocessor1_Mode…
160 3 631 35 mcc multiclass 0.140 9 0.0666 Preprocessor1_Mode…
161 2 477 14 mcc multiclass 0.140 9 0.0628 Preprocessor1_Mode…
162 2 705 32 mcc multiclass 0.140 9 0.0521 Preprocessor1_Mode…
163 3 931 33 mcc multiclass 0.139 9 0.0649 Preprocessor1_Mode…
164 3 1157 34 mcc multiclass 0.139 9 0.0649 Preprocessor1_Mode…
165 3 1342 34 mcc multiclass 0.139 9 0.0649 Preprocessor1_Mode…
166 3 1403 33 mcc multiclass 0.139 9 0.0649 Preprocessor1_Mode…
167 2 918 39 mcc multiclass 0.139 8 0.0689 Preprocessor1_Mode…
168 2 889 30 mcc multiclass 0.139 9 0.0635 Preprocessor1_Mode…
169 2 1177 36 mcc multiclass 0.139 7 0.0744 Preprocessor1_Mode…
170 2 1242 39 mcc multiclass 0.139 7 0.0744 Preprocessor1_Mode…
171 2 1116 36 mcc multiclass 0.139 7 0.0744 Preprocessor1_Mode…
172 3 1387 9 mcc multiclass 0.139 9 0.0392 Preprocessor1_Mode…
173 2 489 7 mcc multiclass 0.138 9 0.0463 Preprocessor1_Mode…
174 3 801 35 mcc multiclass 0.137 9 0.0651 Preprocessor1_Mode…
175 2 1044 29 mcc multiclass 0.136 9 0.0652 Preprocessor1_Mode…
176 2 1032 6 mcc multiclass 0.136 9 0.0361 Preprocessor1_Mode…
177 3 1144 8 mcc multiclass 0.136 9 0.0384 Preprocessor1_Mode…
178 2 1315 39 mcc multiclass 0.136 8 0.0645 Preprocessor1_Mode…
179 2 1043 35 mcc multiclass 0.136 8 0.0645 Preprocessor1_Mode…
180 2 973 6 mcc multiclass 0.136 9 0.0360 Preprocessor1_Mode…
181 3 438 35 mcc multiclass 0.136 9 0.0657 Preprocessor1_Mode…
182 3 1297 34 mcc multiclass 0.136 9 0.0657 Preprocessor1_Mode…
183 3 654 34 mcc multiclass 0.135 9 0.0740 Preprocessor1_Mode…
184 2 539 31 mcc multiclass 0.134 9 0.0569 Preprocessor1_Mode…
185 2 1315 9 mcc multiclass 0.133 9 0.0621 Preprocessor1_Mode…
186 3 856 16 mcc multiclass 0.133 9 0.0635 Preprocessor1_Mode…
187 3 880 17 mcc multiclass 0.133 9 0.0545 Preprocessor1_Mode…
188 3 857 18 mcc multiclass 0.133 9 0.0545 Preprocessor1_Mode…
189 3 500 19 mcc multiclass 0.133 9 0.0545 Preprocessor1_Mode…
190 3 463 13 mcc multiclass 0.133 9 0.0635 Preprocessor1_Mode…
191 3 447 18 mcc multiclass 0.132 9 0.0544 Preprocessor1_Mode…
192 2 629 28 mcc multiclass 0.132 9 0.0643 Preprocessor1_Mode…
193 2 993 27 mcc multiclass 0.132 9 0.0643 Preprocessor1_Mode…
194 2 548 25 mcc multiclass 0.132 9 0.0643 Preprocessor1_Mode…
195 2 1447 34 mcc multiclass 0.132 9 0.0576 Preprocessor1_Mode…
196 2 1115 36 mcc multiclass 0.132 9 0.0576 Preprocessor1_Mode…
197 2 1045 7 mcc multiclass 0.132 9 0.0479 Preprocessor1_Mode…
198 2 1360 9 mcc multiclass 0.131 9 0.0395 Preprocessor1_Mode…
199 2 459 24 mcc multiclass 0.131 9 0.0548 Preprocessor1_Mode…
200 2 1055 25 mcc multiclass 0.131 9 0.0574 Preprocessor1_Mode…2. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.411 0.273
2 precision macro 0.779 0.358
3 spec macro 0.833 0.761
4 accuracy multiclass 0.66 0.394
5 f_meas macro 0.559 0.335
6 mcc multiclass 0.416 0.0514
7 kap multiclass 0.369 0.0469
8 roc_auc hand_till 0.891 0.567
9 mn_log_loss multiclass 0.826 1.25 Confusion matrix
Column 2
ROC curve
Gain curve
2. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
2. model - tablica studenata
Column 1
tablica studenata
| KVIZ1 | VID_1 | D1 | M1 | KOL1 | class_1 | class_2 | class_3 | class_4 | KVIZ | VIDEO | DOLASCI | MATERIJALI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.50 | 6 | 4 | 20 | 10.59 | 0.0444890 | 0.0946566 | 0.6925179 | 0.1683366 | -0.0574682 | -0.0153744 | -0.0236603 | -0.0282831 |
| 1.11 | 2 | 4 | 17 | 15.85 | 0.0548742 | 0.3973333 | 0.4239376 | 0.1238549 | -0.0455131 | 0.0035174 | 0.0016934 | 0.0054175 |
| 0.40 | 4 | 4 | 35 | 25.08 | 0.0396854 | 0.3298766 | 0.4965055 | 0.1339325 | -0.0419483 | -0.0039597 | 0.0011989 | 0.0369542 |
| 1.42 | 0 | 4 | 11 | 16.09 | 0.0548948 | 0.4449520 | 0.4273499 | 0.0728034 | -0.0382871 | -0.0036535 | 0.0055088 | 0.0140340 |
| 2.43 | 0 | 4 | 31 | 13.99 | 0.0881064 | 0.3123334 | 0.5159757 | 0.0835844 | -0.0362076 | 0.0218330 | -0.0028368 | 0.0430096 |
| 2.65 | 12 | 4 | 3 | 14.72 | 0.0223564 | 0.0928601 | 0.7613006 | 0.1234829 | -0.0334489 | -0.0240476 | -0.0108473 | -0.0270257 |
| 1.55 | 13 | 4 | 30 | 18.38 | 0.0440941 | 0.3529401 | 0.5256667 | 0.0772991 | -0.0323885 | 0.0142597 | 0.0042232 | 0.0117318 |
| 2.97 | 6 | 4 | 21 | 11.51 | 0.0290063 | 0.2705219 | 0.5967586 | 0.1037132 | -0.0308407 | 0.0019508 | -0.0048016 | 0.0213361 |
| 2.83 | 4 | 4 | 46 | 14.51 | 0.0365753 | 0.2504756 | 0.6177154 | 0.0952337 | -0.0285098 | -0.0039047 | -0.0077432 | 0.0283831 |
| 2.18 | 0 | 4 | 5 | 13.85 | 0.0230723 | 0.3128848 | 0.5599492 | 0.1040938 | -0.0284387 | 0.0072783 | -0.0084463 | 0.0330276 |
| 2.92 | 5 | 4 | 35 | 8.55 | 0.0286110 | 0.2717825 | 0.6012119 | 0.0983946 | -0.0282239 | 0.0015770 | -0.0106293 | 0.0292578 |
| 1.24 | 4 | 2 | 27 | 18.12 | 0.0669940 | 0.4187727 | 0.3500191 | 0.1642141 | -0.0260256 | 0.0020293 | -0.0228118 | -0.0039670 |
| 1.90 | 1 | 4 | 49 | 17.92 | 0.0325031 | 0.4805831 | 0.4102917 | 0.0766221 | -0.0255798 | -0.0038834 | 0.0048058 | -0.0160938 |
| 1.96 | 1 | 3 | 58 | 12.95 | 0.0552327 | 0.1896421 | 0.5578889 | 0.1972363 | -0.0255086 | -0.0071028 | 0.0173847 | -0.0256222 |
| 3.13 | 14 | 4 | 16 | 12.03 | 0.0199069 | 0.1120071 | 0.6763677 | 0.1917183 | -0.0252309 | -0.0215542 | -0.0123499 | -0.0326196 |
| 2.12 | 20 | 4 | 38 | 11.61 | 0.0690838 | 0.1938232 | 0.3627136 | 0.3743794 | -0.0202655 | -0.0178896 | -0.0125568 | -0.0155464 |
| 1.76 | 2 | 4 | 33 | 17.64 | 0.0430306 | 0.4731709 | 0.4439833 | 0.0398152 | -0.0190417 | 0.0228450 | 0.0030694 | -0.0260546 |
| 2.05 | 17 | 4 | 15 | 16.94 | 0.0434492 | 0.3253770 | 0.2888195 | 0.3423544 | -0.0184385 | -0.1052717 | 0.0014143 | 0.0061754 |
| 2.17 | 6 | 3 | 33 | 9.93 | 0.0421025 | 0.3463414 | 0.5238397 | 0.0877165 | -0.0178754 | -0.0007450 | 0.0099154 | 0.0314415 |
| 1.86 | 9 | 3 | 22 | 23.70 | 0.0516573 | 0.3459986 | 0.5675761 | 0.0347680 | -0.0171536 | -0.0013233 | -0.0100168 | -0.0121547 |
| 0.10 | 1 | 2 | 6 | 17.36 | 0.1391795 | 0.4744345 | 0.3459777 | 0.0404084 | -0.0159887 | 0.0003554 | 0.0004156 | -0.0088947 |
| 1.73 | 4 | 4 | 13 | 15.02 | 0.0359826 | 0.3439972 | 0.5438868 | 0.0761334 | -0.0159574 | 0.0083273 | 0.0086810 | 0.0115923 |
| 0.00 | 4 | 0 | 12 | 18.26 | 0.1706025 | 0.4708749 | 0.3219867 | 0.0365358 | -0.0157611 | 0.0022897 | -0.0169513 | -0.0058139 |
| 3.26 | 3 | 4 | 12 | 22.00 | 0.0364846 | 0.3799963 | 0.4804042 | 0.1031149 | -0.0151307 | 0.0148447 | 0.0060553 | -0.0134291 |
| 1.83 | 1 | 3 | 94 | 22.36 | 0.0617768 | 0.5365531 | 0.3664008 | 0.0352693 | -0.0141296 | 0.0032040 | -0.0160989 | -0.0230273 |
| 1.55 | 2 | 4 | 26 | 20.79 | 0.0344969 | 0.2712419 | 0.4117276 | 0.2825336 | -0.0130578 | 0.0051470 | 0.0048950 | -0.0190400 |
| 1.97 | 8 | 4 | 18 | 17.65 | 0.0226254 | 0.2162002 | 0.5978613 | 0.1633131 | -0.0128149 | 0.0221947 | 0.0106400 | 0.0309154 |
| 1.84 | 12 | 4 | 35 | 17.17 | 0.0178796 | 0.2487262 | 0.6260653 | 0.1073289 | -0.0115432 | 0.0203132 | 0.0132243 | 0.0188484 |
| 2.98 | 3 | 4 | 50 | 18.68 | 0.0312219 | 0.4165372 | 0.4680578 | 0.0841831 | -0.0109516 | 0.0136600 | 0.0046068 | -0.0154487 |
| 2.12 | 6 | 4 | 1 | 15.15 | 0.0254647 | 0.2541070 | 0.5597646 | 0.1606637 | -0.0102907 | 0.0047439 | 0.0120017 | 0.0229365 |
| 2.45 | 3 | 4 | 44 | 6.51 | 0.0055485 | 0.1209727 | 0.7146415 | 0.1588373 | -0.0101275 | -0.0041623 | -0.0060333 | -0.0071931 |
| 1.81 | 1 | 3 | 63 | 17.87 | 0.0844168 | 0.4214370 | 0.3972990 | 0.0968472 | -0.0085171 | 0.0020574 | -0.0343134 | -0.0017065 |
| 2.84 | 1 | 4 | 17 | 22.41 | 0.0401710 | 0.2291675 | 0.5543191 | 0.1763424 | -0.0083111 | 0.0051108 | 0.0048182 | 0.0197136 |
| 2.28 | 7 | 4 | 16 | 24.78 | 0.0104612 | 0.0627484 | 0.7106829 | 0.2161074 | -0.0080150 | -0.0117408 | -0.0003904 | 0.0505603 |
| 2.41 | 3 | 4 | 8 | 23.01 | 0.0408733 | 0.1002224 | 0.7511819 | 0.1077224 | -0.0071602 | -0.0084098 | 0.0016322 | -0.0005932 |
| 3.14 | 12 | 4 | 15 | 20.87 | 0.0205121 | 0.2187663 | 0.6271544 | 0.1335672 | -0.0070041 | 0.0259353 | 0.0009065 | 0.0156795 |
| 3.25 | 13 | 4 | 28 | 20.89 | 0.0127447 | 0.1568922 | 0.4975652 | 0.3327979 | -0.0065309 | 0.0131496 | 0.0041940 | -0.0111056 |
| 0.99 | 0 | 2 | 79 | 19.64 | 0.1976896 | 0.5359679 | 0.2456546 | 0.0206880 | -0.0053752 | -0.0150960 | -0.0006394 | -0.0441517 |
| 2.09 | 2 | 4 | 17 | 25.70 | 0.0287583 | 0.2122866 | 0.6716019 | 0.0873533 | -0.0052862 | -0.0073283 | -0.0004131 | -0.0209180 |
| 1.84 | 8 | 4 | 45 | 16.33 | 0.0173066 | 0.1943260 | 0.5495455 | 0.2388219 | -0.0042565 | 0.0092485 | 0.0055312 | 0.0052790 |
| 2.63 | 19 | 4 | 10 | 7.08 | 0.0099278 | 0.4507749 | 0.2817769 | 0.2575204 | -0.0037843 | -0.0069920 | -0.0034528 | 0.0028959 |
| 1.67 | 3 | 3 | 48 | 6.93 | 0.0272804 | 0.4222237 | 0.4736640 | 0.0768320 | -0.0030568 | 0.0010959 | 0.0013194 | -0.0040798 |
| 1.76 | 9 | 4 | 26 | 16.21 | 0.0260084 | 0.2794252 | 0.5913398 | 0.1032266 | -0.0029648 | 0.0093084 | 0.0107881 | 0.0206488 |
| 2.60 | 4 | 4 | 19 | 17.05 | 0.0333109 | 0.2056081 | 0.5342118 | 0.2268692 | -0.0028363 | 0.0090379 | 0.0093221 | 0.0093631 |
| 3.11 | 5 | 4 | 75 | 22.43 | 0.0244229 | 0.2392678 | 0.5857796 | 0.1505298 | -0.0016724 | 0.0248477 | 0.0119435 | 0.0209940 |
| 0.00 | 0 | 0 | 25 | 2.73 | 0.1536338 | 0.4240653 | 0.3917693 | 0.0305315 | -0.0014818 | -0.0056052 | 0.0048418 | 0.0376426 |
| 2.55 | 5 | 4 | 6 | 17.90 | 0.0285768 | 0.1857210 | 0.5297372 | 0.2559650 | -0.0014361 | 0.0090836 | 0.0099296 | 0.0090456 |
| 2.88 | 10 | 4 | 21 | 15.01 | 0.0347218 | 0.2056383 | 0.6043454 | 0.1552945 | -0.0008131 | 0.0231212 | 0.0094464 | 0.0097401 |
| 1.86 | 1 | 4 | 19 | 10.12 | 0.0259515 | 0.3441746 | 0.5341986 | 0.0956753 | -0.0007536 | 0.0049934 | -0.0077596 | 0.0398813 |
| 2.48 | 0 | 4 | 10 | 15.57 | 0.0448433 | 0.2570436 | 0.4975233 | 0.2005898 | -0.0003286 | -0.0340763 | 0.0066161 | 0.0089853 |
| 2.49 | 11 | 4 | 0 | 20.84 | 0.0353827 | 0.1463346 | 0.6489361 | 0.1693467 | -0.0001148 | 0.0302844 | 0.0042303 | 0.0182660 |
| 0.75 | 2 | 2 | 26 | 17.58 | 0.1082921 | 0.5044735 | 0.3627225 | 0.0245118 | 0.0005040 | 0.0042479 | -0.0036112 | -0.0035055 |
| 2.57 | 7 | 4 | 22 | 17.63 | 0.0856376 | 0.4090669 | 0.3929906 | 0.1123049 | 0.0011796 | 0.0043458 | 0.0006579 | -0.0542724 |
| 1.42 | 40 | 3 | 33 | 15.97 | 0.0586669 | 0.4278468 | 0.1949010 | 0.3185853 | 0.0013027 | -0.0934553 | -0.0036114 | 0.0022585 |
| 2.72 | 12 | 4 | 21 | 20.01 | 0.0104057 | 0.1195889 | 0.5629021 | 0.3071032 | 0.0015100 | 0.0210927 | 0.0065484 | -0.0162005 |
| 1.05 | 3 | 2 | 95 | 14.63 | 0.3179681 | 0.3091511 | 0.3555789 | 0.0173019 | 0.0016765 | -0.0035006 | 0.0016444 | -0.0547366 |
| 1.21 | 4 | 3 | 51 | 6.53 | 0.1417742 | 0.4920736 | 0.3446197 | 0.0215326 | 0.0035386 | 0.0038634 | 0.0034501 | 0.0280799 |
| 2.78 | 12 | 4 | 24 | 19.80 | 0.0312619 | 0.3162097 | 0.5547783 | 0.0977501 | 0.0039890 | 0.0315306 | 0.0023929 | -0.0062896 |
| 1.96 | 2 | 4 | 43 | 23.66 | 0.0265717 | 0.1931295 | 0.5701037 | 0.2101951 | 0.0042495 | -0.0026096 | 0.0023618 | 0.0393334 |
| 2.59 | 3 | 4 | 33 | 23.57 | 0.0297774 | 0.1087024 | 0.5944328 | 0.2670874 | 0.0047535 | 0.0045393 | 0.0062975 | 0.0502871 |
| 1.76 | 0 | 4 | 40 | 21.90 | 0.0493100 | 0.3798367 | 0.4799040 | 0.0909493 | 0.0048117 | -0.0163713 | 0.0049835 | 0.0110815 |
| 2.44 | 15 | 4 | 5 | 20.44 | 0.0146575 | 0.1409785 | 0.4649292 | 0.3794349 | 0.0056807 | -0.0073043 | 0.0034446 | -0.0306585 |
| 1.82 | 0 | 4 | 33 | 13.28 | 0.0344516 | 0.4259860 | 0.4922962 | 0.0472662 | 0.0067463 | 0.0262162 | -0.0085225 | 0.0532167 |
| 1.81 | 4 | 4 | 80 | 13.23 | 0.0172224 | 0.1273843 | 0.5771780 | 0.2782153 | 0.0073028 | -0.0113952 | -0.0075708 | -0.0686560 |
| 2.01 | 6 | 4 | 38 | 23.71 | 0.0134310 | 0.1774530 | 0.5513539 | 0.2577621 | 0.0079399 | -0.0146152 | 0.0026233 | 0.0654453 |
| 1.89 | 17 | 4 | 16 | 12.73 | 0.1113876 | 0.3660135 | 0.3869693 | 0.1356296 | 0.0081461 | -0.0218571 | -0.0032065 | 0.0477309 |
| 2.37 | 5 | 4 | 68 | 16.14 | 0.0125390 | 0.0987831 | 0.5284769 | 0.3602010 | 0.0093017 | 0.0051482 | 0.0046942 | -0.0225828 |
| 2.20 | 0 | 4 | 23 | 22.39 | 0.0371790 | 0.2647919 | 0.5441153 | 0.1539139 | 0.0098207 | -0.0236491 | 0.0131258 | 0.0105902 |
| 2.52 | 7 | 4 | 9 | 26.29 | 0.0319462 | 0.3057779 | 0.5975343 | 0.0647417 | 0.0121400 | -0.0078375 | 0.0001839 | -0.0570791 |
| 2.42 | 16 | 4 | 10 | 22.35 | 0.0444603 | 0.3527866 | 0.4620247 | 0.1407284 | 0.0140405 | -0.0344536 | -0.0000979 | -0.0145144 |
| 2.52 | 0 | 4 | 21 | 23.08 | 0.0411558 | 0.2427843 | 0.6133986 | 0.1026613 | 0.0142752 | -0.0217737 | 0.0024542 | -0.0167648 |
| 2.43 | 6 | 4 | 14 | 15.02 | 0.0204892 | 0.1122225 | 0.5807811 | 0.2865072 | 0.0145612 | 0.0051747 | 0.0049798 | -0.0003363 |
| 3.06 | 22 | 4 | 8 | 24.97 | 0.0553709 | 0.1960141 | 0.3300312 | 0.4185838 | 0.0156822 | 0.0611951 | 0.0050994 | 0.0384514 |
| 2.28 | 3 | 4 | 7 | 15.72 | 0.0281497 | 0.0760153 | 0.5167038 | 0.3791313 | 0.0166219 | 0.0050711 | 0.0050366 | -0.0319260 |
| 3.02 | 20 | 4 | 46 | 25.50 | 0.0830194 | 0.3234088 | 0.3630335 | 0.2305384 | 0.0171280 | 0.0422988 | 0.0055897 | -0.0017194 |
| 2.20 | 8 | 4 | 20 | 20.46 | 0.0100921 | 0.0932288 | 0.5652072 | 0.3314720 | 0.0171689 | 0.0183982 | 0.0070906 | -0.0252740 |
| 2.43 | 3 | 4 | 12 | 18.60 | 0.0432197 | 0.3035009 | 0.5570018 | 0.0962776 | 0.0174651 | 0.0083437 | 0.0071200 | -0.0079646 |
| 1.76 | 9 | 3 | 102 | 13.28 | 0.0403829 | 0.3518398 | 0.5342544 | 0.0735229 | 0.0177590 | -0.0342692 | 0.0231673 | 0.0391368 |
| 2.42 | 21 | 4 | 52 | 24.33 | 0.0481733 | 0.1993814 | 0.3502218 | 0.4022235 | 0.0178455 | 0.0338834 | 0.0054158 | 0.0475579 |
| 2.53 | 9 | 4 | 33 | 23.26 | 0.0271920 | 0.1234453 | 0.6827799 | 0.1665828 | 0.0202864 | -0.0159682 | 0.0022144 | 0.0103594 |
| 2.49 | 17 | 4 | 27 | 23.97 | 0.0382423 | 0.2276626 | 0.5706521 | 0.1634430 | 0.0212073 | -0.0212066 | -0.0005083 | 0.0033348 |
| 2.43 | 4 | 4 | 10 | 18.16 | 0.0356244 | 0.1292322 | 0.6789524 | 0.1561910 | 0.0242098 | 0.0277393 | 0.0065747 | 0.0283112 |
| 1.84 | 0 | 3 | 35 | 13.46 | 0.0566797 | 0.4622108 | 0.4340760 | 0.0470335 | 0.0242111 | 0.0185452 | 0.0063138 | 0.0502370 |
| 2.42 | 11 | 3 | 27 | 19.90 | 0.0462247 | 0.3164580 | 0.5491449 | 0.0881724 | 0.0244332 | 0.0274173 | -0.0201325 | 0.0017069 |
| 2.32 | 12 | 3 | 32 | 19.10 | 0.0418573 | 0.3326367 | 0.5638925 | 0.0616135 | 0.0275356 | 0.0240022 | -0.0204350 | 0.0047787 |
| 1.56 | 0 | 3 | 21 | 14.34 | 0.0658665 | 0.4981043 | 0.4082599 | 0.0277692 | 0.0277251 | 0.0106676 | 0.0080782 | 0.0358476 |
| 2.23 | 8 | 4 | 30 | 22.47 | 0.0214814 | 0.1055797 | 0.7540387 | 0.1189001 | 0.0286967 | 0.0287353 | 0.0105930 | 0.0271760 |
| 1.62 | 17 | 4 | 37 | 14.42 | 0.0451427 | 0.2807295 | 0.5104040 | 0.1637238 | 0.0296478 | 0.0057756 | -0.0102897 | -0.0163915 |
| 1.38 | 2 | 2 | 2 | 9.03 | 0.0647156 | 0.4503499 | 0.4501301 | 0.0348043 | 0.0303307 | -0.0043106 | 0.0043121 | 0.0327549 |
| 2.33 | 1 | 4 | 18 | 21.61 | 0.0336955 | 0.3238922 | 0.5611617 | 0.0812506 | 0.0309221 | 0.0048903 | 0.0023887 | -0.0112583 |
| 1.43 | 1 | 4 | 69 | 12.36 | 0.0494297 | 0.2481936 | 0.6138963 | 0.0884804 | 0.0314697 | -0.0084370 | -0.0129359 | -0.0333643 |
| 2.36 | 2 | 4 | 24 | 20.96 | 0.0370812 | 0.1334667 | 0.6782615 | 0.1511907 | 0.0316478 | 0.0061819 | 0.0144052 | 0.0321643 |
| 1.43 | 69 | 2 | 20 | 13.98 | 0.0478928 | 0.2640281 | 0.3769788 | 0.3111002 | 0.0325307 | -0.0059362 | 0.0055882 | -0.0491922 |
| 2.23 | 6 | 4 | 21 | 16.08 | 0.0197521 | 0.1479961 | 0.7177177 | 0.1145342 | 0.0348720 | -0.0000561 | 0.0144835 | 0.0395220 |
| 2.37 | 13 | 4 | 17 | 20.17 | 0.0165265 | 0.1353861 | 0.7334198 | 0.1146675 | 0.0352827 | 0.0177511 | 0.0110260 | 0.0217447 |
| 1.27 | 6 | 4 | 26 | 10.28 | 0.0412772 | 0.2613367 | 0.6076991 | 0.0896870 | 0.0368812 | -0.0061071 | -0.0126804 | -0.0183723 |
| 1.62 | 4 | 3 | 37 | 13.51 | 0.0747366 | 0.3332748 | 0.4847196 | 0.1072690 | 0.0375293 | -0.0010685 | 0.0228653 | -0.0168567 |
| 1.10 | 0 | 4 | 39 | 13.95 | 0.0449798 | 0.4538650 | 0.4609582 | 0.0401971 | 0.0403875 | 0.0158259 | -0.0041387 | 0.0389280 |
| 0.90 | 3 | 2 | 6 | 9.68 | 0.0665103 | 0.4297978 | 0.4401767 | 0.0635152 | 0.0441689 | 0.0035521 | 0.0132869 | 0.0212634 |
| 0.96 | 5 | 3 | 20 | 13.02 | 0.0706884 | 0.3509304 | 0.4748994 | 0.1034819 | 0.0444634 | 0.0010094 | 0.0171263 | -0.0163836 |
column 2
Oznake
Prediktori
- KVIZ1 - suma svih bodova na kvizovima do prvog kolokvija
- VID_1 - ukupni broj klikova na video materijale do prvog kolokvija
- M1 - ukupni broj klikova na PDF materijale do prvog kolokvija
- D1 - ukupni broj dolazaka na predavanja do prvog kolokvija
Response
- KOL1 - ukupni broj bodova na prvom kolokviju
Vjerojatnosti
- class_1 - vjerojatnost da je na prvom kolokviju ukupni broj bodova unutar intervala [0,7.5]
- class_2 - vjerojatnost da je na prvom kolokviju ukupni broj bodova unutar intervala (7.5,15]
- class_3 - vjerojatnost da je na prvom kolokviju ukupni broj bodova unutar intervala (15,22.5]
- class_4 - vjerojatnost da je na prvom kolokviju ukupni broj bodova unutar intervala (22.5,30]
Lokalne važnosti varijabli
- KVIZ - lokalna važnost varijable KVIZ1
- VIDEO - lokalna važnost varijable VID_1
- DOLASCI - lokalna važnost varijable D1
- MATERIJALI - lokalna važnost varijable M1
1. model - opis i varijable
Column 1
1. model (binarni model)
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- VIDEO - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
Response - binarna klasifikacija studenata na temelju broja bodova na drugom kolokviju.
