Kolokviji, kvizovi
Distribucije pojedinih aktivnosti po akademskim godinama
Video, materijali, dolasci
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
Distribucije kolokvijskih klasa
Column 1
dvije klase
četiri klase
Column 2
KOL1 tablice
Dvije klase (sve zajedno)
| klasa2 | n |
|---|---|
| 0 | 71 |
| 1 | 128 |
Dvije klase (po godinama)
| id | klasa2 | n |
|---|---|---|
| 2021 | 0 | 33 |
| 2021 | 1 | 67 |
| 2022 | 0 | 38 |
| 2022 | 1 | 61 |
Četiri klase (sve zajedno)
| klasa4 | n |
|---|---|
| 1 | 10 |
| 2 | 61 |
| 3 | 91 |
| 4 | 37 |
Četiri klase (po godinama)
| id | klasa4 | n |
|---|---|---|
| 2021 | 1 | 5 |
| 2021 | 2 | 28 |
| 2021 | 3 | 52 |
| 2021 | 4 | 15 |
| 2022 | 1 | 5 |
| 2022 | 2 | 33 |
| 2022 | 3 | 39 |
| 2022 | 4 | 22 |
KOL2 tablice
Dvije klase (sve zajedno)
| klasa2 | n |
|---|---|
| 0 | 18 |
| 1 | 181 |
Dvije klase (po godinama)
| id | klasa2 | n |
|---|---|---|
| 2021 | 0 | 8 |
| 2021 | 1 | 92 |
| 2022 | 0 | 10 |
| 2022 | 1 | 89 |
Četiri klase (sve zajedno)
| klasa4 | n |
|---|---|
| 1 | 6 |
| 2 | 13 |
| 3 | 97 |
| 4 | 83 |
Četiri klase (po godinama)
| id | klasa4 | n |
|---|---|---|
| 2021 | 1 | 2 |
| 2021 | 2 | 7 |
| 2021 | 3 | 48 |
| 2021 | 4 | 43 |
| 2022 | 1 | 4 |
| 2022 | 2 | 6 |
| 2022 | 3 | 49 |
| 2022 | 4 | 40 |
Vizualizacija logova
Column 1
Line
Line facet
Spline
Spline facet
Bar
Point
Bump
Density
Column 2
Line
Line facet
Spline
Spline facet
Bar
Point
Bump
Density
Logovi po aktivnostima
Column 1
Line
Spline
Bump
Point
Bar
Density PDF
Density VIDEO
Density TEST
Column 2
Line
Spline
Bump
Point
Bar
Density PDF
Density VIDEO
Density TEST
Logovi po aktivnostima - GRID
Column
Line
Line (free y)
Spline
Spline (free y)
Bump
Logovi klase online/offline
Column
online/offline (postotak)
online/offline (brojčano)
Kolokvijske klase
Prijelazi između kolokvijskih klasa
Opisi modela
Column 1
1. 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
2. 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 - 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.
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 2 487 23 roc_auc binary 0.681 10 0.0551 Preprocessor1_Mode…
2 2 605 38 roc_auc binary 0.673 10 0.0639 Preprocessor1_Mode…
3 2 693 40 roc_auc binary 0.671 10 0.0658 Preprocessor1_Mode…
4 2 1418 35 roc_auc binary 0.671 10 0.0582 Preprocessor1_Mode…
5 2 533 39 roc_auc binary 0.671 10 0.0623 Preprocessor1_Mode…
6 2 646 27 roc_auc binary 0.671 10 0.0629 Preprocessor1_Mode…
7 2 1280 40 roc_auc binary 0.670 10 0.0619 Preprocessor1_Mode…
8 2 1168 37 roc_auc binary 0.668 10 0.0619 Preprocessor1_Mode…
9 2 1016 34 roc_auc binary 0.668 10 0.0619 Preprocessor1_Mode…
10 2 410 30 roc_auc binary 0.668 10 0.0574 Preprocessor1_Mode…
11 2 504 34 roc_auc binary 0.668 10 0.0619 Preprocessor1_Mode…
12 2 658 38 roc_auc binary 0.668 10 0.0619 Preprocessor1_Mode…
13 2 1082 39 roc_auc binary 0.668 10 0.0637 Preprocessor1_Mode…
14 2 575 24 roc_auc binary 0.667 10 0.0558 Preprocessor1_Mode…
15 2 1327 39 roc_auc binary 0.666 10 0.0648 Preprocessor1_Mode…
16 2 457 39 roc_auc binary 0.666 10 0.0603 Preprocessor1_Mode…
17 2 561 33 roc_auc binary 0.666 10 0.0580 Preprocessor1_Mode…
18 2 428 39 roc_auc binary 0.666 10 0.0648 Preprocessor1_Mode…
19 2 826 38 roc_auc binary 0.665 10 0.0606 Preprocessor1_Mode…
20 2 1213 34 roc_auc binary 0.665 10 0.0606 Preprocessor1_Mode…
21 3 656 12 roc_auc binary 0.664 10 0.0592 Preprocessor1_Mode…
22 2 572 31 roc_auc binary 0.664 10 0.0594 Preprocessor1_Mode…
23 2 462 22 roc_auc binary 0.663 10 0.0589 Preprocessor1_Mode…
24 2 440 24 roc_auc binary 0.663 10 0.0631 Preprocessor1_Mode…
25 2 797 34 roc_auc binary 0.663 10 0.0633 Preprocessor1_Mode…
26 2 990 14 roc_auc binary 0.663 10 0.0521 Preprocessor1_Mode…
27 2 1491 38 roc_auc binary 0.663 10 0.0633 Preprocessor1_Mode…
28 2 513 36 roc_auc binary 0.663 10 0.0629 Preprocessor1_Mode…
29 2 963 19 roc_auc binary 0.663 10 0.0573 Preprocessor1_Mode…
30 2 797 37 roc_auc binary 0.663 10 0.0611 Preprocessor1_Mode…
31 2 465 35 roc_auc binary 0.663 10 0.0605 Preprocessor1_Mode…
32 2 645 40 roc_auc binary 0.663 10 0.0582 Preprocessor1_Mode…
33 3 406 17 roc_auc binary 0.662 10 0.0584 Preprocessor1_Mode…
34 2 993 26 roc_auc binary 0.662 10 0.0603 Preprocessor1_Mode…
35 2 657 38 roc_auc binary 0.662 10 0.0627 Preprocessor1_Mode…
36 3 1444 40 roc_auc binary 0.661 10 0.0699 Preprocessor1_Mode…
37 2 482 30 roc_auc binary 0.661 10 0.0638 Preprocessor1_Mode…
38 2 898 23 roc_auc binary 0.661 10 0.0595 Preprocessor1_Mode…
39 2 1457 39 roc_auc binary 0.661 10 0.0608 Preprocessor1_Mode…
40 3 1075 40 roc_auc binary 0.661 10 0.0653 Preprocessor1_Mode…
41 2 1075 38 roc_auc binary 0.661 10 0.0653 Preprocessor1_Mode…
42 2 579 39 roc_auc binary 0.661 10 0.0594 Preprocessor1_Mode…
43 2 688 19 roc_auc binary 0.660 10 0.0583 Preprocessor1_Mode…
44 2 721 37 roc_auc binary 0.660 10 0.0624 Preprocessor1_Mode…
45 2 670 22 roc_auc binary 0.660 10 0.0607 Preprocessor1_Mode…
46 2 1056 24 roc_auc binary 0.660 10 0.0603 Preprocessor1_Mode…
47 2 663 30 roc_auc binary 0.659 10 0.0567 Preprocessor1_Mode…
48 2 1288 38 roc_auc binary 0.659 10 0.0591 Preprocessor1_Mode…
49 2 1192 37 roc_auc binary 0.659 10 0.0619 Preprocessor1_Mode…
50 2 802 33 roc_auc binary 0.659 10 0.0592 Preprocessor1_Mode…
51 2 1415 33 roc_auc binary 0.659 10 0.0635 Preprocessor1_Mode…
52 2 1186 40 roc_auc binary 0.659 10 0.0619 Preprocessor1_Mode…
53 2 1289 40 roc_auc binary 0.659 10 0.0635 Preprocessor1_Mode…
54 2 947 36 roc_auc binary 0.659 10 0.0597 Preprocessor1_Mode…
55 2 582 35 roc_auc binary 0.659 10 0.0613 Preprocessor1_Mode…
56 2 1431 34 roc_auc binary 0.659 10 0.0619 Preprocessor1_Mode…
57 2 594 32 roc_auc binary 0.659 10 0.0591 Preprocessor1_Mode…
58 3 1088 22 roc_auc binary 0.659 10 0.0639 Preprocessor1_Mode…
59 2 667 27 roc_auc binary 0.659 10 0.0606 Preprocessor1_Mode…
60 2 860 20 roc_auc binary 0.658 10 0.0555 Preprocessor1_Mode…
61 3 1374 40 roc_auc binary 0.658 10 0.0689 Preprocessor1_Mode…
62 2 681 33 roc_auc binary 0.658 10 0.0634 Preprocessor1_Mode…
63 2 619 30 roc_auc binary 0.658 10 0.0590 Preprocessor1_Mode…
64 2 1137 33 roc_auc binary 0.658 10 0.0634 Preprocessor1_Mode…
65 2 1025 37 roc_auc binary 0.658 10 0.0644 Preprocessor1_Mode…
66 2 526 39 roc_auc binary 0.658 10 0.0685 Preprocessor1_Mode…
67 2 1150 33 roc_auc binary 0.658 10 0.0640 Preprocessor1_Mode…
68 3 660 39 roc_auc binary 0.658 10 0.0685 Preprocessor1_Mode…
69 3 622 39 roc_auc binary 0.658 10 0.0670 Preprocessor1_Mode…
70 3 1138 37 roc_auc binary 0.658 10 0.0685 Preprocessor1_Mode…
71 2 1210 37 roc_auc binary 0.658 10 0.0640 Preprocessor1_Mode…
72 2 1326 33 roc_auc binary 0.658 10 0.0640 Preprocessor1_Mode…
73 2 1126 34 roc_auc binary 0.658 10 0.0640 Preprocessor1_Mode…
74 2 904 39 roc_auc binary 0.657 10 0.0624 Preprocessor1_Mode…
75 2 1342 40 roc_auc binary 0.657 10 0.0624 Preprocessor1_Mode…
76 2 1206 40 roc_auc binary 0.657 10 0.0624 Preprocessor1_Mode…
77 2 759 11 roc_auc binary 0.657 10 0.0573 Preprocessor1_Mode…
78 2 647 29 roc_auc binary 0.657 10 0.0544 Preprocessor1_Mode…
79 2 731 11 roc_auc binary 0.657 10 0.0549 Preprocessor1_Mode…
80 3 670 40 roc_auc binary 0.657 10 0.0689 Preprocessor1_Mode…
81 2 849 21 roc_auc binary 0.656 10 0.0576 Preprocessor1_Mode…
82 2 1253 33 roc_auc binary 0.656 10 0.0601 Preprocessor1_Mode…
83 2 1158 27 roc_auc binary 0.656 10 0.0601 Preprocessor1_Mode…
84 2 1107 35 roc_auc binary 0.656 10 0.0647 Preprocessor1_Mode…
85 3 1063 37 roc_auc binary 0.656 10 0.0654 Preprocessor1_Mode…
86 3 717 36 roc_auc binary 0.656 10 0.0647 Preprocessor1_Mode…
87 2 582 33 roc_auc binary 0.656 10 0.0601 Preprocessor1_Mode…
88 2 735 26 roc_auc binary 0.656 10 0.0566 Preprocessor1_Mode…
89 2 1468 28 roc_auc binary 0.656 10 0.0601 Preprocessor1_Mode…
90 2 896 39 roc_auc binary 0.656 10 0.0587 Preprocessor1_Mode…
91 2 1377 7 roc_auc binary 0.656 10 0.0584 Preprocessor1_Mode…
92 3 423 36 roc_auc binary 0.656 10 0.0660 Preprocessor1_Mode…
93 3 589 11 roc_auc binary 0.656 10 0.0646 Preprocessor1_Mode…
94 2 1453 28 roc_auc binary 0.656 10 0.0595 Preprocessor1_Mode…
95 2 1438 34 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
96 2 1315 31 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
97 2 1164 35 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
98 2 575 30 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
99 2 1232 35 roc_auc binary 0.656 10 0.0650 Preprocessor1_Mode…
100 3 572 39 roc_auc binary 0.656 10 0.0644 Preprocessor1_Mode…
101 2 1173 37 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
102 2 598 26 roc_auc binary 0.656 10 0.0705 Preprocessor1_Mode…
103 3 409 15 roc_auc binary 0.656 10 0.0627 Preprocessor1_Mode…
104 2 1217 38 roc_auc binary 0.656 10 0.0665 Preprocessor1_Mode…
105 2 922 33 roc_auc binary 0.656 10 0.0599 Preprocessor1_Mode…
106 2 632 22 roc_auc binary 0.656 10 0.0614 Preprocessor1_Mode…
107 2 1190 36 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
108 3 1342 36 roc_auc binary 0.656 10 0.0641 Preprocessor1_Mode…
109 2 807 31 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
110 2 715 30 roc_auc binary 0.656 10 0.0599 Preprocessor1_Mode…
111 2 1219 20 roc_auc binary 0.656 10 0.0592 Preprocessor1_Mode…
112 2 936 37 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
113 2 1162 38 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
114 3 1067 40 roc_auc binary 0.656 10 0.0655 Preprocessor1_Mode…
115 3 430 40 roc_auc binary 0.656 10 0.0662 Preprocessor1_Mode…
116 2 724 39 roc_auc binary 0.656 10 0.0665 Preprocessor1_Mode…
117 2 734 34 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
118 2 655 21 roc_auc binary 0.656 10 0.0568 Preprocessor1_Mode…
119 2 1471 20 roc_auc binary 0.656 10 0.0609 Preprocessor1_Mode…
120 2 1328 32 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
121 2 675 31 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
122 3 513 37 roc_auc binary 0.656 10 0.0697 Preprocessor1_Mode…
123 2 694 20 roc_auc binary 0.656 10 0.0567 Preprocessor1_Mode…
124 2 1177 36 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
125 2 1373 30 roc_auc binary 0.656 10 0.0621 Preprocessor1_Mode…
126 2 1437 22 roc_auc binary 0.655 10 0.0559 Preprocessor1_Mode…
127 2 886 21 roc_auc binary 0.655 10 0.0581 Preprocessor1_Mode…
128 3 1299 40 roc_auc binary 0.655 10 0.0679 Preprocessor1_Mode…
129 2 1104 30 roc_auc binary 0.655 10 0.0652 Preprocessor1_Mode…
130 3 539 38 roc_auc binary 0.654 10 0.0664 Preprocessor1_Mode…
131 2 1260 32 roc_auc binary 0.654 10 0.0584 Preprocessor1_Mode…
132 2 573 23 roc_auc binary 0.654 10 0.0554 Preprocessor1_Mode…
133 2 584 21 roc_auc binary 0.654 10 0.0550 Preprocessor1_Mode…
134 2 1441 37 roc_auc binary 0.654 10 0.0628 Preprocessor1_Mode…
135 2 742 30 roc_auc binary 0.654 10 0.0560 Preprocessor1_Mode…
136 2 1405 28 roc_auc binary 0.654 10 0.0612 Preprocessor1_Mode…
137 2 1116 33 roc_auc binary 0.654 10 0.0628 Preprocessor1_Mode…
138 2 1431 38 roc_auc binary 0.654 10 0.0612 Preprocessor1_Mode…
139 2 1477 19 roc_auc binary 0.654 10 0.0564 Preprocessor1_Mode…
140 2 1247 18 roc_auc binary 0.654 10 0.0591 Preprocessor1_Mode…
141 2 414 30 roc_auc binary 0.654 10 0.0578 Preprocessor1_Mode…
142 2 876 8 roc_auc binary 0.654 10 0.0589 Preprocessor1_Mode…
143 3 807 34 roc_auc binary 0.654 10 0.0677 Preprocessor1_Mode…
144 2 891 32 roc_auc binary 0.654 10 0.0668 Preprocessor1_Mode…
145 2 1361 23 roc_auc binary 0.654 10 0.0656 Preprocessor1_Mode…
146 2 1212 27 roc_auc binary 0.654 10 0.0672 Preprocessor1_Mode…
147 2 1397 40 roc_auc binary 0.654 10 0.0610 Preprocessor1_Mode…
148 2 968 35 roc_auc binary 0.654 10 0.0626 Preprocessor1_Mode…
149 2 754 31 roc_auc binary 0.654 10 0.0655 Preprocessor1_Mode…
150 2 509 30 roc_auc binary 0.654 10 0.0610 Preprocessor1_Mode…
151 2 596 29 roc_auc binary 0.654 10 0.0568 Preprocessor1_Mode…
152 2 1131 17 roc_auc binary 0.654 10 0.0561 Preprocessor1_Mode…
153 2 458 39 roc_auc binary 0.654 10 0.0610 Preprocessor1_Mode…
154 2 923 28 roc_auc binary 0.654 10 0.0594 Preprocessor1_Mode…
155 2 1313 22 roc_auc binary 0.653 10 0.0625 Preprocessor1_Mode…
156 3 536 38 roc_auc binary 0.653 10 0.0676 Preprocessor1_Mode…
157 2 695 23 roc_auc binary 0.653 10 0.0642 Preprocessor1_Mode…
158 2 1191 21 roc_auc binary 0.653 10 0.0619 Preprocessor1_Mode…
159 2 448 9 roc_auc binary 0.653 10 0.0550 Preprocessor1_Mode…
160 2 824 26 roc_auc binary 0.653 10 0.0583 Preprocessor1_Mode…
161 2 640 32 roc_auc binary 0.653 10 0.0633 Preprocessor1_Mode…
162 3 1366 34 roc_auc binary 0.653 10 0.0683 Preprocessor1_Mode…
163 3 539 33 roc_auc binary 0.653 10 0.0633 Preprocessor1_Mode…
164 2 1342 29 roc_auc binary 0.653 10 0.0597 Preprocessor1_Mode…
165 2 830 36 roc_auc binary 0.652 10 0.0617 Preprocessor1_Mode…
166 2 620 27 roc_auc binary 0.652 10 0.0571 Preprocessor1_Mode…
167 2 1236 25 roc_auc binary 0.652 10 0.0664 Preprocessor1_Mode…
168 2 872 21 roc_auc binary 0.652 10 0.0596 Preprocessor1_Mode…
169 3 637 38 roc_auc binary 0.652 10 0.0696 Preprocessor1_Mode…
170 2 708 12 roc_auc binary 0.652 10 0.0562 Preprocessor1_Mode…
171 2 1171 24 roc_auc binary 0.652 10 0.0630 Preprocessor1_Mode…
172 2 900 21 roc_auc binary 0.652 10 0.0622 Preprocessor1_Mode…
173 3 1056 36 roc_auc binary 0.652 10 0.0676 Preprocessor1_Mode…
174 2 415 21 roc_auc binary 0.652 10 0.0573 Preprocessor1_Mode…
175 2 1228 16 roc_auc binary 0.652 10 0.0575 Preprocessor1_Mode…
176 3 514 24 roc_auc binary 0.652 10 0.0631 Preprocessor1_Mode…
177 2 720 31 roc_auc binary 0.652 10 0.0652 Preprocessor1_Mode…
178 2 539 24 roc_auc binary 0.652 10 0.0599 Preprocessor1_Mode…
179 3 931 34 roc_auc binary 0.652 10 0.0686 Preprocessor1_Mode…
180 2 1302 30 roc_auc binary 0.652 10 0.0652 Preprocessor1_Mode…
181 2 1098 35 roc_auc binary 0.652 10 0.0652 Preprocessor1_Mode…
182 3 733 39 roc_auc binary 0.652 10 0.0652 Preprocessor1_Mode…
183 3 691 40 roc_auc binary 0.652 10 0.0627 Preprocessor1_Mode…
184 2 1137 19 roc_auc binary 0.652 10 0.0626 Preprocessor1_Mode…
185 2 1201 22 roc_auc binary 0.652 10 0.0622 Preprocessor1_Mode…
186 2 447 8 roc_auc binary 0.652 10 0.0542 Preprocessor1_Mode…
187 2 1172 23 roc_auc binary 0.652 10 0.0622 Preprocessor1_Mode…
188 3 865 40 roc_auc binary 0.652 10 0.0641 Preprocessor1_Mode…
189 3 1289 34 roc_auc binary 0.652 10 0.0676 Preprocessor1_Mode…
190 2 1054 30 roc_auc binary 0.652 10 0.0652 Preprocessor1_Mode…
191 2 1480 27 roc_auc binary 0.652 10 0.0602 Preprocessor1_Mode…
192 3 918 36 roc_auc binary 0.652 10 0.0640 Preprocessor1_Mode…
193 2 741 28 roc_auc binary 0.652 10 0.0594 Preprocessor1_Mode…
194 2 936 35 roc_auc binary 0.652 10 0.0575 Preprocessor1_Mode…
195 2 840 24 roc_auc binary 0.652 10 0.0579 Preprocessor1_Mode…
196 2 525 30 roc_auc binary 0.651 10 0.0630 Preprocessor1_Mode…
197 3 493 39 roc_auc binary 0.651 10 0.0690 Preprocessor1_Mode…
198 2 888 9 roc_auc binary 0.651 10 0.0543 Preprocessor1_Mode…
199 3 564 32 roc_auc binary 0.651 10 0.0637 Preprocessor1_Mode…
200 2 797 26 roc_auc binary 0.651 10 0.0614 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 1337 5 mcc binary 0.338 10 0.0741 Preprocessor1_Mode…
2 3 1490 4 mcc binary 0.321 10 0.0723 Preprocessor1_Mode…
3 2 589 5 mcc binary 0.319 10 0.0815 Preprocessor1_Mode…
4 2 655 5 mcc binary 0.309 10 0.0723 Preprocessor1_Mode…
5 3 494 4 mcc binary 0.304 10 0.0726 Preprocessor1_Mode…
6 2 1340 5 mcc binary 0.295 10 0.0726 Preprocessor1_Mode…
7 2 925 2 mcc binary 0.295 10 0.0748 Preprocessor1_Mode…
8 2 1259 4 mcc binary 0.295 10 0.0748 Preprocessor1_Mode…
9 2 921 4 mcc binary 0.295 10 0.0748 Preprocessor1_Mode…
10 2 607 4 mcc binary 0.295 10 0.0748 Preprocessor1_Mode…
11 2 1267 4 mcc binary 0.295 10 0.0748 Preprocessor1_Mode…
12 2 1335 3 mcc binary 0.293 10 0.0889 Preprocessor1_Mode…
13 2 1420 5 mcc binary 0.289 10 0.0791 Preprocessor1_Mode…
14 3 963 2 mcc binary 0.287 10 0.0780 Preprocessor1_Mode…
15 3 913 6 mcc binary 0.287 10 0.0808 Preprocessor1_Mode…
16 3 1286 5 mcc binary 0.287 10 0.0767 Preprocessor1_Mode…
17 2 1347 5 mcc binary 0.284 10 0.105 Preprocessor1_Mode…
18 3 1319 3 mcc binary 0.283 10 0.0737 Preprocessor1_Mode…
19 2 636 3 mcc binary 0.283 10 0.0647 Preprocessor1_Mode…
20 2 1384 3 mcc binary 0.281 10 0.0827 Preprocessor1_Mode…
21 2 488 2 mcc binary 0.281 10 0.0827 Preprocessor1_Mode…
22 2 1241 4 mcc binary 0.281 10 0.0827 Preprocessor1_Mode…
23 2 1271 5 mcc binary 0.281 10 0.0827 Preprocessor1_Mode…
24 2 1162 4 mcc binary 0.281 10 0.0827 Preprocessor1_Mode…