- 1 (pozitivna klasa): ako je na drugom kolokviju ukupni broj bodova veći ili jednak od 15
- 0 (negativna klasa): ako je na drugom kolokviju ukupni broj bodova strogo manji od 15
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
Važnost prediktora (Gini)
Važnost prediktora (permutacija)
1. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 891 37 roc_auc binary 0.667 7 0.161 Preprocessor1_Mode…
2 2 534 31 roc_auc binary 0.651 7 0.160 Preprocessor1_Mode…
3 2 759 34 roc_auc binary 0.651 7 0.160 Preprocessor1_Mode…
4 2 460 35 roc_auc binary 0.651 7 0.160 Preprocessor1_Mode…
5 2 479 40 roc_auc binary 0.651 7 0.160 Preprocessor1_Mode…
6 2 704 34 roc_auc binary 0.651 7 0.160 Preprocessor1_Mode…
7 2 777 39 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
8 2 639 38 roc_auc binary 0.635 7 0.169 Preprocessor1_Mode…
9 2 908 39 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
10 2 1440 40 roc_auc binary 0.635 7 0.169 Preprocessor1_Mode…
11 2 1419 36 roc_auc binary 0.635 7 0.169 Preprocessor1_Mode…
12 2 479 33 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
13 2 1154 27 roc_auc binary 0.635 7 0.169 Preprocessor1_Mode…
14 2 921 36 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
15 2 534 39 roc_auc binary 0.635 7 0.169 Preprocessor1_Mode…
16 2 791 29 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
17 2 1239 38 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
18 2 1300 39 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
19 2 462 39 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
20 2 743 29 roc_auc binary 0.635 7 0.169 Preprocessor1_Mode…
21 2 614 39 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
22 2 893 34 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
23 2 468 40 roc_auc binary 0.635 7 0.160 Preprocessor1_Mode…
24 3 493 38 roc_auc binary 0.627 7 0.167 Preprocessor1_Mode…
25 3 483 40 roc_auc binary 0.627 7 0.167 Preprocessor1_Mode…
26 3 530 38 roc_auc binary 0.627 7 0.167 Preprocessor1_Mode…
27 3 646 36 roc_auc binary 0.627 7 0.167 Preprocessor1_Mode…
28 2 1087 38 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
29 2 582 34 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
30 2 572 16 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
31 2 674 16 roc_auc binary 0.619 7 0.176 Preprocessor1_Mode…
32 2 1260 40 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
33 3 877 39 roc_auc binary 0.619 7 0.171 Preprocessor1_Mode…
34 2 795 36 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
35 2 670 38 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
36 2 1276 34 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
37 2 920 40 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
38 2 673 20 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
39 2 880 29 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
40 2 1169 32 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
41 2 1005 25 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
42 2 588 23 roc_auc binary 0.619 7 0.176 Preprocessor1_Mode…
43 2 676 40 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
44 2 823 30 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
45 2 773 21 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
46 2 726 21 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
47 2 1292 22 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
48 2 1179 39 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
49 2 420 37 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
50 2 616 40 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
51 2 1023 32 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
52 2 701 23 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
53 2 1198 36 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
54 2 408 17 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
55 2 558 24 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
56 2 1117 39 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
57 2 1068 32 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
58 2 946 37 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
59 2 930 34 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
60 3 604 34 roc_auc binary 0.619 7 0.171 Preprocessor1_Mode…
61 2 975 20 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
62 2 1014 36 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
63 2 458 32 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
64 2 702 40 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
65 3 1119 40 roc_auc binary 0.619 7 0.171 Preprocessor1_Mode…
66 3 1089 39 roc_auc binary 0.619 7 0.171 Preprocessor1_Mode…
67 2 757 35 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
68 2 833 22 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
69 2 1144 38 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
70 2 1272 39 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
71 2 541 40 roc_auc binary 0.619 7 0.169 Preprocessor1_Mode…
72 3 1047 32 roc_auc binary 0.619 7 0.171 Preprocessor1_Mode…
73 2 1121 31 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
74 2 447 33 roc_auc binary 0.619 7 0.162 Preprocessor1_Mode…
75 3 471 40 roc_auc binary 0.611 7 0.174 Preprocessor1_Mode…
76 3 466 34 roc_auc binary 0.611 7 0.162 Preprocessor1_Mode…
77 3 946 40 roc_auc binary 0.611 7 0.173 Preprocessor1_Mode…
78 3 868 38 roc_auc binary 0.611 7 0.162 Preprocessor1_Mode…
79 3 407 31 roc_auc binary 0.611 7 0.173 Preprocessor1_Mode…
80 3 1409 31 roc_auc binary 0.611 7 0.173 Preprocessor1_Mode…
81 3 630 38 roc_auc binary 0.611 7 0.173 Preprocessor1_Mode…
82 3 1187 38 roc_auc binary 0.611 7 0.173 Preprocessor1_Mode…
83 3 1030 35 roc_auc binary 0.611 7 0.173 Preprocessor1_Mode…
84 3 1277 32 roc_auc binary 0.611 7 0.173 Preprocessor1_Mode…
85 3 568 34 roc_auc binary 0.611 7 0.162 Preprocessor1_Mode…
86 2 1482 30 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
87 2 456 21 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
88 2 1350 30 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
89 2 872 34 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
90 2 594 33 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
91 3 1038 33 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
92 2 1002 19 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
93 2 554 38 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
94 2 405 25 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
95 2 918 39 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
96 2 1126 34 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
97 2 561 29 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
98 2 1438 31 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
99 3 1021 33 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
100 2 896 22 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
101 2 1378 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
102 2 1317 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
103 2 821 28 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
104 2 451 26 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
105 2 737 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
106 2 1249 25 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
107 2 1487 19 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
108 2 563 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
109 2 1398 17 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
110 2 458 17 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
111 2 994 34 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
112 2 1366 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
113 3 1257 40 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
114 2 1200 32 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
115 2 893 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
116 3 590 27 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
117 2 516 33 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
118 2 797 22 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
119 2 1314 32 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
120 2 697 40 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
121 2 1417 27 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
122 2 1407 19 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
123 2 748 30 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
124 2 454 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
125 3 787 39 roc_auc binary 0.603 7 0.164 Preprocessor1_Mode…
126 2 1132 19 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
127 2 830 29 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
128 2 1229 26 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
129 2 826 37 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
130 2 926 24 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
131 2 606 25 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
132 2 853 36 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
133 2 1358 14 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
134 2 980 29 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
135 2 1212 22 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
136 2 678 29 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
137 3 1371 37 roc_auc binary 0.603 7 0.164 Preprocessor1_Mode…
138 2 863 16 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
139 3 949 33 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
140 2 1185 14 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
141 2 430 40 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
142 2 1193 28 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
143 2 1306 13 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
144 2 530 40 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
145 2 708 27 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
146 2 1374 33 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
147 2 777 22 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
148 2 1092 30 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
149 2 590 19 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
150 2 1252 17 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
151 2 685 18 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
152 2 643 30 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
153 2 802 24 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
154 2 589 22 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
155 2 498 26 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
156 2 619 15 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
157 2 820 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
158 2 515 27 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
159 2 1275 16 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
160 2 1480 34 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
161 2 728 18 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
162 2 707 28 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
163 2 1070 19 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
164 2 1333 38 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
165 2 987 29 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
166 3 971 32 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
167 2 495 32 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
168 3 988 28 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
169 2 827 37 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
170 2 1344 32 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
171 2 612 38 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
172 2 752 21 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
173 2 1403 22 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
174 3 1025 29 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
175 3 1277 33 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
176 2 1428 33 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
177 2 1271 33 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
178 2 1295 15 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
179 2 1286 21 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
180 2 779 23 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
181 2 1449 17 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
182 2 1037 34 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
183 2 1335 32 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
184 2 693 38 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
185 2 1079 22 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
186 2 1462 21 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
187 3 1041 27 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
188 2 507 32 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
189 2 1116 39 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
190 3 1407 32 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
191 2 1098 20 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
192 2 497 22 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
193 3 447 26 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
194 2 933 30 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
195 3 1497 37 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
196 2 1197 34 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
197 2 985 37 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…
198 3 889 39 roc_auc binary 0.603 7 0.176 Preprocessor1_Mode…
199 2 801 15 roc_auc binary 0.603 7 0.171 Preprocessor1_Mode…
200 2 1413 33 roc_auc binary 0.603 7 0.166 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 537 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
2 3 922 28 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
3 3 1074 24 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
4 3 1235 31 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
5 3 531 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
6 2 598 32 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
7 3 554 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
8 3 1012 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
9 3 403 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
10 3 1183 23 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
11 3 1430 31 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
12 3 988 25 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
13 3 1474 11 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
14 2 421 14 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
15 3 767 14 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
16 3 815 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
17 2 637 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
18 3 877 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
19 3 1273 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
20 3 802 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
21 2 572 16 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
22 2 674 16 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
23 2 1254 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
24 3 874 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
25 3 466 34 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
26 3 421 36 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
27 3 833 28 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
28 3 1247 33 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
29 2 677 16 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
30 3 984 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
31 3 1204 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
32 3 877 39 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
33 3 583 33 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
34 3 579 37 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
35 3 463 36 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
36 3 1079 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
37 3 512 39 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
38 3 1268 23 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
39 3 1038 33 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
40 3 879 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
41 3 994 22 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
42 2 1304 24 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
43 3 946 40 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
44 3 461 34 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
45 3 429 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
46 3 1255 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
47 2 1092 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
48 3 889 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
49 3 957 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
50 3 1381 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
51 2 1103 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
52 3 752 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
53 3 867 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
54 3 1053 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
55 3 1282 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
56 3 796 23 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
57 2 1411 39 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
58 3 471 40 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
59 3 493 38 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
60 2 1276 34 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
61 3 766 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
62 3 1394 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
63 3 1103 28 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
64 3 1113 14 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
65 3 1415 14 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
66 2 698 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
67 3 1201 24 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
68 3 480 30 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
69 3 1021 33 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
70 3 929 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
71 2 896 22 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
72 3 1447 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
73 3 1323 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
74 2 1347 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
75 3 1097 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
76 3 1227 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
77 2 455 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
78 3 1484 34 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
79 3 868 38 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
80 2 1317 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
81 3 499 11 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
82 2 1137 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
83 2 433 26 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
84 3 783 37 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
85 3 766 22 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
86 3 1015 40 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
87 3 407 31 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
88 3 592 11 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
89 3 1367 35 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
90 3 446 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
91 3 936 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
92 3 759 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
93 2 1436 28 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
94 2 737 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
95 3 893 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
96 3 1227 39 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
97 3 563 23 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
98 3 1196 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
99 2 563 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
100 2 1398 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
101 2 430 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
102 3 1392 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
103 3 421 32 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
104 3 1028 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
105 3 633 35 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
106 2 1105 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
107 3 648 23 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
108 3 716 16 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
109 2 728 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
110 3 1257 40 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
111 3 1224 28 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
112 3 1267 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
113 3 1409 31 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
114 3 819 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
115 3 629 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
116 3 1206 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
117 3 477 24 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
118 3 583 16 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
119 2 576 11 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
120 3 1351 31 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
121 3 968 38 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
122 3 590 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
123 3 1073 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
124 3 1137 40 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
125 3 584 28 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
126 3 1167 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
127 2 581 10 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
128 2 432 10 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
129 3 1098 35 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
130 3 1201 36 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
131 3 483 40 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
132 3 875 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
133 3 947 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
134 3 1066 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
135 3 699 11 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
136 2 588 23 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
137 3 530 38 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
138 3 1063 28 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
139 3 1302 17 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
140 3 829 39 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
141 3 684 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
142 3 1121 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
143 3 1317 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
144 3 1224 40 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
145 2 1407 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
146 3 508 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
147 3 1395 31 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
148 3 627 24 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
149 3 671 37 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
150 3 545 16 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
151 3 892 38 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
152 2 1024 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
153 2 484 22 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
154 3 860 24 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
155 2 454 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
156 2 783 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
157 3 787 39 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
158 3 786 22 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
159 2 796 26 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
160 2 823 30 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
161 2 636 14 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
162 2 830 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
163 3 497 34 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
164 3 700 20 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
165 3 1394 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
166 2 773 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
167 3 1213 37 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
168 3 434 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
169 2 1229 26 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
170 3 645 18 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
171 3 439 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
172 3 1412 26 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
173 2 726 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
174 3 1039 9 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
175 3 536 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
176 3 987 21 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
177 3 446 22 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
178 2 1358 14 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
179 3 479 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
180 3 1086 16 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
181 2 1212 22 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
182 3 1371 37 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
183 3 1176 24 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
184 3 504 19 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
185 3 1077 24 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
186 3 519 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
187 2 1425 29 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
188 3 1033 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
189 3 672 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
190 3 1240 25 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
191 3 949 33 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
192 3 1434 26 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
193 2 1219 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
194 2 817 15 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
195 3 1426 39 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
196 3 1220 27 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
197 3 1002 14 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
198 2 1256 12 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
199 3 545 10 mcc binary 0.278 2 0.389 Preprocessor1_Mode…
200 2 1306 13 mcc binary 0.278 2 0.389 Preprocessor1_Mode…1. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.989 0.966
2 precision binary 0.919 0.896
3 spec binary 0 0
4 accuracy binary 0.91 0.869
5 f_meas binary 0.953 0.930
6 mcc binary -0.0296 -0.0593
7 kap binary -0.0181 -0.0489
8 roc_auc binary 0.945 0.587
9 mn_log_loss binary 0.163 0.420 Confusion matrix
Column 2
ROC curve
Gain curve
1. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
1. model - tablica studenata
Column 1
tablica studenata
| KVIZ2 | VID_2 | D2 | M2 | KOL2 | class_1 | class_0 | KVIZ | VIDEO | DOLASCI | MATERIJALI |
|---|---|---|---|---|---|---|---|---|---|---|
| 0.000 | 3 | 0 | 7 | 22.37 | 0.4064754 | 0.5935246 | -0.0537019 | -0.0008408 | -0.0788363 | -0.0015492 |
| 0.000 | 1 | 0 | 20 | 18.60 | 0.4219833 | 0.5780167 | -0.0345426 | 0.0000000 | -0.0511752 | -0.0000614 |
| 0.380 | 6 | 3 | 24 | 24.01 | 0.8158288 | 0.1841712 | -0.0337830 | 0.0012652 | 0.0065455 | 0.0018495 |
| 0.000 | 0 | 0 | 24 | 20.20 | 0.4366014 | 0.5633986 | -0.0289886 | 0.0006295 | -0.0547154 | -0.0015631 |
| 2.445 | 44 | 6 | 13 | 12.00 | 0.9927411 | 0.0072589 | -0.0182171 | -0.0010557 | -0.0105948 | -0.0125593 |
| 1.720 | 12 | 6 | 12 | 13.80 | 1.0000000 | 0.0000000 | -0.0146709 | -0.0036065 | -0.0182221 | -0.0069076 |
| 1.305 | 0 | 2 | 48 | 11.38 | 0.8557840 | 0.1442160 | -0.0101499 | -0.0074017 | 0.0648976 | -0.0129839 |
| 3.120 | 6 | 4 | 65 | 5.09 | 0.9801850 | 0.0198150 | -0.0069055 | -0.0099745 | -0.0145493 | 0.0038310 |
| 0.390 | 0 | 2 | 8 | 0.00 | 0.6613565 | 0.3386435 | -0.0009544 | -0.0002397 | 0.0934982 | 0.0175607 |
| 4.470 | 8 | 6 | 7 | 26.73 | 0.9108929 | 0.0891071 | -0.0007296 | -0.0001153 | 0.0044493 | -0.0091746 |
| 5.380 | 166 | 6 | 14 | 20.49 | 0.8389119 | 0.1610881 | 0.0000984 | -0.0273129 | 0.0062912 | 0.0005498 |
| 1.375 | 7 | 3 | 19 | 21.16 | 0.9697389 | 0.0302611 | 0.0001760 | 0.0038269 | 0.0077820 | 0.0015212 |
| 4.410 | 8 | 6 | 0 | 27.17 | 0.9765912 | 0.0234088 | 0.0002368 | 0.0024365 | 0.0073293 | 0.0025981 |
| 0.810 | 5 | 4 | 4 | 22.27 | 0.9472004 | 0.0527996 | 0.0006470 | 0.0012580 | 0.0041570 | -0.0040003 |
| 1.565 | 14 | 6 | 3 | 21.68 | 0.9571397 | 0.0428603 | 0.0008318 | 0.0001923 | 0.0067432 | 0.0037221 |
| 3.460 | 81 | 6 | 35 | 26.58 | 0.8305312 | 0.1694688 | 0.0008527 | -0.0269881 | 0.0079515 | 0.0009605 |
| 1.245 | 6 | 3 | 34 | 22.80 | 0.9632475 | 0.0367525 | 0.0008601 | 0.0019651 | 0.0022138 | 0.0028388 |
| 1.860 | 0 | 6 | 23 | 24.88 | 0.8396514 | 0.1603486 | 0.0010315 | 0.0019096 | 0.0084983 | -0.0199602 |
| 3.280 | 0 | 5 | 3 | 20.85 | 0.9608059 | 0.0391941 | 0.0010897 | -0.0010616 | 0.0067326 | 0.0016549 |
| 1.645 | 1 | 6 | 18 | 26.65 | 0.9742338 | 0.0257662 | 0.0013919 | 0.0010481 | 0.0083804 | 0.0011300 |
| 2.030 | 71 | 6 | 7 | 24.88 | 0.8206757 | 0.1793243 | 0.0014060 | -0.0223457 | 0.0074645 | -0.0000100 |
| 4.375 | 16 | 6 | 8 | 25.27 | 0.9439936 | 0.0560064 | 0.0014977 | 0.0014052 | 0.0077955 | -0.0001667 |
| 1.500 | 0 | 3 | 9 | 21.84 | 0.9686274 | 0.0313726 | 0.0015180 | -0.0000556 | 0.0032254 | 0.0023541 |
| 0.710 | 12 | 2 | 12 | 23.53 | 0.6055885 | 0.3944115 | 0.0015348 | -0.0012764 | -0.0885460 | -0.0002600 |
| 0.800 | 0 | 3 | 6 | 24.56 | 0.9602608 | 0.0397392 | 0.0015672 | 0.0007269 | 0.0076955 | 0.0051386 |
| 2.030 | 19 | 6 | 28 | 23.43 | 0.9772814 | 0.0227186 | 0.0016958 | 0.0002214 | 0.0054878 | 0.0032628 |
| 1.600 | 7 | 5 | 86 | 20.56 | 0.9753123 | 0.0246877 | 0.0017002 | 0.0018769 | 0.0073313 | 0.0026889 |
| 3.590 | 3 | 6 | 9 | 23.50 | 0.9792102 | 0.0207898 | 0.0017039 | 0.0011250 | 0.0063295 | 0.0028072 |
| 4.140 | 11 | 6 | 28 | 27.14 | 0.9771314 | 0.0228686 | 0.0018581 | 0.0030732 | 0.0091090 | 0.0031229 |
| 1.545 | 9 | 5 | 22 | 18.48 | 0.9730068 | 0.0269932 | 0.0020265 | 0.0014922 | 0.0073935 | 0.0028714 |
| 5.315 | 30 | 6 | 0 | 26.70 | 0.9467286 | 0.0532714 | 0.0021283 | 0.0013976 | 0.0063264 | 0.0008228 |
| 5.340 | 16 | 6 | 11 | 19.46 | 0.9508278 | 0.0491722 | 0.0022536 | 0.0004974 | 0.0089906 | 0.0039154 |
| 2.330 | 4 | 6 | 22 | 21.61 | 0.9953208 | 0.0046792 | 0.0023555 | 0.0007626 | 0.0138682 | 0.0026053 |
| 2.125 | 13 | 6 | 18 | 18.94 | 0.9795161 | 0.0204839 | 0.0023673 | 0.0018546 | 0.0049210 | 0.0048855 |
| 1.820 | 9 | 4 | 13 | 22.50 | 0.9829129 | 0.0170871 | 0.0025044 | 0.0017702 | 0.0084012 | 0.0047754 |
| 0.910 | 13 | 3 | 3 | 19.81 | 0.9150875 | 0.0849125 | 0.0025063 | -0.0003555 | 0.0065330 | -0.0036467 |
| 1.790 | 0 | 4 | 11 | 23.50 | 0.8373795 | 0.1626205 | 0.0026128 | 0.0049152 | 0.0022029 | -0.0168576 |
| 2.275 | 7 | 6 | 18 | 24.28 | 0.9945628 | 0.0054372 | 0.0026612 | 0.0014428 | 0.0096463 | 0.0037251 |
| 1.160 | 2 | 3 | 12 | 21.41 | 0.9636729 | 0.0363271 | 0.0026737 | 0.0025287 | 0.0036337 | 0.0034377 |
| 1.265 | 18 | 4 | 68 | 26.43 | 0.9540774 | 0.0459226 | 0.0027937 | 0.0020058 | 0.0089269 | 0.0020646 |
| 2.015 | 2 | 6 | 13 | 28.50 | 0.9927866 | 0.0072134 | 0.0027978 | 0.0017325 | 0.0063403 | 0.0027695 |
| 2.185 | 13 | 6 | 27 | 20.87 | 0.9783206 | 0.0216794 | 0.0028460 | 0.0014042 | 0.0043813 | 0.0044028 |
| 2.900 | 5 | 6 | 10 | 23.02 | 0.9913890 | 0.0086110 | 0.0028468 | 0.0019725 | 0.0083671 | 0.0020070 |
| 0.990 | 0 | 6 | 17 | 18.99 | 0.9665029 | 0.0334971 | 0.0029421 | 0.0008600 | 0.0098006 | 0.0035662 |
| 1.960 | 6 | 6 | 0 | 16.13 | 0.9924528 | 0.0075472 | 0.0030224 | -0.0001117 | 0.0098452 | 0.0026048 |
| 3.840 | 17 | 6 | 16 | 15.00 | 0.9740673 | 0.0259327 | 0.0030588 | 0.0015865 | 0.0087527 | 0.0024147 |
| 1.950 | 9 | 4 | 13 | 25.30 | 0.8307278 | 0.1692722 | 0.0030803 | 0.0000622 | 0.0056373 | -0.0213156 |
| 1.610 | 0 | 4 | 49 | 23.33 | 0.8250652 | 0.1749348 | 0.0030962 | 0.0006178 | 0.0046223 | -0.0182998 |
| 2.365 | 5 | 6 | 12 | 20.96 | 0.9950177 | 0.0049823 | 0.0031048 | 0.0007172 | 0.0073241 | 0.0025520 |
| 2.095 | 4 | 5 | 6 | 18.46 | 0.9842257 | 0.0157743 | 0.0031154 | 0.0013802 | 0.0106787 | 0.0000585 |
| 4.530 | 20 | 6 | 26 | 26.07 | 0.9451122 | 0.0548878 | 0.0031524 | 0.0004145 | 0.0064523 | -0.0001650 |
| 2.065 | 11 | 6 | 22 | 21.06 | 0.9925539 | 0.0074461 | 0.0032206 | 0.0030162 | 0.0031735 | 0.0028624 |
| 2.710 | 22 | 6 | 20 | 19.10 | 0.9785202 | 0.0214798 | 0.0032520 | 0.0031905 | 0.0098634 | 0.0025730 |
| 2.250 | 1 | 6 | 0 | 26.17 | 0.9615300 | 0.0384700 | 0.0032823 | 0.0038434 | 0.0036279 | -0.0004377 |
| 2.130 | 9 | 6 | 8 | 24.25 | 0.9944617 | 0.0055383 | 0.0033238 | 0.0007028 | 0.0072983 | 0.0026098 |
| 1.310 | 54 | 4 | 43 | 17.01 | 0.7606170 | 0.2393830 | 0.0033473 | -0.0144008 | 0.0055692 | -0.0128727 |
| 1.555 | 4 | 5 | 32 | 20.88 | 0.9783999 | 0.0216001 | 0.0033569 | 0.0009365 | 0.0097201 | 0.0013392 |
| 1.205 | 13 | 2 | 7 | 21.64 | 0.6039340 | 0.3960660 | 0.0033790 | 0.0012107 | -0.0885715 | 0.0003405 |
| 5.040 | 26 | 6 | 28 | 27.79 | 0.9768048 | 0.0231952 | 0.0034408 | 0.0015372 | 0.0079316 | 0.0033688 |
| 1.790 | 8 | 5 | 5 | 19.73 | 0.9945178 | 0.0054822 | 0.0034448 | 0.0025435 | 0.0065415 | 0.0032515 |
| 2.910 | 9 | 5 | 51 | 22.21 | 0.9879513 | 0.0120487 | 0.0034994 | 0.0004606 | 0.0070415 | 0.0046066 |
| 1.600 | 3 | 6 | 69 | 20.65 | 0.9783572 | 0.0216428 | 0.0035357 | 0.0012937 | 0.0041195 | 0.0039884 |
| 2.850 | 24 | 6 | 19 | 26.02 | 0.9771934 | 0.0228066 | 0.0037301 | 0.0011951 | 0.0046358 | 0.0025521 |
| 2.960 | 29 | 6 | 20 | 22.29 | 0.9485871 | 0.0514129 | 0.0037726 | 0.0003705 | 0.0071469 | 0.0012483 |
| 3.620 | 15 | 6 | 21 | 22.82 | 0.9661152 | 0.0338848 | 0.0038326 | 0.0014183 | 0.0052913 | 0.0035233 |
| 2.270 | 6 | 5 | 9 | 23.57 | 0.9854201 | 0.0145799 | 0.0038900 | 0.0021095 | 0.0068247 | 0.0005174 |
| 1.860 | 11 | 6 | 0 | 20.84 | 0.9934158 | 0.0065842 | 0.0039197 | 0.0023887 | 0.0089219 | 0.0034968 |
| 2.630 | 16 | 6 | 4 | 20.62 | 0.9761657 | 0.0238343 | 0.0039944 | 0.0005524 | 0.0056822 | 0.0030904 |
| 2.165 | 21 | 6 | 4 | 25.15 | 0.9726979 | 0.0273021 | 0.0040781 | 0.0019865 | 0.0064958 | 0.0028314 |
| 2.650 | 12 | 6 | 75 | 26.17 | 0.9705351 | 0.0294649 | 0.0040827 | 0.0014179 | 0.0093513 | 0.0023727 |
| 1.250 | 7 | 4 | 25 | 22.50 | 0.9696582 | 0.0303418 | 0.0041205 | 0.0014389 | 0.0046628 | 0.0022659 |
| 2.360 | 9 | 6 | 11 | 27.43 | 0.9619660 | 0.0380340 | 0.0041501 | 0.0015230 | 0.0065794 | 0.0000346 |
| 0.750 | 2 | 6 | 29 | 22.83 | 0.9698975 | 0.0301025 | 0.0044099 | 0.0012019 | 0.0059179 | 0.0025312 |
| 2.045 | 1 | 6 | 11 | 22.17 | 0.9927176 | 0.0072824 | 0.0044250 | 0.0010044 | 0.0059712 | 0.0038516 |
| 4.090 | 6 | 6 | 11 | 23.13 | 0.9788673 | 0.0211327 | 0.0044403 | 0.0010274 | 0.0116516 | 0.0044126 |
| 0.795 | 0 | 6 | 65 | 22.50 | 0.9146051 | 0.0853949 | 0.0045534 | 0.0027572 | 0.0083262 | -0.0065924 |
| 1.990 | 7 | 4 | 4 | 18.20 | 0.9827793 | 0.0172207 | 0.0045879 | 0.0026482 | 0.0091300 | 0.0013680 |
| 2.535 | 14 | 6 | 1 | 19.00 | 0.9768191 | 0.0231809 | 0.0046363 | 0.0023424 | 0.0072750 | 0.0025143 |
| 4.100 | 8 | 6 | 15 | 25.79 | 0.9617883 | 0.0382117 | 0.0047233 | 0.0043933 | 0.0056774 | 0.0005473 |
| 4.680 | 38 | 6 | 8 | 21.99 | 0.8516310 | 0.1483690 | 0.0047614 | -0.0119992 | 0.0059894 | 0.0000944 |
| 2.360 | 8 | 6 | 21 | 17.51 | 0.9943163 | 0.0056837 | 0.0050097 | 0.0028697 | 0.0055021 | 0.0030999 |
| 1.200 | 0 | 4 | 33 | 20.42 | 0.9220283 | 0.0779717 | 0.0050122 | 0.0025225 | 0.0084224 | -0.0030898 |
| 1.570 | 0 | 3 | 15 | 21.79 | 0.9604981 | 0.0395019 | 0.0051524 | 0.0001747 | 0.0048448 | 0.0010968 |
| 5.750 | 14 | 6 | 9 | 26.75 | 0.9778124 | 0.0221876 | 0.0052640 | 0.0009790 | 0.0066530 | 0.0043868 |
| 5.610 | 11 | 6 | 17 | 29.50 | 0.9833414 | 0.0166586 | 0.0052817 | 0.0021080 | 0.0063512 | 0.0014226 |
| 2.955 | 22 | 5 | 32 | 24.77 | 0.9767198 | 0.0232802 | 0.0053064 | 0.0012193 | 0.0084257 | 0.0031446 |
| 1.655 | 0 | 4 | 17 | 22.97 | 0.9664322 | 0.0335678 | 0.0053606 | 0.0003433 | 0.0110298 | 0.0018718 |
| 2.070 | 2 | 5 | 6 | 22.33 | 0.9958975 | 0.0041025 | 0.0055215 | 0.0020544 | 0.0071357 | 0.0025776 |
| 2.535 | 4 | 6 | 47 | 23.00 | 0.9926839 | 0.0073161 | 0.0055794 | 0.0017873 | 0.0061838 | 0.0018750 |
| 2.135 | 0 | 6 | 38 | 26.23 | 0.9865728 | 0.0134272 | 0.0056374 | 0.0016266 | 0.0051861 | 0.0024249 |
| 4.920 | 16 | 6 | 30 | 29.06 | 0.9449553 | 0.0550447 | 0.0056556 | 0.0009838 | 0.0078637 | 0.0014699 |
| 1.500 | 0 | 4 | 2 | 19.00 | 0.9677205 | 0.0322795 | 0.0058227 | 0.0005078 | 0.0082993 | 0.0025835 |
| 2.225 | 2 | 6 | 6 | 23.84 | 0.9602137 | 0.0397863 | 0.0063135 | 0.0010987 | 0.0047200 | -0.0011724 |
| 2.840 | 6 | 5 | 14 | 19.76 | 0.9852502 | 0.0147498 | 0.0064683 | 0.0016487 | 0.0073018 | 0.0021984 |
| 1.615 | 4 | 3 | 121 | 20.40 | 0.8433297 | 0.1566703 | 0.0071604 | 0.0016451 | 0.0078486 | -0.0173928 |
| 1.570 | 48 | 6 | 2 | 17.28 | 0.8315556 | 0.1684444 | 0.0072198 | -0.0249319 | 0.0039565 | 0.0020867 |
| 1.675 | 2 | 6 | 22 | 18.60 | 0.9767894 | 0.0232106 | 0.0073140 | 0.0011298 | 0.0078011 | 0.0019550 |
| 0.000 | 0 | 0 | 59 | 10.00 | 0.5858346 | 0.4141654 | 0.0425556 | -0.0034646 | 0.0766190 | 0.0000560 |
| 0.000 | 3 | 0 | 24 | 14.48 | 0.6351892 | 0.3648108 | 0.0484743 | -0.0019859 | 0.0952765 | -0.0031460 |
| 0.000 | 20 | 2 | 41 | 14.42 | 0.6194009 | 0.3805991 | 0.0567756 | -0.0015392 | 0.0929263 | 0.0001227 |
column 2
Oznake
Prediktori
- KVIZ2 - suma svih bodova na kvizovima između prvog i drugog kolokvija
- VID_2 - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- M2 - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- D2 - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
Response
- KOL2 - ukupni broj bodova na drugom kolokviju
Vjerojatnosti
- class_1 - predikcija vjerojatnosti da se na drugom kolokviju ostvarilo barem 15 bodova
- class_0 - predikcija vjerojatnosti da se na drugom kolokviju ostvarilo manje 15 bodova
Lokalne važnosti varijabli
- KVIZ - lokalna važnost varijable KVIZ2
- VIDEO - lokalna važnost varijable VID_2
- DOLASCI - lokalna važnost varijable D2
- MATERIJALI - lokalna važnost varijable M2
2. model - opis i varijable
Column 1
2. model (model s četiri klase)
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- VIDEO - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
Response - Klasifikacija studenata na temelju broja bodova na drugom kolokviju.