25 2 1387 2 mcc binary 0.281 10 0.0827 Preprocessor1_Mode…
26 2 537 3 mcc binary 0.281 10 0.0827 Preprocessor1_Mode…
27 3 1336 5 mcc binary 0.281 10 0.0968 Preprocessor1_Mode…
28 3 1296 3 mcc binary 0.280 10 0.0644 Preprocessor1_Mode…
29 3 1192 4 mcc binary 0.279 10 0.102 Preprocessor1_Mode…
30 2 421 5 mcc binary 0.278 10 0.0803 Preprocessor1_Mode…
31 2 487 5 mcc binary 0.278 10 0.0786 Preprocessor1_Mode…
32 2 1116 5 mcc binary 0.278 10 0.0786 Preprocessor1_Mode…
33 3 833 5 mcc binary 0.273 10 0.0842 Preprocessor1_Mode…
34 2 1044 4 mcc binary 0.272 10 0.0826 Preprocessor1_Mode…
35 3 910 2 mcc binary 0.272 10 0.0658 Preprocessor1_Mode…
36 2 915 4 mcc binary 0.270 10 0.0757 Preprocessor1_Mode…
37 2 763 15 mcc binary 0.269 10 0.0948 Preprocessor1_Mode…
38 3 1180 4 mcc binary 0.266 10 0.0730 Preprocessor1_Mode…
39 3 1375 4 mcc binary 0.266 10 0.0730 Preprocessor1_Mode…
40 3 650 3 mcc binary 0.266 10 0.0730 Preprocessor1_Mode…
41 2 689 3 mcc binary 0.266 10 0.0711 Preprocessor1_Mode…
42 2 965 3 mcc binary 0.266 10 0.0711 Preprocessor1_Mode…
43 3 1069 5 mcc binary 0.265 10 0.0852 Preprocessor1_Mode…
44 3 924 6 mcc binary 0.265 10 0.0852 Preprocessor1_Mode…
45 3 1425 2 mcc binary 0.265 10 0.0872 Preprocessor1_Mode…
46 2 1001 8 mcc binary 0.264 10 0.0981 Preprocessor1_Mode…
47 2 601 2 mcc binary 0.264 10 0.0858 Preprocessor1_Mode…
48 2 1307 3 mcc binary 0.264 10 0.0820 Preprocessor1_Mode…
49 3 747 4 mcc binary 0.263 10 0.0981 Preprocessor1_Mode…
50 3 491 9 mcc binary 0.262 10 0.111 Preprocessor1_Mode…
51 2 411 9 mcc binary 0.261 10 0.105 Preprocessor1_Mode…
52 2 560 4 mcc binary 0.261 10 0.0818 Preprocessor1_Mode…
53 3 964 4 mcc binary 0.260 10 0.0961 Preprocessor1_Mode…
54 3 1297 5 mcc binary 0.259 10 0.0912 Preprocessor1_Mode…
55 3 1479 2 mcc binary 0.258 10 0.0741 Preprocessor1_Mode…
56 2 966 8 mcc binary 0.258 10 0.102 Preprocessor1_Mode…
57 2 1396 7 mcc binary 0.257 10 0.113 Preprocessor1_Mode…
58 2 1439 6 mcc binary 0.257 10 0.0999 Preprocessor1_Mode…
59 2 957 4 mcc binary 0.256 10 0.0829 Preprocessor1_Mode…
60 2 1171 4 mcc binary 0.256 10 0.0829 Preprocessor1_Mode…
61 2 884 13 mcc binary 0.252 10 0.0982 Preprocessor1_Mode…
62 3 722 3 mcc binary 0.252 10 0.0787 Preprocessor1_Mode…
63 2 1492 2 mcc binary 0.252 10 0.0787 Preprocessor1_Mode…
64 2 1180 3 mcc binary 0.252 10 0.0787 Preprocessor1_Mode…
65 2 787 2 mcc binary 0.252 10 0.0787 Preprocessor1_Mode…
66 2 1233 4 mcc binary 0.252 10 0.0787 Preprocessor1_Mode…
67 2 856 5 mcc binary 0.252 10 0.0787 Preprocessor1_Mode…
68 3 735 3 mcc binary 0.250 10 0.0866 Preprocessor1_Mode…
69 3 507 5 mcc binary 0.250 10 0.0866 Preprocessor1_Mode…
70 3 1048 10 mcc binary 0.250 10 0.104 Preprocessor1_Mode…
71 3 1039 9 mcc binary 0.250 10 0.104 Preprocessor1_Mode…
72 3 1427 7 mcc binary 0.250 10 0.104 Preprocessor1_Mode…
73 3 1032 9 mcc binary 0.250 10 0.104 Preprocessor1_Mode…
74 3 1054 3 mcc binary 0.249 10 0.0762 Preprocessor1_Mode…
75 3 1049 3 mcc binary 0.249 10 0.0762 Preprocessor1_Mode…
76 2 638 10 mcc binary 0.248 10 0.0938 Preprocessor1_Mode…
77 3 593 8 mcc binary 0.247 10 0.120 Preprocessor1_Mode…
78 3 1042 6 mcc binary 0.246 10 0.100 Preprocessor1_Mode…
79 3 650 5 mcc binary 0.246 10 0.100 Preprocessor1_Mode…
80 2 904 39 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
81 2 1288 38 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
82 2 1327 39 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
83 2 1217 38 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
84 2 797 34 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
85 2 999 32 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
86 2 631 30 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
87 2 495 34 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
88 2 513 36 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
89 2 715 30 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
90 2 1181 36 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
91 2 1302 30 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
92 2 526 39 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
93 2 1113 30 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
94 2 1206 40 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
95 2 1289 40 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
96 2 724 39 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
97 2 645 40 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
98 2 1489 32 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
99 2 1162 32 mcc binary 0.246 10 0.105 Preprocessor1_Mode…
100 2 426 7 mcc binary 0.244 10 0.107 Preprocessor1_Mode…
101 2 894 5 mcc binary 0.244 10 0.107 Preprocessor1_Mode…
102 2 930 6 mcc binary 0.244 10 0.107 Preprocessor1_Mode…
103 3 634 2 mcc binary 0.242 10 0.0941 Preprocessor1_Mode…
104 3 588 14 mcc binary 0.242 10 0.108 Preprocessor1_Mode…
105 3 827 36 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
106 3 1038 31 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
107 3 1331 35 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
108 3 456 40 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
109 3 1056 36 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
110 3 485 38 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
111 3 1426 38 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
112 3 1076 38 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
113 3 529 33 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
114 3 571 32 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
115 3 1195 34 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
116 3 493 39 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
117 3 590 37 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
118 3 539 33 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
119 3 805 35 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
120 3 489 31 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
121 3 650 38 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
122 3 1095 35 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
123 3 513 37 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
124 3 839 37 mcc binary 0.242 10 0.101 Preprocessor1_Mode…
125 3 940 2 mcc binary 0.241 10 0.0770 Preprocessor1_Mode…
126 3 1234 3 mcc binary 0.241 10 0.0792 Preprocessor1_Mode…
127 3 777 3 mcc binary 0.241 10 0.0792 Preprocessor1_Mode…
128 3 777 4 mcc binary 0.241 10 0.0792 Preprocessor1_Mode…
129 3 431 3 mcc binary 0.241 10 0.0792 Preprocessor1_Mode…
130 3 581 11 mcc binary 0.240 10 0.0911 Preprocessor1_Mode…
131 2 582 6 mcc binary 0.240 10 0.112 Preprocessor1_Mode…
132 3 1471 6 mcc binary 0.240 10 0.0925 Preprocessor1_Mode…
133 3 951 6 mcc binary 0.238 10 0.103 Preprocessor1_Mode…
134 3 1431 4 mcc binary 0.238 10 0.0748 Preprocessor1_Mode…
135 3 490 2 mcc binary 0.238 10 0.0946 Preprocessor1_Mode…
136 3 1395 2 mcc binary 0.238 10 0.0946 Preprocessor1_Mode…
137 2 1228 11 mcc binary 0.238 10 0.0983 Preprocessor1_Mode…
138 2 516 12 mcc binary 0.238 10 0.0983 Preprocessor1_Mode…
139 2 731 11 mcc binary 0.238 10 0.0983 Preprocessor1_Mode…
140 2 1161 12 mcc binary 0.238 10 0.0983 Preprocessor1_Mode…
141 3 963 15 mcc binary 0.238 10 0.110 Preprocessor1_Mode…
142 3 407 13 mcc binary 0.238 10 0.110 Preprocessor1_Mode…
143 2 448 9 mcc binary 0.237 10 0.0954 Preprocessor1_Mode…
144 3 1125 7 mcc binary 0.237 10 0.110 Preprocessor1_Mode…
145 3 1164 6 mcc binary 0.235 10 0.110 Preprocessor1_Mode…
146 3 750 6 mcc binary 0.235 10 0.0943 Preprocessor1_Mode…
147 2 1038 3 mcc binary 0.235 10 0.0814 Preprocessor1_Mode…
148 3 1232 4 mcc binary 0.235 10 0.0814 Preprocessor1_Mode…
149 3 1294 6 mcc binary 0.235 10 0.0957 Preprocessor1_Mode…
150 3 846 2 mcc binary 0.235 10 0.0774 Preprocessor1_Mode…
151 3 813 3 mcc binary 0.235 10 0.0774 Preprocessor1_Mode…
152 3 1075 4 mcc binary 0.234 10 0.0974 Preprocessor1_Mode…
153 3 1189 5 mcc binary 0.234 10 0.0974 Preprocessor1_Mode…
154 2 940 6 mcc binary 0.234 10 0.0947 Preprocessor1_Mode…
155 2 1473 11 mcc binary 0.234 10 0.0947 Preprocessor1_Mode…
156 2 608 6 mcc binary 0.234 10 0.0947 Preprocessor1_Mode…
157 2 707 6 mcc binary 0.234 10 0.0947 Preprocessor1_Mode…
158 2 1142 11 mcc binary 0.234 10 0.107 Preprocessor1_Mode…
159 3 514 33 mcc binary 0.233 10 0.104 Preprocessor1_Mode…
160 3 1146 6 mcc binary 0.233 10 0.0889 Preprocessor1_Mode…
161 3 656 12 mcc binary 0.233 10 0.106 Preprocessor1_Mode…
162 3 964 10 mcc binary 0.233 10 0.106 Preprocessor1_Mode…
163 3 1078 37 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
164 3 863 37 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
165 3 878 33 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
166 3 1122 32 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
167 3 539 38 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
168 3 1375 33 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
169 3 1357 36 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
170 3 1490 35 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
171 3 410 33 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
172 3 572 39 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
173 3 1393 30 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
174 3 1366 34 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
175 3 1413 36 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
176 3 721 31 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
177 3 406 35 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
178 3 1462 29 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
179 3 1092 31 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
180 3 1191 34 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
181 3 864 31 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
182 3 1254 30 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
183 3 991 38 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
184 3 1307 32 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
185 3 918 36 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
186 3 1076 29 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
187 3 1345 40 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
188 3 503 30 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
189 3 512 33 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
190 3 1467 35 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
191 3 1467 32 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
192 3 1287 31 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
193 3 1247 34 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
194 3 1455 37 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
195 3 1011 36 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
196 3 1299 40 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
197 3 928 32 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
198 3 520 29 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
199 3 1479 35 mcc binary 0.231 10 0.109 Preprocessor1_Mode…
200 3 1339 31 mcc binary 0.231 10 0.109 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 0.938 0.875
2 precision binary 0.804 0.683
3 spec binary 0.585 0.278
4 accuracy binary 0.812 0.66
5 f_meas binary 0.865 0.767
6 mcc binary 0.579 0.191
7 kap binary 0.560 0.172
8 roc_auc binary 0.924 0.623
9 mn_log_loss binary 0.436 0.624Confusion matrix
Column 2
ROC curve
Gain curve
1. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
1. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
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 2 421 28 roc_auc hand_till 0.619 10 0.0367 Preprocessor1_Mode…
2 2 470 39 roc_auc hand_till 0.618 10 0.0374 Preprocessor1_Mode…
3 2 521 27 roc_auc hand_till 0.618 10 0.0398 Preprocessor1_Mode…
4 2 1079 40 roc_auc hand_till 0.617 10 0.0372 Preprocessor1_Mode…
5 2 658 32 roc_auc hand_till 0.616 10 0.0377 Preprocessor1_Mode…
6 3 403 37 roc_auc hand_till 0.614 10 0.0388 Preprocessor1_Mode…
7 2 1216 36 roc_auc hand_till 0.614 10 0.0379 Preprocessor1_Mode…
8 2 430 18 roc_auc hand_till 0.614 10 0.0426 Preprocessor1_Mode…
9 2 424 39 roc_auc hand_till 0.614 10 0.0394 Preprocessor1_Mode…
10 3 896 36 roc_auc hand_till 0.613 10 0.0389 Preprocessor1_Mode…
11 2 843 40 roc_auc hand_till 0.613 10 0.0365 Preprocessor1_Mode…
12 2 606 35 roc_auc hand_till 0.613 10 0.0387 Preprocessor1_Mode…
13 2 426 39 roc_auc hand_till 0.613 10 0.0398 Preprocessor1_Mode…
14 2 1342 32 roc_auc hand_till 0.612 10 0.0361 Preprocessor1_Mode…
15 2 1135 34 roc_auc hand_till 0.611 10 0.0385 Preprocessor1_Mode…
16 2 638 39 roc_auc hand_till 0.611 10 0.0378 Preprocessor1_Mode…
17 2 650 38 roc_auc hand_till 0.611 10 0.0363 Preprocessor1_Mode…
18 3 864 35 roc_auc hand_till 0.611 10 0.0379 Preprocessor1_Mode…
19 2 1333 39 roc_auc hand_till 0.611 10 0.0376 Preprocessor1_Mode…
20 2 1004 39 roc_auc hand_till 0.610 10 0.0377 Preprocessor1_Mode…
21 2 795 40 roc_auc hand_till 0.609 10 0.0390 Preprocessor1_Mode…
22 3 607 38 roc_auc hand_till 0.609 10 0.0386 Preprocessor1_Mode…
23 2 485 40 roc_auc hand_till 0.609 10 0.0396 Preprocessor1_Mode…
24 2 404 26 roc_auc hand_till 0.608 10 0.0375 Preprocessor1_Mode…
25 2 1111 32 roc_auc hand_till 0.608 10 0.0383 Preprocessor1_Mode…
26 3 980 40 roc_auc hand_till 0.608 10 0.0408 Preprocessor1_Mode…
27 3 793 39 roc_auc hand_till 0.608 10 0.0356 Preprocessor1_Mode…
28 3 1192 40 roc_auc hand_till 0.608 10 0.0379 Preprocessor1_Mode…
29 2 1008 35 roc_auc hand_till 0.608 10 0.0384 Preprocessor1_Mode…
30 2 1066 30 roc_auc hand_till 0.608 10 0.0403 Preprocessor1_Mode…
31 3 1219 32 roc_auc hand_till 0.608 10 0.0382 Preprocessor1_Mode…
32 3 1493 37 roc_auc hand_till 0.608 10 0.0374 Preprocessor1_Mode…
33 2 574 39 roc_auc hand_till 0.607 10 0.0363 Preprocessor1_Mode…
34 2 640 39 roc_auc hand_till 0.607 10 0.0370 Preprocessor1_Mode…
35 3 1097 37 roc_auc hand_till 0.607 10 0.0383 Preprocessor1_Mode…
36 2 1301 40 roc_auc hand_till 0.607 10 0.0347 Preprocessor1_Mode…
37 2 1398 36 roc_auc hand_till 0.607 10 0.0380 Preprocessor1_Mode…
38 3 1033 40 roc_auc hand_till 0.607 10 0.0385 Preprocessor1_Mode…
39 2 925 37 roc_auc hand_till 0.607 10 0.0373 Preprocessor1_Mode…
40 2 406 33 roc_auc hand_till 0.607 10 0.0394 Preprocessor1_Mode…
41 2 436 29 roc_auc hand_till 0.607 10 0.0412 Preprocessor1_Mode…
42 3 1488 35 roc_auc hand_till 0.607 10 0.0393 Preprocessor1_Mode…
43 3 623 34 roc_auc hand_till 0.607 10 0.0382 Preprocessor1_Mode…
44 3 831 40 roc_auc hand_till 0.607 10 0.0361 Preprocessor1_Mode…
45 2 577 35 roc_auc hand_till 0.606 10 0.0405 Preprocessor1_Mode…
46 2 482 40 roc_auc hand_till 0.606 10 0.0369 Preprocessor1_Mode…
47 3 1276 40 roc_auc hand_till 0.606 10 0.0367 Preprocessor1_Mode…
48 2 986 36 roc_auc hand_till 0.606 10 0.0388 Preprocessor1_Mode…
49 2 1216 37 roc_auc hand_till 0.606 10 0.0357 Preprocessor1_Mode…
50 2 731 35 roc_auc hand_till 0.606 10 0.0393 Preprocessor1_Mode…
51 3 1187 36 roc_auc hand_till 0.606 10 0.0370 Preprocessor1_Mode…
52 3 1248 33 roc_auc hand_till 0.606 10 0.0387 Preprocessor1_Mode…
53 2 502 37 roc_auc hand_till 0.606 10 0.0382 Preprocessor1_Mode…
54 2 505 31 roc_auc hand_till 0.605 10 0.0380 Preprocessor1_Mode…
55 2 899 39 roc_auc hand_till 0.605 10 0.0374 Preprocessor1_Mode…
56 3 1151 33 roc_auc hand_till 0.605 10 0.0396 Preprocessor1_Mode…
57 3 806 37 roc_auc hand_till 0.605 10 0.0391 Preprocessor1_Mode…
58 3 754 40 roc_auc hand_till 0.605 10 0.0401 Preprocessor1_Mode…
59 3 1202 39 roc_auc hand_till 0.605 10 0.0373 Preprocessor1_Mode…
60 2 444 40 roc_auc hand_till 0.605 10 0.0384 Preprocessor1_Mode…
61 3 1311 35 roc_auc hand_till 0.605 10 0.0375 Preprocessor1_Mode…
62 3 1042 40 roc_auc hand_till 0.605 10 0.0385 Preprocessor1_Mode…
63 2 1381 40 roc_auc hand_till 0.605 10 0.0379 Preprocessor1_Mode…
64 2 560 39 roc_auc hand_till 0.605 10 0.0407 Preprocessor1_Mode…
65 2 587 40 roc_auc hand_till 0.605 10 0.0367 Preprocessor1_Mode…
66 2 425 37 roc_auc hand_till 0.605 10 0.0395 Preprocessor1_Mode…
67 2 522 39 roc_auc hand_till 0.605 10 0.0379 Preprocessor1_Mode…
68 2 860 24 roc_auc hand_till 0.605 10 0.0376 Preprocessor1_Mode…
69 2 1379 36 roc_auc hand_till 0.605 10 0.0387 Preprocessor1_Mode…
70 3 717 34 roc_auc hand_till 0.605 10 0.0367 Preprocessor1_Mode…
71 2 1185 33 roc_auc hand_till 0.605 10 0.0363 Preprocessor1_Mode…
72 3 517 33 roc_auc hand_till 0.605 10 0.0392 Preprocessor1_Mode…
73 3 537 28 roc_auc hand_till 0.604 10 0.0393 Preprocessor1_Mode…
74 2 709 37 roc_auc hand_till 0.604 10 0.0417 Preprocessor1_Mode…
75 3 639 30 roc_auc hand_till 0.604 10 0.0411 Preprocessor1_Mode…
76 2 447 39 roc_auc hand_till 0.604 10 0.0412 Preprocessor1_Mode…
77 3 1432 36 roc_auc hand_till 0.604 10 0.0366 Preprocessor1_Mode…
78 2 1272 36 roc_auc hand_till 0.604 10 0.0380 Preprocessor1_Mode…
79 2 1090 35 roc_auc hand_till 0.604 10 0.0365 Preprocessor1_Mode…
80 2 440 34 roc_auc hand_till 0.604 10 0.0430 Preprocessor1_Mode…
81 3 1098 40 roc_auc hand_till 0.604 10 0.0364 Preprocessor1_Mode…
82 2 442 35 roc_auc hand_till 0.604 10 0.0379 Preprocessor1_Mode…
83 3 546 27 roc_auc hand_till 0.604 10 0.0374 Preprocessor1_Mode…
84 2 662 30 roc_auc hand_till 0.604 10 0.0406 Preprocessor1_Mode…
85 2 717 40 roc_auc hand_till 0.604 10 0.0336 Preprocessor1_Mode…
86 3 1021 38 roc_auc hand_till 0.604 10 0.0372 Preprocessor1_Mode…
87 3 455 39 roc_auc hand_till 0.604 10 0.0430 Preprocessor1_Mode…
88 3 1176 25 roc_auc hand_till 0.604 10 0.0389 Preprocessor1_Mode…
89 2 842 22 roc_auc hand_till 0.604 10 0.0397 Preprocessor1_Mode…
90 2 1434 37 roc_auc hand_till 0.604 10 0.0361 Preprocessor1_Mode…
91 2 945 30 roc_auc hand_till 0.604 10 0.0368 Preprocessor1_Mode…
92 3 1264 40 roc_auc hand_till 0.604 10 0.0365 Preprocessor1_Mode…
93 2 403 33 roc_auc hand_till 0.604 10 0.0381 Preprocessor1_Mode…
94 3 838 37 roc_auc hand_till 0.603 10 0.0394 Preprocessor1_Mode…
95 3 967 38 roc_auc hand_till 0.603 10 0.0390 Preprocessor1_Mode…
96 3 661 40 roc_auc hand_till 0.603 10 0.0378 Preprocessor1_Mode…
97 3 626 33 roc_auc hand_till 0.603 10 0.0374 Preprocessor1_Mode…
98 3 719 36 roc_auc hand_till 0.603 10 0.0387 Preprocessor1_Mode…
99 2 1267 38 roc_auc hand_till 0.603 10 0.0369 Preprocessor1_Mode…
100 2 1204 34 roc_auc hand_till 0.603 10 0.0383 Preprocessor1_Mode…
101 2 1241 36 roc_auc hand_till 0.603 10 0.0421 Preprocessor1_Mode…
102 2 1253 20 roc_auc hand_till 0.603 10 0.0411 Preprocessor1_Mode…
103 2 1162 35 roc_auc hand_till 0.603 10 0.0374 Preprocessor1_Mode…
104 3 509 38 roc_auc hand_till 0.603 10 0.0394 Preprocessor1_Mode…
105 2 1393 29 roc_auc hand_till 0.603 10 0.0372 Preprocessor1_Mode…
106 2 1302 35 roc_auc hand_till 0.603 10 0.0379 Preprocessor1_Mode…
107 2 1275 32 roc_auc hand_till 0.603 10 0.0388 Preprocessor1_Mode…
108 3 949 40 roc_auc hand_till 0.603 10 0.0385 Preprocessor1_Mode…
109 2 403 38 roc_auc hand_till 0.603 10 0.0368 Preprocessor1_Mode…
110 3 709 36 roc_auc hand_till 0.603 10 0.0375 Preprocessor1_Mode…
111 2 525 39 roc_auc hand_till 0.603 10 0.0379 Preprocessor1_Mode…
112 2 1178 19 roc_auc hand_till 0.602 10 0.0434 Preprocessor1_Mode…
113 2 408 38 roc_auc hand_till 0.602 10 0.0408 Preprocessor1_Mode…
114 3 684 28 roc_auc hand_till 0.602 10 0.0409 Preprocessor1_Mode…
115 2 884 22 roc_auc hand_till 0.602 10 0.0392 Preprocessor1_Mode…
116 2 630 26 roc_auc hand_till 0.602 10 0.0394 Preprocessor1_Mode…
117 2 416 28 roc_auc hand_till 0.602 10 0.0401 Preprocessor1_Mode…
118 2 1288 26 roc_auc hand_till 0.602 10 0.0371 Preprocessor1_Mode…
119 3 1107 32 roc_auc hand_till 0.602 10 0.0390 Preprocessor1_Mode…
120 3 790 39 roc_auc hand_till 0.602 10 0.0389 Preprocessor1_Mode…
121 3 575 33 roc_auc hand_till 0.602 10 0.0386 Preprocessor1_Mode…
122 3 1403 35 roc_auc hand_till 0.602 10 0.0405 Preprocessor1_Mode…
123 2 691 18 roc_auc hand_till 0.602 10 0.0416 Preprocessor1_Mode…
124 2 1204 35 roc_auc hand_till 0.602 10 0.0370 Preprocessor1_Mode…
125 2 1114 40 roc_auc hand_till 0.602 10 0.0375 Preprocessor1_Mode…
126 3 1387 39 roc_auc hand_till 0.602 10 0.0374 Preprocessor1_Mode…
127 2 1313 35 roc_auc hand_till 0.602 10 0.0390 Preprocessor1_Mode…
128 2 578 36 roc_auc hand_till 0.602 10 0.0371 Preprocessor1_Mode…
129 2 882 33 roc_auc hand_till 0.602 10 0.0386 Preprocessor1_Mode…
130 2 510 28 roc_auc hand_till 0.602 10 0.0384 Preprocessor1_Mode…
131 3 921 28 roc_auc hand_till 0.602 10 0.0394 Preprocessor1_Mode…
132 2 1132 33 roc_auc hand_till 0.602 10 0.0388 Preprocessor1_Mode…
133 2 1487 35 roc_auc hand_till 0.602 10 0.0378 Preprocessor1_Mode…
134 2 570 27 roc_auc hand_till 0.602 10 0.0397 Preprocessor1_Mode…
135 2 544 30 roc_auc hand_till 0.602 10 0.0378 Preprocessor1_Mode…
136 2 1368 30 roc_auc hand_till 0.602 10 0.0393 Preprocessor1_Mode…
137 3 830 35 roc_auc hand_till 0.602 10 0.0349 Preprocessor1_Mode…
138 3 1349 38 roc_auc hand_till 0.602 10 0.0386 Preprocessor1_Mode…
139 2 705 34 roc_auc hand_till 0.602 10 0.0390 Preprocessor1_Mode…
140 2 404 30 roc_auc hand_till 0.602 10 0.0387 Preprocessor1_Mode…
141 2 852 31 roc_auc hand_till 0.602 10 0.0397 Preprocessor1_Mode…
142 2 495 17 roc_auc hand_till 0.602 10 0.0410 Preprocessor1_Mode…
143 3 925 39 roc_auc hand_till 0.602 10 0.0384 Preprocessor1_Mode…
144 2 919 31 roc_auc hand_till 0.602 10 0.0377 Preprocessor1_Mode…
145 2 504 33 roc_auc hand_till 0.601 10 0.0389 Preprocessor1_Mode…
146 2 1354 32 roc_auc hand_till 0.601 10 0.0382 Preprocessor1_Mode…
147 2 1245 36 roc_auc hand_till 0.601 10 0.0356 Preprocessor1_Mode…
148 2 1047 34 roc_auc hand_till 0.601 10 0.0359 Preprocessor1_Mode…
149 3 717 30 roc_auc hand_till 0.601 10 0.0413 Preprocessor1_Mode…
150 2 726 39 roc_auc hand_till 0.601 10 0.0390 Preprocessor1_Mode…
151 2 1425 33 roc_auc hand_till 0.601 10 0.0390 Preprocessor1_Mode…
152 2 1315 29 roc_auc hand_till 0.601 10 0.0377 Preprocessor1_Mode…
153 2 930 40 roc_auc hand_till 0.601 10 0.0385 Preprocessor1_Mode…
154 2 1220 39 roc_auc hand_till 0.601 10 0.0380 Preprocessor1_Mode…
155 3 1468 33 roc_auc hand_till 0.601 10 0.0376 Preprocessor1_Mode…
156 2 758 35 roc_auc hand_till 0.601 10 0.0377 Preprocessor1_Mode…
157 3 1391 37 roc_auc hand_till 0.601 10 0.0384 Preprocessor1_Mode…
158 2 450 32 roc_auc hand_till 0.601 10 0.0368 Preprocessor1_Mode…
159 2 548 37 roc_auc hand_till 0.601 10 0.0393 Preprocessor1_Mode…
160 2 568 39 roc_auc hand_till 0.601 10 0.0397 Preprocessor1_Mode…
161 3 898 36 roc_auc hand_till 0.601 10 0.0364 Preprocessor1_Mode…
162 2 1199 21 roc_auc hand_till 0.601 10 0.0425 Preprocessor1_Mode…
163 2 971 32 roc_auc hand_till 0.601 10 0.0389 Preprocessor1_Mode…
164 2 1075 37 roc_auc hand_till 0.601 10 0.0391 Preprocessor1_Mode…
165 2 1493 26 roc_auc hand_till 0.601 10 0.0398 Preprocessor1_Mode…
166 3 801 32 roc_auc hand_till 0.601 10 0.0401 Preprocessor1_Mode…
167 3 1244 35 roc_auc hand_till 0.601 10 0.0384 Preprocessor1_Mode…
168 2 1319 35 roc_auc hand_till 0.601 10 0.0360 Preprocessor1_Mode…
169 2 1157 39 roc_auc hand_till 0.601 10 0.0382 Preprocessor1_Mode…
170 3 1161 33 roc_auc hand_till 0.601 10 0.0385 Preprocessor1_Mode…
171 2 1352 26 roc_auc hand_till 0.601 10 0.0381 Preprocessor1_Mode…
172 3 1458 39 roc_auc hand_till 0.601 10 0.0384 Preprocessor1_Mode…
173 3 1003 33 roc_auc hand_till 0.601 10 0.0378 Preprocessor1_Mode…
174 2 1379 29 roc_auc hand_till 0.601 10 0.0397 Preprocessor1_Mode…
175 2 779 31 roc_auc hand_till 0.601 10 0.0411 Preprocessor1_Mode…
176 2 418 31 roc_auc hand_till 0.601 10 0.0394 Preprocessor1_Mode…
177 3 527 38 roc_auc hand_till 0.601 10 0.0361 Preprocessor1_Mode…
178 2 883 37 roc_auc hand_till 0.601 10 0.0365 Preprocessor1_Mode…
179 3 1102 34 roc_auc hand_till 0.600 10 0.0388 Preprocessor1_Mode…
180 3 1028 28 roc_auc hand_till 0.600 10 0.0395 Preprocessor1_Mode…
181 2 1437 31 roc_auc hand_till 0.600 10 0.0392 Preprocessor1_Mode…
182 2 907 39 roc_auc hand_till 0.600 10 0.0367 Preprocessor1_Mode…
183 3 1086 40 roc_auc hand_till 0.600 10 0.0404 Preprocessor1_Mode…
184 3 1055 35 roc_auc hand_till 0.600 10 0.0389 Preprocessor1_Mode…
185 3 680 36 roc_auc hand_till 0.600 10 0.0369 Preprocessor1_Mode…
186 3 704 30 roc_auc hand_till 0.600 10 0.0385 Preprocessor1_Mode…
187 2 1328 33 roc_auc hand_till 0.600 10 0.0377 Preprocessor1_Mode…
188 3 926 38 roc_auc hand_till 0.600 10 0.0365 Preprocessor1_Mode…
189 2 1305 36 roc_auc hand_till 0.600 10 0.0388 Preprocessor1_Mode…
190 3 1295 34 roc_auc hand_till 0.600 10 0.0368 Preprocessor1_Mode…
191 3 1479 30 roc_auc hand_till 0.600 10 0.0384 Preprocessor1_Mode…
192 3 1447 37 roc_auc hand_till 0.600 10 0.0375 Preprocessor1_Mode…
193 2 1476 31 roc_auc hand_till 0.600 10 0.0379 Preprocessor1_Mode…
194 3 1266 33 roc_auc hand_till 0.600 10 0.0408 Preprocessor1_Mode…
195 3 1154 34 roc_auc hand_till 0.600 10 0.0378 Preprocessor1_Mode…
196 3 1469 32 roc_auc hand_till 0.600 10 0.0392 Preprocessor1_Mode…
197 2 440 28 roc_auc hand_till 0.6 10 0.0367 Preprocessor1_Mode…
198 2 1414 33 roc_auc hand_till 0.6 10 0.0385 Preprocessor1_Mode…
199 3 645 38 roc_auc hand_till 0.600 10 0.0411 Preprocessor1_Mode…
200 2 983 26 roc_auc hand_till 0.600 10 0.0376 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 2 448 26 mcc multiclass 0.117 8 0.0899 Preprocessor1_Mod…
2 3 1167 27 mcc multiclass 0.0997 8 0.0797 Preprocessor1_Mod…
3 2 628 12 mcc multiclass 0.0990 9 0.0638 Preprocessor1_Mod…
4 3 582 19 mcc multiclass 0.0956 8 0.0625 Preprocessor1_Mod…
5 2 424 39 mcc multiclass 0.0942 8 0.0808 Preprocessor1_Mod…
6 3 1165 17 mcc multiclass 0.0845 9 0.0597 Preprocessor1_Mod…
7 3 403 14 mcc multiclass 0.0817 9 0.0611 Preprocessor1_Mod…
8 2 1176 12 mcc multiclass 0.0755 9 0.0637 Preprocessor1_Mod…
9 3 1033 40 mcc multiclass 0.0748 9 0.0708 Preprocessor1_Mod…
10 3 1013 12 mcc multiclass 0.0709 10 0.0710 Preprocessor1_Mod…
11 3 648 17 mcc multiclass 0.0698 8 0.0618 Preprocessor1_Mod…
12 2 548 37 mcc multiclass 0.0695 8 0.0872 Preprocessor1_Mod…
13 3 661 40 mcc multiclass 0.0683 9 0.0683 Preprocessor1_Mod…
14 3 560 39 mcc multiclass 0.0683 9 0.0683 Preprocessor1_Mod…
15 3 1383 21 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
16 3 502 24 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
17 3 639 24 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
18 3 1431 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
19 3 1182 30 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
20 3 431 22 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
21 3 801 32 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
22 3 1227 21 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
23 3 1372 25 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
24 3 816 23 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
25 3 639 30 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
26 3 792 22 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
27 3 1228 25 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
28 3 1482 25 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
29 3 996 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
30 3 1170 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
31 3 1425 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
32 3 662 20 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
33 3 549 23 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
34 3 1325 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
35 3 744 19 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
36 3 428 19 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
37 3 1315 23 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
38 3 1339 20 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
39 2 968 28 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
40 3 575 19 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
41 3 738 23 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
42 3 452 27 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
43 3 756 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
44 3 1299 29 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
45 3 780 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
46 3 531 24 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
47 3 786 27 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
48 3 1437 28 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
49 3 1185 23 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
50 3 461 23 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
51 3 794 25 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
52 3 1144 28 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
53 3 629 20 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
54 3 1125 28 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
55 3 1220 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
56 3 1115 22 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
57 3 803 26 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
58 3 866 25 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
59 3 877 25 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
60 3 1369 25 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
61 3 597 23 mcc multiclass 0.0683 8 0.0702 Preprocessor1_Mod…
62 2 482 40 mcc multiclass 0.0678 8 0.0613 Preprocessor1_Mod…
63 2 1220 39 mcc multiclass 0.0678 8 0.0613 Preprocessor1_Mod…
64 2 1029 38 mcc multiclass 0.0678 8 0.0613 Preprocessor1_Mod…
65 2 1333 39 mcc multiclass 0.0678 8 0.0613 Preprocessor1_Mod…
66 2 1381 40 mcc multiclass 0.0678 8 0.0613 Preprocessor1_Mod…
67 3 461 30 mcc multiclass 0.0666 8 0.0836 Preprocessor1_Mod…
68 2 675 32 mcc multiclass 0.0659 8 0.0720 Preprocessor1_Mod…
69 3 696 23 mcc multiclass 0.0655 8 0.0503 Preprocessor1_Mod…
70 3 717 30 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
71 2 1035 19 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
72 3 450 26 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
73 2 519 26 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
74 3 1235 26 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
75 3 985 25 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
76 3 1291 33 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
77 3 975 28 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
78 3 1228 27 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
79 3 753 26 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
80 3 582 31 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
81 3 1219 32 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
82 3 691 27 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
83 2 801 19 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
84 3 898 36 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
85 3 796 27 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
86 3 1453 27 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
87 3 592 26 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
88 3 623 34 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
89 3 544 23 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
90 3 823 23 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
91 3 708 26 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
92 2 405 19 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
93 3 457 27 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
94 2 1469 24 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
95 3 703 32 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
96 3 915 28 mcc multiclass 0.0651 8 0.0716 Preprocessor1_Mod…
97 2 1079 40 mcc multiclass 0.0645 8 0.0760 Preprocessor1_Mod…
98 2 475 17 mcc multiclass 0.0639 9 0.0621 Preprocessor1_Mod…
99 3 567 19 mcc multiclass 0.0639 9 0.0621 Preprocessor1_Mod…
100 3 464 18 mcc multiclass 0.0639 9 0.0621 Preprocessor1_Mod…
101 2 430 18 mcc multiclass 0.0639 9 0.0621 Preprocessor1_Mod…
102 2 559 10 mcc multiclass 0.0619 9 0.0619 Preprocessor1_Mod…
103 2 599 15 mcc multiclass 0.0615 9 0.0445 Preprocessor1_Mod…
104 3 877 17 mcc multiclass 0.0614 8 0.0557 Preprocessor1_Mod…
105 3 921 16 mcc multiclass 0.0614 8 0.0557 Preprocessor1_Mod…
106 3 801 16 mcc multiclass 0.0614 8 0.0557 Preprocessor1_Mod…
107 3 1077 17 mcc multiclass 0.0614 8 0.0557 Preprocessor1_Mod…
108 3 647 15 mcc multiclass 0.0614 8 0.0557 Preprocessor1_Mod…
109 2 1118 19 mcc multiclass 0.0611 9 0.0633 Preprocessor1_Mod…
110 3 633 11 mcc multiclass 0.0586 10 0.0697 Preprocessor1_Mod…
111 2 1201 15 mcc multiclass 0.0586 9 0.0462 Preprocessor1_Mod…
112 2 572 13 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
113 2 1215 15 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
114 2 1341 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
115 2 1281 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
116 2 718 13 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
117 3 696 16 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
118 3 1120 15 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
119 2 803 15 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
120 2 1246 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