- 1 - ako je na drugom kolokviju ukupni broj bodova unutar intervala [0,7.5]
- 2 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (7.5,15]
- 3 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (15,22.5]
- 4 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (22.5,30]
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
Važnost prediktora (Gini)
Važnost prediktora (permutacija)
2. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 1473 8 roc_auc hand_till 0.716 10 0.0613 Preprocessor1_Mode…
2 3 1000 9 roc_auc hand_till 0.715 10 0.0649 Preprocessor1_Mode…
3 3 715 9 roc_auc hand_till 0.715 10 0.0638 Preprocessor1_Mode…
4 2 440 9 roc_auc hand_till 0.714 10 0.0597 Preprocessor1_Mode…
5 2 707 7 roc_auc hand_till 0.714 10 0.0645 Preprocessor1_Mode…
6 3 1057 11 roc_auc hand_till 0.713 10 0.0626 Preprocessor1_Mode…
7 2 1403 8 roc_auc hand_till 0.712 10 0.0630 Preprocessor1_Mode…
8 3 659 7 roc_auc hand_till 0.711 10 0.0650 Preprocessor1_Mode…
9 3 497 8 roc_auc hand_till 0.711 10 0.0643 Preprocessor1_Mode…
10 3 679 9 roc_auc hand_till 0.711 10 0.0636 Preprocessor1_Mode…
11 3 877 8 roc_auc hand_till 0.711 10 0.0655 Preprocessor1_Mode…
12 3 1133 9 roc_auc hand_till 0.710 10 0.0637 Preprocessor1_Mode…
13 3 982 9 roc_auc hand_till 0.710 10 0.0641 Preprocessor1_Mode…
14 3 809 9 roc_auc hand_till 0.709 10 0.0645 Preprocessor1_Mode…
15 2 1500 6 roc_auc hand_till 0.709 10 0.0622 Preprocessor1_Mode…
16 3 1078 8 roc_auc hand_till 0.709 10 0.0634 Preprocessor1_Mode…
17 2 787 7 roc_auc hand_till 0.709 10 0.0612 Preprocessor1_Mode…
18 2 514 10 roc_auc hand_till 0.709 10 0.0602 Preprocessor1_Mode…
19 3 796 6 roc_auc hand_till 0.709 10 0.0646 Preprocessor1_Mode…
20 2 1345 6 roc_auc hand_till 0.709 10 0.0614 Preprocessor1_Mode…
21 2 1189 6 roc_auc hand_till 0.708 10 0.0620 Preprocessor1_Mode…
22 2 678 8 roc_auc hand_till 0.708 10 0.0613 Preprocessor1_Mode…
23 2 1384 9 roc_auc hand_till 0.708 10 0.0608 Preprocessor1_Mode…
24 3 1238 7 roc_auc hand_till 0.708 10 0.0663 Preprocessor1_Mode…
25 3 1123 10 roc_auc hand_till 0.708 10 0.0648 Preprocessor1_Mode…
26 2 1158 8 roc_auc hand_till 0.708 10 0.0621 Preprocessor1_Mode…
27 3 1266 6 roc_auc hand_till 0.708 10 0.0677 Preprocessor1_Mode…
28 2 987 10 roc_auc hand_till 0.707 10 0.0590 Preprocessor1_Mode…
29 3 778 7 roc_auc hand_till 0.707 10 0.0645 Preprocessor1_Mode…
30 3 1431 6 roc_auc hand_till 0.707 10 0.0669 Preprocessor1_Mode…
31 3 514 8 roc_auc hand_till 0.707 10 0.0662 Preprocessor1_Mode…
32 3 743 7 roc_auc hand_till 0.707 10 0.0661 Preprocessor1_Mode…
33 3 1077 8 roc_auc hand_till 0.707 10 0.0646 Preprocessor1_Mode…
34 2 1161 6 roc_auc hand_till 0.706 10 0.0649 Preprocessor1_Mode…
35 2 468 9 roc_auc hand_till 0.706 10 0.0590 Preprocessor1_Mode…
36 2 1333 8 roc_auc hand_till 0.706 10 0.0605 Preprocessor1_Mode…
37 3 1081 9 roc_auc hand_till 0.706 10 0.0646 Preprocessor1_Mode…
38 3 1392 9 roc_auc hand_till 0.706 10 0.0644 Preprocessor1_Mode…
39 3 1212 9 roc_auc hand_till 0.706 10 0.0659 Preprocessor1_Mode…
40 2 1491 6 roc_auc hand_till 0.706 10 0.0627 Preprocessor1_Mode…
41 3 1499 6 roc_auc hand_till 0.706 10 0.0663 Preprocessor1_Mode…
42 3 502 8 roc_auc hand_till 0.706 10 0.0652 Preprocessor1_Mode…
43 2 432 11 roc_auc hand_till 0.706 10 0.0570 Preprocessor1_Mode…
44 3 682 8 roc_auc hand_till 0.706 10 0.0651 Preprocessor1_Mode…
45 2 603 6 roc_auc hand_till 0.706 10 0.0620 Preprocessor1_Mode…
46 3 723 9 roc_auc hand_till 0.705 10 0.0640 Preprocessor1_Mode…
47 2 1482 10 roc_auc hand_till 0.705 10 0.0618 Preprocessor1_Mode…
48 3 765 8 roc_auc hand_till 0.705 10 0.0651 Preprocessor1_Mode…
49 2 473 7 roc_auc hand_till 0.705 10 0.0625 Preprocessor1_Mode…
50 2 1308 7 roc_auc hand_till 0.705 10 0.0623 Preprocessor1_Mode…
51 3 841 5 roc_auc hand_till 0.705 10 0.0653 Preprocessor1_Mode…
52 2 1055 6 roc_auc hand_till 0.705 10 0.0611 Preprocessor1_Mode…
53 2 591 15 roc_auc hand_till 0.705 10 0.0658 Preprocessor1_Mode…
54 3 1149 11 roc_auc hand_till 0.705 10 0.0650 Preprocessor1_Mode…
55 2 853 11 roc_auc hand_till 0.705 10 0.0613 Preprocessor1_Mode…
56 3 1131 9 roc_auc hand_till 0.705 10 0.0641 Preprocessor1_Mode…
57 3 1413 6 roc_auc hand_till 0.705 10 0.0666 Preprocessor1_Mode…
58 3 1345 6 roc_auc hand_till 0.705 10 0.0617 Preprocessor1_Mode…
59 3 840 10 roc_auc hand_till 0.705 10 0.0637 Preprocessor1_Mode…
60 3 1371 11 roc_auc hand_till 0.705 10 0.0643 Preprocessor1_Mode…
61 3 523 10 roc_auc hand_till 0.704 10 0.0671 Preprocessor1_Mode…
62 2 512 7 roc_auc hand_till 0.704 10 0.0639 Preprocessor1_Mode…
63 2 585 7 roc_auc hand_till 0.704 10 0.0620 Preprocessor1_Mode…
64 2 697 9 roc_auc hand_till 0.704 10 0.0578 Preprocessor1_Mode…
65 2 1360 8 roc_auc hand_till 0.704 10 0.0624 Preprocessor1_Mode…
66 2 839 6 roc_auc hand_till 0.704 10 0.0602 Preprocessor1_Mode…
67 3 1101 11 roc_auc hand_till 0.704 10 0.0651 Preprocessor1_Mode…
68 2 1026 7 roc_auc hand_till 0.704 10 0.0610 Preprocessor1_Mode…
69 2 1313 9 roc_auc hand_till 0.704 10 0.0590 Preprocessor1_Mode…
70 2 1378 8 roc_auc hand_till 0.704 10 0.0622 Preprocessor1_Mode…
71 2 652 9 roc_auc hand_till 0.704 10 0.0615 Preprocessor1_Mode…
72 3 1401 6 roc_auc hand_till 0.704 10 0.0654 Preprocessor1_Mode…
73 2 1448 6 roc_auc hand_till 0.703 10 0.0626 Preprocessor1_Mode…
74 2 1063 9 roc_auc hand_till 0.703 10 0.0600 Preprocessor1_Mode…
75 2 753 10 roc_auc hand_till 0.703 10 0.0616 Preprocessor1_Mode…
76 3 513 8 roc_auc hand_till 0.702 10 0.0659 Preprocessor1_Mode…
77 3 1281 8 roc_auc hand_till 0.702 10 0.0663 Preprocessor1_Mode…
78 3 1056 8 roc_auc hand_till 0.702 10 0.0638 Preprocessor1_Mode…
79 2 702 8 roc_auc hand_till 0.702 10 0.0624 Preprocessor1_Mode…
80 2 408 8 roc_auc hand_till 0.702 10 0.0583 Preprocessor1_Mode…
81 2 1169 6 roc_auc hand_till 0.702 10 0.0620 Preprocessor1_Mode…
82 2 436 7 roc_auc hand_till 0.702 10 0.0581 Preprocessor1_Mode…
83 3 611 7 roc_auc hand_till 0.702 10 0.0662 Preprocessor1_Mode…
84 3 523 8 roc_auc hand_till 0.702 10 0.0645 Preprocessor1_Mode…
85 3 451 7 roc_auc hand_till 0.701 10 0.0663 Preprocessor1_Mode…
86 2 1126 8 roc_auc hand_till 0.701 10 0.0624 Preprocessor1_Mode…
87 2 1042 7 roc_auc hand_till 0.701 10 0.0585 Preprocessor1_Mode…
88 2 950 6 roc_auc hand_till 0.701 10 0.0634 Preprocessor1_Mode…
89 3 1268 10 roc_auc hand_till 0.701 10 0.0652 Preprocessor1_Mode…
90 3 1369 9 roc_auc hand_till 0.701 10 0.0661 Preprocessor1_Mode…
91 2 681 12 roc_auc hand_till 0.701 10 0.0609 Preprocessor1_Mode…
92 3 590 8 roc_auc hand_till 0.701 10 0.0646 Preprocessor1_Mode…
93 2 1240 6 roc_auc hand_till 0.701 10 0.0619 Preprocessor1_Mode…
94 2 1488 10 roc_auc hand_till 0.701 10 0.0600 Preprocessor1_Mode…
95 3 1037 9 roc_auc hand_till 0.701 10 0.0662 Preprocessor1_Mode…
96 3 798 6 roc_auc hand_till 0.700 10 0.0636 Preprocessor1_Mode…
97 3 1282 11 roc_auc hand_till 0.700 10 0.0645 Preprocessor1_Mode…
98 2 529 9 roc_auc hand_till 0.700 10 0.0569 Preprocessor1_Mode…
99 2 877 9 roc_auc hand_till 0.700 10 0.0579 Preprocessor1_Mode…
100 2 1122 5 roc_auc hand_till 0.700 10 0.0651 Preprocessor1_Mode…
101 2 593 4 roc_auc hand_till 0.700 10 0.0637 Preprocessor1_Mode…
102 2 619 9 roc_auc hand_till 0.700 10 0.0601 Preprocessor1_Mode…
103 2 1021 6 roc_auc hand_till 0.700 10 0.0594 Preprocessor1_Mode…
104 3 1019 12 roc_auc hand_till 0.700 10 0.0626 Preprocessor1_Mode…
105 2 1272 6 roc_auc hand_till 0.700 10 0.0620 Preprocessor1_Mode…
106 2 1037 9 roc_auc hand_till 0.700 10 0.0601 Preprocessor1_Mode…
107 2 1398 10 roc_auc hand_till 0.700 10 0.0579 Preprocessor1_Mode…
108 3 772 9 roc_auc hand_till 0.700 10 0.0662 Preprocessor1_Mode…
109 3 932 6 roc_auc hand_till 0.700 10 0.0643 Preprocessor1_Mode…
110 2 867 5 roc_auc hand_till 0.700 10 0.0598 Preprocessor1_Mode…
111 3 1230 11 roc_auc hand_till 0.699 10 0.0648 Preprocessor1_Mode…
112 3 554 8 roc_auc hand_till 0.699 10 0.0625 Preprocessor1_Mode…
113 2 1320 6 roc_auc hand_till 0.699 10 0.0610 Preprocessor1_Mode…
114 3 1417 5 roc_auc hand_till 0.699 10 0.0681 Preprocessor1_Mode…
115 2 758 4 roc_auc hand_till 0.699 10 0.0632 Preprocessor1_Mode…
116 3 1159 6 roc_auc hand_till 0.699 10 0.0648 Preprocessor1_Mode…
117 2 982 9 roc_auc hand_till 0.699 10 0.0578 Preprocessor1_Mode…
118 2 978 13 roc_auc hand_till 0.699 10 0.0602 Preprocessor1_Mode…
119 2 471 8 roc_auc hand_till 0.699 10 0.0615 Preprocessor1_Mode…
120 2 663 10 roc_auc hand_till 0.699 10 0.0595 Preprocessor1_Mode…
121 3 1024 5 roc_auc hand_till 0.698 10 0.0677 Preprocessor1_Mode…
122 2 1097 9 roc_auc hand_till 0.698 10 0.0614 Preprocessor1_Mode…
123 3 618 11 roc_auc hand_till 0.698 10 0.0624 Preprocessor1_Mode…
124 3 929 7 roc_auc hand_till 0.698 10 0.0676 Preprocessor1_Mode…
125 2 1412 11 roc_auc hand_till 0.698 10 0.0599 Preprocessor1_Mode…
126 3 675 10 roc_auc hand_till 0.698 10 0.0628 Preprocessor1_Mode…
127 3 1176 4 roc_auc hand_till 0.698 10 0.0680 Preprocessor1_Mode…
128 3 499 14 roc_auc hand_till 0.698 10 0.0652 Preprocessor1_Mode…
129 2 1263 10 roc_auc hand_till 0.698 10 0.0589 Preprocessor1_Mode…
130 3 1345 7 roc_auc hand_till 0.698 10 0.0665 Preprocessor1_Mode…
131 2 419 12 roc_auc hand_till 0.698 10 0.0593 Preprocessor1_Mode…
132 2 830 14 roc_auc hand_till 0.698 10 0.0597 Preprocessor1_Mode…
133 3 856 7 roc_auc hand_till 0.698 10 0.0681 Preprocessor1_Mode…
134 3 814 6 roc_auc hand_till 0.698 10 0.0662 Preprocessor1_Mode…
135 2 1294 9 roc_auc hand_till 0.698 10 0.0589 Preprocessor1_Mode…
136 3 485 10 roc_auc hand_till 0.698 10 0.0632 Preprocessor1_Mode…
137 2 1228 12 roc_auc hand_till 0.698 10 0.0593 Preprocessor1_Mode…
138 2 918 12 roc_auc hand_till 0.698 10 0.0574 Preprocessor1_Mode…
139 2 499 6 roc_auc hand_till 0.697 10 0.0616 Preprocessor1_Mode…
140 2 674 5 roc_auc hand_till 0.697 10 0.0638 Preprocessor1_Mode…
141 3 1328 10 roc_auc hand_till 0.697 10 0.0640 Preprocessor1_Mode…
142 2 521 6 roc_auc hand_till 0.697 10 0.0620 Preprocessor1_Mode…
143 2 582 9 roc_auc hand_till 0.697 10 0.0614 Preprocessor1_Mode…
144 3 1136 10 roc_auc hand_till 0.697 10 0.0666 Preprocessor1_Mode…
145 3 1264 12 roc_auc hand_till 0.697 10 0.0611 Preprocessor1_Mode…
146 3 1465 4 roc_auc hand_till 0.697 10 0.0683 Preprocessor1_Mode…
147 2 1323 9 roc_auc hand_till 0.697 10 0.0591 Preprocessor1_Mode…
148 2 813 6 roc_auc hand_till 0.697 10 0.0604 Preprocessor1_Mode…
149 3 1209 8 roc_auc hand_till 0.697 10 0.0626 Preprocessor1_Mode…
150 2 877 12 roc_auc hand_till 0.697 10 0.0560 Preprocessor1_Mode…
151 3 615 7 roc_auc hand_till 0.697 10 0.0625 Preprocessor1_Mode…
152 2 1013 10 roc_auc hand_till 0.696 10 0.0602 Preprocessor1_Mode…
153 3 1281 11 roc_auc hand_till 0.696 10 0.0673 Preprocessor1_Mode…
154 2 1393 5 roc_auc hand_till 0.696 10 0.0627 Preprocessor1_Mode…
155 2 1108 7 roc_auc hand_till 0.696 10 0.0602 Preprocessor1_Mode…
156 2 1372 10 roc_auc hand_till 0.696 10 0.0599 Preprocessor1_Mode…
157 2 639 19 roc_auc hand_till 0.696 10 0.0557 Preprocessor1_Mode…
158 3 652 5 roc_auc hand_till 0.696 10 0.0666 Preprocessor1_Mode…
159 2 1027 13 roc_auc hand_till 0.696 10 0.0607 Preprocessor1_Mode…
160 2 996 20 roc_auc hand_till 0.696 10 0.0572 Preprocessor1_Mode…
161 3 1087 12 roc_auc hand_till 0.696 10 0.0628 Preprocessor1_Mode…
162 2 550 11 roc_auc hand_till 0.696 10 0.0580 Preprocessor1_Mode…
163 2 788 11 roc_auc hand_till 0.696 10 0.0609 Preprocessor1_Mode…
164 3 992 4 roc_auc hand_till 0.696 10 0.0716 Preprocessor1_Mode…
165 2 1403 11 roc_auc hand_till 0.696 10 0.0600 Preprocessor1_Mode…
166 2 746 5 roc_auc hand_till 0.696 10 0.0623 Preprocessor1_Mode…
167 3 921 5 roc_auc hand_till 0.695 10 0.0642 Preprocessor1_Mode…
168 2 1403 13 roc_auc hand_till 0.695 10 0.0590 Preprocessor1_Mode…
169 2 1025 20 roc_auc hand_till 0.695 10 0.0629 Preprocessor1_Mode…
170 3 1157 11 roc_auc hand_till 0.695 10 0.0675 Preprocessor1_Mode…
171 3 408 4 roc_auc hand_till 0.695 10 0.0651 Preprocessor1_Mode…
172 2 525 4 roc_auc hand_till 0.695 10 0.0608 Preprocessor1_Mode…
173 3 511 5 roc_auc hand_till 0.695 10 0.0647 Preprocessor1_Mode…
174 2 528 39 roc_auc hand_till 0.695 10 0.0467 Preprocessor1_Mode…
175 2 1356 5 roc_auc hand_till 0.695 10 0.0634 Preprocessor1_Mode…
176 3 691 22 roc_auc hand_till 0.694 10 0.0660 Preprocessor1_Mode…
177 2 1288 4 roc_auc hand_till 0.694 10 0.0630 Preprocessor1_Mode…
178 2 465 17 roc_auc hand_till 0.694 10 0.0613 Preprocessor1_Mode…
179 3 1379 11 roc_auc hand_till 0.694 10 0.0624 Preprocessor1_Mode…
180 2 1433 11 roc_auc hand_till 0.694 10 0.0617 Preprocessor1_Mode…
181 3 1443 12 roc_auc hand_till 0.694 10 0.0621 Preprocessor1_Mode…
182 2 942 5 roc_auc hand_till 0.694 10 0.0614 Preprocessor1_Mode…
183 2 659 12 roc_auc hand_till 0.694 10 0.0549 Preprocessor1_Mode…
184 2 841 4 roc_auc hand_till 0.694 10 0.0617 Preprocessor1_Mode…
185 2 467 16 roc_auc hand_till 0.694 10 0.0605 Preprocessor1_Mode…
186 3 634 10 roc_auc hand_till 0.694 10 0.0631 Preprocessor1_Mode…
187 3 1456 12 roc_auc hand_till 0.693 10 0.0632 Preprocessor1_Mode…
188 3 762 4 roc_auc hand_till 0.693 10 0.0667 Preprocessor1_Mode…
189 2 456 33 roc_auc hand_till 0.693 10 0.0485 Preprocessor1_Mode…
190 2 412 39 roc_auc hand_till 0.693 10 0.0468 Preprocessor1_Mode…
191 3 696 10 roc_auc hand_till 0.693 10 0.0640 Preprocessor1_Mode…
192 3 1071 4 roc_auc hand_till 0.693 10 0.0653 Preprocessor1_Mode…
193 3 691 16 roc_auc hand_till 0.693 10 0.0632 Preprocessor1_Mode…
194 2 957 11 roc_auc hand_till 0.693 10 0.0591 Preprocessor1_Mode…
195 2 713 8 roc_auc hand_till 0.693 10 0.0626 Preprocessor1_Mode…
196 2 822 16 roc_auc hand_till 0.693 10 0.0599 Preprocessor1_Mode…
197 3 641 5 roc_auc hand_till 0.692 10 0.0636 Preprocessor1_Mode…
198 2 462 6 roc_auc hand_till 0.692 10 0.0636 Preprocessor1_Mode…
199 2 924 13 roc_auc hand_till 0.692 10 0.0621 Preprocessor1_Mode…
200 2 1085 12 roc_auc hand_till 0.692 10 0.0596 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 503 31 mcc multiclass 0.318 10 0.0821 Preprocessor1_Mode…
2 2 598 37 mcc multiclass 0.315 10 0.0845 Preprocessor1_Mode…
3 3 620 40 mcc multiclass 0.315 10 0.0845 Preprocessor1_Mode…
4 2 1030 33 mcc multiclass 0.312 10 0.0862 Preprocessor1_Mode…
5 2 868 34 mcc multiclass 0.302 10 0.0801 Preprocessor1_Mode…
6 2 412 39 mcc multiclass 0.300 10 0.0791 Preprocessor1_Mode…
7 2 1080 33 mcc multiclass 0.298 10 0.0948 Preprocessor1_Mode…
8 2 1278 36 mcc multiclass 0.297 10 0.0865 Preprocessor1_Mode…
9 2 1030 36 mcc multiclass 0.296 10 0.0939 Preprocessor1_Mode…
10 2 550 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
11 3 1238 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
12 2 1196 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
13 2 1385 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
14 2 447 36 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
15 2 1455 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
16 3 699 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
17 2 1051 35 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
18 2 632 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
19 3 1461 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
20 2 620 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
21 2 446 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
22 2 1482 36 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
23 2 1213 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
24 2 1102 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
25 3 470 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
26 3 538 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
27 2 581 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
28 2 1446 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
29 2 611 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
30 2 899 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
31 2 1305 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
32 3 876 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
33 2 1153 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
34 2 535 36 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
35 2 1037 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
36 2 1418 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
37 3 508 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
38 2 584 37 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
39 2 973 36 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
40 3 949 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
41 3 831 37 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
42 2 1349 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
43 2 1394 39 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
44 2 1265 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
45 2 525 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
46 2 574 38 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
47 2 763 37 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
48 3 1120 40 mcc multiclass 0.293 10 0.0888 Preprocessor1_Mode…
49 2 1054 29 mcc multiclass 0.293 10 0.0937 Preprocessor1_Mode…
50 2 841 37 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
51 2 476 37 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
52 2 1210 36 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
53 2 1301 37 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
54 2 813 36 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
55 2 886 39 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
56 2 1026 37 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
57 2 528 39 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
58 2 534 36 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
59 2 1219 33 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
60 2 1214 36 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
61 2 987 40 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
62 2 906 36 mcc multiclass 0.290 10 0.0902 Preprocessor1_Mode…
63 3 618 37 mcc multiclass 0.288 10 0.0890 Preprocessor1_Mode…
64 3 401 37 mcc multiclass 0.288 10 0.0890 Preprocessor1_Mode…
65 2 1013 33 mcc multiclass 0.286 10 0.0906 Preprocessor1_Mode…
66 2 1023 34 mcc multiclass 0.286 10 0.0906 Preprocessor1_Mode…
67 2 469 29 mcc multiclass 0.283 10 0.0924 Preprocessor1_Mode…
68 2 825 32 mcc multiclass 0.283 10 0.0924 Preprocessor1_Mode…
69 2 1222 33 mcc multiclass 0.283 10 0.0924 Preprocessor1_Mode…
70 2 520 31 mcc multiclass 0.283 10 0.0924 Preprocessor1_Mode…
71 2 1472 35 mcc multiclass 0.280 10 0.0842 Preprocessor1_Mode…
72 2 870 34 mcc multiclass 0.280 10 0.0962 Preprocessor1_Mode…
73 2 456 19 mcc multiclass 0.278 10 0.0821 Preprocessor1_Mode…
74 2 610 39 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
75 2 668 36 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
76 2 618 33 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
77 2 429 34 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
78 2 438 36 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
79 2 1499 37 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
80 3 548 40 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
81 2 1335 36 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
82 2 593 39 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
83 2 716 33 mcc multiclass 0.276 10 0.0982 Preprocessor1_Mode…
84 2 691 27 mcc multiclass 0.276 10 0.0915 Preprocessor1_Mode…
85 3 708 34 mcc multiclass 0.275 10 0.0844 Preprocessor1_Mode…
86 3 614 36 mcc multiclass 0.275 10 0.0844 Preprocessor1_Mode…
87 3 764 35 mcc multiclass 0.275 10 0.0844 Preprocessor1_Mode…
88 3 652 33 mcc multiclass 0.275 10 0.0844 Preprocessor1_Mode…
89 3 532 33 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
90 2 677 26 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
91 2 818 28 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
92 2 982 26 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
93 2 1370 27 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
94 2 508 26 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
95 2 1379 28 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
96 2 1120 28 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
97 2 1382 25 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
98 2 1398 26 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
99 2 1423 26 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
100 2 1294 27 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
101 2 1262 25 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
102 2 776 31 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
103 2 1115 27 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
104 2 446 25 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
105 2 1367 30 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
106 2 1437 28 mcc multiclass 0.275 10 0.0963 Preprocessor1_Mode…
107 2 618 34 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
108 2 1077 36 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
109 2 1446 36 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