121 3 793 15 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
122 2 1419 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
123 3 1284 16 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
124 2 1187 13 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
125 3 787 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
126 2 1478 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
127 2 426 13 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
128 2 1436 12 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
129 2 1376 13 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
130 2 1350 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
131 2 1232 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
132 2 1016 15 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
133 2 1359 16 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
134 2 579 14 mcc multiclass 0.0578 9 0.0493 Preprocessor1_Mod…
135 3 949 40 mcc multiclass 0.0573 9 0.0609 Preprocessor1_Mod…
136 2 450 6 mcc multiclass 0.0570 9 0.0644 Preprocessor1_Mod…
137 3 983 33 mcc multiclass 0.0566 9 0.0606 Preprocessor1_Mod…
138 3 560 38 mcc multiclass 0.0566 9 0.0606 Preprocessor1_Mod…
139 3 896 36 mcc multiclass 0.0566 9 0.0606 Preprocessor1_Mod…
140 3 864 35 mcc multiclass 0.0566 9 0.0606 Preprocessor1_Mod…
141 3 403 37 mcc multiclass 0.0566 9 0.0606 Preprocessor1_Mod…
142 3 642 14 mcc multiclass 0.0550 10 0.0610 Preprocessor1_Mod…
143 2 877 15 mcc multiclass 0.0549 9 0.0508 Preprocessor1_Mod…
144 2 1244 15 mcc multiclass 0.0549 9 0.0508 Preprocessor1_Mod…
145 2 1497 13 mcc multiclass 0.0549 9 0.0508 Preprocessor1_Mod…
146 2 1005 14 mcc multiclass 0.0549 9 0.0508 Preprocessor1_Mod…
147 2 605 13 mcc multiclass 0.0549 9 0.0508 Preprocessor1_Mod…
148 2 494 16 mcc multiclass 0.0549 9 0.0508 Preprocessor1_Mod…
149 2 1269 13 mcc multiclass 0.0549 9 0.0508 Preprocessor1_Mod…
150 2 918 2 mcc multiclass 0.0546 10 0.0607 Preprocessor1_Mod…
151 3 1276 40 mcc multiclass 0.0539 9 0.0623 Preprocessor1_Mod…
152 2 671 3 mcc multiclass 0.0535 10 0.0595 Preprocessor1_Mod…
153 2 728 14 mcc multiclass 0.0532 10 0.0599 Preprocessor1_Mod…
154 3 603 15 mcc multiclass 0.0524 10 0.0620 Preprocessor1_Mod…
155 3 455 39 mcc multiclass 0.0508 9 0.0577 Preprocessor1_Mod…
156 3 1490 39 mcc multiclass 0.0508 9 0.0577 Preprocessor1_Mod…
157 2 1492 3 mcc multiclass 0.0505 10 0.0604 Preprocessor1_Mod…
158 3 471 2 mcc multiclass 0.0495 10 0.0519 Preprocessor1_Mod…
159 2 1491 3 mcc multiclass 0.0494 10 0.0592 Preprocessor1_Mod…
160 3 805 26 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
161 3 981 31 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
162 3 995 29 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
163 3 1319 30 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
164 3 858 27 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
165 3 1102 29 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
166 3 1171 33 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
167 3 921 28 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
168 3 622 24 mcc multiclass 0.0493 8 0.0708 Preprocessor1_Mod…
169 2 502 37 mcc multiclass 0.0492 8 0.0514 Preprocessor1_Mod…
170 3 506 12 mcc multiclass 0.0487 10 0.0640 Preprocessor1_Mod…
171 2 470 39 mcc multiclass 0.0471 8 0.0819 Preprocessor1_Mod…
172 3 432 12 mcc multiclass 0.0469 10 0.0637 Preprocessor1_Mod…
173 3 1183 12 mcc multiclass 0.0469 10 0.0637 Preprocessor1_Mod…
174 3 747 13 mcc multiclass 0.0469 10 0.0637 Preprocessor1_Mod…
175 3 703 11 mcc multiclass 0.0469 10 0.0637 Preprocessor1_Mod…
176 2 687 31 mcc multiclass 0.0469 8 0.0725 Preprocessor1_Mod…
177 3 402 22 mcc multiclass 0.0466 8 0.0639 Preprocessor1_Mod…
178 3 563 29 mcc multiclass 0.0466 8 0.0639 Preprocessor1_Mod…
179 2 1237 26 mcc multiclass 0.0466 8 0.0639 Preprocessor1_Mod…
180 2 1182 10 mcc multiclass 0.0462 9 0.0634 Preprocessor1_Mod…
181 3 1092 29 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
182 3 1477 29 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
183 3 451 29 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
184 3 859 31 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
185 3 1161 33 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
186 3 1214 27 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
187 3 987 29 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
188 3 483 26 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
189 3 610 28 mcc multiclass 0.0461 8 0.0721 Preprocessor1_Mod…
190 2 568 39 mcc multiclass 0.0454 8 0.0534 Preprocessor1_Mod…
191 2 721 36 mcc multiclass 0.0454 8 0.0534 Preprocessor1_Mod…
192 2 1216 37 mcc multiclass 0.0454 8 0.0534 Preprocessor1_Mod…
193 2 978 18 mcc multiclass 0.0447 9 0.0564 Preprocessor1_Mod…
194 3 1075 37 mcc multiclass 0.0442 8 0.0725 Preprocessor1_Mod…
195 3 747 35 mcc multiclass 0.0442 8 0.0725 Preprocessor1_Mod…
196 3 1380 39 mcc multiclass 0.0442 8 0.0725 Preprocessor1_Mod…
197 2 578 36 mcc multiclass 0.0442 8 0.0725 Preprocessor1_Mod…
198 3 1202 39 mcc multiclass 0.0442 8 0.0725 Preprocessor1_Mod…
199 3 1387 39 mcc multiclass 0.0442 8 0.0725 Preprocessor1_Mod…
200 3 1138 38 mcc multiclass 0.0442 8 0.0725 Preprocessor1_Mod…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 0.452 0.360
2 precision macro 0.704 0.506
3 spec macro 0.851 0.805
4 accuracy multiclass 0.660 0.519
5 f_meas macro 0.610 0.467
6 mcc multiclass 0.462 0.235
7 kap multiclass 0.429 0.226
8 roc_auc hand_till 0.900 0.652
9 mn_log_loss multiclass 0.848 1.17 Confusion matrix
Column 2
ROC curve
Gain curve
2. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
2. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
Boruta history
Column 1
KOL1 - 1. model
| KVIZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|
| -0.1946552 | 1.3140752 | -0.3378767 | 10.562422 | 3.7625035 | -0.6333843 | -2.9331123 |
| 4.0382875 | 2.7012073 | 4.6054038 | 6.639794 | 3.3956744 | 0.3613729 | -2.3210843 |
| 2.2103245 | 2.5259838 | 1.1495072 | 5.336462 | 2.2880017 | -0.8118909 | -2.5973709 |
| 9.5686792 | 0.4814371 | 4.7957518 | 8.302973 | 5.8535933 | 0.7932407 | -1.6033035 |
| 2.6784344 | 0.8537534 | 2.8959927 | 6.613793 | 1.3355148 | 0.0325094 | -1.3839603 |
| 3.1266839 | 1.8149058 | 1.9273772 | 10.226343 | 3.4536453 | 1.5422941 | -0.0881542 |
| 4.3162696 | 2.2954219 | 3.4395535 | 6.051340 | 1.9138202 | -0.6424550 | -3.5758696 |
| 3.6964789 | 3.4571301 | 3.0011023 | 11.771586 | 3.6351898 | -0.1805611 | -3.1191193 |
| 0.5188023 | 0.3360144 | 2.7217264 | 8.334031 | 3.0079334 | 0.5453367 | -1.2587466 |
| 0.8717870 | 2.7443553 | 4.3623496 | 8.470996 | 3.0403654 | 0.0690295 | -3.2190952 |
| 3.6578605 | 2.5097528 | 4.9104714 | 9.122566 | 1.0118966 | -0.7590829 | -3.6948620 |
| 2.0500020 | -0.7025697 | 1.6758692 | 7.903004 | 3.3768844 | -0.4668546 | -4.6774409 |
| -0.8884599 | 0.1769580 | -0.1379378 | 7.058138 | -0.1379122 | -1.8188764 | -4.1200128 |
| 1.2674955 | 0.2674967 | 1.5816523 | 8.516881 | 3.7552475 | -0.3544726 | -3.2459644 |
| 0.0870514 | 0.8830564 | 0.4232731 | 5.727444 | 0.0434105 | -1.5551843 | -2.4154937 |
| 1.3224849 | 3.3175183 | 5.3540042 | 10.776676 | 3.7259505 | 0.0019035 | -1.8149881 |
| 3.4814926 | 1.9090842 | 3.5649650 | 9.183626 | 3.1036978 | 1.1118620 | -1.3966037 |
| 2.0655974 | 0.9082275 | 2.3740662 | 12.826308 | 4.5630722 | -1.4362051 | -4.7888277 |
| 3.0523370 | -0.9247068 | 2.7578008 | 8.865514 | 1.0421862 | -1.0391388 | -2.8026565 |
| 1.4815958 | 1.5605602 | 3.6485929 | 8.541053 | 2.7406654 | -1.0329941 | -2.6773726 |
| 3.6224712 | 0.7943276 | 0.8994703 | 6.386541 | 5.0731350 | -0.5593483 | -3.2540369 |
| 2.5661295 | 1.3736114 | 3.8523133 | 8.924503 | 3.5264314 | 0.6931756 | -1.3076293 |
| 1.9565977 | -1.3075963 | 2.0307060 | 9.098039 | 9.2759627 | 1.3235252 | -2.2408853 |
| 5.9967087 | 0.1153039 | 3.7694052 | 8.758797 | -0.2624552 | -1.4788206 | -3.5979393 |
| 4.9074330 | -0.2403781 | 3.6037234 | 9.238652 | 5.6975941 | 0.3586492 | -2.1442196 |
| 5.1319629 | 1.0249960 | 3.9993903 | 6.524820 | 4.2760578 | -0.4197391 | -3.6818186 |
| 6.8716185 | 4.4280407 | 5.0673076 | 8.673578 | 7.4772250 | 1.9434007 | -1.0743142 |
| 2.1566248 | 1.8564731 | 3.5874115 | 8.082501 | 4.7995123 | 0.9898633 | -0.9694161 |
| 4.1570885 | -Inf | 3.8328462 | 12.073892 | 4.9186629 | 1.2443551 | -0.2895897 |
| 0.8709750 | -Inf | 0.3044539 | 8.569572 | 13.1588130 | 2.8612306 | -4.7924165 |
| 5.8054222 | -Inf | 4.2088184 | 7.165724 | 1.9692664 | -0.2304336 | -3.5019664 |
| 1.9537278 | -Inf | 3.1931739 | 9.212255 | 5.8787047 | 1.2126529 | -2.2645259 |
| 0.8117333 | -Inf | 2.7039722 | 11.178709 | 3.2290643 | 0.4494536 | -1.5947249 |
| 1.0945484 | -Inf | 1.3381690 | 6.873190 | 1.8394514 | -2.5271086 | -7.5612396 |
| 1.3395243 | -Inf | 4.5304087 | 11.197316 | 6.2030720 | 1.2319573 | -3.3170807 |
| -1.7023428 | -Inf | 4.1865051 | 10.206370 | 1.9390581 | 0.4911142 | -0.5649958 |
| -0.1683100 | -Inf | 1.5593705 | 8.136885 | 3.7539506 | -0.7071740 | -3.9393614 |
| 1.4771876 | -Inf | 5.2965787 | 6.482029 | 4.5404317 | -0.6845158 | -3.0051372 |
| 9.1256588 | -Inf | 4.3177161 | 11.455029 | 3.7349344 | 2.5806790 | 0.4914133 |
| 0.4979751 | -Inf | 0.9167736 | 8.352434 | 1.5143468 | -1.4240177 | -2.5564013 |
| 3.9405416 | -Inf | 1.9095615 | 10.911910 | 4.8161612 | -0.1710322 | -3.7112309 |
| 1.7533406 | -Inf | 3.8839823 | 8.124569 | 4.5776059 | 0.7781292 | -2.1947949 |
| 0.3105611 | -Inf | 3.7313298 | 7.794349 | 5.4325067 | -1.2692968 | -4.1233570 |
| -0.0594548 | -Inf | 1.1559660 | 6.925547 | 1.5218275 | -1.6226322 | -3.9813348 |
| 3.3736711 | -Inf | 4.1809286 | 6.862669 | 1.5791013 | -0.7321705 | -1.8992822 |
| 5.1004390 | -Inf | 5.7311979 | 9.100304 | 3.4345074 | 1.0295918 | -2.0760317 |
| 0.8402631 | -Inf | 3.1668921 | 10.160905 | 6.1773257 | 2.0288302 | -0.8134744 |
| 3.1626427 | -Inf | 3.7422413 | 7.923051 | 0.9419651 | -2.0476235 | -7.6621150 |
| 5.1984379 | -Inf | 1.2201468 | 7.908762 | 6.6765355 | 1.7998618 | -1.6774027 |
| 3.0718977 | -Inf | 2.4529580 | 9.290017 | 1.0148810 | -0.9772564 | -3.7365284 |
| -0.6766562 | -Inf | 2.3928930 | 7.663248 | 2.9364814 | -0.7982805 | -3.7499616 |
| 1.0292548 | -Inf | 1.6592973 | 6.793679 | 1.3161254 | -0.8272678 | -1.8339540 |
| 1.0153982 | -Inf | 3.6367410 | 9.063841 | 2.5916525 | -1.8516061 | -3.3843480 |
| 0.0919042 | -Inf | 2.4112707 | 6.921341 | 1.9980173 | -0.4248625 | -2.5921516 |
| 2.3612432 | -Inf | 4.9468485 | 9.897163 | 4.5012451 | 0.4619740 | -2.0829141 |
| 2.4609430 | -Inf | 2.1315211 | 8.819398 | 2.2035970 | -0.3826671 | -3.6228113 |
| 8.5500904 | -Inf | 4.0595628 | 4.512681 | 1.0310238 | -1.5967862 | -4.0135396 |
| 3.5526154 | -Inf | 2.4058566 | 10.143654 | 6.1104328 | 0.4752526 | -2.7386051 |
| 3.4499453 | -Inf | 3.0805075 | 7.586478 | 4.5867169 | -0.8476481 | -5.0907241 |
| 4.8738551 | -Inf | 3.7317412 | 9.505391 | 7.4624418 | 0.2758730 | -3.7816524 |
| 2.8484229 | -Inf | 2.4105782 | 6.144836 | 4.0741632 | -0.5999057 | -5.2566910 |
| -Inf | -Inf | 1.7345481 | 5.910228 | 1.9097613 | -1.0835891 | -3.7032909 |
| -Inf | -Inf | -1.1022796 | 11.321113 | 4.7296094 | 2.3721929 | -0.9406461 |
| -Inf | -Inf | 1.9732762 | 8.284015 | 4.5229146 | 0.0568419 | -3.2260035 |
| -Inf | -Inf | -3.1013910 | 5.931777 | 1.9024332 | -1.7185602 | -4.3484790 |
| -Inf | -Inf | 1.4091072 | 6.792711 | 2.9816082 | -0.6756980 | -4.8939506 |
| -Inf | -Inf | 0.7417056 | 7.847327 | 1.0680360 | -1.1513254 | -3.3065872 |
| -Inf | -Inf | 1.5580756 | 4.589691 | 0.7470200 | -1.8489077 | -5.4927400 |
| -Inf | -Inf | 0.0769542 | 9.235402 | 6.8874253 | 1.2400502 | -2.8280320 |
| -Inf | -Inf | 0.6024107 | 5.956189 | 4.0405645 | 0.3992016 | -4.7312975 |
| -Inf | -Inf | 0.1673406 | 6.060902 | 5.3168760 | 0.4280452 | -2.4451876 |
| -Inf | -Inf | 0.9942325 | 8.864608 | 5.1476689 | -0.8101692 | -4.1323185 |
| -Inf | -Inf | 0.8867599 | 8.934000 | 2.6688783 | -1.1280444 | -3.9797996 |
| -Inf | -Inf | 2.8910435 | 5.848796 | 8.3915056 | 0.7964841 | -1.8669331 |
| -Inf | -Inf | -1.1694405 | 8.224804 | 1.4674723 | -1.0131364 | -3.4137882 |
| -Inf | -Inf | 1.6100993 | 10.335880 | 3.7511541 | -0.1567977 | -3.2752385 |
| -Inf | -Inf | 1.6761067 | 6.215437 | 0.8287330 | -1.4348284 | -2.3560357 |
| -Inf | -Inf | -1.0869228 | 9.590244 | 5.5600109 | -0.6711200 | -5.1417210 |
| -Inf | -Inf | -3.9771780 | 9.471417 | 2.8006797 | -0.4396721 | -2.6740105 |
| -Inf | -Inf | 0.0374255 | 10.716321 | 5.1917526 | 0.9719320 | -1.2679170 |
Column 2
KOL1 - 2. model
| KVIZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|
| 2.5934044 | 1.9617639 | 0.1141496 | 5.5829811 | 1.9708294 | -0.7448807 | -3.5287474 |
| 2.4748741 | 3.1630813 | 2.2010374 | 1.6731775 | 3.2618860 | 0.3365323 | -4.1604820 |
| 2.7204353 | -0.2613007 | -0.4610569 | 4.3084524 | 1.6725248 | -0.3249618 | -2.7753026 |
| 4.3712586 | 0.2663515 | 1.3094068 | 5.5876936 | 2.1457869 | -0.5174065 | -2.5521962 |
| 2.0913666 | 4.0730430 | 2.0696106 | 3.2087523 | 4.9556782 | -0.0511061 | -4.2751120 |
| 4.5467367 | 3.7796330 | -1.3894557 | 4.2989335 | 5.4822896 | 0.9891547 | -3.2085777 |
| 1.8940974 | 3.1282529 | 0.9282946 | 0.0971051 | 1.0530697 | -0.7359455 | -3.3515334 |
| 3.8908385 | 3.9690513 | -0.6675904 | 5.1640619 | 3.1859358 | 0.1146332 | -1.5413006 |
| -2.0758097 | 2.8389279 | -2.5784964 | 5.6449979 | 0.6014878 | -0.2810602 | -1.7431811 |
| -0.6566570 | -1.1636496 | -Inf | 3.6621302 | -0.0095421 | -1.7536928 | -4.0385471 |
| -0.8923399 | 3.7200807 | -Inf | 4.6417210 | 2.2948692 | 0.3659346 | -0.8348082 |
| 0.2557474 | 1.3960015 | -Inf | 4.0624693 | 2.6495451 | 0.4650814 | -1.0826299 |
| 1.0081555 | 1.8478208 | -Inf | 6.9754192 | 4.8931239 | 0.4610754 | -1.7706561 |
| -1.9447729 | 2.0568520 | -Inf | 3.1779389 | 1.5096934 | -0.4584290 | -2.4460455 |
| 3.3559483 | 3.2995869 | -Inf | 5.9888208 | 4.0569972 | 1.9473770 | -0.8373524 |
| 1.3398527 | 3.9604398 | -Inf | 8.2862129 | 2.6268001 | 1.1433119 | -2.2330784 |
| 0.8066637 | -1.1476937 | -Inf | 2.1064456 | 3.2086566 | 0.3064839 | -2.7242234 |
| 2.0838340 | 1.6410371 | -Inf | 3.0347354 | 1.4703361 | -0.0045967 | -2.3661044 |
| -0.0898145 | 2.4801246 | -Inf | 4.3484230 | 7.6450086 | 1.0333029 | -2.3933298 |
| 2.6143821 | -0.5068120 | -Inf | 6.0448391 | 4.7865778 | 2.0783025 | -2.2408341 |
| -1.8457496 | 0.9128222 | -Inf | 5.4952754 | 2.7350491 | -0.7646901 | -3.3468961 |
| 3.2672769 | 1.4278175 | -Inf | 7.2768583 | 3.9701462 | 0.5601897 | -2.7929087 |
| 4.1026902 | 1.8323110 | -Inf | 3.2411001 | 3.9643442 | 0.4360595 | -3.2667412 |
| 1.1156121 | 3.2156611 | -Inf | 6.6349888 | 7.3489159 | 2.2446857 | -0.1445943 |
| 4.2169842 | 2.2953923 | -Inf | 4.0571527 | 2.5149674 | 0.8930487 | -0.2278410 |
| 0.4377508 | 0.9368233 | -Inf | 2.7350988 | 3.3643315 | 0.3302011 | -1.5708863 |
| -0.9380257 | 0.1709218 | -Inf | 2.7686664 | -0.0808365 | -2.0161859 | -4.2087876 |
| 2.8662490 | -0.2738889 | -Inf | 4.9562245 | 4.6636348 | 0.3793078 | -2.2860475 |
| 1.7632964 | 1.9741268 | -Inf | 6.5615983 | 2.0566984 | 0.0469654 | -3.2485973 |
| 2.4070388 | 0.3482743 | -Inf | 3.3662705 | 1.9561578 | -0.2282279 | -1.4722839 |
| 0.4141218 | -0.5637498 | -Inf | 5.4857987 | 2.8708017 | 1.5784031 | 0.7324014 |
| 0.3373952 | 2.2584525 | -Inf | 5.2779288 | 5.4806701 | 1.0945930 | -1.1442830 |
| -0.4025302 | 4.7920863 | -Inf | 2.7520724 | 1.8431479 | -0.9517981 | -3.4416042 |
| 2.2001084 | -0.6575597 | -Inf | 1.6480773 | 2.7096206 | -0.9246269 | -3.1893460 |
| 1.1931647 | 1.3494473 | -Inf | 3.2673296 | 2.5261324 | -0.8824218 | -2.6497575 |
| -4.8553650 | 0.8927570 | -Inf | 4.4662261 | -0.3811802 | -1.6626830 | -3.3704914 |
| -Inf | 0.2997982 | -Inf | 1.9227991 | 1.1978999 | -1.6438776 | -4.0209337 |
| -Inf | 0.9180610 | -Inf | 4.4922970 | 0.4322295 | -1.8133109 | -4.0713879 |
| -Inf | 0.0392100 | -Inf | 2.9753334 | 1.5355586 | -0.8741910 | -3.7331617 |
| -Inf | 3.0268683 | -Inf | 5.5508569 | 5.0017731 | 0.8991234 | -3.7334723 |
| -Inf | 3.4447873 | -Inf | 5.8766197 | 2.9856490 | -0.3474533 | -3.3139278 |
| -Inf | 3.9392553 | -Inf | 5.5372654 | 5.7826870 | 0.4317852 | -4.0945403 |
| -Inf | 2.5266377 | -Inf | 6.1158455 | 3.4512609 | 0.3614199 | -2.3721282 |
| -Inf | 0.1268304 | -Inf | 2.3214306 | -0.6902981 | -2.0078464 | -3.4075339 |
| -Inf | -1.2436936 | -Inf | 5.1385940 | 2.0442784 | -1.0985375 | -3.6105507 |
| -Inf | 2.1779013 | -Inf | 1.9531147 | 3.2485262 | -1.0240819 | -3.0316990 |
Opisi modela
Column 1
1. 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.
2. 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 - 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
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.
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.
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 3 1458 30 roc_auc binary 0.616 5 0.186 Preprocessor1_Mode…
2 2 748 32 roc_auc binary 0.616 5 0.186 Preprocessor1_Mode…
3 2 610 34 roc_auc binary 0.616 5 0.186 Preprocessor1_Mode…
4 2 1057 12 roc_auc binary 0.616 5 0.186 Preprocessor1_Mode…
5 2 632 31 roc_auc binary 0.616 5 0.186 Preprocessor1_Mode…
6 3 655 25 roc_auc binary 0.616 5 0.186 Preprocessor1_Mode…
7 3 1015 20 roc_auc binary 0.616 5 0.186 Preprocessor1_Mode…
8 3 405 14 roc_auc binary 0.614 5 0.192 Preprocessor1_Mode…
9 3 838 11 roc_auc binary 0.614 5 0.192 Preprocessor1_Mode…
10 3 1428 13 roc_auc binary 0.614 5 0.192 Preprocessor1_Mode…
11 3 467 12 roc_auc binary 0.611 5 0.183 Preprocessor1_Mode…
12 3 402 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
13 3 1234 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
14 3 1357 35 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
15 2 560 25 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
16 3 1463 31 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
17 2 949 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
18 2 1133 11 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
19 3 574 20 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
20 3 717 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
21 3 536 23 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
22 3 1207 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
23 2 1438 23 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
24 3 833 35 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
25 2 1016 35 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
26 3 695 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
27 2 968 36 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
28 3 1260 22 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
29 2 1067 37 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
30 3 928 35 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
31 3 1104 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
32 2 785 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
33 3 1093 22 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
34 2 1123 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
35 3 766 29 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
36 2 983 29 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
37 2 1063 25 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
38 3 460 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
39 3 974 32 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
40 2 716 33 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
41 3 1162 23 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
42 3 576 23 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
43 3 619 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
44 2 867 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
45 3 999 20 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
46 3 815 36 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
47 3 1061 24 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
48 3 1316 34 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
49 3 924 31 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
50 3 1179 31 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
51 2 1279 11 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
52 2 507 37 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
53 2 472 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
54 2 754 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
55 2 460 31 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
56 3 551 20 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
57 2 841 37 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
58 2 1446 12 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
59 2 1113 29 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
60 3 774 29 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
61 2 554 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
62 3 882 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
63 3 1088 24 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
64 2 475 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
65 3 1324 34 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
66 3 1447 22 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
67 2 1017 13 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
68 2 1389 40 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
69 2 735 10 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
70 3 1203 24 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
71 3 468 34 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
72 3 952 19 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
73 2 685 31 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
74 2 962 37 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
75 3 1088 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
76 2 707 29 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
77 3 1448 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
78 2 413 35 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
79 3 1072 22 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
80 2 764 13 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
81 3 594 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
82 3 1496 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
83 3 1202 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
84 2 1263 11 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
85 3 850 31 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
86 3 738 36 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
87 3 598 24 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
88 3 497 32 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
89 2 930 23 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
90 3 989 37 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
91 2 565 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
92 2 489 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
93 2 821 36 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
94 3 652 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
95 3 1158 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
96 3 825 24 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
97 2 1477 31 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
98 2 911 11 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
99 3 777 19 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
100 3 972 32 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
101 3 515 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
102 2 435 36 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
103 2 897 35 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
104 2 611 23 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
105 3 715 19 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
106 2 1062 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
107 3 813 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
108 3 880 21 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
109 3 447 25 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
110 3 1209 31 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
111 2 557 21 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
112 3 851 36 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
113 3 862 22 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
114 2 701 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
115 3 493 33 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
116 2 1064 29 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
117 3 1002 24 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
118 3 864 29 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
119 2 813 11 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
120 3 1245 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
121 2 421 35 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
122 2 567 34 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
123 2 469 26 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
124 3 905 33 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
125 2 512 40 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
126 3 401 35 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
127 3 707 37 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
128 2 835 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
129 3 1419 38 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
130 3 841 25 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
131 2 1411 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
132 3 620 23 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
133 3 962 24 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
134 3 445 36 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
135 2 429 10 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
136 2 1049 37 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
137 3 648 28 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
138 3 1238 29 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
139 3 956 25 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
140 2 1317 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
141 3 1022 37 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
142 3 1047 40 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
143 2 780 32 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
144 3 777 30 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
145 3 881 33 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
146 2 1183 39 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
147 3 1306 27 roc_auc binary 0.605 5 0.191 Preprocessor1_Mode…
148 3 1393 12 roc_auc binary 0.603 5 0.197 Preprocessor1_Mode…
149 3 598 11 roc_auc binary 0.600 5 0.173 Preprocessor1_Mode…
150 3 576 25 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
151 3 612 39 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
152 3 975 35 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
153 2 966 31 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
154 2 859 24 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
155 3 526 33 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
156 3 976 12 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
157 2 750 33 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
158 2 594 38 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
159 2 673 35 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
160 3 515 36 roc_auc binary 0.595 5 0.190 Preprocessor1_Mode…
161 2 1387 33 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
162 2 1113 25 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
163 3 1485 27 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
164 2 1238 37 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
165 2 660 38 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
166 2 1242 32 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
167 2 623 31 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
168 2 1282 32 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
169 3 639 30 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
170 3 1336 27 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
171 3 1370 36 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
172 2 1208 26 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
173 3 1174 13 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
174 2 993 13 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
175 2 1327 34 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
176 2 1003 27 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
177 3 1409 22 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
178 3 472 32 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
179 2 1064 35 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
180 3 623 32 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
181 2 1431 26 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
182 2 1413 11 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
183 3 1225 35 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
184 3 1319 22 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
185 2 897 39 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
186 2 887 28 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
187 3 756 21 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
188 3 940 30 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
189 3 1142 31 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
190 2 857 31 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
191 2 1150 35 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
192 2 1077 11 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
193 2 697 15 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
194 2 1021 35 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
195 2 558 34 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
196 2 1234 38 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
197 3 1346 29 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
198 2 1477 33 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
199 3 1321 32 roc_auc binary 0.594 5 0.196 Preprocessor1_Mode…
200 3 1070 34 roc_auc binary 0.594 5 0.196 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 3 576 12 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
2 3 879 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
3 3 939 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
4 2 1189 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
5 3 649 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
6 2 599 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
7 2 544 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
8 2 1094 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
9 3 1329 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
10 2 553 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
11 3 1099 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
12 3 636 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
13 3 1050 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
14 2 1110 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
15 3 518 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
16 2 1076 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
17 3 1473 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
18 2 477 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
19 2 1169 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
20 2 683 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
21 2 854 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
22 3 1126 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
23 3 1443 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
24 3 758 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
25 3 898 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
26 2 1327 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
27 3 1051 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
28 2 1298 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
29 2 997 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
30 2 579 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
31 2 903 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
32 3 1246 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
33 3 1167 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
34 3 492 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
35 2 1359 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
36 3 436 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
37 2 536 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
38 3 1448 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
39 3 1152 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
40 2 899 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
41 3 993 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
42 2 829 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
43 3 470 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
44 3 576 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
45 3 902 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
46 3 968 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
47 3 1149 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
48 2 1488 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
49 2 1165 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
50 2 790 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
51 3 1228 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
52 2 416 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
53 3 1200 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
54 2 1500 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
55 3 1421 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
56 2 521 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
57 2 1275 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
58 3 1117 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
59 3 1276 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
60 3 509 10 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
61 3 947 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
62 3 1173 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
63 2 1153 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
64 3 1133 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
65 2 1164 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
66 3 570 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
67 2 608 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
68 3 1096 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
69 2 1064 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
70 3 624 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
71 3 493 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
72 3 1343 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
73 2 695 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
74 3 726 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
75 2 1041 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
76 3 899 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
77 3 809 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
78 2 1454 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
79 3 1460 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
80 2 1414 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
81 3 555 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
82 2 1100 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
83 2 599 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
84 2 645 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
85 2 1063 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
86 3 620 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
87 2 1254 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
88 3 825 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
89 3 618 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
90 3 814 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
91 2 1206 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
92 3 815 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
93 2 1413 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
94 2 1204 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
95 3 1400 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
96 2 879 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
97 2 723 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
98 3 694 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
99 2 1148 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
100 3 721 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
101 2 787 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
102 2 730 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
103 3 1312 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
104 3 647 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
105 3 1425 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
106 3 1347 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
107 3 782 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
108 2 1077 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
109 3 792 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
110 3 991 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
111 2 660 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
112 3 1089 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
113 2 762 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
114 3 1493 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
115 2 1092 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
116 3 1031 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
117 2 1127 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
118 3 418 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
119 3 1472 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
120 3 1297 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
121 2 819 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
122 2 1003 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
123 3 1238 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
124 2 1217 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
125 3 613 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
126 3 832 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
127 2 606 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
128 3 1000 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
129 2 1067 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
130 2 915 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
131 3 508 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
132 3 1181 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
133 3 875 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
134 2 1374 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
135 3 1419 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
136 2 1067 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
137 3 495 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
138 3 776 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
139 2 811 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
140 2 512 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
141 3 1156 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
142 2 1078 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
143 2 1121 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
144 2 541 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