110 2 792 34 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
111 2 1223 34 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
112 2 859 34 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
113 2 432 36 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
114 2 548 35 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
115 2 517 36 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
116 2 462 35 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
117 2 1422 36 mcc multiclass 0.274 10 0.0998 Preprocessor1_Mode…
118 2 975 28 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
119 2 888 26 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
120 2 551 27 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
121 2 1155 27 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
122 2 896 29 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
123 2 1239 28 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
124 2 764 27 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
125 2 1130 24 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
126 2 805 30 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
127 2 884 30 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
128 2 1298 29 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
129 2 1098 29 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
130 2 810 26 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
131 2 1137 25 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
132 2 924 25 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
133 2 1108 27 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
134 2 1014 28 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
135 2 1354 27 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
136 2 915 24 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
137 2 1472 25 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
138 2 1422 26 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
139 2 806 26 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
140 2 1323 28 mcc multiclass 0.273 10 0.0979 Preprocessor1_Mode…
141 3 852 33 mcc multiclass 0.271 10 0.0839 Preprocessor1_Mode…
142 2 929 24 mcc multiclass 0.271 10 0.0959 Preprocessor1_Mode…
143 2 1171 24 mcc multiclass 0.271 10 0.0959 Preprocessor1_Mode…
144 3 526 39 mcc multiclass 0.270 10 0.0903 Preprocessor1_Mode…
145 2 530 31 mcc multiclass 0.270 10 0.0903 Preprocessor1_Mode…
146 2 1307 32 mcc multiclass 0.269 10 0.0998 Preprocessor1_Mode…
147 2 1316 24 mcc multiclass 0.268 10 0.0957 Preprocessor1_Mode…
148 2 450 28 mcc multiclass 0.266 10 0.0877 Preprocessor1_Mode…
149 3 1490 37 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
150 3 909 39 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
151 3 977 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
152 3 771 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
153 2 932 35 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
154 3 1381 36 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
155 3 930 40 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
156 3 1275 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
157 3 1315 39 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
158 3 537 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
159 3 1069 37 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
160 3 707 40 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
161 3 839 39 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
162 3 1123 37 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
163 3 636 40 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
164 3 1041 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
165 3 1440 37 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
166 3 1119 40 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
167 3 1464 37 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
168 3 853 37 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
169 3 1385 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
170 3 596 40 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
171 3 1347 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
172 3 1358 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
173 3 617 38 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
174 3 970 40 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
175 3 1140 37 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
176 3 1475 37 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
177 3 508 36 mcc multiclass 0.266 10 0.0923 Preprocessor1_Mode…
178 2 438 27 mcc multiclass 0.266 10 0.0973 Preprocessor1_Mode…
179 3 1386 34 mcc multiclass 0.265 10 0.102 Preprocessor1_Mode…
180 2 1336 35 mcc multiclass 0.264 10 0.0939 Preprocessor1_Mode…
181 2 476 33 mcc multiclass 0.264 10 0.0939 Preprocessor1_Mode…
182 2 1114 33 mcc multiclass 0.264 10 0.0939 Preprocessor1_Mode…
183 2 455 32 mcc multiclass 0.264 10 0.0939 Preprocessor1_Mode…
184 2 1455 33 mcc multiclass 0.264 10 0.0939 Preprocessor1_Mode…
185 2 581 35 mcc multiclass 0.263 10 0.0936 Preprocessor1_Mode…
186 2 1150 34 mcc multiclass 0.262 10 0.0955 Preprocessor1_Mode…
187 2 1489 34 mcc multiclass 0.262 10 0.0955 Preprocessor1_Mode…
188 2 447 27 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
189 3 673 34 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
190 3 1040 34 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
191 3 972 35 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
192 3 1327 35 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
193 2 895 28 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
194 2 1025 28 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
195 3 1201 35 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
196 3 873 34 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
197 3 1386 35 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
198 3 1363 35 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
199 3 1232 33 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…
200 2 1270 31 mcc multiclass 0.259 10 0.0939 Preprocessor1_Mode…2. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.549 0.255
2 precision macro 0.925 0.312
3 spec macro 0.949 0.758
4 accuracy multiclass 0.89 0.475
5 f_meas macro 0.762 0.319
6 mcc multiclass 0.806 0.0329
7 kap multiclass 0.800 0.0314
8 roc_auc hand_till 0.992 0.544
9 mn_log_loss multiclass 0.423 1.24 Confusion matrix
Column 2
ROC curve
Gain curve
2. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
2. model - tablica studenata
Column 1
tablica studenata
| KVIZ2 | VID_2 | D2 | M2 | KOL2 | class_1 | class_2 | class_3 | class_4 | KVIZ | VIDEO | DOLASCI | MATERIJALI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.630 | 16 | 6 | 4 | 20.62 | 0.0015150 | 0.0292935 | 0.3430763 | 0.6261153 | -0.0574682 | -0.0153744 | -0.0236603 | -0.0282831 |
| 2.330 | 4 | 6 | 22 | 21.61 | 0.0022866 | 0.0038747 | 0.6133603 | 0.3804784 | -0.0455131 | 0.0035174 | 0.0016934 | 0.0054175 |
| 0.710 | 12 | 2 | 12 | 23.53 | 0.0563288 | 0.2642485 | 0.5044927 | 0.1749300 | -0.0419483 | -0.0039597 | 0.0011989 | 0.0369542 |
| 0.750 | 2 | 6 | 29 | 22.83 | 0.0254501 | 0.0270501 | 0.6235732 | 0.3239265 | -0.0382871 | -0.0036535 | 0.0055088 | 0.0140340 |
| 2.015 | 2 | 6 | 13 | 28.50 | 0.0044991 | 0.0047840 | 0.6579866 | 0.3327304 | -0.0362076 | 0.0218330 | -0.0028368 | 0.0430096 |
| 2.535 | 14 | 6 | 1 | 19.00 | 0.0005741 | 0.0311117 | 0.4730479 | 0.4952662 | -0.0334489 | -0.0240476 | -0.0108473 | -0.0270257 |
| 1.790 | 8 | 5 | 5 | 19.73 | 0.0000000 | 0.0345742 | 0.6869483 | 0.2784776 | -0.0323885 | 0.0142597 | 0.0042232 | 0.0117318 |
| 1.500 | 0 | 4 | 2 | 19.00 | 0.0123487 | 0.0242822 | 0.6768840 | 0.2864851 | -0.0308407 | 0.0019508 | -0.0048016 | 0.0213361 |
| 1.555 | 4 | 5 | 32 | 20.88 | 0.0000000 | 0.0144172 | 0.9486780 | 0.0369048 | -0.0285098 | -0.0039047 | -0.0077432 | 0.0283831 |
| 2.275 | 7 | 6 | 18 | 24.28 | 0.0000000 | 0.0078567 | 0.4952717 | 0.4968716 | -0.0284387 | 0.0072783 | -0.0084463 | 0.0330276 |
| 3.120 | 6 | 4 | 65 | 5.09 | 0.0022432 | 0.0021166 | 0.3721326 | 0.6235075 | -0.0282239 | 0.0015770 | -0.0106293 | 0.0292578 |
| 0.000 | 3 | 0 | 24 | 14.48 | 0.0239675 | 0.1222381 | 0.3456645 | 0.5081299 | -0.0260256 | 0.0020293 | -0.0228118 | -0.0039670 |
| 1.600 | 3 | 6 | 69 | 20.65 | 0.0000000 | 0.0322021 | 0.4704617 | 0.4973362 | -0.0255798 | -0.0038834 | 0.0048058 | -0.0160938 |
| 0.380 | 6 | 3 | 24 | 24.01 | 0.0601474 | 0.0719887 | 0.5504490 | 0.3174150 | -0.0255086 | -0.0071028 | 0.0173847 | -0.0256222 |
| 4.530 | 20 | 6 | 26 | 26.07 | 0.0000000 | 0.1560970 | 0.2364269 | 0.6074761 | -0.0252309 | -0.0215542 | -0.0123499 | -0.0326196 |
| 1.570 | 48 | 6 | 2 | 17.28 | 0.0000000 | 0.1205735 | 0.4704602 | 0.4089663 | -0.0202655 | -0.0178896 | -0.0125568 | -0.0155464 |
| 1.860 | 0 | 6 | 23 | 24.88 | 0.0300148 | 0.0303114 | 0.3135858 | 0.6260880 | -0.0190417 | 0.0228450 | 0.0030694 | -0.0260546 |
| 3.840 | 17 | 6 | 16 | 15.00 | 0.0000000 | 0.0087032 | 0.1336708 | 0.8576260 | -0.0184385 | -0.1052717 | 0.0014143 | 0.0061754 |
| 1.250 | 7 | 4 | 25 | 22.50 | 0.0055197 | 0.0200426 | 0.8133522 | 0.1610855 | -0.0178754 | -0.0007450 | 0.0099154 | 0.0314415 |
| 0.800 | 0 | 3 | 6 | 24.56 | 0.0269571 | 0.0449472 | 0.8056705 | 0.1224251 | -0.0171536 | -0.0013233 | -0.0100168 | -0.0121547 |
| 2.070 | 2 | 5 | 6 | 22.33 | 0.0151039 | 0.0024857 | 0.5631421 | 0.4192683 | -0.0159887 | 0.0003554 | 0.0004156 | -0.0088947 |
| 1.200 | 0 | 4 | 33 | 20.42 | 0.0378968 | 0.0448435 | 0.6125287 | 0.3047310 | -0.0159574 | 0.0083273 | 0.0086810 | 0.0115923 |
| 0.000 | 1 | 0 | 20 | 18.60 | 0.1215779 | 0.4155119 | 0.3487716 | 0.1141386 | -0.0157611 | 0.0022897 | -0.0169513 | -0.0058139 |
| 2.125 | 13 | 6 | 18 | 18.94 | 0.0000000 | 0.0438368 | 0.4846534 | 0.4715098 | -0.0151307 | 0.0148447 | 0.0060553 | -0.0134291 |
| 1.265 | 18 | 4 | 68 | 26.43 | 0.0002350 | 0.0591434 | 0.7523228 | 0.1882989 | -0.0141296 | 0.0032040 | -0.0160989 | -0.0230273 |
| 2.225 | 2 | 6 | 6 | 23.84 | 0.0000000 | 0.0536715 | 0.0874380 | 0.8588905 | -0.0130578 | 0.0051470 | 0.0048950 | -0.0190400 |
| 0.910 | 13 | 3 | 3 | 19.81 | 0.0315769 | 0.0659511 | 0.5953747 | 0.3070973 | -0.0128149 | 0.0221947 | 0.0106400 | 0.0309154 |
| 2.130 | 9 | 6 | 8 | 24.25 | 0.0000000 | 0.0147186 | 0.8391642 | 0.1461171 | -0.0115432 | 0.0203132 | 0.0132243 | 0.0188484 |
| 4.140 | 11 | 6 | 28 | 27.14 | 0.0179796 | 0.0024172 | 0.1026168 | 0.8769864 | -0.0109516 | 0.0136600 | 0.0046068 | -0.0154487 |
| 4.410 | 8 | 6 | 0 | 27.17 | 0.0086814 | 0.0018568 | 0.1355764 | 0.8538855 | -0.0102907 | 0.0047439 | 0.0120017 | 0.0229365 |
| 2.710 | 22 | 6 | 20 | 19.10 | 0.0000000 | 0.1369470 | 0.1725853 | 0.6904677 | -0.0101275 | -0.0041623 | -0.0060333 | -0.0071931 |
| 1.305 | 0 | 2 | 48 | 11.38 | 0.0618369 | 0.0636181 | 0.7355875 | 0.1389575 | -0.0085171 | 0.0020574 | -0.0343134 | -0.0017065 |
| 1.655 | 0 | 4 | 17 | 22.97 | 0.0019217 | 0.0334661 | 0.5387808 | 0.4258314 | -0.0083111 | 0.0051108 | 0.0048182 | 0.0197136 |
| 4.090 | 6 | 6 | 11 | 23.13 | 0.0069065 | 0.0111024 | 0.1006419 | 0.8813492 | -0.0080150 | -0.0117408 | -0.0003904 | 0.0505603 |
| 4.100 | 8 | 6 | 15 | 25.79 | 0.0008658 | 0.0650281 | 0.1023918 | 0.8317143 | -0.0071602 | -0.0084098 | 0.0016322 | -0.0005932 |
| 2.900 | 5 | 6 | 10 | 23.02 | 0.0311366 | 0.0021069 | 0.4851999 | 0.4815566 | -0.0070041 | 0.0259353 | 0.0009065 | 0.0156795 |
| 5.340 | 16 | 6 | 11 | 19.46 | 0.0000000 | 0.0946878 | 0.0615431 | 0.8437691 | -0.0065309 | 0.0131496 | 0.0041940 | -0.0111056 |
| 1.615 | 4 | 3 | 121 | 20.40 | 0.0798638 | 0.0388210 | 0.3203569 | 0.5609583 | -0.0053752 | -0.0150960 | -0.0006394 | -0.0441517 |
| 2.850 | 24 | 6 | 19 | 26.02 | 0.0029828 | 0.0421693 | 0.3993122 | 0.5555357 | -0.0052862 | -0.0073283 | -0.0004131 | -0.0209180 |
| 3.460 | 81 | 6 | 35 | 26.58 | 0.0009728 | 0.2511511 | 0.4339795 | 0.3138966 | -0.0042565 | 0.0092485 | 0.0055312 | 0.0052790 |
| 1.820 | 9 | 4 | 13 | 22.50 | 0.0117980 | 0.0285336 | 0.7037472 | 0.2559212 | -0.0037843 | -0.0069920 | -0.0034528 | 0.0028959 |
| 3.280 | 0 | 5 | 3 | 20.85 | 0.1019315 | 0.0109190 | 0.2337049 | 0.6534446 | -0.0030568 | 0.0010959 | 0.0013194 | -0.0040798 |
| 2.065 | 11 | 6 | 22 | 21.06 | 0.0000000 | 0.0465194 | 0.6076277 | 0.3458529 | -0.0029648 | 0.0093084 | 0.0107881 | 0.0206488 |
| 2.270 | 6 | 5 | 9 | 23.57 | 0.0127487 | 0.0761027 | 0.3772707 | 0.5338779 | -0.0028363 | 0.0090379 | 0.0093221 | 0.0093631 |
| 2.650 | 12 | 6 | 75 | 26.17 | 0.0002670 | 0.0637116 | 0.6712795 | 0.2647419 | -0.0016724 | 0.0248477 | 0.0119435 | 0.0209940 |
| 0.000 | 0 | 0 | 59 | 10.00 | 0.1553089 | 0.1528249 | 0.5622411 | 0.1296251 | -0.0014818 | -0.0056052 | 0.0048418 | 0.0376426 |
| 3.590 | 3 | 6 | 9 | 23.50 | 0.0086815 | 0.0270036 | 0.1280458 | 0.8362691 | -0.0014361 | 0.0090836 | 0.0099296 | 0.0090456 |
| 3.620 | 15 | 6 | 21 | 22.82 | 0.0011792 | 0.2040139 | 0.2405189 | 0.5542880 | -0.0008131 | 0.0231212 | 0.0094464 | 0.0097401 |
| 1.570 | 0 | 3 | 15 | 21.79 | 0.0063873 | 0.0496639 | 0.7119443 | 0.2320045 | -0.0007536 | 0.0049934 | -0.0077596 | 0.0398813 |
| 2.365 | 5 | 6 | 12 | 20.96 | 0.0035692 | 0.0050361 | 0.6101614 | 0.3812333 | -0.0003286 | -0.0340763 | 0.0066161 | 0.0089853 |
| 1.860 | 11 | 6 | 0 | 20.84 | 0.0000000 | 0.1404537 | 0.6254874 | 0.2340588 | -0.0001148 | 0.0302844 | 0.0042303 | 0.0182660 |
| 0.000 | 3 | 0 | 7 | 22.37 | 0.0502938 | 0.3984294 | 0.3015380 | 0.2497388 | 0.0005040 | 0.0042479 | -0.0036112 | -0.0035055 |
| 1.950 | 9 | 4 | 13 | 25.30 | 0.0915129 | 0.0137243 | 0.6735672 | 0.2211956 | 0.0011796 | 0.0043458 | 0.0006579 | -0.0542724 |
| 1.310 | 54 | 4 | 43 | 17.01 | 0.0367482 | 0.1128108 | 0.3493849 | 0.5010560 | 0.0013027 | -0.0934553 | -0.0036114 | 0.0022585 |
| 4.680 | 38 | 6 | 8 | 21.99 | 0.0000000 | 0.1245693 | 0.1112035 | 0.7642273 | 0.0015100 | 0.0210927 | 0.0065484 | -0.0162005 |
| 0.795 | 0 | 6 | 65 | 22.50 | 0.0408782 | 0.0326834 | 0.2860203 | 0.6404181 | 0.0016765 | -0.0035006 | 0.0016444 | -0.0547366 |
| 0.000 | 0 | 0 | 24 | 20.20 | 0.1598295 | 0.4426871 | 0.2767903 | 0.1206931 | 0.0035386 | 0.0038634 | 0.0034501 | 0.0280799 |
| 2.360 | 8 | 6 | 21 | 17.51 | 0.0011986 | 0.0072448 | 0.5630524 | 0.4285042 | 0.0039890 | 0.0315306 | 0.0023929 | -0.0062896 |
| 2.135 | 0 | 6 | 38 | 26.23 | 0.0000000 | 0.0201647 | 0.3426607 | 0.6371746 | 0.0042495 | -0.0026096 | 0.0023618 | 0.0393334 |
| 2.250 | 1 | 6 | 0 | 26.17 | 0.0000000 | 0.0504552 | 0.0836638 | 0.8658810 | 0.0047535 | 0.0045393 | 0.0062975 | 0.0502871 |
| 1.610 | 0 | 4 | 49 | 23.33 | 0.0399269 | 0.0429491 | 0.5922339 | 0.3248901 | 0.0048117 | -0.0163713 | 0.0049835 | 0.0110815 |
| 2.030 | 71 | 6 | 7 | 24.88 | 0.0000000 | 0.2054638 | 0.3808125 | 0.4137237 | 0.0056807 | -0.0073043 | 0.0034446 | -0.0306585 |
| 0.990 | 0 | 6 | 17 | 18.99 | 0.0051262 | 0.0538857 | 0.6822238 | 0.2587643 | 0.0067463 | 0.0262162 | -0.0085225 | 0.0532167 |
| 2.445 | 44 | 6 | 13 | 12.00 | 0.0000000 | 0.0354534 | 0.4090130 | 0.5555336 | 0.0073028 | -0.0113952 | -0.0075708 | -0.0686560 |
| 1.245 | 6 | 3 | 34 | 22.80 | 0.0030018 | 0.0280261 | 0.7407927 | 0.2281795 | 0.0079399 | -0.0146152 | 0.0026233 | 0.0654453 |
| 4.470 | 8 | 6 | 7 | 26.73 | 0.1199656 | 0.0034515 | 0.0758830 | 0.8006999 | 0.0081461 | -0.0218571 | -0.0032065 | 0.0477309 |
| 1.545 | 9 | 5 | 22 | 18.48 | 0.0000000 | 0.0331773 | 0.5643905 | 0.4024322 | 0.0093017 | 0.0051482 | 0.0046942 | -0.0225828 |
| 1.645 | 1 | 6 | 18 | 26.65 | 0.0002240 | 0.0487455 | 0.7710808 | 0.1799497 | 0.0098207 | -0.0236491 | 0.0131258 | 0.0105902 |
| 2.165 | 21 | 6 | 4 | 25.15 | 0.0000000 | 0.0969598 | 0.4857858 | 0.4172543 | 0.0121400 | -0.0078375 | 0.0001839 | -0.0570791 |
| 4.375 | 16 | 6 | 8 | 25.27 | 0.0046668 | 0.0467163 | 0.1548849 | 0.7937320 | 0.0140405 | -0.0344536 | -0.0000979 | -0.0145144 |
| 1.790 | 0 | 4 | 11 | 23.50 | 0.0721165 | 0.0177706 | 0.4341757 | 0.4759371 | 0.0142752 | -0.0217737 | 0.0024542 | -0.0167648 |
| 5.750 | 14 | 6 | 9 | 26.75 | 0.0005545 | 0.0076634 | 0.3055337 | 0.6862484 | 0.0145612 | 0.0051747 | 0.0049798 | -0.0003363 |
| 5.315 | 30 | 6 | 0 | 26.70 | 0.0000000 | 0.0931291 | 0.4653162 | 0.4415547 | 0.0156822 | 0.0611951 | 0.0050994 | 0.0384514 |
| 1.565 | 14 | 6 | 3 | 21.68 | 0.0000000 | 0.0957074 | 0.7334409 | 0.1708516 | 0.0166219 | 0.0050711 | 0.0050366 | -0.0319260 |
| 5.040 | 26 | 6 | 28 | 27.79 | 0.0002285 | 0.0488813 | 0.2241403 | 0.7267498 | 0.0171280 | 0.0422988 | 0.0055897 | -0.0017194 |
| 1.205 | 13 | 2 | 7 | 21.64 | 0.0509650 | 0.3400839 | 0.3646307 | 0.2443204 | 0.0171689 | 0.0183982 | 0.0070906 | -0.0252740 |
| 2.095 | 4 | 5 | 6 | 18.46 | 0.0027286 | 0.0183104 | 0.8490186 | 0.1299423 | 0.0174651 | 0.0083437 | 0.0071200 | -0.0079646 |
| 1.600 | 7 | 5 | 86 | 20.56 | 0.0011458 | 0.0239458 | 0.9117506 | 0.0631578 | 0.0177590 | -0.0342692 | 0.0231673 | 0.0391368 |
| 4.920 | 16 | 6 | 30 | 29.06 | 0.0000000 | 0.0858821 | 0.2387424 | 0.6753755 | 0.0178455 | 0.0338834 | 0.0054158 | 0.0475579 |
| 2.360 | 9 | 6 | 11 | 27.43 | 0.0000000 | 0.1167568 | 0.2668833 | 0.6163599 | 0.0202864 | -0.0159682 | 0.0022144 | 0.0103594 |
| 2.030 | 19 | 6 | 28 | 23.43 | 0.0000000 | 0.0920765 | 0.6307529 | 0.2771706 | 0.0212073 | -0.0212066 | -0.0005083 | 0.0033348 |
| 1.960 | 6 | 6 | 0 | 16.13 | 0.0014286 | 0.0178810 | 0.4552316 | 0.5254589 | 0.0242098 | 0.0277393 | 0.0065747 | 0.0283112 |
| 0.000 | 20 | 2 | 41 | 14.42 | 0.0851742 | 0.1272509 | 0.4176235 | 0.3699515 | 0.0242111 | 0.0185452 | 0.0063138 | 0.0502370 |
| 2.840 | 6 | 5 | 14 | 19.76 | 0.0625381 | 0.0009141 | 0.4350527 | 0.5014952 | 0.0244332 | 0.0274173 | -0.0201325 | 0.0017069 |
| 2.955 | 22 | 5 | 32 | 24.77 | 0.0468223 | 0.0201612 | 0.5385612 | 0.3944553 | 0.0275356 | 0.0240022 | -0.0204350 | 0.0047787 |
| 2.045 | 1 | 6 | 11 | 22.17 | 0.0000000 | 0.0176309 | 0.4691882 | 0.5131809 | 0.0277251 | 0.0106676 | 0.0080782 | 0.0358476 |
| 1.375 | 7 | 3 | 19 | 21.16 | 0.0014505 | 0.0335955 | 0.7588211 | 0.2061329 | 0.0286967 | 0.0287353 | 0.0105930 | 0.0271760 |
| 2.185 | 13 | 6 | 27 | 20.87 | 0.0000000 | 0.0259536 | 0.4042388 | 0.5698076 | 0.0296478 | 0.0057756 | -0.0102897 | -0.0163915 |
| 0.810 | 5 | 4 | 4 | 22.27 | 0.0156253 | 0.0385155 | 0.5555424 | 0.3903168 | 0.0303307 | -0.0043106 | 0.0043121 | 0.0327549 |
| 5.610 | 11 | 6 | 17 | 29.50 | 0.0000000 | 0.0099605 | 0.3238693 | 0.6661703 | 0.0309221 | 0.0048903 | 0.0023887 | -0.0112583 |
| 2.535 | 4 | 6 | 47 | 23.00 | 0.0000000 | 0.0103211 | 0.5312704 | 0.4584084 | 0.0314697 | -0.0084370 | -0.0129359 | -0.0333643 |
| 1.160 | 2 | 3 | 12 | 21.41 | 0.0039513 | 0.0286752 | 0.7894293 | 0.1779442 | 0.0316478 | 0.0061819 | 0.0144052 | 0.0321643 |
| 5.380 | 166 | 6 | 14 | 20.49 | 0.0003086 | 0.0768408 | 0.2909347 | 0.6319158 | 0.0325307 | -0.0059362 | 0.0055882 | -0.0491922 |
| 2.960 | 29 | 6 | 20 | 22.29 | 0.0002328 | 0.1195154 | 0.1120023 | 0.7682495 | 0.0348720 | -0.0000561 | 0.0144835 | 0.0395220 |
| 1.500 | 0 | 3 | 9 | 21.84 | 0.0110124 | 0.0427799 | 0.7481574 | 0.1980502 | 0.0352827 | 0.0177511 | 0.0110260 | 0.0217447 |
| 1.720 | 12 | 6 | 12 | 13.80 | 0.0000000 | 0.0007481 | 0.8452077 | 0.1540441 | 0.0368812 | -0.0061071 | -0.0126804 | -0.0183723 |
| 2.910 | 9 | 5 | 51 | 22.21 | 0.0215879 | 0.0205158 | 0.3435783 | 0.6143180 | 0.0375293 | -0.0010685 | 0.0228653 | -0.0168567 |
| 1.675 | 2 | 6 | 22 | 18.60 | 0.0000000 | 0.0818280 | 0.5402454 | 0.3779266 | 0.0403875 | 0.0158259 | -0.0041387 | 0.0389280 |
| 1.990 | 7 | 4 | 4 | 18.20 | 0.0240557 | 0.0185617 | 0.7430163 | 0.2143664 | 0.0441689 | 0.0035521 | 0.0132869 | 0.0212634 |
| 0.390 | 0 | 2 | 8 | 0.00 | 0.0032557 | 0.3209345 | 0.4066415 | 0.2691682 | 0.0444634 | 0.0010094 | 0.0171263 | -0.0163836 |
column 2
Oznake
Prediktori
- KVIZ2 - suma svih bodova na kvizovima između prvog i drugog kolokvija
- VID_2 - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- M2 - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- D2 - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
Response
- KOL2 - ukupni broj bodova na drugom kolokviju
Vjerojatnosti
- class_1 - vjerojatnost da je na drugom kolokviju ukupni broj bodova unutar intervala [0,7.5]
- class_2 - vjerojatnost da je na drugom kolokviju ukupni broj bodova unutar intervala (7.5,15]
- class_3 - vjerojatnost da je na drugom kolokviju ukupni broj bodova unutar intervala (15,22.5]
- class_4 - vjerojatnost da je na drugom kolokviju ukupni broj bodova unutar intervala (22.5,30]
Lokalne važnosti varijabli
- KVIZ - lokalna važnost varijable KVIZ2
- VIDEO - lokalna važnost varijable VID_2
- DOLASCI - lokalna važnost varijable D2
- MATERIJALI - lokalna važnost varijable M2
3. model - opis i varijable
Column 1
3. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- VIDEO - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
- KOL1 - ukupni broj bodova na prvom kolokviju
Response - binarna klasifikacija studenata na temelju broja bodova na drugom kolokviju.
- 1 (pozitivna klasa): ako je na drugom kolokviju ukupni broj bodova veći ili jednak od 15
- 0 (negativna klasa): ako je na drugom kolokviju ukupni broj bodova strogo manji od 15
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
Važnost prediktora (Gini)
Važnost prediktora (permutacija)
3. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 469 23 roc_auc binary 0.896 5 0.0446 Preprocessor1_Mode…
2 3 515 31 roc_auc binary 0.896 5 0.0446 Preprocessor1_Mode…
3 2 684 26 roc_auc binary 0.886 5 0.0476 Preprocessor1_Mode…
4 2 859 24 roc_auc binary 0.886 5 0.0476 Preprocessor1_Mode…
5 2 996 28 roc_auc binary 0.874 5 0.0519 Preprocessor1_Mode…
6 2 988 31 roc_auc binary 0.874 5 0.0519 Preprocessor1_Mode…
7 2 542 38 roc_auc binary 0.874 5 0.0519 Preprocessor1_Mode…
8 3 1380 24 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
9 3 685 15 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
10 3 924 16 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
11 3 795 23 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
12 3 1071 14 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
13 3 1390 23 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
14 3 1361 17 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
15 3 812 21 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
16 3 934 17 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
17 3 1248 16 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
18 2 919 20 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
19 3 1447 38 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
20 2 1116 18 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
21 3 1234 17 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
22 3 1375 16 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
23 3 422 30 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
24 3 1076 28 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
25 2 1279 19 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
26 3 926 14 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
27 3 1171 18 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
28 3 835 22 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
29 3 794 21 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
30 3 999 17 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
31 3 994 27 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
32 2 695 26 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
33 3 1061 14 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
34 3 859 28 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
35 3 933 21 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
36 3 774 23 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
37 3 1100 20 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
38 3 617 22 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
39 3 1080 35 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
40 3 960 16 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
41 3 958 17 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
42 2 1071 19 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
43 2 722 23 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
44 3 1252 18 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
45 3 1486 19 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
46 3 582 16 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
47 3 1261 25 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
48 3 586 20 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
49 2 1188 21 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
50 3 1237 17 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
51 3 752 30 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
52 3 846 19 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
53 3 934 21 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
54 3 401 16 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
55 3 1234 18 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
56 3 652 21 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
57 3 773 29 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
58 3 1124 16 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
59 3 1227 27 roc_auc binary 0.874 5 0.0364 Preprocessor1_Mode…
60 3 780 31 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
61 3 1294 33 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
62 2 844 34 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
63 3 486 25 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
64 3 694 37 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
65 2 947 20 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
66 3 784 38 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
67 3 507 26 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
68 2 1079 27 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
69 3 788 32 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
70 2 988 39 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
71 3 1028 38 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
72 3 903 32 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
73 3 1069 26 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
74 3 487 27 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
75 3 475 31 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
76 2 1299 25 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
77 2 641 36 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
78 2 547 36 roc_auc binary 0.871 5 0.0572 Preprocessor1_Mode…
79 2 690 24 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
80 3 980 14 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
81 2 1228 18 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
82 2 1101 16 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
83 2 1326 22 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
84 2 578 21 roc_auc binary 0.864 5 0.0630 Preprocessor1_Mode…
85 2 646 21 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
86 3 1035 14 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
87 2 1358 20 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
88 2 1367 20 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
89 3 883 13 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
90 2 1281 27 roc_auc binary 0.864 5 0.0387 Preprocessor1_Mode…
91 2 1178 31 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
92 2 723 24 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
93 2 788 33 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
94 2 1003 40 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
95 2 1083 28 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
96 2 909 30 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
97 2 606 36 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
98 2 1396 34 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
99 2 472 38 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
100 2 1071 36 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
101 2 709 31 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
102 2 1412 34 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
103 2 1103 38 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
104 2 482 35 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
105 2 1065 35 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
106 2 553 36 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
107 2 516 23 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
108 2 538 34 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
109 2 548 31 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
110 2 788 35 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
111 2 666 32 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
112 2 1423 33 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
113 2 711 39 roc_auc binary 0.861 5 0.0585 Preprocessor1_Mode…
114 2 1360 26 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
115 2 936 29 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
116 3 1017 25 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
117 3 1122 16 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
118 2 534 32 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
119 2 918 21 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
120 3 575 15 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
121 3 672 19 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
122 3 729 17 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
123 2 1490 27 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
124 2 1000 39 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
125 3 1088 20 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
126 2 625 18 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
127 3 874 20 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
128 3 1130 21 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
129 2 529 38 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
130 3 1300 16 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
131 3 801 21 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
132 3 1246 19 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
133 2 822 38 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
134 2 793 39 roc_auc binary 0.861 5 0.0409 Preprocessor1_Mode…
135 2 607 29 roc_auc binary 0.852 5 0.0613 Preprocessor1_Mode…
136 2 1111 26 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
137 2 465 17 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
138 2 754 18 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
139 2 643 28 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
140 2 1140 33 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
141 2 1212 33 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
142 2 1108 39 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
143 2 1483 31 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
144 2 1401 31 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
145 2 1059 27 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
146 2 1092 27 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
147 2 908 21 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
148 2 1208 16 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
149 2 1424 35 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
150 2 802 39 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
151 2 1162 18 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
152 2 963 24 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
153 2 550 26 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
154 2 1301 21 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
155 2 762 32 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
156 2 962 21 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
157 2 1046 31 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
158 2 1307 28 roc_auc binary 0.851 5 0.0422 Preprocessor1_Mode…
159 3 903 16 roc_auc binary 0.851 5 0.0537 Preprocessor1_Mode…
160 2 1256 18 roc_auc binary 0.851 5 0.0537 Preprocessor1_Mode…
161 2 738 27 roc_auc binary 0.851 5 0.0406 Preprocessor1_Mode…
162 3 1259 32 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
163 3 1013 20 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
164 2 1063 40 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
165 3 1332 25 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
166 3 1013 29 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
167 3 699 39 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
168 3 1314 22 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
169 3 771 38 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
170 3 532 24 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
171 3 446 39 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
172 2 1487 30 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
173 3 520 39 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
174 3 1446 24 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
175 2 1475 25 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
176 3 1152 24 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
177 2 1432 21 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
178 3 1263 18 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
179 3 1021 18 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
180 2 1496 28 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
181 3 442 21 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
182 3 647 38 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
183 2 1214 20 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
184 3 1138 37 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
185 3 768 28 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
186 3 1350 23 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
187 3 524 34 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
188 2 1364 23 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
189 3 1139 25 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
190 3 1379 29 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
191 3 908 35 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
192 3 971 37 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
193 3 924 35 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
194 3 1194 22 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
195 3 423 38 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
196 3 1432 28 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
197 3 881 32 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
198 3 1231 33 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
199 2 1078 36 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…
200 3 923 38 roc_auc binary 0.849 5 0.0482 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 1380 24 mcc binary 0.375 1 NA Preprocessor1_Mode…
2 2 402 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
3 3 685 15 mcc binary 0.375 1 NA Preprocessor1_Mode…
4 3 1259 32 mcc binary 0.375 1 NA Preprocessor1_Mode…
5 2 508 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
6 3 1013 20 mcc binary 0.375 1 NA Preprocessor1_Mode…
7 2 583 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
8 3 1332 25 mcc binary 0.375 1 NA Preprocessor1_Mode…
9 3 924 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
10 3 1013 29 mcc binary 0.375 1 NA Preprocessor1_Mode…
11 3 457 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
12 3 699 39 mcc binary 0.375 1 NA Preprocessor1_Mode…
13 3 1314 22 mcc binary 0.375 1 NA Preprocessor1_Mode…
14 3 771 38 mcc binary 0.375 1 NA Preprocessor1_Mode…
15 3 1141 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
16 2 1430 4 mcc binary 0.375 1 NA Preprocessor1_Mode…
17 2 1475 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
18 2 891 7 mcc binary 0.375 1 NA Preprocessor1_Mode…
19 3 532 24 mcc binary 0.375 1 NA Preprocessor1_Mode…
20 3 446 39 mcc binary 0.375 1 NA Preprocessor1_Mode…
21 3 1267 15 mcc binary 0.375 1 NA Preprocessor1_Mode…
22 2 631 6 mcc binary 0.375 1 NA Preprocessor1_Mode…
23 2 1127 13 mcc binary 0.375 1 NA Preprocessor1_Mode…
24 3 980 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
25 3 612 13 mcc binary 0.375 1 NA Preprocessor1_Mode…
26 3 780 31 mcc binary 0.375 1 NA Preprocessor1_Mode…
27 3 520 39 mcc binary 0.375 1 NA Preprocessor1_Mode…
28 3 469 23 mcc binary 0.375 1 NA Preprocessor1_Mode…
29 3 1446 24 mcc binary 0.375 1 NA Preprocessor1_Mode…
30 3 1152 24 mcc binary 0.375 1 NA Preprocessor1_Mode…
31 2 881 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
32 3 1008 10 mcc binary 0.375 1 NA Preprocessor1_Mode…
33 3 1263 18 mcc binary 0.375 1 NA Preprocessor1_Mode…
34 2 1306 17 mcc binary 0.375 1 NA Preprocessor1_Mode…
35 2 1429 21 mcc binary 0.375 1 NA Preprocessor1_Mode…
36 3 499 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
37 2 840 2 mcc binary 0.375 1 NA Preprocessor1_Mode…
38 2 1259 6 mcc binary 0.375 1 NA Preprocessor1_Mode…
39 2 1099 3 mcc binary 0.375 1 NA Preprocessor1_Mode…
40 3 1021 18 mcc binary 0.375 1 NA Preprocessor1_Mode…
41 3 490 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
42 2 512 15 mcc binary 0.375 1 NA Preprocessor1_Mode…
43 2 1468 4 mcc binary 0.375 1 NA Preprocessor1_Mode…
44 2 712 11 mcc binary 0.375 1 NA Preprocessor1_Mode…
45 2 917 2 mcc binary 0.375 1 NA Preprocessor1_Mode…
46 2 1342 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
47 3 442 21 mcc binary 0.375 1 NA Preprocessor1_Mode…
48 2 1268 3 mcc binary 0.375 1 NA Preprocessor1_Mode…
49 3 647 38 mcc binary 0.375 1 NA Preprocessor1_Mode…
50 3 781 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
51 2 1009 11 mcc binary 0.375 1 NA Preprocessor1_Mode…
52 2 1214 20 mcc binary 0.375 1 NA Preprocessor1_Mode…
53 2 452 21 mcc binary 0.375 1 NA Preprocessor1_Mode…
54 3 1138 37 mcc binary 0.375 1 NA Preprocessor1_Mode…
55 3 1471 9 mcc binary 0.375 1 NA Preprocessor1_Mode…
56 3 1409 15 mcc binary 0.375 1 NA Preprocessor1_Mode…
57 3 1409 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
58 2 1057 6 mcc binary 0.375 1 NA Preprocessor1_Mode…
59 2 1223 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
60 3 768 28 mcc binary 0.375 1 NA Preprocessor1_Mode…
61 2 788 4 mcc binary 0.375 1 NA Preprocessor1_Mode…
62 3 648 13 mcc binary 0.375 1 NA Preprocessor1_Mode…
63 3 1350 23 mcc binary 0.375 1 NA Preprocessor1_Mode…
64 2 1461 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
65 2 425 9 mcc binary 0.375 1 NA Preprocessor1_Mode…
66 3 524 34 mcc binary 0.375 1 NA Preprocessor1_Mode…
67 3 795 23 mcc binary 0.375 1 NA Preprocessor1_Mode…
68 2 1364 23 mcc binary 0.375 1 NA Preprocessor1_Mode…
69 3 475 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
70 2 1330 21 mcc binary 0.375 1 NA Preprocessor1_Mode…
71 2 1228 18 mcc binary 0.375 1 NA Preprocessor1_Mode…
72 3 740 26 mcc binary 0.375 1 NA Preprocessor1_Mode…
73 3 1139 25 mcc binary 0.375 1 NA Preprocessor1_Mode…
74 2 465 17 mcc binary 0.375 1 NA Preprocessor1_Mode…
75 3 1146 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
76 2 544 6 mcc binary 0.375 1 NA Preprocessor1_Mode…
77 3 1379 29 mcc binary 0.375 1 NA Preprocessor1_Mode…
78 2 459 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
79 3 1071 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
80 3 1462 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
81 3 1294 33 mcc binary 0.375 1 NA Preprocessor1_Mode…
82 3 1390 23 mcc binary 0.375 1 NA Preprocessor1_Mode…
83 3 634 21 mcc binary 0.375 1 NA Preprocessor1_Mode…
84 3 792 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
85 3 778 7 mcc binary 0.375 1 NA Preprocessor1_Mode…
86 2 688 10 mcc binary 0.375 1 NA Preprocessor1_Mode…
87 3 908 35 mcc binary 0.375 1 NA Preprocessor1_Mode…
88 3 971 37 mcc binary 0.375 1 NA Preprocessor1_Mode…
89 3 958 4 mcc binary 0.375 1 NA Preprocessor1_Mode…
90 3 1026 15 mcc binary 0.375 1 NA Preprocessor1_Mode…
91 2 1263 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
92 3 924 35 mcc binary 0.375 1 NA Preprocessor1_Mode…
93 3 1194 22 mcc binary 0.375 1 NA Preprocessor1_Mode…
94 2 1295 18 mcc binary 0.375 1 NA Preprocessor1_Mode…
95 3 423 38 mcc binary 0.375 1 NA Preprocessor1_Mode…
96 3 1432 28 mcc binary 0.375 1 NA Preprocessor1_Mode…
97 2 1045 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
98 2 475 7 mcc binary 0.375 1 NA Preprocessor1_Mode…
99 3 881 32 mcc binary 0.375 1 NA Preprocessor1_Mode…
100 2 481 7 mcc binary 0.375 1 NA Preprocessor1_Mode…
101 2 532 13 mcc binary 0.375 1 NA Preprocessor1_Mode…
102 3 1231 33 mcc binary 0.375 1 NA Preprocessor1_Mode…
103 3 691 20 mcc binary 0.375 1 NA Preprocessor1_Mode…
104 3 1347 9 mcc binary 0.375 1 NA Preprocessor1_Mode…