145 3 688 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
146 2 1252 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
147 3 604 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
148 3 1498 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
149 3 450 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
150 2 989 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
151 2 675 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
152 3 1316 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
153 2 1493 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
154 3 1182 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
155 2 1210 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
156 2 605 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
157 3 791 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
158 3 1177 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
159 2 1352 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
160 3 866 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
161 3 1240 10 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
162 2 1299 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
163 3 1384 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
164 2 1294 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
165 3 1450 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
166 3 998 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
167 2 556 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
168 2 550 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
169 2 1133 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
170 3 525 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
171 3 1274 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
172 3 782 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
173 3 1346 10 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
174 2 1372 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
175 3 881 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
176 3 1465 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
177 3 455 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
178 3 521 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
179 3 1266 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
180 2 1180 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
181 3 1194 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
182 3 1328 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
183 2 1493 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
184 3 1112 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
185 2 1116 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
186 3 758 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
187 3 1395 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
188 3 945 5 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
189 2 891 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
190 2 1120 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
191 3 512 9 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
192 3 1261 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
193 3 1001 4 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
194 2 579 8 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
195 3 653 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
196 3 893 6 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
197 2 1283 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
198 3 824 7 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
199 2 1442 2 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…
200 3 694 3 mcc binary 0.0536 2 0.165 Preprocessor1_Mod…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 1 1
2 precision binary 0.912 0.902
3 spec binary 0 0
4 accuracy binary 0.912 0.902
5 f_meas binary 0.954 0.948
6 mcc binary NA NA
7 kap binary 0 0
8 roc_auc binary 0.939 0.415
9 mn_log_loss binary 0.182 1.07 Confusion matrix
Column 2
ROC curve
Gain curve
1. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
1. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
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 2 921 38 roc_auc hand_till 0.683 10 0.0534 Preprocessor1_Mode…
2 2 719 33 roc_auc hand_till 0.682 10 0.0569 Preprocessor1_Mode…
3 2 1483 33 roc_auc hand_till 0.680 10 0.0553 Preprocessor1_Mode…
4 2 1497 33 roc_auc hand_till 0.680 10 0.0558 Preprocessor1_Mode…
5 2 756 33 roc_auc hand_till 0.679 10 0.0556 Preprocessor1_Mode…
6 2 472 15 roc_auc hand_till 0.678 10 0.0579 Preprocessor1_Mode…
7 2 561 28 roc_auc hand_till 0.678 10 0.0571 Preprocessor1_Mode…
8 2 1353 33 roc_auc hand_till 0.678 10 0.0548 Preprocessor1_Mode…
9 2 1062 30 roc_auc hand_till 0.677 10 0.0590 Preprocessor1_Mode…
10 2 790 26 roc_auc hand_till 0.677 10 0.0563 Preprocessor1_Mode…
11 3 478 32 roc_auc hand_till 0.676 10 0.0585 Preprocessor1_Mode…
12 2 824 32 roc_auc hand_till 0.676 10 0.0564 Preprocessor1_Mode…
13 2 1313 35 roc_auc hand_till 0.676 10 0.0556 Preprocessor1_Mode…
14 2 1496 22 roc_auc hand_till 0.676 10 0.0575 Preprocessor1_Mode…
15 3 740 15 roc_auc hand_till 0.676 10 0.0606 Preprocessor1_Mode…
16 2 904 29 roc_auc hand_till 0.676 10 0.0551 Preprocessor1_Mode…
17 2 669 16 roc_auc hand_till 0.676 10 0.0606 Preprocessor1_Mode…
18 2 817 38 roc_auc hand_till 0.676 10 0.0551 Preprocessor1_Mode…
19 2 469 26 roc_auc hand_till 0.676 10 0.0565 Preprocessor1_Mode…
20 2 1177 28 roc_auc hand_till 0.675 10 0.0576 Preprocessor1_Mode…
21 2 894 36 roc_auc hand_till 0.675 10 0.0564 Preprocessor1_Mode…
22 2 930 22 roc_auc hand_till 0.675 10 0.0561 Preprocessor1_Mode…
23 2 782 18 roc_auc hand_till 0.675 10 0.0606 Preprocessor1_Mode…
24 2 681 29 roc_auc hand_till 0.675 10 0.0579 Preprocessor1_Mode…
25 3 1006 25 roc_auc hand_till 0.675 10 0.0652 Preprocessor1_Mode…
26 2 1294 23 roc_auc hand_till 0.675 10 0.0553 Preprocessor1_Mode…
27 3 450 25 roc_auc hand_till 0.674 10 0.0623 Preprocessor1_Mode…
28 2 969 37 roc_auc hand_till 0.674 10 0.0580 Preprocessor1_Mode…
29 2 1194 40 roc_auc hand_till 0.674 10 0.0541 Preprocessor1_Mode…
30 2 432 19 roc_auc hand_till 0.674 10 0.0629 Preprocessor1_Mode…
31 2 956 35 roc_auc hand_till 0.674 10 0.0564 Preprocessor1_Mode…
32 2 1055 31 roc_auc hand_till 0.674 10 0.0548 Preprocessor1_Mode…
33 2 736 32 roc_auc hand_till 0.674 10 0.0554 Preprocessor1_Mode…
34 3 786 16 roc_auc hand_till 0.674 10 0.0592 Preprocessor1_Mode…
35 2 1052 28 roc_auc hand_till 0.674 10 0.0588 Preprocessor1_Mode…
36 2 435 40 roc_auc hand_till 0.674 10 0.0527 Preprocessor1_Mode…
37 2 782 39 roc_auc hand_till 0.674 10 0.0539 Preprocessor1_Mode…
38 2 717 35 roc_auc hand_till 0.673 10 0.0564 Preprocessor1_Mode…
39 2 724 31 roc_auc hand_till 0.673 10 0.0544 Preprocessor1_Mode…
40 2 478 21 roc_auc hand_till 0.673 10 0.0588 Preprocessor1_Mode…
41 2 507 28 roc_auc hand_till 0.673 10 0.0564 Preprocessor1_Mode…
42 2 1043 37 roc_auc hand_till 0.673 10 0.0561 Preprocessor1_Mode…
43 3 1444 13 roc_auc hand_till 0.673 10 0.0637 Preprocessor1_Mode…
44 2 984 23 roc_auc hand_till 0.673 10 0.0603 Preprocessor1_Mode…
45 3 1246 11 roc_auc hand_till 0.673 10 0.0627 Preprocessor1_Mode…
46 2 1403 36 roc_auc hand_till 0.673 10 0.0553 Preprocessor1_Mode…
47 3 846 23 roc_auc hand_till 0.673 10 0.0632 Preprocessor1_Mode…
48 2 1414 16 roc_auc hand_till 0.673 10 0.0602 Preprocessor1_Mode…
49 3 730 38 roc_auc hand_till 0.673 10 0.0545 Preprocessor1_Mode…
50 2 605 23 roc_auc hand_till 0.673 10 0.0591 Preprocessor1_Mode…
51 2 731 36 roc_auc hand_till 0.673 10 0.0558 Preprocessor1_Mode…
52 2 1332 27 roc_auc hand_till 0.672 10 0.0589 Preprocessor1_Mode…
53 2 1304 26 roc_auc hand_till 0.672 10 0.0563 Preprocessor1_Mode…
54 2 430 14 roc_auc hand_till 0.672 10 0.0582 Preprocessor1_Mode…
55 3 692 14 roc_auc hand_till 0.672 10 0.0644 Preprocessor1_Mode…
56 2 1174 10 roc_auc hand_till 0.672 10 0.0613 Preprocessor1_Mode…
57 2 635 20 roc_auc hand_till 0.672 10 0.0563 Preprocessor1_Mode…
58 2 1362 25 roc_auc hand_till 0.672 10 0.0573 Preprocessor1_Mode…
59 3 1263 26 roc_auc hand_till 0.672 10 0.0611 Preprocessor1_Mode…
60 3 1424 39 roc_auc hand_till 0.672 10 0.0550 Preprocessor1_Mode…
61 2 1194 29 roc_auc hand_till 0.672 10 0.0567 Preprocessor1_Mode…
62 2 1221 40 roc_auc hand_till 0.672 10 0.0553 Preprocessor1_Mode…
63 2 1006 29 roc_auc hand_till 0.672 10 0.0571 Preprocessor1_Mode…
64 2 1466 34 roc_auc hand_till 0.672 10 0.0558 Preprocessor1_Mode…
65 2 986 38 roc_auc hand_till 0.672 10 0.0558 Preprocessor1_Mode…
66 3 1200 15 roc_auc hand_till 0.672 10 0.0624 Preprocessor1_Mode…
67 2 1443 35 roc_auc hand_till 0.672 10 0.0574 Preprocessor1_Mode…
68 2 882 13 roc_auc hand_till 0.672 10 0.0597 Preprocessor1_Mode…
69 2 1496 23 roc_auc hand_till 0.672 10 0.0591 Preprocessor1_Mode…
70 3 943 10 roc_auc hand_till 0.672 10 0.0650 Preprocessor1_Mode…
71 2 1319 27 roc_auc hand_till 0.672 10 0.0553 Preprocessor1_Mode…
72 2 1137 24 roc_auc hand_till 0.672 10 0.0607 Preprocessor1_Mode…
73 2 1252 33 roc_auc hand_till 0.672 10 0.0556 Preprocessor1_Mode…
74 2 978 22 roc_auc hand_till 0.672 10 0.0603 Preprocessor1_Mode…
75 2 679 11 roc_auc hand_till 0.672 10 0.0606 Preprocessor1_Mode…
76 2 836 20 roc_auc hand_till 0.672 10 0.0583 Preprocessor1_Mode…
77 2 571 23 roc_auc hand_till 0.672 10 0.0634 Preprocessor1_Mode…
78 2 1283 35 roc_auc hand_till 0.672 10 0.0562 Preprocessor1_Mode…
79 3 1474 14 roc_auc hand_till 0.671 10 0.0616 Preprocessor1_Mode…
80 2 1037 16 roc_auc hand_till 0.671 10 0.0599 Preprocessor1_Mode…
81 2 1301 24 roc_auc hand_till 0.671 10 0.0574 Preprocessor1_Mode…
82 3 424 13 roc_auc hand_till 0.671 10 0.0648 Preprocessor1_Mode…
83 3 1353 10 roc_auc hand_till 0.671 10 0.0640 Preprocessor1_Mode…
84 2 565 17 roc_auc hand_till 0.671 10 0.0610 Preprocessor1_Mode…
85 3 1245 13 roc_auc hand_till 0.671 10 0.0612 Preprocessor1_Mode…
86 2 1094 27 roc_auc hand_till 0.671 10 0.0573 Preprocessor1_Mode…
87 2 860 19 roc_auc hand_till 0.671 10 0.0597 Preprocessor1_Mode…
88 2 1070 16 roc_auc hand_till 0.671 10 0.0592 Preprocessor1_Mode…
89 3 1477 30 roc_auc hand_till 0.671 10 0.0580 Preprocessor1_Mode…
90 3 426 9 roc_auc hand_till 0.671 10 0.0643 Preprocessor1_Mode…
91 2 513 35 roc_auc hand_till 0.671 10 0.0572 Preprocessor1_Mode…
92 2 731 22 roc_auc hand_till 0.671 10 0.0595 Preprocessor1_Mode…
93 2 489 33 roc_auc hand_till 0.671 10 0.0547 Preprocessor1_Mode…
94 3 695 9 roc_auc hand_till 0.671 10 0.0600 Preprocessor1_Mode…
95 3 1231 27 roc_auc hand_till 0.671 10 0.0605 Preprocessor1_Mode…
96 2 746 16 roc_auc hand_till 0.671 10 0.0602 Preprocessor1_Mode…
97 2 1487 32 roc_auc hand_till 0.671 10 0.0541 Preprocessor1_Mode…
98 2 1448 28 roc_auc hand_till 0.671 10 0.0604 Preprocessor1_Mode…
99 3 465 37 roc_auc hand_till 0.671 10 0.0553 Preprocessor1_Mode…
100 2 859 21 roc_auc hand_till 0.671 10 0.0593 Preprocessor1_Mode…
101 2 1237 38 roc_auc hand_till 0.671 10 0.0540 Preprocessor1_Mode…
102 2 1155 32 roc_auc hand_till 0.671 10 0.0536 Preprocessor1_Mode…
103 2 643 37 roc_auc hand_till 0.670 10 0.0565 Preprocessor1_Mode…
104 2 1240 33 roc_auc hand_till 0.670 10 0.0548 Preprocessor1_Mode…
105 3 1280 14 roc_auc hand_till 0.670 10 0.0627 Preprocessor1_Mode…
106 2 860 33 roc_auc hand_till 0.670 10 0.0551 Preprocessor1_Mode…
107 2 989 33 roc_auc hand_till 0.670 10 0.0557 Preprocessor1_Mode…
108 2 742 11 roc_auc hand_till 0.670 10 0.0620 Preprocessor1_Mode…
109 3 628 10 roc_auc hand_till 0.670 10 0.0635 Preprocessor1_Mode…
110 3 1255 13 roc_auc hand_till 0.670 10 0.0622 Preprocessor1_Mode…
111 2 599 8 roc_auc hand_till 0.670 10 0.0609 Preprocessor1_Mode…
112 3 687 17 roc_auc hand_till 0.670 10 0.0623 Preprocessor1_Mode…
113 2 600 16 roc_auc hand_till 0.670 10 0.0613 Preprocessor1_Mode…
114 2 1492 35 roc_auc hand_till 0.670 10 0.0546 Preprocessor1_Mode…
115 2 713 31 roc_auc hand_till 0.67 10 0.0585 Preprocessor1_Mode…
116 2 1464 23 roc_auc hand_till 0.670 10 0.0608 Preprocessor1_Mode…
117 2 1382 20 roc_auc hand_till 0.670 10 0.0600 Preprocessor1_Mode…
118 3 886 15 roc_auc hand_till 0.670 10 0.0646 Preprocessor1_Mode…
119 3 1437 33 roc_auc hand_till 0.670 10 0.0597 Preprocessor1_Mode…
120 2 863 37 roc_auc hand_till 0.670 10 0.0564 Preprocessor1_Mode…
121 2 686 32 roc_auc hand_till 0.670 10 0.0549 Preprocessor1_Mode…
122 2 1191 28 roc_auc hand_till 0.670 10 0.0563 Preprocessor1_Mode…
123 2 1341 24 roc_auc hand_till 0.670 10 0.0603 Preprocessor1_Mode…
124 2 1057 32 roc_auc hand_till 0.670 10 0.0543 Preprocessor1_Mode…
125 3 1087 26 roc_auc hand_till 0.670 10 0.0598 Preprocessor1_Mode…
126 3 1313 8 roc_auc hand_till 0.670 10 0.0625 Preprocessor1_Mode…
127 3 985 30 roc_auc hand_till 0.670 10 0.0597 Preprocessor1_Mode…
128 2 1101 19 roc_auc hand_till 0.669 10 0.0601 Preprocessor1_Mode…
129 3 1236 21 roc_auc hand_till 0.669 10 0.0663 Preprocessor1_Mode…
130 3 1304 29 roc_auc hand_till 0.669 10 0.0636 Preprocessor1_Mode…
131 2 433 18 roc_auc hand_till 0.669 10 0.0616 Preprocessor1_Mode…
132 2 1222 36 roc_auc hand_till 0.669 10 0.0554 Preprocessor1_Mode…
133 2 574 26 roc_auc hand_till 0.669 10 0.0578 Preprocessor1_Mode…
134 3 801 8 roc_auc hand_till 0.669 10 0.0639 Preprocessor1_Mode…
135 3 1233 8 roc_auc hand_till 0.669 10 0.0625 Preprocessor1_Mode…
136 2 1149 32 roc_auc hand_till 0.669 10 0.0553 Preprocessor1_Mode…
137 2 1499 34 roc_auc hand_till 0.669 10 0.0552 Preprocessor1_Mode…
138 2 497 9 roc_auc hand_till 0.669 10 0.0587 Preprocessor1_Mode…
139 2 1015 27 roc_auc hand_till 0.669 10 0.0595 Preprocessor1_Mode…
140 2 1278 17 roc_auc hand_till 0.669 10 0.0607 Preprocessor1_Mode…
141 2 555 26 roc_auc hand_till 0.669 10 0.0585 Preprocessor1_Mode…
142 3 1445 27 roc_auc hand_till 0.669 10 0.0622 Preprocessor1_Mode…
143 3 425 30 roc_auc hand_till 0.669 10 0.0594 Preprocessor1_Mode…
144 2 912 39 roc_auc hand_till 0.669 10 0.0567 Preprocessor1_Mode…
145 2 1286 20 roc_auc hand_till 0.669 10 0.0607 Preprocessor1_Mode…
146 3 1094 12 roc_auc hand_till 0.669 10 0.0631 Preprocessor1_Mode…
147 3 612 22 roc_auc hand_till 0.669 10 0.0639 Preprocessor1_Mode…
148 3 1292 33 roc_auc hand_till 0.669 10 0.0585 Preprocessor1_Mode…
149 2 645 19 roc_auc hand_till 0.669 10 0.0591 Preprocessor1_Mode…
150 2 1450 20 roc_auc hand_till 0.669 10 0.0587 Preprocessor1_Mode…
151 2 899 27 roc_auc hand_till 0.669 10 0.0558 Preprocessor1_Mode…
152 2 453 24 roc_auc hand_till 0.669 10 0.0575 Preprocessor1_Mode…
153 3 1407 16 roc_auc hand_till 0.669 10 0.0623 Preprocessor1_Mode…
154 2 1108 34 roc_auc hand_till 0.669 10 0.0571 Preprocessor1_Mode…
155 3 644 25 roc_auc hand_till 0.669 10 0.0635 Preprocessor1_Mode…
156 2 864 10 roc_auc hand_till 0.669 10 0.0589 Preprocessor1_Mode…
157 2 1279 18 roc_auc hand_till 0.669 10 0.0603 Preprocessor1_Mode…
158 2 1206 23 roc_auc hand_till 0.668 10 0.0595 Preprocessor1_Mode…
159 3 826 21 roc_auc hand_till 0.668 10 0.0642 Preprocessor1_Mode…
160 3 682 11 roc_auc hand_till 0.668 10 0.0626 Preprocessor1_Mode…
161 2 1097 13 roc_auc hand_till 0.668 10 0.0629 Preprocessor1_Mode…
162 2 1393 38 roc_auc hand_till 0.668 10 0.0566 Preprocessor1_Mode…
163 2 1133 36 roc_auc hand_till 0.668 10 0.0556 Preprocessor1_Mode…
164 2 488 17 roc_auc hand_till 0.668 10 0.0605 Preprocessor1_Mode…
165 2 805 20 roc_auc hand_till 0.668 10 0.0598 Preprocessor1_Mode…
166 2 464 12 roc_auc hand_till 0.668 10 0.0588 Preprocessor1_Mode…
167 2 1080 32 roc_auc hand_till 0.668 10 0.0554 Preprocessor1_Mode…
168 2 565 16 roc_auc hand_till 0.668 10 0.0618 Preprocessor1_Mode…
169 2 874 24 roc_auc hand_till 0.668 10 0.0607 Preprocessor1_Mode…
170 2 488 34 roc_auc hand_till 0.668 10 0.0568 Preprocessor1_Mode…
171 3 1331 21 roc_auc hand_till 0.668 10 0.0671 Preprocessor1_Mode…
172 2 840 25 roc_auc hand_till 0.668 10 0.0555 Preprocessor1_Mode…
173 3 1399 40 roc_auc hand_till 0.668 10 0.0540 Preprocessor1_Mode…
174 2 1067 17 roc_auc hand_till 0.668 10 0.0602 Preprocessor1_Mode…
175 2 1023 37 roc_auc hand_till 0.668 10 0.0555 Preprocessor1_Mode…
176 2 1135 14 roc_auc hand_till 0.668 10 0.0612 Preprocessor1_Mode…
177 3 1364 28 roc_auc hand_till 0.668 10 0.0611 Preprocessor1_Mode…
178 2 1325 19 roc_auc hand_till 0.668 10 0.0602 Preprocessor1_Mode…
179 2 683 17 roc_auc hand_till 0.668 10 0.0620 Preprocessor1_Mode…
180 3 1224 21 roc_auc hand_till 0.668 10 0.0652 Preprocessor1_Mode…
181 3 1076 37 roc_auc hand_till 0.668 10 0.0560 Preprocessor1_Mode…
182 3 1125 29 roc_auc hand_till 0.668 10 0.0621 Preprocessor1_Mode…
183 2 1020 11 roc_auc hand_till 0.668 10 0.0618 Preprocessor1_Mode…
184 2 1337 12 roc_auc hand_till 0.668 10 0.0616 Preprocessor1_Mode…
185 2 710 25 roc_auc hand_till 0.668 10 0.0588 Preprocessor1_Mode…
186 3 882 13 roc_auc hand_till 0.668 10 0.0648 Preprocessor1_Mode…
187 2 807 31 roc_auc hand_till 0.668 10 0.0573 Preprocessor1_Mode…
188 3 1474 25 roc_auc hand_till 0.668 10 0.0643 Preprocessor1_Mode…
189 3 1063 25 roc_auc hand_till 0.668 10 0.0614 Preprocessor1_Mode…
190 2 1230 23 roc_auc hand_till 0.668 10 0.0626 Preprocessor1_Mode…
191 3 471 21 roc_auc hand_till 0.668 10 0.0630 Preprocessor1_Mode…
192 3 1372 31 roc_auc hand_till 0.668 10 0.0595 Preprocessor1_Mode…
193 3 1320 25 roc_auc hand_till 0.668 10 0.0646 Preprocessor1_Mode…
194 2 1434 40 roc_auc hand_till 0.668 10 0.0568 Preprocessor1_Mode…
195 2 548 35 roc_auc hand_till 0.668 10 0.0560 Preprocessor1_Mode…
196 2 1163 33 roc_auc hand_till 0.668 10 0.0557 Preprocessor1_Mode…
197 2 1383 30 roc_auc hand_till 0.668 10 0.0569 Preprocessor1_Mode…
198 2 1210 17 roc_auc hand_till 0.668 10 0.0634 Preprocessor1_Mode…
199 3 1231 15 roc_auc hand_till 0.668 10 0.0629 Preprocessor1_Mode…
200 2 1329 16 roc_auc hand_till 0.668 10 0.0614 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 2 602 38 mcc multiclass 0.320 10 0.129 Preprocessor1_Mode…
2 3 497 40 mcc multiclass 0.319 10 0.108 Preprocessor1_Mode…
3 3 881 40 mcc multiclass 0.312 10 0.113 Preprocessor1_Mode…
4 3 1399 40 mcc multiclass 0.300 10 0.113 Preprocessor1_Mode…
5 3 882 37 mcc multiclass 0.300 10 0.109 Preprocessor1_Mode…
6 3 730 38 mcc multiclass 0.300 10 0.109 Preprocessor1_Mode…
7 3 689 40 mcc multiclass 0.300 10 0.109 Preprocessor1_Mode…
8 2 435 40 mcc multiclass 0.295 10 0.103 Preprocessor1_Mode…
9 2 1221 40 mcc multiclass 0.293 10 0.118 Preprocessor1_Mode…
10 3 932 40 mcc multiclass 0.280 10 0.110 Preprocessor1_Mode…
11 3 1424 39 mcc multiclass 0.279 10 0.117 Preprocessor1_Mode…
12 3 1278 39 mcc multiclass 0.278 10 0.117 Preprocessor1_Mode…
13 3 1094 39 mcc multiclass 0.278 10 0.128 Preprocessor1_Mode…
14 3 618 39 mcc multiclass 0.278 10 0.128 Preprocessor1_Mode…
15 2 1135 36 mcc multiclass 0.278 10 0.134 Preprocessor1_Mode…
16 2 657 32 mcc multiclass 0.278 10 0.121 Preprocessor1_Mode…
17 2 912 39 mcc multiclass 0.277 10 0.106 Preprocessor1_Mode…
18 3 1430 38 mcc multiclass 0.277 10 0.129 Preprocessor1_Mode…
19 3 526 37 mcc multiclass 0.275 10 0.117 Preprocessor1_Mode…
20 2 1403 36 mcc multiclass 0.274 10 0.128 Preprocessor1_Mode…
21 2 1411 37 mcc multiclass 0.273 10 0.125 Preprocessor1_Mode…
22 2 888 39 mcc multiclass 0.273 10 0.125 Preprocessor1_Mode…
23 2 986 38 mcc multiclass 0.273 10 0.125 Preprocessor1_Mode…
24 2 1161 36 mcc multiclass 0.273 10 0.125 Preprocessor1_Mode…
25 2 1107 37 mcc multiclass 0.273 10 0.125 Preprocessor1_Mode…
26 2 1374 39 mcc multiclass 0.273 10 0.125 Preprocessor1_Mode…
27 2 551 39 mcc multiclass 0.273 10 0.125 Preprocessor1_Mode…
28 2 1465 38 mcc multiclass 0.273 10 0.125 Preprocessor1_Mode…
29 2 420 33 mcc multiclass 0.272 10 0.126 Preprocessor1_Mode…
30 3 507 35 mcc multiclass 0.272 10 0.126 Preprocessor1_Mode…
31 2 921 38 mcc multiclass 0.271 10 0.112 Preprocessor1_Mode…
32 2 488 34 mcc multiclass 0.269 10 0.129 Preprocessor1_Mode…
33 3 584 34 mcc multiclass 0.267 10 0.125 Preprocessor1_Mode…
34 3 499 36 mcc multiclass 0.264 10 0.128 Preprocessor1_Mode…
35 2 643 37 mcc multiclass 0.263 10 0.132 Preprocessor1_Mode…
36 3 735 38 mcc multiclass 0.263 10 0.118 Preprocessor1_Mode…
37 3 550 38 mcc multiclass 0.263 10 0.118 Preprocessor1_Mode…
38 3 1168 37 mcc multiclass 0.263 10 0.118 Preprocessor1_Mode…
39 3 1460 38 mcc multiclass 0.263 10 0.118 Preprocessor1_Mode…
40 2 471 33 mcc multiclass 0.262 10 0.127 Preprocessor1_Mode…
41 2 863 37 mcc multiclass 0.262 10 0.133 Preprocessor1_Mode…
42 3 1096 40 mcc multiclass 0.260 10 0.105 Preprocessor1_Mode…
43 3 1076 37 mcc multiclass 0.259 10 0.127 Preprocessor1_Mode…
44 3 757 37 mcc multiclass 0.259 10 0.127 Preprocessor1_Mode…
45 3 590 40 mcc multiclass 0.258 10 0.138 Preprocessor1_Mode…
46 3 1001 36 mcc multiclass 0.258 10 0.138 Preprocessor1_Mode…
47 3 1099 40 mcc multiclass 0.258 10 0.138 Preprocessor1_Mode…
48 3 515 35 mcc multiclass 0.258 10 0.138 Preprocessor1_Mode…
49 3 1212 40 mcc multiclass 0.257 10 0.125 Preprocessor1_Mode…
50 3 1348 40 mcc multiclass 0.257 10 0.125 Preprocessor1_Mode…
51 3 1101 40 mcc multiclass 0.257 10 0.125 Preprocessor1_Mode…
52 2 1077 38 mcc multiclass 0.257 10 0.125 Preprocessor1_Mode…
53 2 1235 36 mcc multiclass 0.257 10 0.124 Preprocessor1_Mode…
54 2 933 37 mcc multiclass 0.257 10 0.124 Preprocessor1_Mode…
55 2 1187 37 mcc multiclass 0.257 10 0.124 Preprocessor1_Mode…
56 3 912 40 mcc multiclass 0.256 10 0.116 Preprocessor1_Mode…
57 3 950 34 mcc multiclass 0.256 10 0.127 Preprocessor1_Mode…
58 2 701 37 mcc multiclass 0.255 10 0.114 Preprocessor1_Mode…
59 2 880 40 mcc multiclass 0.255 10 0.114 Preprocessor1_Mode…
60 2 867 39 mcc multiclass 0.255 10 0.114 Preprocessor1_Mode…
61 2 1094 40 mcc multiclass 0.255 10 0.114 Preprocessor1_Mode…
62 2 1055 39 mcc multiclass 0.255 10 0.125 Preprocessor1_Mode…
63 3 588 37 mcc multiclass 0.254 10 0.127 Preprocessor1_Mode…
64 3 474 38 mcc multiclass 0.254 10 0.127 Preprocessor1_Mode…
65 2 1350 38 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
66 2 948 33 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
67 2 1304 40 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
68 2 548 35 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
69 2 1404 35 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
70 2 956 35 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
71 2 1001 39 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
72 2 1104 39 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
73 2 1483 33 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
74 2 1108 34 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
75 2 1454 38 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
76 2 1222 36 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
77 2 902 34 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
78 2 1393 38 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
79 2 685 36 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
80 2 1313 35 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
81 2 734 37 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
82 2 969 37 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