105 2 1359 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
106 3 993 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
107 3 894 15 mcc binary 0.375 1 NA Preprocessor1_Mode…
108 3 606 13 mcc binary 0.375 1 NA Preprocessor1_Mode…
109 3 1361 17 mcc binary 0.375 1 NA Preprocessor1_Mode…
110 2 1499 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
111 3 711 9 mcc binary 0.375 1 NA Preprocessor1_Mode…
112 2 946 18 mcc binary 0.375 1 NA Preprocessor1_Mode…
113 2 918 19 mcc binary 0.375 1 NA Preprocessor1_Mode…
114 3 1323 15 mcc binary 0.375 1 NA Preprocessor1_Mode…
115 3 1049 30 mcc binary 0.375 1 NA Preprocessor1_Mode…
116 3 812 21 mcc binary 0.375 1 NA Preprocessor1_Mode…
117 3 923 38 mcc binary 0.375 1 NA Preprocessor1_Mode…
118 2 989 3 mcc binary 0.375 1 NA Preprocessor1_Mode…
119 3 758 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
120 3 440 33 mcc binary 0.375 1 NA Preprocessor1_Mode…
121 3 1017 25 mcc binary 0.375 1 NA Preprocessor1_Mode…
122 3 1216 34 mcc binary 0.375 1 NA Preprocessor1_Mode…
123 3 536 31 mcc binary 0.375 1 NA Preprocessor1_Mode…
124 2 1481 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
125 2 420 11 mcc binary 0.375 1 NA Preprocessor1_Mode…
126 3 745 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
127 3 1227 24 mcc binary 0.375 1 NA Preprocessor1_Mode…
128 3 649 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
129 2 527 2 mcc binary 0.375 1 NA Preprocessor1_Mode…
130 2 460 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
131 3 1290 31 mcc binary 0.375 1 NA Preprocessor1_Mode…
132 2 754 18 mcc binary 0.375 1 NA Preprocessor1_Mode…
133 3 799 3 mcc binary 0.375 1 NA Preprocessor1_Mode…
134 3 1217 38 mcc binary 0.375 1 NA Preprocessor1_Mode…
135 3 934 17 mcc binary 0.375 1 NA Preprocessor1_Mode…
136 3 1073 29 mcc binary 0.375 1 NA Preprocessor1_Mode…
137 3 1037 36 mcc binary 0.375 1 NA Preprocessor1_Mode…
138 3 804 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
139 2 444 4 mcc binary 0.375 1 NA Preprocessor1_Mode…
140 3 630 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
141 3 564 25 mcc binary 0.375 1 NA Preprocessor1_Mode…
142 3 1222 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
143 3 1248 19 mcc binary 0.375 1 NA Preprocessor1_Mode…
144 3 1248 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
145 2 829 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
146 2 875 17 mcc binary 0.375 1 NA Preprocessor1_Mode…
147 3 1455 19 mcc binary 0.375 1 NA Preprocessor1_Mode…
148 3 509 11 mcc binary 0.375 1 NA Preprocessor1_Mode…
149 3 1475 9 mcc binary 0.375 1 NA Preprocessor1_Mode…
150 3 1451 11 mcc binary 0.375 1 NA Preprocessor1_Mode…
151 2 847 9 mcc binary 0.375 1 NA Preprocessor1_Mode…
152 3 1449 3 mcc binary 0.375 1 NA Preprocessor1_Mode…
153 2 1473 19 mcc binary 0.375 1 NA Preprocessor1_Mode…
154 2 1234 5 mcc binary 0.375 1 NA Preprocessor1_Mode…
155 3 1447 38 mcc binary 0.375 1 NA Preprocessor1_Mode…
156 3 875 6 mcc binary 0.375 1 NA Preprocessor1_Mode…
157 2 1434 2 mcc binary 0.375 1 NA Preprocessor1_Mode…
158 2 1107 10 mcc binary 0.375 1 NA Preprocessor1_Mode…
159 3 575 37 mcc binary 0.375 1 NA Preprocessor1_Mode…
160 3 1098 18 mcc binary 0.375 1 NA Preprocessor1_Mode…
161 3 455 32 mcc binary 0.375 1 NA Preprocessor1_Mode…
162 3 1380 9 mcc binary 0.375 1 NA Preprocessor1_Mode…
163 2 410 17 mcc binary 0.375 1 NA Preprocessor1_Mode…
164 3 1236 7 mcc binary 0.375 1 NA Preprocessor1_Mode…
165 2 1041 9 mcc binary 0.375 1 NA Preprocessor1_Mode…
166 2 1382 7 mcc binary 0.375 1 NA Preprocessor1_Mode…
167 3 1388 23 mcc binary 0.375 1 NA Preprocessor1_Mode…
168 3 987 26 mcc binary 0.375 1 NA Preprocessor1_Mode…
169 3 628 17 mcc binary 0.375 1 NA Preprocessor1_Mode…
170 3 1122 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
171 3 1050 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
172 3 937 26 mcc binary 0.375 1 NA Preprocessor1_Mode…
173 3 1443 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
174 2 1408 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
175 3 890 30 mcc binary 0.375 1 NA Preprocessor1_Mode…
176 2 1217 18 mcc binary 0.375 1 NA Preprocessor1_Mode…
177 3 836 2 mcc binary 0.375 1 NA Preprocessor1_Mode…
178 3 1481 12 mcc binary 0.375 1 NA Preprocessor1_Mode…
179 3 867 35 mcc binary 0.375 1 NA Preprocessor1_Mode…
180 2 1101 16 mcc binary 0.375 1 NA Preprocessor1_Mode…
181 3 1029 19 mcc binary 0.375 1 NA Preprocessor1_Mode…
182 3 671 17 mcc binary 0.375 1 NA Preprocessor1_Mode…
183 2 1385 7 mcc binary 0.375 1 NA Preprocessor1_Mode…
184 3 653 33 mcc binary 0.375 1 NA Preprocessor1_Mode…
185 2 795 8 mcc binary 0.375 1 NA Preprocessor1_Mode…
186 3 1003 31 mcc binary 0.375 1 NA Preprocessor1_Mode…
187 2 993 19 mcc binary 0.375 1 NA Preprocessor1_Mode…
188 2 713 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
189 3 1184 34 mcc binary 0.375 1 NA Preprocessor1_Mode…
190 2 1451 10 mcc binary 0.375 1 NA Preprocessor1_Mode…
191 3 897 36 mcc binary 0.375 1 NA Preprocessor1_Mode…
192 2 1271 14 mcc binary 0.375 1 NA Preprocessor1_Mode…
193 3 486 25 mcc binary 0.375 1 NA Preprocessor1_Mode…
194 2 504 6 mcc binary 0.375 1 NA Preprocessor1_Mode…
195 3 839 7 mcc binary 0.375 1 NA Preprocessor1_Mode…
196 3 1009 34 mcc binary 0.375 1 NA Preprocessor1_Mode…
197 2 1333 11 mcc binary 0.375 1 NA Preprocessor1_Mode…
198 3 892 24 mcc binary 0.375 1 NA Preprocessor1_Mode…
199 3 472 40 mcc binary 0.375 1 NA Preprocessor1_Mode…
200 2 743 13 mcc binary 0.375 1 NA Preprocessor1_Mode…3. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.989 0.989
2 precision binary 0.929 0.926
3 spec binary 0.125 0.3
4 accuracy binary 0.92 0.919
5 f_meas binary 0.958 0.957
6 mcc binary 0.221 0.442
7 kap binary 0.174 0.394
8 roc_auc binary 0.962 0.753
9 mn_log_loss binary 0.148 0.332Confusion matrix
Column 2
ROC curve
Gain curve
3. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
3. model - tablica studenata
Column 1
tablica studenata
| KVIZ2 | VID_2 | D2 | M2 | KOL1_bodovi | KOL2 | class_1 | class_0 | KVIZ | KOL1 | VIDEO | DOLASCI | MATERIJALI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.000 | 1 | 0 | 20 | 18.26 | 18.60 | 0.4224423 | 0.5775577 | -0.0505577 | -0.0013767 | -0.0013696 | -0.0627125 | -0.0010487 |
| 0.000 | 3 | 0 | 7 | 17.58 | 22.37 | 0.4370170 | 0.5629830 | -0.0487839 | 0.0021316 | 0.0000000 | -0.0624185 | 0.0003665 |
| 0.000 | 0 | 0 | 24 | 6.53 | 20.20 | 0.3936846 | 0.6063154 | -0.0399470 | -0.0033596 | -0.0013326 | -0.0418717 | -0.0066036 |
| 0.380 | 6 | 3 | 24 | 12.95 | 24.01 | 0.7883216 | 0.2116784 | -0.0341369 | -0.0092435 | 0.0029217 | 0.0058327 | 0.0015598 |
| 1.720 | 12 | 6 | 12 | 10.28 | 13.80 | 0.9596052 | 0.0403948 | -0.0134787 | 0.0202655 | -0.0035452 | -0.0264931 | -0.0144435 |
| 1.305 | 0 | 2 | 48 | 17.87 | 11.38 | 0.8886393 | 0.1113607 | -0.0126382 | -0.0107961 | -0.0034134 | 0.0539910 | -0.0030258 |
| 2.445 | 44 | 6 | 13 | 13.23 | 12.00 | 0.9825927 | 0.0174073 | -0.0068687 | 0.0027968 | -0.0019428 | -0.0101824 | 0.0000858 |
| 0.390 | 0 | 2 | 8 | 13.02 | 0.00 | 0.6908414 | 0.3091586 | -0.0049806 | 0.0170619 | -0.0042764 | 0.0861608 | 0.0146180 |
| 1.570 | 0 | 3 | 15 | 10.12 | 21.79 | 0.8036484 | 0.1963516 | -0.0030449 | -0.0197176 | 0.0027651 | 0.0024301 | 0.0006225 |
| 1.310 | 54 | 4 | 43 | 15.97 | 17.01 | 0.8447420 | 0.1552580 | -0.0019720 | 0.0098554 | -0.0124783 | 0.0034017 | -0.0057072 |
| 3.120 | 6 | 4 | 65 | 8.55 | 5.09 | 0.8850810 | 0.1149190 | -0.0011035 | 0.0484941 | -0.0038090 | -0.0089570 | -0.0009255 |
| 1.790 | 8 | 5 | 5 | 18.38 | 19.73 | 0.9941520 | 0.0058480 | -0.0008258 | 0.0039179 | 0.0013726 | 0.0041298 | 0.0013593 |
| 1.675 | 2 | 6 | 22 | 13.95 | 18.60 | 0.9873177 | 0.0126823 | -0.0007152 | 0.0042732 | 0.0002989 | 0.0035586 | 0.0031780 |
| 1.570 | 48 | 6 | 2 | 11.61 | 17.28 | 0.8099814 | 0.1900186 | -0.0004170 | -0.0064544 | -0.0214075 | 0.0074760 | 0.0007168 |
| 1.205 | 13 | 2 | 7 | 20.46 | 21.64 | 0.6066873 | 0.3933127 | -0.0003433 | 0.0030266 | 0.0010810 | -0.0830309 | 0.0003151 |
| 5.315 | 30 | 6 | 0 | 24.97 | 26.70 | 0.9741350 | 0.0258650 | -0.0000362 | 0.0029061 | -0.0001363 | 0.0059237 | -0.0006822 |
| 2.065 | 11 | 6 | 22 | 16.21 | 21.06 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0033063 | 0.0012998 | 0.0058219 | 0.0004626 |
| 1.820 | 9 | 4 | 13 | 7.08 | 22.50 | 0.7791042 | 0.2208958 | 0.0001092 | -0.0348283 | 0.0065702 | 0.0066088 | 0.0019883 |
| 2.955 | 22 | 5 | 32 | 19.10 | 24.77 | 0.9959569 | 0.0040431 | 0.0004264 | 0.0038989 | 0.0003974 | 0.0074265 | 0.0024544 |
| 0.910 | 13 | 3 | 3 | 17.65 | 19.81 | 0.9739062 | 0.0260938 | 0.0005448 | 0.0075562 | -0.0004365 | 0.0060253 | -0.0016043 |
| 0.800 | 0 | 3 | 6 | 23.70 | 24.56 | 0.9866647 | 0.0133353 | 0.0005519 | 0.0038982 | 0.0011756 | 0.0041111 | 0.0001972 |
| 3.590 | 3 | 6 | 9 | 17.90 | 23.50 | 0.9989396 | 0.0010604 | 0.0006467 | 0.0024160 | 0.0004729 | 0.0108100 | 0.0007994 |
| 3.620 | 15 | 6 | 21 | 15.01 | 22.82 | 0.9920850 | 0.0079150 | 0.0006873 | 0.0039237 | 0.0003210 | 0.0064740 | 0.0008031 |
| 2.330 | 4 | 6 | 22 | 15.85 | 21.61 | 1.0000000 | 0.0000000 | 0.0007802 | 0.0041112 | 0.0003489 | 0.0091571 | 0.0004758 |
| 4.530 | 20 | 6 | 26 | 12.03 | 26.07 | 0.8712433 | 0.1287567 | 0.0008918 | -0.0108766 | -0.0043274 | 0.0084845 | 0.0007631 |
| 1.250 | 7 | 4 | 25 | 9.93 | 22.50 | 0.8264428 | 0.1735572 | 0.0008954 | -0.0193850 | 0.0005906 | 0.0079031 | 0.0001886 |
| 1.160 | 2 | 3 | 12 | 20.96 | 21.41 | 0.9908230 | 0.0091770 | 0.0009907 | 0.0075436 | 0.0010272 | 0.0154266 | 0.0009386 |
| 1.790 | 0 | 4 | 11 | 23.08 | 23.50 | 0.9109313 | 0.0890687 | 0.0013586 | 0.0013386 | -0.0000465 | 0.0078470 | -0.0100495 |
| 2.360 | 9 | 6 | 11 | 23.26 | 27.43 | 0.9848298 | 0.0151702 | 0.0014368 | 0.0047688 | 0.0007318 | 0.0041760 | -0.0009897 |
| 0.810 | 5 | 4 | 4 | 9.03 | 22.27 | 0.7798414 | 0.2201586 | 0.0014459 | -0.0241269 | 0.0007703 | 0.0037082 | -0.0024124 |
| 4.680 | 38 | 6 | 8 | 20.01 | 21.99 | 0.9121113 | 0.0878887 | 0.0014838 | 0.0043401 | -0.0069645 | 0.0060794 | -0.0013340 |
| 4.920 | 16 | 6 | 30 | 24.33 | 29.06 | 0.9768890 | 0.0231110 | 0.0015068 | 0.0047412 | 0.0004148 | 0.0041394 | 0.0029824 |
| 1.615 | 4 | 3 | 121 | 19.64 | 20.40 | 0.9278770 | 0.0721230 | 0.0015257 | 0.0036380 | 0.0015503 | 0.0058242 | -0.0104455 |
| 2.650 | 12 | 6 | 75 | 22.43 | 26.17 | 0.9651838 | 0.0348162 | 0.0016253 | 0.0036173 | -0.0131717 | 0.0025511 | 0.0017512 |
| 2.125 | 13 | 6 | 18 | 22.00 | 18.94 | 0.9922054 | 0.0077946 | 0.0016618 | 0.0071445 | -0.0021005 | 0.0061670 | 0.0016565 |
| 2.270 | 6 | 5 | 9 | 17.05 | 23.57 | 0.9971606 | 0.0028394 | 0.0017537 | 0.0042680 | 0.0030918 | 0.0016354 | 0.0036468 |
| 0.710 | 12 | 2 | 12 | 25.08 | 23.53 | 0.6006760 | 0.3993240 | 0.0019393 | 0.0013434 | 0.0005783 | -0.0757923 | 0.0000000 |
| 3.460 | 81 | 6 | 35 | 16.33 | 26.58 | 0.8830243 | 0.1169757 | 0.0019776 | 0.0113091 | -0.0162371 | 0.0074481 | 0.0001837 |
| 0.795 | 0 | 6 | 65 | 14.63 | 22.50 | 0.9804190 | 0.0195810 | 0.0020717 | 0.0032411 | 0.0000475 | 0.0066603 | -0.0005160 |
| 2.840 | 6 | 5 | 14 | 19.90 | 19.76 | 1.0000000 | 0.0000000 | 0.0021810 | 0.0033823 | 0.0002326 | 0.0040475 | 0.0008907 |
| 1.990 | 7 | 4 | 4 | 9.68 | 18.20 | 0.8226154 | 0.1773846 | 0.0022885 | -0.0182704 | -0.0009107 | 0.0044779 | 0.0011942 |
| 1.860 | 0 | 6 | 23 | 17.64 | 24.88 | 0.9267580 | 0.0732420 | 0.0025139 | 0.0084021 | 0.0001425 | 0.0023839 | -0.0090997 |
| 1.655 | 0 | 4 | 17 | 22.41 | 22.97 | 0.9882333 | 0.0117667 | 0.0025161 | 0.0021481 | 0.0001983 | 0.0053685 | 0.0003182 |
| 2.630 | 16 | 6 | 4 | 10.59 | 20.62 | 0.8243997 | 0.1756003 | 0.0026092 | -0.0182972 | 0.0021269 | 0.0066398 | 0.0007480 |
| 1.960 | 6 | 6 | 0 | 18.16 | 16.13 | 1.0000000 | 0.0000000 | 0.0026193 | 0.0035192 | 0.0025109 | 0.0039080 | 0.0010268 |
| 2.185 | 13 | 6 | 27 | 14.42 | 20.87 | 0.9935180 | 0.0064820 | 0.0026326 | 0.0054739 | -0.0009174 | 0.0062919 | 0.0027801 |
| 4.470 | 8 | 6 | 7 | 12.73 | 26.73 | 0.8614939 | 0.1385061 | 0.0026693 | -0.0103750 | 0.0021486 | 0.0050212 | -0.0061978 |
| 3.280 | 0 | 5 | 3 | 6.93 | 20.85 | 0.7581796 | 0.2418204 | 0.0027857 | -0.0319098 | 0.0034055 | 0.0021808 | -0.0011507 |
| 4.100 | 8 | 6 | 15 | 23.01 | 25.79 | 0.9807013 | 0.0192987 | 0.0028692 | 0.0046592 | 0.0008942 | 0.0071092 | -0.0007691 |
| 2.710 | 22 | 6 | 20 | 6.51 | 19.10 | 0.7487541 | 0.2512459 | 0.0029092 | -0.0304471 | -0.0019094 | 0.0056261 | 0.0007093 |
| 3.840 | 17 | 6 | 16 | 16.94 | 15.00 | 0.9901390 | 0.0098610 | 0.0029180 | 0.0032799 | 0.0008889 | 0.0071166 | 0.0001549 |
| 1.500 | 0 | 4 | 2 | 11.51 | 19.00 | 0.8967486 | 0.1032514 | 0.0029216 | -0.0089798 | 0.0011089 | 0.0049305 | -0.0010591 |
| 2.535 | 14 | 6 | 1 | 14.72 | 19.00 | 0.9983134 | 0.0016866 | 0.0029737 | 0.0031259 | 0.0047651 | 0.0085842 | 0.0007767 |
| 2.030 | 19 | 6 | 28 | 23.97 | 23.43 | 0.9979070 | 0.0020930 | 0.0029836 | 0.0047057 | 0.0007896 | 0.0042246 | 0.0025763 |
| 2.135 | 0 | 6 | 38 | 23.66 | 26.23 | 0.9872311 | 0.0127689 | 0.0029889 | 0.0020445 | 0.0001199 | 0.0084463 | 0.0024977 |
| 2.900 | 5 | 6 | 10 | 20.87 | 23.02 | 1.0000000 | 0.0000000 | 0.0030798 | 0.0021532 | 0.0011466 | 0.0034963 | 0.0004719 |
| 2.165 | 21 | 6 | 4 | 26.29 | 25.15 | 0.9968593 | 0.0031407 | 0.0031145 | 0.0025081 | 0.0011278 | 0.0052834 | 0.0030644 |
| 1.600 | 3 | 6 | 69 | 17.92 | 20.65 | 0.9994019 | 0.0005981 | 0.0031565 | 0.0072834 | 0.0038226 | 0.0067394 | 0.0012884 |
| 2.095 | 4 | 5 | 6 | 18.60 | 18.46 | 1.0000000 | 0.0000000 | 0.0031991 | 0.0035538 | 0.0018274 | 0.0090760 | 0.0026606 |
| 2.130 | 9 | 6 | 8 | 17.17 | 24.25 | 1.0000000 | 0.0000000 | 0.0032949 | 0.0034475 | 0.0010616 | 0.0058505 | 0.0006688 |
| 1.645 | 1 | 6 | 18 | 22.39 | 26.65 | 0.9986012 | 0.0013988 | 0.0033567 | 0.0063531 | 0.0022591 | 0.0079669 | 0.0015815 |
| 1.245 | 6 | 3 | 34 | 23.71 | 22.80 | 0.9939908 | 0.0060092 | 0.0034526 | 0.0031452 | 0.0010900 | 0.0099306 | 0.0027680 |
| 1.600 | 7 | 5 | 86 | 13.28 | 20.56 | 0.9439462 | 0.0560538 | 0.0035430 | -0.0036307 | 0.0007924 | 0.0067174 | 0.0016096 |
| 2.045 | 1 | 6 | 11 | 14.34 | 22.17 | 0.9989963 | 0.0010037 | 0.0036750 | 0.0049674 | 0.0001062 | 0.0032925 | 0.0011930 |
| 0.750 | 2 | 6 | 29 | 16.09 | 22.83 | 0.9940289 | 0.0059711 | 0.0037580 | 0.0026629 | 0.0035031 | 0.0111144 | 0.0015611 |
| 2.030 | 71 | 6 | 7 | 20.44 | 24.88 | 0.8975058 | 0.1024942 | 0.0038030 | 0.0033725 | -0.0096121 | 0.0099916 | 0.0002491 |
| 4.090 | 6 | 6 | 11 | 24.78 | 23.13 | 0.9985671 | 0.0014329 | 0.0039069 | 0.0028143 | 0.0012572 | 0.0075037 | 0.0004162 |
| 1.265 | 18 | 4 | 68 | 22.36 | 26.43 | 0.9907228 | 0.0092772 | 0.0039445 | 0.0052000 | 0.0007630 | 0.0052600 | 0.0024109 |
| 4.375 | 16 | 6 | 8 | 22.35 | 25.27 | 0.9878939 | 0.0121061 | 0.0040131 | 0.0037311 | 0.0001358 | 0.0059947 | -0.0031362 |
| 2.360 | 8 | 6 | 21 | 19.80 | 17.51 | 1.0000000 | 0.0000000 | 0.0040244 | 0.0030267 | 0.0011172 | 0.0070334 | 0.0003355 |
| 2.275 | 7 | 6 | 18 | 13.85 | 24.28 | 1.0000000 | 0.0000000 | 0.0040600 | 0.0061435 | 0.0002113 | 0.0051655 | 0.0002770 |
| 2.225 | 2 | 6 | 6 | 20.79 | 23.84 | 0.9877004 | 0.0122996 | 0.0041459 | 0.0025019 | 0.0003678 | 0.0127408 | 0.0011276 |
| 5.750 | 14 | 6 | 9 | 15.02 | 26.75 | 0.9992628 | 0.0007372 | 0.0042592 | 0.0035222 | 0.0006319 | 0.0044851 | 0.0011802 |
| 1.950 | 9 | 4 | 13 | 17.63 | 25.30 | 0.9344233 | 0.0655767 | 0.0042857 | 0.0057837 | 0.0002419 | 0.0071792 | -0.0087617 |
| 0.990 | 0 | 6 | 17 | 13.28 | 18.99 | 0.9433557 | 0.0566443 | 0.0044248 | -0.0014889 | 0.0000329 | 0.0024609 | 0.0029511 |
| 2.910 | 9 | 5 | 51 | 13.51 | 22.21 | 0.9541852 | 0.0458148 | 0.0046277 | -0.0049158 | 0.0026287 | 0.0031983 | 0.0008547 |
| 1.555 | 4 | 5 | 32 | 14.51 | 20.88 | 0.9982072 | 0.0017928 | 0.0047310 | 0.0029869 | 0.0012734 | 0.0051651 | 0.0008324 |
| 4.140 | 11 | 6 | 28 | 18.68 | 27.14 | 0.9996055 | 0.0003945 | 0.0049293 | 0.0058819 | 0.0003441 | 0.0142196 | 0.0042695 |
| 5.610 | 11 | 6 | 17 | 21.61 | 29.50 | 0.9984764 | 0.0015236 | 0.0049778 | 0.0025554 | 0.0003465 | 0.0016526 | 0.0006065 |
| 1.200 | 0 | 4 | 33 | 15.02 | 20.42 | 0.9661747 | 0.0338253 | 0.0050901 | 0.0035975 | 0.0008039 | 0.0076620 | -0.0006557 |
| 1.545 | 9 | 5 | 22 | 16.14 | 18.48 | 0.9987848 | 0.0012152 | 0.0051824 | 0.0030484 | 0.0005464 | 0.0041607 | 0.0000000 |
| 2.960 | 29 | 6 | 20 | 16.08 | 22.29 | 0.9841057 | 0.0158943 | 0.0054227 | 0.0040893 | 0.0004464 | 0.0054546 | -0.0004733 |
| 5.340 | 16 | 6 | 11 | 20.89 | 19.46 | 0.9742170 | 0.0257830 | 0.0054520 | 0.0062195 | 0.0004995 | 0.0029138 | -0.0011237 |
| 1.375 | 7 | 3 | 19 | 22.47 | 21.16 | 0.9970938 | 0.0029062 | 0.0055965 | 0.0023008 | 0.0010060 | 0.0054939 | 0.0011502 |
| 2.535 | 4 | 6 | 47 | 12.36 | 23.00 | 0.9005812 | 0.0994188 | 0.0056701 | -0.0057221 | 0.0008274 | 0.0073900 | 0.0025362 |
| 2.850 | 24 | 6 | 19 | 25.70 | 26.02 | 0.9971018 | 0.0028982 | 0.0057227 | 0.0058364 | 0.0007389 | 0.0094042 | 0.0006286 |
| 2.250 | 1 | 6 | 0 | 23.57 | 26.17 | 0.9876311 | 0.0123689 | 0.0061347 | 0.0034159 | 0.0009393 | 0.0057415 | -0.0003859 |
| 1.610 | 0 | 4 | 49 | 21.90 | 23.33 | 0.9148168 | 0.0851832 | 0.0064197 | 0.0062917 | -0.0001790 | 0.0013106 | -0.0094489 |
| 1.860 | 11 | 6 | 0 | 20.84 | 20.84 | 1.0000000 | 0.0000000 | 0.0064586 | 0.0067780 | 0.0006283 | 0.0034352 | 0.0009393 |
| 5.040 | 26 | 6 | 28 | 25.50 | 27.79 | 0.9952498 | 0.0047502 | 0.0064905 | 0.0034451 | 0.0014062 | 0.0105713 | 0.0010465 |
| 4.410 | 8 | 6 | 0 | 15.15 | 27.17 | 0.9990476 | 0.0009524 | 0.0067951 | 0.0025146 | 0.0006906 | 0.0045832 | 0.0015037 |
| 1.565 | 14 | 6 | 3 | 15.72 | 21.68 | 0.9962434 | 0.0037566 | 0.0067960 | 0.0071488 | 0.0009698 | 0.0053097 | 0.0008236 |
| 2.070 | 2 | 5 | 6 | 17.36 | 22.33 | 1.0000000 | 0.0000000 | 0.0068000 | 0.0025880 | 0.0010669 | 0.0026995 | 0.0019918 |
| 2.015 | 2 | 6 | 13 | 13.99 | 28.50 | 1.0000000 | 0.0000000 | 0.0073264 | 0.0023914 | 0.0009684 | 0.0020475 | 0.0012759 |
| 1.500 | 0 | 3 | 9 | 20.17 | 21.84 | 0.9926790 | 0.0073210 | 0.0078514 | 0.0025343 | 0.0001720 | 0.0057487 | 0.0007659 |
| 2.365 | 5 | 6 | 12 | 15.57 | 20.96 | 1.0000000 | 0.0000000 | 0.0082018 | 0.0037469 | 0.0010230 | 0.0084761 | 0.0006503 |
| 5.380 | 166 | 6 | 14 | 13.98 | 20.49 | 0.9185196 | 0.0814804 | 0.0082934 | 0.0023077 | -0.0113059 | 0.0039985 | 0.0010920 |
| 0.000 | 0 | 0 | 59 | 2.73 | 10.00 | 0.5292926 | 0.4707074 | 0.0257661 | 0.0215655 | -0.0010534 | 0.0523077 | 0.0037028 |
| 0.000 | 3 | 0 | 24 | 18.12 | 14.48 | 0.6331434 | 0.3668566 | 0.0458354 | -0.0069338 | -0.0021684 | 0.1003635 | -0.0034516 |
| 0.000 | 20 | 2 | 41 | 13.46 | 14.42 | 0.6553730 | 0.3446270 | 0.0548297 | -0.0015873 | -0.0026556 | 0.0896235 | -0.0026991 |
column 2
Oznake
Prediktori
- KVIZ2 - suma svih bodova na kvizovima između prvog i drugog kolokvija
- VID_2 - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- M2 - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- D2 - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
- KOL1_bodovi - ukupni broj bodova na prvom kolokviju
Response
- KOL2 - ukupni broj bodova na drugom kolokviju
Vjerojatnosti
- class_1 - predikcija vjerojatnosti da se na drugom kolokviju ostvarilo barem 15 bodova
- class_0 - predikcija vjerojatnosti da se na drugom kolokviju ostvarilo manje 15 bodova
Lokalne važnosti varijabli
- KVIZ - lokalna važnost varijable KVIZ2
- KOL1 - lokalna važnost vatijable KOL1_bodovi
- VIDEO - lokalna važnost varijable VID_2
- DOLASCI - lokalna važnost varijable D2
- MATERIJALI - lokalna važnost varijable M2
4. model - opis i varijable
Column 1
4. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- VIDEO - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
- KOL1 - ukupni broj bodova na prvom kolokviju
Response - Klasifikacija studenata na temelju broja bodova na drugom kolokviju.