83 2 1499 34 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
84 3 1217 38 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
85 2 1105 38 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
86 2 1448 37 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
87 2 1240 33 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
88 2 1043 37 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
89 2 1314 39 mcc multiclass 0.253 10 0.135 Preprocessor1_Mode…
90 3 893 33 mcc multiclass 0.247 10 0.135 Preprocessor1_Mode…
91 3 500 10 mcc multiclass 0.247 10 0.117 Preprocessor1_Mode…
92 3 732 28 mcc multiclass 0.245 10 0.119 Preprocessor1_Mode…
93 3 1257 38 mcc multiclass 0.243 10 0.124 Preprocessor1_Mode…
94 2 782 39 mcc multiclass 0.242 10 0.123 Preprocessor1_Mode…
95 3 1175 39 mcc multiclass 0.241 10 0.116 Preprocessor1_Mode…
96 3 894 40 mcc multiclass 0.239 10 0.128 Preprocessor1_Mode…
97 3 702 38 mcc multiclass 0.239 10 0.128 Preprocessor1_Mode…
98 2 1194 40 mcc multiclass 0.238 10 0.113 Preprocessor1_Mode…
99 2 944 39 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
100 3 487 37 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
101 3 1280 39 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
102 3 653 36 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
103 2 573 37 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
104 3 1239 38 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
105 2 1101 39 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
106 3 578 38 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
107 3 1374 38 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
108 3 753 40 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
109 3 1188 40 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
110 3 1231 37 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
111 3 1127 38 mcc multiclass 0.238 10 0.134 Preprocessor1_Mode…
112 2 1080 32 mcc multiclass 0.237 10 0.135 Preprocessor1_Mode…
113 2 1443 35 mcc multiclass 0.236 10 0.134 Preprocessor1_Mode…
114 2 817 38 mcc multiclass 0.236 10 0.134 Preprocessor1_Mode…
115 2 1280 35 mcc multiclass 0.236 10 0.134 Preprocessor1_Mode…
116 2 731 36 mcc multiclass 0.236 10 0.134 Preprocessor1_Mode…
117 2 1466 34 mcc multiclass 0.236 10 0.134 Preprocessor1_Mode…
118 3 594 29 mcc multiclass 0.235 10 0.120 Preprocessor1_Mode…
119 2 637 30 mcc multiclass 0.234 10 0.126 Preprocessor1_Mode…
120 2 1023 37 mcc multiclass 0.234 10 0.125 Preprocessor1_Mode…
121 2 1272 40 mcc multiclass 0.234 10 0.125 Preprocessor1_Mode…
122 2 879 39 mcc multiclass 0.234 10 0.125 Preprocessor1_Mode…
123 2 1434 40 mcc multiclass 0.234 10 0.125 Preprocessor1_Mode…
124 3 1219 35 mcc multiclass 0.234 10 0.134 Preprocessor1_Mode…
125 3 1383 36 mcc multiclass 0.234 10 0.134 Preprocessor1_Mode…
126 3 1124 34 mcc multiclass 0.234 10 0.134 Preprocessor1_Mode…
127 3 810 36 mcc multiclass 0.234 10 0.123 Preprocessor1_Mode…
128 3 547 33 mcc multiclass 0.233 10 0.109 Preprocessor1_Mode…
129 2 1149 40 mcc multiclass 0.232 10 0.113 Preprocessor1_Mode…
130 2 929 39 mcc multiclass 0.232 10 0.113 Preprocessor1_Mode…
131 2 1237 38 mcc multiclass 0.232 10 0.113 Preprocessor1_Mode…
132 2 427 30 mcc multiclass 0.232 10 0.133 Preprocessor1_Mode…
133 3 465 34 mcc multiclass 0.232 10 0.132 Preprocessor1_Mode…
134 2 989 33 mcc multiclass 0.231 10 0.129 Preprocessor1_Mode…
135 3 790 4 mcc multiclass 0.231 10 0.121 Preprocessor1_Mode…
136 2 821 33 mcc multiclass 0.231 10 0.133 Preprocessor1_Mode…
137 2 717 35 mcc multiclass 0.231 10 0.133 Preprocessor1_Mode…
138 2 495 31 mcc multiclass 0.231 10 0.133 Preprocessor1_Mode…
139 2 477 31 mcc multiclass 0.231 10 0.133 Preprocessor1_Mode…
140 2 511 33 mcc multiclass 0.230 10 0.129 Preprocessor1_Mode…
141 2 824 32 mcc multiclass 0.230 10 0.129 Preprocessor1_Mode…
142 3 994 3 mcc multiclass 0.230 10 0.124 Preprocessor1_Mode…
143 2 1487 32 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
144 2 847 33 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
145 2 1149 32 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
146 2 1439 34 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
147 2 891 33 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
148 2 894 36 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
149 2 1492 35 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
150 2 559 34 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
151 2 466 32 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
152 2 513 35 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
153 2 1283 35 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
154 2 686 32 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
155 2 1491 33 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
156 2 433 35 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
157 2 1361 32 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
158 2 1237 31 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
159 2 1478 32 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
160 2 1353 33 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
161 2 622 30 mcc multiclass 0.230 10 0.134 Preprocessor1_Mode…
162 2 1497 33 mcc multiclass 0.229 10 0.121 Preprocessor1_Mode…
163 2 1015 27 mcc multiclass 0.229 10 0.125 Preprocessor1_Mode…
164 3 463 32 mcc multiclass 0.227 10 0.106 Preprocessor1_Mode…
165 3 425 30 mcc multiclass 0.226 10 0.128 Preprocessor1_Mode…
166 3 903 32 mcc multiclass 0.226 10 0.128 Preprocessor1_Mode…
167 2 469 26 mcc multiclass 0.226 10 0.128 Preprocessor1_Mode…
168 3 719 31 mcc multiclass 0.226 10 0.133 Preprocessor1_Mode…
169 2 555 26 mcc multiclass 0.226 10 0.133 Preprocessor1_Mode…
170 3 1022 34 mcc multiclass 0.225 10 0.128 Preprocessor1_Mode…
171 3 527 30 mcc multiclass 0.225 10 0.130 Preprocessor1_Mode…
172 2 444 2 mcc multiclass 0.223 10 0.118 Preprocessor1_Mode…
173 3 1292 33 mcc multiclass 0.223 10 0.133 Preprocessor1_Mode…
174 3 1161 34 mcc multiclass 0.223 10 0.133 Preprocessor1_Mode…
175 2 574 26 mcc multiclass 0.223 10 0.131 Preprocessor1_Mode…
176 3 1391 31 mcc multiclass 0.222 10 0.117 Preprocessor1_Mode…
177 3 1263 26 mcc multiclass 0.222 10 0.117 Preprocessor1_Mode…
178 3 894 30 mcc multiclass 0.222 10 0.117 Preprocessor1_Mode…
179 3 908 31 mcc multiclass 0.222 10 0.117 Preprocessor1_Mode…
180 3 1340 35 mcc multiclass 0.222 10 0.134 Preprocessor1_Mode…
181 3 732 37 mcc multiclass 0.222 10 0.134 Preprocessor1_Mode…
182 3 1469 35 mcc multiclass 0.222 10 0.134 Preprocessor1_Mode…
183 3 1226 35 mcc multiclass 0.222 10 0.134 Preprocessor1_Mode…
184 3 903 33 mcc multiclass 0.222 10 0.131 Preprocessor1_Mode…
185 2 589 4 mcc multiclass 0.221 10 0.125 Preprocessor1_Mode…
186 2 1133 36 mcc multiclass 0.221 10 0.133 Preprocessor1_Mode…
187 3 465 37 mcc multiclass 0.221 10 0.118 Preprocessor1_Mode…
188 2 807 31 mcc multiclass 0.220 10 0.121 Preprocessor1_Mode…
189 3 543 35 mcc multiclass 0.220 10 0.132 Preprocessor1_Mode…
190 2 1042 40 mcc multiclass 0.219 10 0.123 Preprocessor1_Mode…
191 3 842 39 mcc multiclass 0.219 10 0.123 Preprocessor1_Mode…
192 2 1024 3 mcc multiclass 0.219 10 0.121 Preprocessor1_Mode…
193 3 1206 34 mcc multiclass 0.219 10 0.118 Preprocessor1_Mode…
194 3 626 35 mcc multiclass 0.219 10 0.118 Preprocessor1_Mode…
195 3 529 36 mcc multiclass 0.219 10 0.118 Preprocessor1_Mode…
196 3 883 36 mcc multiclass 0.219 10 0.118 Preprocessor1_Mode…
197 2 670 37 mcc multiclass 0.218 10 0.123 Preprocessor1_Mode…
198 2 886 24 mcc multiclass 0.217 10 0.124 Preprocessor1_Mode…
199 2 1033 23 mcc multiclass 0.217 10 0.124 Preprocessor1_Mode…
200 2 1062 30 mcc multiclass 0.216 10 0.129 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 0.393 0.279
2 precision macro 0.734 0.5
3 spec macro 0.868 0.771
4 accuracy multiclass 0.721 0.5
5 f_meas macro 0.753 0.525
6 mcc multiclass 0.493 0.0917
7 kap multiclass 0.480 0.0889
8 roc_auc hand_till 0.867 0.666
9 mn_log_loss multiclass 0.759 0.991 Confusion matrix
Column 2
ROC curve
Gain curve
2. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
2. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
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 2 722 33 roc_auc binary 0.722 5 0.102 Preprocessor1_Mode…
2 2 533 21 roc_auc binary 0.722 5 0.102 Preprocessor1_Mode…
3 2 452 22 roc_auc binary 0.722 5 0.102 Preprocessor1_Mode…
4 2 1379 36 roc_auc binary 0.722 5 0.102 Preprocessor1_Mode…
5 2 1412 26 roc_auc binary 0.715 5 0.100 Preprocessor1_Mode…
6 3 402 39 roc_auc binary 0.713 5 0.0981 Preprocessor1_Mode…
7 3 424 18 roc_auc binary 0.713 5 0.0981 Preprocessor1_Mode…
8 3 679 22 roc_auc binary 0.713 5 0.0981 Preprocessor1_Mode…
9 2 1111 40 roc_auc binary 0.712 5 0.103 Preprocessor1_Mode…
10 2 570 40 roc_auc binary 0.712 5 0.103 Preprocessor1_Mode…
11 2 590 39 roc_auc binary 0.712 5 0.103 Preprocessor1_Mode…
12 2 948 28 roc_auc binary 0.712 5 0.103 Preprocessor1_Mode…
13 2 721 37 roc_auc binary 0.712 5 0.103 Preprocessor1_Mode…
14 2 1458 37 roc_auc binary 0.712 5 0.103 Preprocessor1_Mode…
15 2 430 28 roc_auc binary 0.712 5 0.103 Preprocessor1_Mode…
16 2 1011 33 roc_auc binary 0.712 5 0.103 Preprocessor1_Mode…
17 2 1485 15 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
18 2 930 14 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
19 2 1188 10 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
20 2 1395 15 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
21 2 554 10 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
22 2 1041 10 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
23 2 676 13 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
24 2 712 11 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
25 2 697 23 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
26 2 750 18 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
27 2 1069 15 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
28 2 1224 10 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
29 2 1200 13 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
30 2 860 12 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
31 2 1354 11 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
32 2 907 11 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
33 2 478 11 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
34 2 485 17 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
35 2 1469 15 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
36 2 1224 11 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
37 2 1175 12 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
38 2 999 12 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
39 2 774 14 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
40 2 1127 11 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
41 2 578 12 roc_auc binary 0.710 5 0.107 Preprocessor1_Mode…
42 3 1178 30 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
43 2 1381 28 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
44 2 820 32 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
45 2 1393 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
46 2 444 35 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
47 2 823 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
48 2 423 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
49 2 939 39 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
50 2 1387 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
51 2 500 32 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
52 2 1349 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
53 2 877 20 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
54 2 817 39 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
55 2 1341 25 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
56 2 1304 19 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
57 2 1320 33 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
58 2 1073 33 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
59 2 758 23 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
60 2 1181 31 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
61 2 881 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
62 2 524 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
63 2 641 39 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
64 2 874 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
65 2 1013 29 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
66 2 619 20 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
67 2 986 36 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
68 2 1005 25 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
69 2 1158 40 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
70 2 529 29 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
71 2 991 21 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
72 2 759 36 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
73 2 417 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
74 2 942 25 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
75 2 1258 23 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
76 2 1279 19 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
77 2 1258 39 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
78 2 778 32 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
79 2 1386 31 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
80 2 1401 36 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
81 2 1496 31 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
82 2 1316 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
83 2 819 28 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
84 2 644 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
85 2 494 34 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
86 2 1405 36 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
87 2 1233 31 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
88 2 1330 24 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
89 2 1375 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
90 2 1005 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
91 2 405 20 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
92 2 697 25 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
93 2 577 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
94 2 1091 29 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
95 2 902 36 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
96 2 1428 21 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
97 2 458 39 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
98 2 1472 23 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
99 2 829 35 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
100 2 1379 23 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
101 2 1257 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
102 2 808 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
103 2 1265 39 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
104 2 1203 20 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
105 2 1293 29 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
106 2 915 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
107 2 735 24 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
108 3 993 23 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
109 2 596 40 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
110 2 1217 22 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
111 2 820 28 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
112 2 1044 31 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
113 2 992 31 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
114 2 1437 34 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
115 2 916 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
116 2 1327 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
117 2 1324 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
118 2 964 21 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
119 2 1287 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
120 2 634 32 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
121 2 1124 33 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
122 2 472 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
123 2 965 31 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
124 2 591 24 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
125 2 1221 29 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
126 2 1146 21 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
127 2 525 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
128 2 1481 21 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
129 2 481 36 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
130 2 963 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
131 2 854 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
132 2 555 30 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
133 2 1489 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
134 2 683 28 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
135 2 411 25 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
136 2 1372 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
137 2 669 39 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
138 2 1011 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
139 2 1470 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
140 2 1341 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
141 2 1115 36 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
142 2 411 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
143 2 755 29 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
144 2 1266 18 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
145 2 1158 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
146 2 1267 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
147 2 949 30 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
148 2 1499 19 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
149 2 811 28 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
150 2 1410 21 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
151 2 1231 24 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
152 2 986 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
153 2 1458 23 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
154 2 502 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
155 2 504 24 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
156 2 605 32 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
157 2 1205 35 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
158 2 545 22 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
159 2 490 24 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
160 2 784 22 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
161 2 1097 30 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
162 2 1304 24 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
163 2 1133 33 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
164 2 1448 26 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
165 2 1050 33 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
166 2 1286 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
167 2 1158 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
168 2 1150 31 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
169 2 751 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
170 2 1299 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
171 2 1065 25 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
172 2 1471 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
173 2 1294 25 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
174 2 1292 20 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
175 2 651 28 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
176 2 953 28 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
177 2 885 39 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
178 2 1014 23 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
179 2 847 38 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
180 2 1412 27 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
181 2 458 19 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
182 2 952 30 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
183 2 537 40 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
184 2 1298 33 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
185 2 1320 22 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
186 2 1027 22 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
187 2 1206 33 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
188 2 1472 22 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
189 2 1355 18 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
190 2 651 35 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
191 2 667 37 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
192 2 756 30 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
193 2 990 35 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
194 2 1304 21 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
195 2 597 36 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
196 2 785 18 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
197 2 1412 32 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
198 2 1050 21 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
199 2 673 40 roc_auc binary 0.703 5 0.104 Preprocessor1_Mode…
200 2 1368 38 roc_auc binary 0.703 5 0.104 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 3 980 12 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
2 3 505 7 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
3 3 702 8 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
4 3 454 13 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
5 2 852 12 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
6 3 1424 17 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
7 2 446 7 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
8 3 1178 30 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
9 2 544 13 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
10 2 1111 40 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
11 3 1227 26 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
12 3 940 39 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
13 2 1381 28 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
14 3 1252 11 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
15 3 1211 37 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
16 2 820 32 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
17 2 797 8 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
18 2 1289 16 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
19 2 953 16 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
20 2 1485 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