- 1 - ako je na drugom kolokviju ukupni broj bodova unutar intervala [0,7.5]
- 2 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (7.5,15]
- 3 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (15,22.5]
- 4 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (22.5,30]
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
Važnost prediktora (Gini)
Važnost prediktora (permutacija)
4. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 1089 29 roc_auc hand_till 0.787 10 0.0439 Preprocessor1_Mode…
2 3 1002 27 roc_auc hand_till 0.786 10 0.0445 Preprocessor1_Mode…
3 3 928 29 roc_auc hand_till 0.784 10 0.0435 Preprocessor1_Mode…
4 3 1187 24 roc_auc hand_till 0.783 10 0.0416 Preprocessor1_Mode…
5 3 1375 25 roc_auc hand_till 0.783 10 0.0443 Preprocessor1_Mode…
6 3 452 30 roc_auc hand_till 0.782 10 0.0437 Preprocessor1_Mode…
7 3 929 26 roc_auc hand_till 0.781 10 0.0441 Preprocessor1_Mode…
8 3 1026 28 roc_auc hand_till 0.781 10 0.0427 Preprocessor1_Mode…
9 3 903 28 roc_auc hand_till 0.781 10 0.0429 Preprocessor1_Mode…
10 3 1099 22 roc_auc hand_till 0.780 10 0.0468 Preprocessor1_Mode…
11 3 619 23 roc_auc hand_till 0.780 10 0.0470 Preprocessor1_Mode…
12 3 998 26 roc_auc hand_till 0.780 10 0.0428 Preprocessor1_Mode…
13 3 1025 25 roc_auc hand_till 0.780 10 0.0476 Preprocessor1_Mode…
14 3 803 24 roc_auc hand_till 0.780 10 0.0474 Preprocessor1_Mode…
15 3 1334 27 roc_auc hand_till 0.780 10 0.0438 Preprocessor1_Mode…
16 3 1020 26 roc_auc hand_till 0.780 10 0.0481 Preprocessor1_Mode…
17 2 1181 28 roc_auc hand_till 0.779 10 0.0450 Preprocessor1_Mode…
18 3 1398 30 roc_auc hand_till 0.779 10 0.0435 Preprocessor1_Mode…
19 3 612 28 roc_auc hand_till 0.779 10 0.0448 Preprocessor1_Mode…
20 3 1194 26 roc_auc hand_till 0.779 10 0.0436 Preprocessor1_Mode…
21 3 400 25 roc_auc hand_till 0.779 10 0.0413 Preprocessor1_Mode…
22 2 1072 28 roc_auc hand_till 0.779 10 0.0476 Preprocessor1_Mode…
23 3 1161 29 roc_auc hand_till 0.779 10 0.0439 Preprocessor1_Mode…
24 3 642 31 roc_auc hand_till 0.778 10 0.0433 Preprocessor1_Mode…
25 3 1265 29 roc_auc hand_till 0.778 10 0.0432 Preprocessor1_Mode…
26 2 1488 23 roc_auc hand_till 0.778 10 0.0460 Preprocessor1_Mode…
27 2 468 19 roc_auc hand_till 0.778 10 0.0478 Preprocessor1_Mode…
28 3 1273 29 roc_auc hand_till 0.778 10 0.0436 Preprocessor1_Mode…
29 2 875 24 roc_auc hand_till 0.778 10 0.0469 Preprocessor1_Mode…
30 3 1253 28 roc_auc hand_till 0.778 10 0.0442 Preprocessor1_Mode…
31 3 1036 27 roc_auc hand_till 0.778 10 0.0444 Preprocessor1_Mode…
32 2 877 24 roc_auc hand_till 0.778 10 0.0481 Preprocessor1_Mode…
33 2 891 19 roc_auc hand_till 0.778 10 0.0487 Preprocessor1_Mode…
34 2 642 20 roc_auc hand_till 0.778 10 0.0502 Preprocessor1_Mode…
35 2 1161 27 roc_auc hand_till 0.777 10 0.0479 Preprocessor1_Mode…
36 3 1376 27 roc_auc hand_till 0.777 10 0.0441 Preprocessor1_Mode…
37 3 1249 19 roc_auc hand_till 0.777 10 0.0485 Preprocessor1_Mode…
38 3 976 26 roc_auc hand_till 0.777 10 0.0469 Preprocessor1_Mode…
39 3 1311 26 roc_auc hand_till 0.777 10 0.0426 Preprocessor1_Mode…
40 3 979 25 roc_auc hand_till 0.777 10 0.0468 Preprocessor1_Mode…
41 2 1330 25 roc_auc hand_till 0.777 10 0.0475 Preprocessor1_Mode…
42 3 864 30 roc_auc hand_till 0.777 10 0.0430 Preprocessor1_Mode…
43 3 1471 31 roc_auc hand_till 0.777 10 0.0452 Preprocessor1_Mode…
44 3 1286 27 roc_auc hand_till 0.777 10 0.0434 Preprocessor1_Mode…
45 2 1371 24 roc_auc hand_till 0.777 10 0.0466 Preprocessor1_Mode…
46 2 997 27 roc_auc hand_till 0.777 10 0.0466 Preprocessor1_Mode…
47 2 576 28 roc_auc hand_till 0.777 10 0.0481 Preprocessor1_Mode…
48 3 1149 26 roc_auc hand_till 0.776 10 0.0477 Preprocessor1_Mode…
49 3 1367 28 roc_auc hand_till 0.776 10 0.0432 Preprocessor1_Mode…
50 3 773 28 roc_auc hand_till 0.776 10 0.0432 Preprocessor1_Mode…
51 3 1288 31 roc_auc hand_till 0.776 10 0.0457 Preprocessor1_Mode…
52 3 707 34 roc_auc hand_till 0.776 10 0.0436 Preprocessor1_Mode…
53 2 1403 25 roc_auc hand_till 0.776 10 0.0458 Preprocessor1_Mode…
54 2 1076 29 roc_auc hand_till 0.776 10 0.0464 Preprocessor1_Mode…
55 3 1251 32 roc_auc hand_till 0.776 10 0.0432 Preprocessor1_Mode…
56 2 1218 27 roc_auc hand_till 0.776 10 0.0456 Preprocessor1_Mode…
57 2 1197 26 roc_auc hand_till 0.776 10 0.0456 Preprocessor1_Mode…
58 3 1423 34 roc_auc hand_till 0.776 10 0.0467 Preprocessor1_Mode…
59 2 935 26 roc_auc hand_till 0.776 10 0.0458 Preprocessor1_Mode…
60 2 873 25 roc_auc hand_till 0.776 10 0.0478 Preprocessor1_Mode…
61 3 1087 26 roc_auc hand_till 0.776 10 0.0456 Preprocessor1_Mode…
62 3 1210 29 roc_auc hand_till 0.776 10 0.0434 Preprocessor1_Mode…
63 3 1326 29 roc_auc hand_till 0.776 10 0.0431 Preprocessor1_Mode…
64 3 678 30 roc_auc hand_till 0.776 10 0.0465 Preprocessor1_Mode…
65 2 1360 24 roc_auc hand_till 0.775 10 0.0464 Preprocessor1_Mode…
66 2 424 23 roc_auc hand_till 0.775 10 0.0460 Preprocessor1_Mode…
67 3 773 30 roc_auc hand_till 0.775 10 0.0433 Preprocessor1_Mode…
68 3 1480 28 roc_auc hand_till 0.775 10 0.0437 Preprocessor1_Mode…
69 3 1058 26 roc_auc hand_till 0.775 10 0.0487 Preprocessor1_Mode…
70 3 1238 34 roc_auc hand_till 0.775 10 0.0462 Preprocessor1_Mode…
71 3 725 33 roc_auc hand_till 0.775 10 0.0429 Preprocessor1_Mode…
72 2 1405 18 roc_auc hand_till 0.775 10 0.0479 Preprocessor1_Mode…
73 2 464 17 roc_auc hand_till 0.775 10 0.0476 Preprocessor1_Mode…
74 2 1122 28 roc_auc hand_till 0.775 10 0.0456 Preprocessor1_Mode…
75 3 1471 29 roc_auc hand_till 0.775 10 0.0409 Preprocessor1_Mode…
76 2 1351 23 roc_auc hand_till 0.775 10 0.0463 Preprocessor1_Mode…
77 3 1257 37 roc_auc hand_till 0.775 10 0.0460 Preprocessor1_Mode…
78 3 1375 32 roc_auc hand_till 0.775 10 0.0453 Preprocessor1_Mode…
79 3 1399 29 roc_auc hand_till 0.775 10 0.0432 Preprocessor1_Mode…
80 2 828 27 roc_auc hand_till 0.775 10 0.0471 Preprocessor1_Mode…
81 3 764 30 roc_auc hand_till 0.775 10 0.0459 Preprocessor1_Mode…
82 2 579 23 roc_auc hand_till 0.775 10 0.0476 Preprocessor1_Mode…
83 2 1474 29 roc_auc hand_till 0.774 10 0.0449 Preprocessor1_Mode…
84 3 649 23 roc_auc hand_till 0.774 10 0.0466 Preprocessor1_Mode…
85 2 1246 23 roc_auc hand_till 0.774 10 0.0455 Preprocessor1_Mode…
86 3 1041 26 roc_auc hand_till 0.774 10 0.0412 Preprocessor1_Mode…
87 2 1337 26 roc_auc hand_till 0.774 10 0.0454 Preprocessor1_Mode…
88 3 520 31 roc_auc hand_till 0.774 10 0.0484 Preprocessor1_Mode…
89 3 633 22 roc_auc hand_till 0.774 10 0.0475 Preprocessor1_Mode…
90 2 1071 21 roc_auc hand_till 0.774 10 0.0492 Preprocessor1_Mode…
91 3 1092 27 roc_auc hand_till 0.774 10 0.0437 Preprocessor1_Mode…
92 3 1375 26 roc_auc hand_till 0.774 10 0.0460 Preprocessor1_Mode…
93 3 1433 33 roc_auc hand_till 0.774 10 0.0477 Preprocessor1_Mode…
94 3 1000 31 roc_auc hand_till 0.774 10 0.0460 Preprocessor1_Mode…
95 2 898 23 roc_auc hand_till 0.774 10 0.0462 Preprocessor1_Mode…
96 3 1349 25 roc_auc hand_till 0.774 10 0.0469 Preprocessor1_Mode…
97 2 1067 23 roc_auc hand_till 0.774 10 0.0460 Preprocessor1_Mode…
98 2 638 22 roc_auc hand_till 0.774 10 0.0482 Preprocessor1_Mode…
99 2 432 16 roc_auc hand_till 0.774 10 0.0475 Preprocessor1_Mode…
100 2 1033 28 roc_auc hand_till 0.774 10 0.0463 Preprocessor1_Mode…
101 2 1271 19 roc_auc hand_till 0.773 10 0.0484 Preprocessor1_Mode…
102 2 1213 25 roc_auc hand_till 0.773 10 0.0453 Preprocessor1_Mode…
103 2 856 25 roc_auc hand_till 0.773 10 0.0454 Preprocessor1_Mode…
104 2 595 28 roc_auc hand_till 0.773 10 0.0454 Preprocessor1_Mode…
105 3 1308 22 roc_auc hand_till 0.773 10 0.0501 Preprocessor1_Mode…
106 3 1353 33 roc_auc hand_till 0.773 10 0.0483 Preprocessor1_Mode…
107 3 798 36 roc_auc hand_till 0.773 10 0.0451 Preprocessor1_Mode…
108 3 704 31 roc_auc hand_till 0.773 10 0.0435 Preprocessor1_Mode…
109 3 934 27 roc_auc hand_till 0.773 10 0.0421 Preprocessor1_Mode…
110 3 708 26 roc_auc hand_till 0.773 10 0.0452 Preprocessor1_Mode…
111 3 1201 29 roc_auc hand_till 0.773 10 0.0425 Preprocessor1_Mode…
112 3 418 39 roc_auc hand_till 0.773 10 0.0444 Preprocessor1_Mode…
113 3 765 38 roc_auc hand_till 0.773 10 0.0442 Preprocessor1_Mode…
114 3 1242 31 roc_auc hand_till 0.773 10 0.0462 Preprocessor1_Mode…
115 3 404 35 roc_auc hand_till 0.773 10 0.0435 Preprocessor1_Mode…
116 2 1416 23 roc_auc hand_till 0.773 10 0.0502 Preprocessor1_Mode…
117 2 1180 25 roc_auc hand_till 0.773 10 0.0476 Preprocessor1_Mode…
118 3 439 32 roc_auc hand_till 0.773 10 0.0415 Preprocessor1_Mode…
119 3 567 40 roc_auc hand_till 0.773 10 0.0471 Preprocessor1_Mode…
120 3 892 31 roc_auc hand_till 0.773 10 0.0478 Preprocessor1_Mode…
121 3 730 27 roc_auc hand_till 0.773 10 0.0454 Preprocessor1_Mode…
122 3 921 30 roc_auc hand_till 0.773 10 0.0451 Preprocessor1_Mode…
123 3 1137 31 roc_auc hand_till 0.773 10 0.0425 Preprocessor1_Mode…
124 2 997 31 roc_auc hand_till 0.773 10 0.0454 Preprocessor1_Mode…
125 2 747 27 roc_auc hand_till 0.773 10 0.0454 Preprocessor1_Mode…
126 2 1095 31 roc_auc hand_till 0.773 10 0.0488 Preprocessor1_Mode…
127 2 833 19 roc_auc hand_till 0.773 10 0.0481 Preprocessor1_Mode…
128 3 513 29 roc_auc hand_till 0.773 10 0.0449 Preprocessor1_Mode…
129 3 908 37 roc_auc hand_till 0.773 10 0.0454 Preprocessor1_Mode…
130 2 1298 25 roc_auc hand_till 0.772 10 0.0459 Preprocessor1_Mode…
131 3 1250 33 roc_auc hand_till 0.772 10 0.0449 Preprocessor1_Mode…
132 2 1305 31 roc_auc hand_till 0.772 10 0.0463 Preprocessor1_Mode…
133 2 1349 19 roc_auc hand_till 0.772 10 0.0497 Preprocessor1_Mode…
134 3 983 24 roc_auc hand_till 0.772 10 0.0493 Preprocessor1_Mode…
135 3 775 28 roc_auc hand_till 0.772 10 0.0429 Preprocessor1_Mode…
136 3 1134 35 roc_auc hand_till 0.772 10 0.0457 Preprocessor1_Mode…
137 3 1256 34 roc_auc hand_till 0.772 10 0.0477 Preprocessor1_Mode…
138 2 1341 23 roc_auc hand_till 0.772 10 0.0489 Preprocessor1_Mode…
139 2 852 24 roc_auc hand_till 0.772 10 0.0494 Preprocessor1_Mode…
140 3 1078 31 roc_auc hand_till 0.772 10 0.0475 Preprocessor1_Mode…
141 2 827 21 roc_auc hand_till 0.772 10 0.0477 Preprocessor1_Mode…
142 2 768 28 roc_auc hand_till 0.772 10 0.0459 Preprocessor1_Mode…
143 2 1497 27 roc_auc hand_till 0.772 10 0.0458 Preprocessor1_Mode…
144 2 634 19 roc_auc hand_till 0.772 10 0.0524 Preprocessor1_Mode…
145 2 1372 31 roc_auc hand_till 0.772 10 0.0502 Preprocessor1_Mode…
146 3 407 28 roc_auc hand_till 0.772 10 0.0425 Preprocessor1_Mode…
147 2 1323 23 roc_auc hand_till 0.772 10 0.0476 Preprocessor1_Mode…
148 2 634 21 roc_auc hand_till 0.772 10 0.0460 Preprocessor1_Mode…
149 2 1119 29 roc_auc hand_till 0.772 10 0.0465 Preprocessor1_Mode…
150 3 664 40 roc_auc hand_till 0.772 10 0.0461 Preprocessor1_Mode…
151 3 1224 30 roc_auc hand_till 0.772 10 0.0399 Preprocessor1_Mode…
152 2 739 30 roc_auc hand_till 0.772 10 0.0451 Preprocessor1_Mode…
153 2 1410 28 roc_auc hand_till 0.772 10 0.0450 Preprocessor1_Mode…
154 2 1120 20 roc_auc hand_till 0.772 10 0.0467 Preprocessor1_Mode…
155 3 591 23 roc_auc hand_till 0.772 10 0.0467 Preprocessor1_Mode…
156 3 923 40 roc_auc hand_till 0.772 10 0.0449 Preprocessor1_Mode…
157 3 1316 31 roc_auc hand_till 0.771 10 0.0431 Preprocessor1_Mode…
158 3 1311 31 roc_auc hand_till 0.771 10 0.0454 Preprocessor1_Mode…
159 3 1298 32 roc_auc hand_till 0.771 10 0.0424 Preprocessor1_Mode…
160 2 667 20 roc_auc hand_till 0.771 10 0.0491 Preprocessor1_Mode…
161 3 1066 26 roc_auc hand_till 0.771 10 0.0457 Preprocessor1_Mode…
162 3 929 35 roc_auc hand_till 0.771 10 0.0454 Preprocessor1_Mode…
163 3 661 25 roc_auc hand_till 0.771 10 0.0496 Preprocessor1_Mode…
164 2 1167 23 roc_auc hand_till 0.771 10 0.0511 Preprocessor1_Mode…
165 2 1241 28 roc_auc hand_till 0.771 10 0.0462 Preprocessor1_Mode…
166 2 1346 31 roc_auc hand_till 0.771 10 0.0459 Preprocessor1_Mode…
167 3 1072 37 roc_auc hand_till 0.771 10 0.0440 Preprocessor1_Mode…
168 2 1373 21 roc_auc hand_till 0.771 10 0.0476 Preprocessor1_Mode…
169 3 801 39 roc_auc hand_till 0.771 10 0.0448 Preprocessor1_Mode…
170 2 1032 22 roc_auc hand_till 0.771 10 0.0496 Preprocessor1_Mode…
171 3 1424 36 roc_auc hand_till 0.771 10 0.0455 Preprocessor1_Mode…
172 3 1414 25 roc_auc hand_till 0.771 10 0.0475 Preprocessor1_Mode…
173 3 1174 22 roc_auc hand_till 0.771 10 0.0500 Preprocessor1_Mode…
174 2 419 32 roc_auc hand_till 0.771 10 0.0456 Preprocessor1_Mode…
175 3 609 35 roc_auc hand_till 0.770 10 0.0415 Preprocessor1_Mode…
176 3 422 30 roc_auc hand_till 0.770 10 0.0452 Preprocessor1_Mode…
177 2 945 17 roc_auc hand_till 0.770 10 0.0481 Preprocessor1_Mode…
178 2 577 31 roc_auc hand_till 0.770 10 0.0447 Preprocessor1_Mode…
179 2 1304 31 roc_auc hand_till 0.770 10 0.0477 Preprocessor1_Mode…
180 2 925 21 roc_auc hand_till 0.770 10 0.0486 Preprocessor1_Mode…
181 2 1169 30 roc_auc hand_till 0.770 10 0.0496 Preprocessor1_Mode…
182 2 1280 22 roc_auc hand_till 0.770 10 0.0484 Preprocessor1_Mode…
183 2 915 29 roc_auc hand_till 0.770 10 0.0463 Preprocessor1_Mode…
184 3 1200 21 roc_auc hand_till 0.770 10 0.0496 Preprocessor1_Mode…
185 2 477 23 roc_auc hand_till 0.770 10 0.0468 Preprocessor1_Mode…
186 2 457 27 roc_auc hand_till 0.77 10 0.0416 Preprocessor1_Mode…
187 2 739 25 roc_auc hand_till 0.77 10 0.0443 Preprocessor1_Mode…
188 2 460 15 roc_auc hand_till 0.770 10 0.0465 Preprocessor1_Mode…
189 3 449 26 roc_auc hand_till 0.770 10 0.0453 Preprocessor1_Mode…
190 3 653 20 roc_auc hand_till 0.770 10 0.0498 Preprocessor1_Mode…
191 2 896 26 roc_auc hand_till 0.770 10 0.0493 Preprocessor1_Mode…
192 2 709 30 roc_auc hand_till 0.770 10 0.0455 Preprocessor1_Mode…
193 3 1302 21 roc_auc hand_till 0.770 10 0.0503 Preprocessor1_Mode…
194 3 1068 33 roc_auc hand_till 0.770 10 0.0480 Preprocessor1_Mode…
195 2 541 34 roc_auc hand_till 0.770 10 0.0512 Preprocessor1_Mode…
196 3 700 39 roc_auc hand_till 0.770 10 0.0460 Preprocessor1_Mode…
197 3 1365 19 roc_auc hand_till 0.770 10 0.0497 Preprocessor1_Mode…
198 2 805 28 roc_auc hand_till 0.770 10 0.0462 Preprocessor1_Mode…
199 2 776 26 roc_auc hand_till 0.770 10 0.0456 Preprocessor1_Mode…
200 2 434 26 roc_auc hand_till 0.770 10 0.0445 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 999 35 mcc multiclass 0.503 10 0.0747 Preprocessor1_Mode…
2 2 413 39 mcc multiclass 0.503 10 0.0747 Preprocessor1_Mode…
3 2 510 38 mcc multiclass 0.503 10 0.0747 Preprocessor1_Mode…
4 2 684 38 mcc multiclass 0.503 10 0.0747 Preprocessor1_Mode…
5 3 798 36 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
6 3 667 38 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
7 2 789 31 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
8 3 642 31 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
9 3 1195 40 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
10 3 1268 36 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
11 3 531 39 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
12 2 867 30 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
13 3 594 37 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
14 3 933 40 mcc multiclass 0.502 10 0.0629 Preprocessor1_Mode…
15 3 1242 31 mcc multiclass 0.499 10 0.0628 Preprocessor1_Mode…
16 3 440 34 mcc multiclass 0.498 10 0.0631 Preprocessor1_Mode…
17 2 1452 33 mcc multiclass 0.498 10 0.0631 Preprocessor1_Mode…
18 3 520 31 mcc multiclass 0.489 10 0.0683 Preprocessor1_Mode…
19 3 602 33 mcc multiclass 0.489 10 0.0683 Preprocessor1_Mode…
20 2 524 38 mcc multiclass 0.487 10 0.0762 Preprocessor1_Mode…
21 3 404 35 mcc multiclass 0.487 10 0.0644 Preprocessor1_Mode…
22 2 514 40 mcc multiclass 0.486 10 0.0678 Preprocessor1_Mode…
23 2 962 25 mcc multiclass 0.483 10 0.0619 Preprocessor1_Mode…
24 2 864 20 mcc multiclass 0.483 10 0.0618 Preprocessor1_Mode…
25 2 1483 37 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
26 3 445 40 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
27 2 1455 36 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
28 3 582 39 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
29 2 997 31 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
30 2 749 38 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
31 2 522 37 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
32 2 1410 35 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
33 2 537 30 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
34 2 1083 36 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
35 2 486 39 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
36 2 947 35 mcc multiclass 0.482 10 0.0678 Preprocessor1_Mode…
37 2 476 36 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
38 2 1071 27 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
39 2 739 30 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
40 2 1345 23 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
41 2 1488 23 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
42 2 1398 30 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
43 2 1448 27 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
44 2 709 30 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
45 2 680 33 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
46 2 432 31 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
47 2 1337 26 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
48 2 760 29 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
49 2 1231 30 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
50 2 1283 33 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
51 2 1360 32 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
52 2 1330 25 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
53 2 1403 25 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
54 2 757 26 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
55 2 1079 32 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
56 2 1095 31 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
57 2 1323 23 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
58 2 659 26 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
59 2 419 26 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
60 2 419 32 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
61 2 541 34 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
62 2 1281 33 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
63 2 539 37 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
64 2 852 24 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
65 2 929 31 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
66 2 1076 29 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
67 2 1122 28 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
68 2 1197 26 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
69 2 768 28 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
70 2 1088 32 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
71 2 1033 28 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
72 2 1346 31 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
73 2 697 22 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
74 2 915 29 mcc multiclass 0.482 10 0.0621 Preprocessor1_Mode…
75 3 1228 32 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
76 3 772 39 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
77 3 707 34 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
78 3 1433 33 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
79 3 825 34 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
80 3 915 37 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
81 3 539 33 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
82 3 1391 37 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
83 3 1251 32 mcc multiclass 0.482 10 0.0542 Preprocessor1_Mode…
84 3 1401 35 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
85 3 1314 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
86 3 1353 33 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
87 3 1147 39 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
88 3 773 34 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
89 3 1225 32 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
90 3 576 38 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
91 3 1044 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
92 3 1205 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
93 3 1360 32 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
94 3 1423 34 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
95 3 1217 38 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
96 3 1424 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
97 3 1063 33 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
98 3 496 39 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
99 3 1304 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
100 3 908 33 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
101 3 930 35 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
102 3 1137 31 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
103 3 1471 29 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
104 3 663 39 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
105 3 1260 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
106 3 626 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
107 3 409 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
108 3 1255 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
109 3 1138 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
110 3 765 38 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
111 2 1241 28 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
112 3 1250 33 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
113 3 869 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
114 3 1037 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
115 3 1134 35 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
116 3 908 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
117 3 1257 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
118 3 993 39 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
119 3 933 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
120 3 1486 39 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
121 3 567 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
122 3 1349 34 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
123 3 1058 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
124 3 1046 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
125 3 1395 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
126 3 710 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
127 3 947 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
128 3 870 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
129 3 1301 32 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
130 3 803 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
131 3 734 37 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
132 3 609 35 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
133 3 1449 39 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
134 3 929 35 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
135 3 900 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
136 3 508 39 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
137 3 1034 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
138 3 597 35 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
139 3 1256 34 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
140 3 575 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
141 3 720 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
142 2 785 31 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
143 3 724 35 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
144 3 1169 38 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
145 3 1347 40 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
146 3 588 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
147 3 1287 36 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
148 3 700 39 mcc multiclass 0.481 10 0.0545 Preprocessor1_Mode…
149 2 1187 20 mcc multiclass 0.474 10 0.0670 Preprocessor1_Mode…
150 2 434 26 mcc multiclass 0.474 10 0.0670 Preprocessor1_Mode…
151 2 1032 22 mcc multiclass 0.474 10 0.0670 Preprocessor1_Mode…
152 2 1213 25 mcc multiclass 0.474 10 0.0670 Preprocessor1_Mode…
153 2 642 20 mcc multiclass 0.474 10 0.0664 Preprocessor1_Mode…
154 3 934 27 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
155 3 1376 27 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
156 3 892 31 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
157 3 1316 31 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
158 3 1002 27 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
159 3 928 29 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
160 3 1092 27 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
161 3 1089 29 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
162 3 1326 29 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
163 3 1224 30 mcc multiclass 0.473 10 0.0594 Preprocessor1_Mode…
164 2 634 19 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
165 2 1498 19 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
166 2 1298 25 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
167 2 1343 24 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
168 2 469 24 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
169 2 846 18 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
170 2 506 28 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
171 2 730 26 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
172 2 477 23 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
173 2 1096 20 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
174 2 1280 22 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
175 2 1341 23 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
176 2 772 22 mcc multiclass 0.473 10 0.0672 Preprocessor1_Mode…
177 3 1350 29 mcc multiclass 0.472 10 0.0602 Preprocessor1_Mode…
178 3 538 33 mcc multiclass 0.472 10 0.0602 Preprocessor1_Mode…
179 3 678 30 mcc multiclass 0.472 10 0.0602 Preprocessor1_Mode…
180 3 452 30 mcc multiclass 0.472 10 0.0602 Preprocessor1_Mode…
181 3 1114 34 mcc multiclass 0.472 10 0.0602 Preprocessor1_Mode…
182 3 612 28 mcc multiclass 0.472 10 0.0602 Preprocessor1_Mode…
183 3 1471 31 mcc multiclass 0.472 10 0.0602 Preprocessor1_Mode…
184 3 418 39 mcc multiclass 0.471 10 0.0750 Preprocessor1_Mode…
185 2 1150 22 mcc multiclass 0.468 10 0.0632 Preprocessor1_Mode…
186 2 947 19 mcc multiclass 0.468 10 0.0632 Preprocessor1_Mode…
187 2 1299 22 mcc multiclass 0.467 10 0.0526 Preprocessor1_Mode…
188 2 1149 24 mcc multiclass 0.467 10 0.0526 Preprocessor1_Mode…
189 2 1349 19 mcc multiclass 0.467 10 0.0526 Preprocessor1_Mode…
190 2 739 25 mcc multiclass 0.467 10 0.0526 Preprocessor1_Mode…
191 2 1371 24 mcc multiclass 0.467 10 0.0526 Preprocessor1_Mode…
192 2 892 21 mcc multiclass 0.467 10 0.0526 Preprocessor1_Mode…
193 2 731 34 mcc multiclass 0.466 10 0.0690 Preprocessor1_Mode…
194 2 1290 29 mcc multiclass 0.466 10 0.0633 Preprocessor1_Mode…
195 2 963 21 mcc multiclass 0.466 10 0.0633 Preprocessor1_Mode…
196 2 776 26 mcc multiclass 0.466 10 0.0633 Preprocessor1_Mode…
197 2 749 27 mcc multiclass 0.466 10 0.0633 Preprocessor1_Mode…
198 2 689 30 mcc multiclass 0.466 10 0.0633 Preprocessor1_Mode…
199 2 1067 23 mcc multiclass 0.466 10 0.0633 Preprocessor1_Mode…
200 2 747 27 mcc multiclass 0.466 10 0.0633 Preprocessor1_Mode…4. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.422 0.288
2 precision macro 0.779 0.352
3 spec macro 0.892 0.782
4 accuracy multiclass 0.77 0.525
5 f_meas macro 0.808 0.366
6 mcc multiclass 0.585 0.132
7 kap multiclass 0.575 0.129
8 roc_auc hand_till 0.924 0.626
9 mn_log_loss multiclass 0.534 1.11 Confusion matrix
Column 2
ROC curve
Gain curve
4. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
4. model - tablica studenata
Column 1
tablica studenata
| KVIZ2 | VID_2 | D2 | M2 | KOL1_bodovi | KOL2 | class_1 | class_2 | class_3 | class_4 | KVIZ | KOL1 | VIDEO | DOLASCI | MATERIJALI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5.380 | 166 | 6 | 14 | 13.98 | 20.49 | 0.0209659 | 0.0865249 | 0.2434574 | 0.6490518 | -0.0989150 | 0.0141613 | -0.0020725 | -0.0054004 | 0.0118365 |
| 0.750 | 2 | 6 | 29 | 16.09 | 22.83 | 0.0159040 | 0.0512656 | 0.7931943 | 0.1396361 | -0.0948483 | -0.0584775 | -0.0036563 | 0.0063744 | -0.0067206 |
| 3.280 | 0 | 5 | 3 | 6.93 | 20.85 | 0.1019864 | 0.0571010 | 0.3963760 | 0.4445366 | -0.0908542 | 0.0335420 | -0.0041998 | 0.0060565 | 0.0102183 |
| 5.340 | 16 | 6 | 11 | 20.89 | 19.46 | 0.0076390 | 0.0625288 | 0.1539992 | 0.7758329 | -0.0571753 | -0.0230686 | -0.0000847 | -0.0055833 | -0.0075432 |
| 2.015 | 2 | 6 | 13 | 13.99 | 28.50 | 0.0127578 | 0.0368149 | 0.7722791 | 0.1781483 | -0.0511429 | -0.0601671 | -0.0105976 | 0.0119979 | -0.0131650 |
| 2.910 | 9 | 5 | 51 | 13.51 | 22.21 | 0.0320498 | 0.0572224 | 0.4750407 | 0.4356872 | -0.0488067 | 0.0512313 | -0.0024220 | 0.0087627 | 0.0140245 |
| 4.680 | 38 | 6 | 8 | 20.01 | 21.99 | 0.0078385 | 0.1134889 | 0.2023605 | 0.6763121 | -0.0470116 | 0.0094460 | -0.0006746 | -0.0029702 | -0.0259873 |
| 1.860 | 0 | 6 | 23 | 17.64 | 24.88 | 0.0416210 | 0.0434152 | 0.6098042 | 0.3051595 | -0.0435318 | -0.0390663 | -0.0019406 | 0.0126676 | 0.0352457 |
| 0.000 | 3 | 0 | 7 | 17.58 | 22.37 | 0.0902003 | 0.3623346 | 0.3654746 | 0.1819905 | -0.0420459 | 0.0221070 | 0.0027002 | -0.0085215 | 0.0078494 |
| 2.130 | 9 | 6 | 8 | 17.17 | 24.25 | 0.0025089 | 0.0282360 | 0.7858285 | 0.1834266 | -0.0351696 | -0.0568944 | -0.0041385 | 0.0145678 | -0.0422782 |
| 1.265 | 18 | 4 | 68 | 22.36 | 26.43 | 0.0018444 | 0.0163404 | 0.3123550 | 0.6694602 | -0.0350892 | 0.1695060 | 0.0014455 | -0.0062957 | -0.0060729 |
| 1.950 | 9 | 4 | 13 | 17.63 | 25.30 | 0.0483244 | 0.0370579 | 0.7266927 | 0.1879250 | -0.0347977 | -0.0589448 | -0.0031506 | -0.0346699 | 0.0068712 |
| 3.840 | 17 | 6 | 16 | 16.94 | 15.00 | 0.0096255 | 0.0335127 | 0.2959548 | 0.6609071 | -0.0333821 | 0.0011853 | -0.0004805 | -0.0062256 | 0.0094883 |
| 0.380 | 6 | 3 | 24 | 12.95 | 24.01 | 0.0460729 | 0.1286657 | 0.6890798 | 0.1361815 | -0.0331182 | -0.0628969 | -0.0040395 | -0.0084699 | -0.0262936 |
| 1.610 | 0 | 4 | 49 | 21.90 | 23.33 | 0.0286536 | 0.0261062 | 0.4091298 | 0.5361104 | -0.0279652 | 0.0648709 | -0.0018479 | -0.0072594 | 0.0334254 |
| 2.840 | 6 | 5 | 14 | 19.90 | 19.76 | 0.0206957 | 0.0265285 | 0.5226522 | 0.4301235 | -0.0276993 | 0.0273012 | -0.0003046 | 0.0084738 | 0.0162873 |
| 1.245 | 6 | 3 | 34 | 23.71 | 22.80 | 0.0015218 | 0.0091530 | 0.1886878 | 0.8006374 | -0.0185953 | 0.1880607 | -0.0014308 | -0.0013090 | 0.0000198 |
| 0.800 | 0 | 3 | 6 | 23.70 | 24.56 | 0.0050233 | 0.0145254 | 0.2190404 | 0.7614108 | -0.0175552 | 0.1713064 | -0.0003374 | -0.0061510 | -0.0052633 |
| 2.030 | 71 | 6 | 7 | 20.44 | 24.88 | 0.0005433 | 0.1810295 | 0.4748424 | 0.3435848 | -0.0166936 | -0.0348699 | -0.0132235 | 0.0055389 | 0.0315873 |
| 0.710 | 12 | 2 | 12 | 25.08 | 23.53 | 0.0096452 | 0.0654544 | 0.1601777 | 0.7647227 | -0.0166058 | 0.1840985 | -0.0006054 | -0.0154519 | -0.0003574 |
| 2.360 | 8 | 6 | 21 | 19.80 | 17.51 | 0.0075990 | 0.0267290 | 0.5304956 | 0.4351764 | -0.0152737 | 0.0370061 | -0.0027568 | -0.0071378 | 0.0177681 |
| 2.125 | 13 | 6 | 18 | 22.00 | 18.94 | 0.0000913 | 0.0025886 | 0.0748576 | 0.9224625 | -0.0146661 | -0.1736842 | -0.0011835 | -0.0058278 | -0.0029091 |
| 0.390 | 0 | 2 | 8 | 13.02 | 0.00 | 0.0133900 | 0.2891189 | 0.4836040 | 0.2138872 | -0.0142859 | 0.0025442 | 0.0001226 | -0.0005997 | 0.0068350 |
| 0.000 | 0 | 0 | 24 | 6.53 | 20.20 | 0.1365669 | 0.3400727 | 0.3309650 | 0.1923954 | -0.0138953 | 0.0200920 | -0.0000629 | -0.0019708 | -0.0104817 |
| 1.645 | 1 | 6 | 18 | 22.39 | 26.65 | 0.0011634 | 0.0071131 | 0.2188492 | 0.7728744 | -0.0114602 | 0.1576628 | -0.0004155 | 0.0027100 | -0.0088879 |
| 2.535 | 4 | 6 | 47 | 12.36 | 23.00 | 0.0126353 | 0.0514535 | 0.6847151 | 0.2511961 | -0.0110035 | -0.0521458 | 0.0009091 | 0.0143977 | -0.0125671 |
| 2.960 | 29 | 6 | 20 | 16.08 | 22.29 | 0.0132687 | 0.1345680 | 0.2575138 | 0.5946496 | -0.0106710 | 0.0191481 | 0.0021005 | -0.0054999 | -0.0394486 |
| 2.445 | 44 | 6 | 13 | 13.23 | 12.00 | 0.0079972 | 0.0694827 | 0.5174233 | 0.4050969 | -0.0081141 | 0.0108688 | 0.0039012 | -0.0068968 | 0.0129475 |
| 2.330 | 4 | 6 | 22 | 15.85 | 21.61 | 0.0125071 | 0.0310951 | 0.5489784 | 0.4074195 | -0.0068443 | 0.0686441 | -0.0019461 | -0.0099329 | 0.0119509 |
| 1.720 | 12 | 6 | 12 | 10.28 | 13.80 | 0.0076761 | 0.0137250 | 0.8755063 | 0.1030926 | -0.0064752 | 0.0010021 | -0.0010424 | -0.0069087 | -0.0159209 |
| 0.000 | 1 | 0 | 20 | 18.26 | 18.60 | 0.1185302 | 0.3472448 | 0.3370419 | 0.1971832 | -0.0056156 | 0.0293850 | 0.0006542 | 0.0011041 | -0.0124794 |
| 1.305 | 0 | 2 | 48 | 17.87 | 11.38 | 0.0234762 | 0.0472777 | 0.8511483 | 0.0780979 | -0.0047884 | -0.0001950 | -0.0066222 | 0.0141997 | -0.0131197 |
| 2.535 | 14 | 6 | 1 | 14.72 | 19.00 | 0.0086170 | 0.0583614 | 0.5523404 | 0.3806812 | -0.0044634 | 0.0486556 | -0.0044969 | -0.0042065 | 0.0179234 |
| 3.120 | 6 | 4 | 65 | 8.55 | 5.09 | 0.0088509 | 0.0418536 | 0.5321782 | 0.4171173 | -0.0039799 | 0.0021665 | 0.0003906 | -0.0008587 | 0.0031361 |
| 2.710 | 22 | 6 | 20 | 6.51 | 19.10 | 0.0364797 | 0.1233025 | 0.4568047 | 0.3834131 | -0.0026658 | 0.0505649 | -0.0029438 | -0.0028301 | -0.0026760 |
| 2.630 | 16 | 6 | 4 | 10.59 | 20.62 | 0.0193673 | 0.0876429 | 0.5727687 | 0.3202211 | -0.0020673 | 0.0598991 | 0.0017316 | -0.0029706 | 0.0243438 |
| 2.185 | 13 | 6 | 27 | 14.42 | 20.87 | 0.0065199 | 0.0565313 | 0.5728286 | 0.3641203 | -0.0013952 | 0.0539369 | 0.0061747 | -0.0030780 | 0.0193088 |
| 1.655 | 0 | 4 | 17 | 22.41 | 22.97 | 0.0016722 | 0.0070324 | 0.1967166 | 0.7945789 | -0.0012496 | 0.1888122 | -0.0003464 | -0.0065538 | -0.0021671 |
| 2.030 | 19 | 6 | 28 | 23.97 | 23.43 | 0.0000000 | 0.0063298 | 0.1051573 | 0.8885129 | 0.0000407 | 0.1696109 | 0.0060130 | 0.0001476 | -0.0033431 |
| 2.365 | 5 | 6 | 12 | 15.57 | 20.96 | 0.0126300 | 0.0331755 | 0.5634222 | 0.3907723 | 0.0007023 | 0.0557508 | 0.0004370 | -0.0041469 | 0.0221756 |
| 5.315 | 30 | 6 | 0 | 24.97 | 26.70 | 0.0017927 | 0.0196324 | 0.1046262 | 0.8739488 | 0.0014982 | 0.0543302 | -0.0063693 | 0.0050398 | -0.0018970 |
| 1.790 | 0 | 4 | 11 | 23.08 | 23.50 | 0.0072757 | 0.0062385 | 0.1435122 | 0.8429735 | 0.0015866 | 0.1535097 | -0.0009847 | -0.0027184 | -0.0018046 |
| 2.275 | 7 | 6 | 18 | 13.85 | 24.28 | 0.0080187 | 0.0361271 | 0.7083492 | 0.2475050 | 0.0053510 | -0.0606291 | -0.0039064 | 0.0079975 | -0.0312208 |
| 2.360 | 9 | 6 | 11 | 23.26 | 27.43 | 0.0001814 | 0.0163357 | 0.0705723 | 0.9129105 | 0.0056960 | 0.0959131 | -0.0007903 | 0.0042854 | -0.0006394 |
| 2.250 | 1 | 6 | 0 | 23.57 | 26.17 | 0.0004213 | 0.0139125 | 0.0626252 | 0.9230410 | 0.0057104 | 0.0954413 | 0.0007923 | 0.0046926 | 0.0018000 |
| 2.135 | 0 | 6 | 38 | 23.66 | 26.23 | 0.0001348 | 0.0051330 | 0.0743791 | 0.9203531 | 0.0057709 | 0.1389313 | -0.0001116 | 0.0035876 | 0.0040479 |
| 1.375 | 7 | 3 | 19 | 22.47 | 21.16 | 0.0005840 | 0.0051298 | 0.0976899 | 0.8965963 | 0.0069124 | -0.2178566 | 0.0003950 | 0.0038328 | 0.0032460 |
| 4.100 | 8 | 6 | 15 | 23.01 | 25.79 | 0.0017117 | 0.0223233 | 0.0690462 | 0.9069187 | 0.0076518 | 0.0479121 | -0.0015566 | 0.0056041 | -0.0011016 |
| 2.165 | 21 | 6 | 4 | 26.29 | 25.15 | 0.0001106 | 0.0070954 | 0.0751453 | 0.9176487 | 0.0083398 | 0.1360298 | -0.0008513 | 0.0028107 | 0.0010753 |
| 4.920 | 16 | 6 | 30 | 24.33 | 29.06 | 0.0016130 | 0.0193895 | 0.0701323 | 0.9088652 | 0.0095279 | 0.0612247 | 0.0006460 | 0.0049161 | -0.0017119 |
| 4.090 | 6 | 6 | 11 | 24.78 | 23.13 | 0.0020458 | 0.0075174 | 0.0649958 | 0.9254410 | 0.0102608 | 0.0602454 | -0.0007850 | 0.0100205 | 0.0011431 |
| 2.270 | 6 | 5 | 9 | 17.05 | 23.57 | 0.0087738 | 0.1145461 | 0.5897292 | 0.2869510 | 0.0103825 | -0.0404141 | -0.0016833 | -0.0206364 | 0.0015576 |
| 2.850 | 24 | 6 | 19 | 25.70 | 26.02 | 0.0001841 | 0.0073195 | 0.0809174 | 0.9115789 | 0.0106231 | 0.1475126 | -0.0007824 | 0.0034763 | 0.0011951 |
| 2.650 | 12 | 6 | 75 | 22.43 | 26.17 | 0.0010477 | 0.0106082 | 0.1600110 | 0.8283330 | 0.0126752 | 0.1141598 | -0.0037621 | 0.0066907 | -0.0052422 |
| 2.955 | 22 | 5 | 32 | 19.10 | 24.77 | 0.0242200 | 0.0519724 | 0.6923143 | 0.2314933 | 0.0134115 | -0.0521655 | -0.0071953 | -0.0276053 | -0.0242461 |
| 0.810 | 5 | 4 | 4 | 9.03 | 22.27 | 0.0226980 | 0.0867884 | 0.7624565 | 0.1280571 | 0.0135893 | 0.0480026 | 0.0044077 | 0.0073056 | 0.0267776 |
| 5.040 | 26 | 6 | 28 | 25.50 | 27.79 | 0.0026992 | 0.0080262 | 0.0774024 | 0.9118722 | 0.0140832 | 0.0712891 | -0.0018440 | 0.0060037 | 0.0006610 |
| 1.990 | 7 | 4 | 4 | 9.68 | 18.20 | 0.0257096 | 0.0712311 | 0.7433229 | 0.1597365 | 0.0150806 | 0.0470345 | 0.0075585 | 0.0081769 | 0.0368755 |
| 2.070 | 2 | 5 | 6 | 17.36 | 22.33 | 0.0193589 | 0.0264426 | 0.6164708 | 0.3377277 | 0.0202175 | 0.0447349 | -0.0011061 | 0.0157828 | -0.0058019 |
| 1.960 | 6 | 6 | 0 | 18.16 | 16.13 | 0.0027095 | 0.0374872 | 0.6197105 | 0.3400929 | 0.0215378 | 0.0527538 | -0.0077011 | -0.0067493 | 0.0128387 |
| 2.045 | 1 | 6 | 11 | 14.34 | 22.17 | 0.0059302 | 0.0357802 | 0.7039550 | 0.2543346 | 0.0216172 | 0.0562322 | -0.0011094 | 0.0012956 | 0.0327805 |
| 0.000 | 3 | 0 | 24 | 18.12 | 14.48 | 0.0494323 | 0.1822821 | 0.4931767 | 0.2751089 | 0.0237926 | 0.0154741 | -0.0061940 | 0.0443194 | -0.0047365 |
| 0.000 | 20 | 2 | 41 | 13.46 | 14.42 | 0.0818750 | 0.1793051 | 0.5145677 | 0.2242522 | 0.0248452 | 0.0221208 | -0.0008633 | 0.0445916 | -0.0137658 |
| 1.860 | 11 | 6 | 0 | 20.84 | 20.84 | 0.0009201 | 0.0283854 | 0.5503889 | 0.4203056 | 0.0252066 | -0.0266047 | 0.0021475 | -0.0054471 | 0.0226653 |
| 2.065 | 11 | 6 | 22 | 16.21 | 21.06 | 0.0038893 | 0.0423077 | 0.6658293 | 0.2879737 | 0.0252497 | 0.0443152 | 0.0008770 | -0.0028785 | 0.0329266 |
| 2.225 | 2 | 6 | 6 | 20.79 | 23.84 | 0.0027828 | 0.1187748 | 0.3966177 | 0.4818248 | 0.0259701 | -0.0135456 | -0.0009810 | 0.0117318 | 0.0298583 |
| 1.205 | 13 | 2 | 7 | 20.46 | 21.64 | 0.0426164 | 0.2665897 | 0.5165527 | 0.1742411 | 0.0268490 | 0.0249496 | -0.0006942 | -0.0569756 | 0.0177163 |
| 1.615 | 4 | 3 | 121 | 19.64 | 20.40 | 0.0685986 | 0.0526167 | 0.5151213 | 0.3636634 | 0.0291972 | 0.0372686 | 0.0031572 | 0.0090721 | -0.0718347 |
| 2.095 | 4 | 5 | 6 | 18.60 | 18.46 | 0.0063615 | 0.0246559 | 0.7561098 | 0.2128729 | 0.0298631 | 0.0553816 | 0.0040150 | 0.0113649 | 0.0325921 |
| 4.375 | 16 | 6 | 8 | 22.35 | 25.27 | 0.0059060 | 0.0123302 | 0.0993131 | 0.8824507 | 0.0300824 | 0.0765459 | -0.0023089 | 0.0098811 | -0.0003223 |
| 1.310 | 54 | 4 | 43 | 15.97 | 17.01 | 0.0531547 | 0.1124850 | 0.5564666 | 0.2778936 | 0.0321735 | 0.0343669 | -0.0225048 | 0.0021445 | -0.0242816 |
| 0.000 | 0 | 0 | 59 | 2.73 | 10.00 | 0.1358210 | 0.1969915 | 0.4752484 | 0.1919391 | 0.0333313 | 0.0145185 | -0.0036276 | 0.0437476 | -0.0148836 |
| 2.900 | 5 | 6 | 10 | 20.87 | 23.02 | 0.0179761 | 0.0203932 | 0.5053894 | 0.4562413 | 0.0340133 | -0.0131992 | -0.0055712 | 0.0153184 | -0.0109723 |
| 1.675 | 2 | 6 | 22 | 13.95 | 18.60 | 0.0094259 | 0.0583045 | 0.7268928 | 0.2053768 | 0.0355900 | 0.0627227 | -0.0020833 | 0.0004111 | 0.0267768 |
| 0.795 | 0 | 6 | 65 | 14.63 | 22.50 | 0.0358739 | 0.0726979 | 0.5685510 | 0.3228772 | 0.0361609 | 0.0489440 | 0.0006649 | -0.0100779 | -0.0220953 |
| 1.570 | 48 | 6 | 2 | 11.61 | 17.28 | 0.0055913 | 0.1322639 | 0.6816098 | 0.1805350 | 0.0374786 | 0.0548065 | -0.0239200 | -0.0011946 | 0.0285046 |
| 1.790 | 8 | 5 | 5 | 18.38 | 19.73 | 0.0030196 | 0.0363433 | 0.7826868 | 0.1779503 | 0.0380346 | 0.0638192 | 0.0004255 | 0.0123497 | 0.0237655 |
| 1.820 | 9 | 4 | 13 | 7.08 | 22.50 | 0.0271472 | 0.0736132 | 0.7684432 | 0.1307965 | 0.0401067 | 0.0552863 | 0.0033692 | 0.0123026 | 0.0210121 |
| 1.545 | 9 | 5 | 22 | 16.14 | 18.48 | 0.0036679 | 0.0484609 | 0.7794438 | 0.1684273 | 0.0452694 | 0.0573783 | 0.0063806 | 0.0112730 | 0.0020996 |
| 1.555 | 4 | 5 | 32 | 14.51 | 20.88 | 0.0063461 | 0.0326446 | 0.8872102 | 0.0737991 | 0.0487111 | 0.0724330 | 0.0083563 | 0.0107222 | 0.0368114 |
| 1.160 | 2 | 3 | 12 | 20.96 | 21.41 | 0.0061343 | 0.0327345 | 0.6355482 | 0.3255830 | 0.0491366 | -0.0223863 | 0.0030634 | 0.0127354 | 0.0258656 |
| 1.570 | 0 | 3 | 15 | 10.12 | 21.79 | 0.0178784 | 0.0870179 | 0.8198083 | 0.0752954 | 0.0501804 | 0.0443592 | 0.0037217 | 0.0036946 | 0.0235309 |
| 0.910 | 13 | 3 | 3 | 17.65 | 19.81 | 0.0285592 | 0.0687590 | 0.6857470 | 0.2169348 | 0.0518823 | 0.0347138 | -0.0015341 | 0.0136821 | 0.0050735 |
| 5.610 | 11 | 6 | 17 | 21.61 | 29.50 | 0.0113998 | 0.0268159 | 0.2655084 | 0.6962759 | 0.0525269 | 0.0095116 | -0.0016223 | 0.0084944 | -0.0016332 |
| 0.990 | 0 | 6 | 17 | 13.28 | 18.99 | 0.0116667 | 0.0661713 | 0.7625059 | 0.1596561 | 0.0532338 | 0.0498734 | -0.0005845 | -0.0018673 | 0.0191747 |
| 1.500 | 0 | 3 | 9 | 20.17 | 21.84 | 0.0160840 | 0.0526042 | 0.7707560 | 0.1605558 | 0.0534259 | 0.0437038 | -0.0015999 | 0.0161344 | 0.0181957 |
| 1.250 | 7 | 4 | 25 | 9.93 | 22.50 | 0.0145526 | 0.0716321 | 0.8313713 | 0.0824439 | 0.0545303 | 0.0736713 | 0.0026232 | 0.0106616 | 0.0281286 |
| 1.565 | 14 | 6 | 3 | 15.72 | 21.68 | 0.0014319 | 0.0628526 | 0.7921092 | 0.1436063 | 0.0556549 | 0.0750406 | 0.0026672 | -0.0007843 | 0.0293476 |
| 3.460 | 81 | 6 | 35 | 16.33 | 26.58 | 0.0129560 | 0.1366089 | 0.3548767 | 0.4955585 | 0.0560444 | -0.0246196 | -0.0289737 | 0.0079046 | -0.0066800 |
| 1.500 | 0 | 4 | 2 | 11.51 | 19.00 | 0.0297307 | 0.0618312 | 0.7553349 | 0.1531032 | 0.0595527 | 0.0621092 | 0.0025971 | 0.0170980 | 0.0129668 |
| 1.600 | 7 | 5 | 86 | 13.28 | 20.56 | 0.0106518 | 0.0435018 | 0.8487947 | 0.0970517 | 0.0602264 | 0.0522268 | 0.0034116 | 0.0127702 | 0.0346312 |
| 1.600 | 3 | 6 | 69 | 17.92 | 20.65 | 0.0015601 | 0.0449884 | 0.7276041 | 0.2258474 | 0.0628170 | 0.0592063 | -0.0037932 | -0.0007243 | 0.0118423 |
| 1.200 | 0 | 4 | 33 | 15.02 | 20.42 | 0.0345066 | 0.0554646 | 0.7282172 | 0.1818117 | 0.0629103 | 0.0605992 | -0.0021415 | 0.0126236 | 0.0037840 |
| 4.530 | 20 | 6 | 26 | 12.03 | 26.07 | 0.0152409 | 0.1192750 | 0.3579054 | 0.5075787 | 0.0673694 | -0.0331217 | -0.0071344 | 0.0073394 | -0.0081789 |
| 3.620 | 15 | 6 | 21 | 15.01 | 22.82 | 0.0136554 | 0.1226252 | 0.3493934 | 0.5143260 | 0.0808041 | -0.0194553 | -0.0093777 | 0.0075457 | -0.0007647 |
| 4.470 | 8 | 6 | 7 | 12.73 | 26.73 | 0.0520958 | 0.0496763 | 0.3056719 | 0.5925560 | 0.0931413 | -0.0236048 | -0.0003105 | 0.0189398 | 0.0104656 |
| 3.590 | 3 | 6 | 9 | 17.90 | 23.50 | 0.0274213 | 0.0493032 | 0.3846908 | 0.5385847 | 0.0957892 | -0.0238413 | 0.0010231 | 0.0173944 | -0.0084602 |
| 5.750 | 14 | 6 | 9 | 15.02 | 26.75 | 0.0245419 | 0.0550171 | 0.4310185 | 0.4894225 | 0.1072092 | -0.0250863 | -0.0041141 | 0.0148853 | -0.0117776 |
| 4.140 | 11 | 6 | 28 | 18.68 | 27.14 | 0.0284676 | 0.0380056 | 0.3229849 | 0.6105420 | 0.1104456 | -0.0177229 | 0.0026522 | 0.0200270 | 0.0106081 |
| 4.410 | 8 | 6 | 0 | 15.15 | 27.17 | 0.0214060 | 0.0466905 | 0.3759895 | 0.5559140 | 0.1211320 | -0.0229192 | 0.0011575 | 0.0097682 | -0.0122868 |
column 2
Oznake
Prediktori
- KVIZ2 - suma svih bodova na kvizovima između prvog i drugog kolokvija
- VID_2 - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- M2 - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- D2 - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
- KOL1_bodovi - ukupni broj bodova na prvom kolokviju
Response
- KOL2 - ukupni broj bodova na drugom kolokviju
Vjerojatnosti
- class_1 - vjerojatnost da je na drugom kolokviju ukupni broj bodova unutar intervala [0,7.5]
- class_2 - vjerojatnost da je na drugom kolokviju ukupni broj bodova unutar intervala (7.5,15]
- class_3 - vjerojatnost da je na drugom kolokviju ukupni broj bodova unutar intervala (15,22.5]
- class_4 - vjerojatnost da je na drugom kolokviju ukupni broj bodova unutar intervala (22.5,30]
Lokalne važnosti varijabli
- KVIZ - lokalna važnost varijable KVIZ2
- KOL1 - lokalna važnost vatijable KOL1_bodovi
- VIDEO - lokalna važnost varijable VID_2
- DOLASCI - lokalna važnost varijable D2
- MATERIJALI - lokalna važnost varijable M2