21 3 477 14 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
22 3 527 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
23 3 1104 20 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
24 3 1402 6 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
25 2 1393 27 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
26 2 444 35 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
27 3 1457 27 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
28 2 410 12 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
29 2 823 27 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
30 2 807 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
31 2 423 26 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
32 2 1060 13 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
33 3 1027 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
34 3 620 27 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
35 2 930 14 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
36 3 537 22 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
37 2 1416 5 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
38 2 1387 26 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
39 3 536 39 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
40 3 706 31 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
41 2 826 8 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
42 3 570 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
43 3 605 7 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
44 3 1135 24 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
45 2 570 40 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
46 3 1394 6 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
47 3 476 32 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
48 3 708 5 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
49 3 768 7 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
50 2 1349 27 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
51 3 1063 18 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
52 2 1146 16 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
53 3 1329 26 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
54 2 567 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
55 3 938 26 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
56 2 877 20 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
57 2 1450 5 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
58 2 1437 2 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
59 3 673 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
60 3 1344 8 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
61 2 817 39 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
62 2 1341 25 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
63 2 756 22 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
64 2 882 14 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
65 3 1295 39 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
66 2 1121 20 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
67 3 538 28 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
68 3 571 18 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
69 3 540 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
70 2 1304 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
71 3 698 16 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
72 2 1320 33 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
73 3 615 6 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
74 2 852 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
75 3 1274 2 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
76 3 658 25 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
77 3 1334 20 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
78 3 1322 37 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
79 2 1188 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
80 2 1395 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
81 2 1482 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
82 2 974 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
83 2 596 4 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
84 3 571 31 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
85 2 758 23 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
86 3 1193 22 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
87 3 1221 22 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
88 3 1201 21 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
89 3 1287 4 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
90 3 518 13 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
91 3 402 39 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
92 3 1412 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
93 2 1391 7 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
94 2 1181 31 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
95 2 753 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
96 2 524 26 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
97 3 822 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
98 3 1245 31 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
99 3 1160 6 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
100 2 641 39 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
101 2 592 14 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
102 2 874 38 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
103 2 722 33 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
104 3 1465 28 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
105 3 901 14 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
106 2 1400 9 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
107 2 1493 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
108 2 1311 14 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
109 3 987 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
110 3 777 9 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
111 3 496 12 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
112 2 1013 29 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
113 3 1411 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
114 3 780 5 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
115 3 491 14 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
116 3 747 37 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
117 3 1195 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
118 3 568 24 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
119 2 619 20 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
120 3 696 39 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
121 3 486 24 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
122 3 923 35 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
123 3 1038 16 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
124 3 1202 11 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
125 3 1499 2 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
126 2 1005 25 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
127 2 1052 17 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
128 3 745 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
129 2 951 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
130 3 900 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
131 3 1354 25 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
132 2 1158 40 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
133 3 535 18 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
134 3 1312 12 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
135 3 1428 34 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
136 3 1045 2 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
137 3 958 27 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
138 3 1093 20 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
139 2 551 16 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
140 2 684 12 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
141 2 991 21 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
142 3 424 18 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
143 2 1460 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
144 3 1450 33 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
145 2 554 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
146 2 417 27 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
147 2 942 25 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
148 3 682 4 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
149 3 1143 32 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
150 2 708 6 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
151 3 663 28 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
152 3 877 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
153 2 1041 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
154 3 884 25 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
155 2 1258 23 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
156 3 1424 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
157 2 694 4 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
158 3 1081 37 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
159 3 1110 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
160 3 460 17 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
161 2 1279 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
162 2 676 13 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
163 2 1258 39 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
164 3 1452 26 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
165 2 712 11 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
166 2 778 32 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
167 3 1050 9 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
168 3 660 25 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
169 3 535 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
170 3 1009 12 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
171 2 1386 31 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
172 3 1128 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
173 3 679 22 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
174 3 1447 6 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
175 3 1221 2 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
176 2 833 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
177 2 1496 31 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
178 2 1316 27 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
179 3 624 40 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
180 3 1381 37 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
181 3 938 40 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
182 2 937 15 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
183 2 819 28 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
184 3 832 19 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
185 3 519 28 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
186 2 791 22 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
187 3 1036 5 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
188 3 1394 5 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
189 3 1493 30 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
190 2 1270 8 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
191 2 801 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
192 2 875 3 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
193 2 1284 12 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
194 3 1113 11 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
195 2 933 9 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
196 2 589 10 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
197 3 993 36 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
198 3 780 32 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
199 3 850 26 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…
200 2 697 23 mcc binary -0.139 2 0.0278 Preprocessor1_Mod…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 1 1
2 precision binary 0.938 0.92
3 spec binary 0.308 0.2
4 accuracy binary 0.939 0.922
5 f_meas binary 0.968 0.958
6 mcc binary 0.537 0.429
7 kap binary 0.448 0.311
8 roc_auc binary 0.972 0.643
9 mn_log_loss binary 0.156 0.321Confusion matrix
Column 2
ROC curve
Gain curve
3. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
3. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
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 2 1083 37 roc_auc hand_till 0.772 10 0.0447 Preprocessor1_Mode…
2 3 761 40 roc_auc hand_till 0.768 10 0.0429 Preprocessor1_Mode…
3 2 1057 40 roc_auc hand_till 0.767 10 0.0466 Preprocessor1_Mode…
4 2 682 39 roc_auc hand_till 0.766 10 0.0441 Preprocessor1_Mode…
5 2 715 32 roc_auc hand_till 0.765 10 0.0477 Preprocessor1_Mode…
6 3 565 36 roc_auc hand_till 0.765 10 0.0418 Preprocessor1_Mode…
7 3 796 39 roc_auc hand_till 0.765 10 0.0402 Preprocessor1_Mode…
8 2 618 38 roc_auc hand_till 0.765 10 0.0448 Preprocessor1_Mode…
9 2 638 39 roc_auc hand_till 0.765 10 0.0460 Preprocessor1_Mode…
10 2 1303 37 roc_auc hand_till 0.764 10 0.0493 Preprocessor1_Mode…
11 3 875 38 roc_auc hand_till 0.764 10 0.0413 Preprocessor1_Mode…
12 2 1493 38 roc_auc hand_till 0.764 10 0.0476 Preprocessor1_Mode…
13 3 418 39 roc_auc hand_till 0.764 10 0.0396 Preprocessor1_Mode…
14 3 443 30 roc_auc hand_till 0.764 10 0.0449 Preprocessor1_Mode…
15 3 1133 26 roc_auc hand_till 0.764 10 0.0442 Preprocessor1_Mode…
16 2 727 39 roc_auc hand_till 0.763 10 0.0469 Preprocessor1_Mode…
17 3 1388 40 roc_auc hand_till 0.763 10 0.0414 Preprocessor1_Mode…
18 3 999 39 roc_auc hand_till 0.763 10 0.0414 Preprocessor1_Mode…
19 3 1367 38 roc_auc hand_till 0.762 10 0.0413 Preprocessor1_Mode…
20 3 1204 39 roc_auc hand_till 0.762 10 0.0402 Preprocessor1_Mode…
21 2 760 39 roc_auc hand_till 0.762 10 0.0472 Preprocessor1_Mode…
22 2 1020 37 roc_auc hand_till 0.762 10 0.0471 Preprocessor1_Mode…
23 3 574 39 roc_auc hand_till 0.762 10 0.0415 Preprocessor1_Mode…
24 3 994 35 roc_auc hand_till 0.762 10 0.0393 Preprocessor1_Mode…
25 3 1207 40 roc_auc hand_till 0.762 10 0.0415 Preprocessor1_Mode…
26 2 577 39 roc_auc hand_till 0.762 10 0.0443 Preprocessor1_Mode…
27 3 1237 31 roc_auc hand_till 0.761 10 0.0441 Preprocessor1_Mode…
28 3 1422 30 roc_auc hand_till 0.761 10 0.0445 Preprocessor1_Mode…
29 2 886 39 roc_auc hand_till 0.761 10 0.0470 Preprocessor1_Mode…
30 2 974 40 roc_auc hand_till 0.761 10 0.0476 Preprocessor1_Mode…
31 2 1175 35 roc_auc hand_till 0.761 10 0.0481 Preprocessor1_Mode…
32 2 1301 35 roc_auc hand_till 0.761 10 0.0478 Preprocessor1_Mode…
33 3 925 30 roc_auc hand_till 0.761 10 0.0437 Preprocessor1_Mode…
34 3 1325 28 roc_auc hand_till 0.761 10 0.0441 Preprocessor1_Mode…
35 3 421 40 roc_auc hand_till 0.761 10 0.0471 Preprocessor1_Mode…
36 2 533 40 roc_auc hand_till 0.761 10 0.0463 Preprocessor1_Mode…
37 3 507 39 roc_auc hand_till 0.761 10 0.0421 Preprocessor1_Mode…
38 2 866 33 roc_auc hand_till 0.760 10 0.0465 Preprocessor1_Mode…
39 2 1167 40 roc_auc hand_till 0.760 10 0.0479 Preprocessor1_Mode…
40 3 1312 39 roc_auc hand_till 0.760 10 0.0418 Preprocessor1_Mode…
41 2 1088 39 roc_auc hand_till 0.760 10 0.0460 Preprocessor1_Mode…
42 2 454 40 roc_auc hand_till 0.760 10 0.0472 Preprocessor1_Mode…
43 2 597 37 roc_auc hand_till 0.760 10 0.0465 Preprocessor1_Mode…
44 3 632 38 roc_auc hand_till 0.760 10 0.0427 Preprocessor1_Mode…
45 2 575 40 roc_auc hand_till 0.760 10 0.0451 Preprocessor1_Mode…
46 3 1108 26 roc_auc hand_till 0.760 10 0.0449 Preprocessor1_Mode…
47 3 1385 28 roc_auc hand_till 0.760 10 0.0460 Preprocessor1_Mode…
48 2 861 40 roc_auc hand_till 0.760 10 0.0455 Preprocessor1_Mode…
49 3 703 33 roc_auc hand_till 0.759 10 0.0452 Preprocessor1_Mode…
50 2 683 37 roc_auc hand_till 0.759 10 0.0461 Preprocessor1_Mode…
51 3 740 36 roc_auc hand_till 0.759 10 0.0409 Preprocessor1_Mode…
52 3 920 27 roc_auc hand_till 0.759 10 0.0432 Preprocessor1_Mode…
53 3 1484 29 roc_auc hand_till 0.759 10 0.0441 Preprocessor1_Mode…
54 2 715 39 roc_auc hand_till 0.759 10 0.0473 Preprocessor1_Mode…
55 2 1290 39 roc_auc hand_till 0.759 10 0.0477 Preprocessor1_Mode…
56 3 1481 27 roc_auc hand_till 0.759 10 0.0440 Preprocessor1_Mode…
57 3 880 40 roc_auc hand_till 0.759 10 0.0415 Preprocessor1_Mode…
58 3 1334 31 roc_auc hand_till 0.759 10 0.0435 Preprocessor1_Mode…
59 3 682 35 roc_auc hand_till 0.759 10 0.0446 Preprocessor1_Mode…
60 2 647 38 roc_auc hand_till 0.759 10 0.0460 Preprocessor1_Mode…
61 2 1282 39 roc_auc hand_till 0.759 10 0.0443 Preprocessor1_Mode…
62 2 947 40 roc_auc hand_till 0.759 10 0.0467 Preprocessor1_Mode…
63 3 1321 31 roc_auc hand_till 0.758 10 0.0430 Preprocessor1_Mode…
64 3 757 33 roc_auc hand_till 0.758 10 0.0420 Preprocessor1_Mode…
65 2 716 37 roc_auc hand_till 0.758 10 0.0478 Preprocessor1_Mode…
66 3 529 35 roc_auc hand_till 0.758 10 0.0429 Preprocessor1_Mode…
67 3 1384 30 roc_auc hand_till 0.758 10 0.0450 Preprocessor1_Mode…
68 2 1328 40 roc_auc hand_till 0.758 10 0.0470 Preprocessor1_Mode…
69 2 1160 35 roc_auc hand_till 0.758 10 0.0443 Preprocessor1_Mode…
70 2 689 36 roc_auc hand_till 0.758 10 0.0495 Preprocessor1_Mode…
71 3 823 29 roc_auc hand_till 0.758 10 0.0445 Preprocessor1_Mode…
72 2 1080 40 roc_auc hand_till 0.758 10 0.0493 Preprocessor1_Mode…
73 2 1109 39 roc_auc hand_till 0.758 10 0.0489 Preprocessor1_Mode…
74 2 990 38 roc_auc hand_till 0.758 10 0.0463 Preprocessor1_Mode…
75 3 1419 36 roc_auc hand_till 0.757 10 0.0421 Preprocessor1_Mode…
76 3 1276 35 roc_auc hand_till 0.757 10 0.0421 Preprocessor1_Mode…
77 3 1376 39 roc_auc hand_till 0.757 10 0.0427 Preprocessor1_Mode…
78 2 536 37 roc_auc hand_till 0.757 10 0.0455 Preprocessor1_Mode…
79 3 1319 27 roc_auc hand_till 0.757 10 0.0446 Preprocessor1_Mode…
80 3 611 28 roc_auc hand_till 0.757 10 0.0407 Preprocessor1_Mode…
81 3 1060 30 roc_auc hand_till 0.757 10 0.0440 Preprocessor1_Mode…
82 2 1096 39 roc_auc hand_till 0.757 10 0.0478 Preprocessor1_Mode…
83 2 499 38 roc_auc hand_till 0.757 10 0.0457 Preprocessor1_Mode…
84 3 580 34 roc_auc hand_till 0.757 10 0.0421 Preprocessor1_Mode…
85 2 785 33 roc_auc hand_till 0.757 10 0.0467 Preprocessor1_Mode…
86 2 517 37 roc_auc hand_till 0.757 10 0.0453 Preprocessor1_Mode…
87 2 509 29 roc_auc hand_till 0.757 10 0.0490 Preprocessor1_Mode…
88 3 485 36 roc_auc hand_till 0.757 10 0.0414 Preprocessor1_Mode…
89 2 606 27 roc_auc hand_till 0.757 10 0.0495 Preprocessor1_Mode…
90 3 1102 39 roc_auc hand_till 0.757 10 0.0431 Preprocessor1_Mode…
91 3 1288 39 roc_auc hand_till 0.757 10 0.0431 Preprocessor1_Mode…
92 3 1207 37 roc_auc hand_till 0.757 10 0.0414 Preprocessor1_Mode…
93 2 1149 31 roc_auc hand_till 0.756 10 0.0495 Preprocessor1_Mode…
94 3 937 35 roc_auc hand_till 0.756 10 0.0429 Preprocessor1_Mode…
95 2 1023 33 roc_auc hand_till 0.756 10 0.0443 Preprocessor1_Mode…
96 3 1347 32 roc_auc hand_till 0.756 10 0.0446 Preprocessor1_Mode…
97 3 503 33 roc_auc hand_till 0.756 10 0.0419 Preprocessor1_Mode…
98 2 633 39 roc_auc hand_till 0.756 10 0.0494 Preprocessor1_Mode…
99 2 1422 33 roc_auc hand_till 0.756 10 0.0455 Preprocessor1_Mode…
100 2 624 23 roc_auc hand_till 0.756 10 0.0464 Preprocessor1_Mode…
101 2 998 39 roc_auc hand_till 0.756 10 0.0469 Preprocessor1_Mode…
102 2 890 37 roc_auc hand_till 0.756 10 0.0475 Preprocessor1_Mode…
103 3 1436 29 roc_auc hand_till 0.756 10 0.0466 Preprocessor1_Mode…
104 2 691 31 roc_auc hand_till 0.756 10 0.0494 Preprocessor1_Mode…
105 2 522 35 roc_auc hand_till 0.756 10 0.0468 Preprocessor1_Mode…
106 2 1027 37 roc_auc hand_till 0.756 10 0.0513 Preprocessor1_Mode…
107 3 491 24 roc_auc hand_till 0.756 10 0.0470 Preprocessor1_Mode…
108 3 1096 26 roc_auc hand_till 0.756 10 0.0479 Preprocessor1_Mode…
109 3 986 38 roc_auc hand_till 0.756 10 0.0419 Preprocessor1_Mode…
110 3 1095 35 roc_auc hand_till 0.756 10 0.0417 Preprocessor1_Mode…
111 3 1468 27 roc_auc hand_till 0.756 10 0.0436 Preprocessor1_Mode…
112 3 1402 29 roc_auc hand_till 0.756 10 0.0459 Preprocessor1_Mode…
113 2 1313 27 roc_auc hand_till 0.756 10 0.0489 Preprocessor1_Mode…
114 2 1045 25 roc_auc hand_till 0.756 10 0.0488 Preprocessor1_Mode…
115 3 521 37 roc_auc hand_till 0.756 10 0.0469 Preprocessor1_Mode…
116 2 486 38 roc_auc hand_till 0.756 10 0.0477 Preprocessor1_Mode…
117 3 879 27 roc_auc hand_till 0.756 10 0.0461 Preprocessor1_Mode…
118 3 751 35 roc_auc hand_till 0.756 10 0.0417 Preprocessor1_Mode…
119 2 887 37 roc_auc hand_till 0.756 10 0.0483 Preprocessor1_Mode…
120 3 971 23 roc_auc hand_till 0.756 10 0.0465 Preprocessor1_Mode…
121 2 1491 37 roc_auc hand_till 0.756 10 0.0485 Preprocessor1_Mode…
122 2 1068 38 roc_auc hand_till 0.756 10 0.0476 Preprocessor1_Mode…
123 3 582 35 roc_auc hand_till 0.756 10 0.0453 Preprocessor1_Mode…
124 3 1056 40 roc_auc hand_till 0.755 10 0.0421 Preprocessor1_Mode…
125 3 506 33 roc_auc hand_till 0.755 10 0.0466 Preprocessor1_Mode…
126 3 590 33 roc_auc hand_till 0.755 10 0.0438 Preprocessor1_Mode…
127 3 507 28 roc_auc hand_till 0.755 10 0.0443 Preprocessor1_Mode…
128 2 1112 24 roc_auc hand_till 0.755 10 0.0462 Preprocessor1_Mode…
129 2 924 33 roc_auc hand_till 0.755 10 0.0465 Preprocessor1_Mode…
130 3 585 36 roc_auc hand_till 0.755 10 0.0451 Preprocessor1_Mode…
131 3 898 27 roc_auc hand_till 0.755 10 0.0469 Preprocessor1_Mode…
132 3 670 31 roc_auc hand_till 0.755 10 0.0452 Preprocessor1_Mode…
133 3 1494 31 roc_auc hand_till 0.755 10 0.0440 Preprocessor1_Mode…
134 3 536 30 roc_auc hand_till 0.755 10 0.0447 Preprocessor1_Mode…
135 3 674 35 roc_auc hand_till 0.755 10 0.0447 Preprocessor1_Mode…
136 3 1246 27 roc_auc hand_till 0.755 10 0.0435 Preprocessor1_Mode…
137 3 1163 30 roc_auc hand_till 0.755 10 0.0433 Preprocessor1_Mode…
138 2 541 37 roc_auc hand_till 0.755 10 0.0502 Preprocessor1_Mode…
139 2 894 32 roc_auc hand_till 0.755 10 0.0481 Preprocessor1_Mode…
140 2 915 26 roc_auc hand_till 0.755 10 0.0466 Preprocessor1_Mode…
141 2 1180 36 roc_auc hand_till 0.755 10 0.0498 Preprocessor1_Mode…
142 2 900 40 roc_auc hand_till 0.755 10 0.0478 Preprocessor1_Mode…
143 2 457 35 roc_auc hand_till 0.755 10 0.0493 Preprocessor1_Mode…
144 2 883 25 roc_auc hand_till 0.755 10 0.0491 Preprocessor1_Mode…
145 2 934 37 roc_auc hand_till 0.755 10 0.0466 Preprocessor1_Mode…
146 2 1173 36 roc_auc hand_till 0.755 10 0.0478 Preprocessor1_Mode…
147 3 598 38 roc_auc hand_till 0.755 10 0.0442 Preprocessor1_Mode…
148 3 699 26 roc_auc hand_till 0.755 10 0.0429 Preprocessor1_Mode…
149 3 794 30 roc_auc hand_till 0.755 10 0.0455 Preprocessor1_Mode…
150 3 922 33 roc_auc hand_till 0.755 10 0.0451 Preprocessor1_Mode…
151 3 570 21 roc_auc hand_till 0.755 10 0.0490 Preprocessor1_Mode…
152 2 451 40 roc_auc hand_till 0.755 10 0.0487 Preprocessor1_Mode…
153 3 1329 40 roc_auc hand_till 0.755 10 0.0421 Preprocessor1_Mode…
154 2 1325 35 roc_auc hand_till 0.755 10 0.0485 Preprocessor1_Mode…
155 2 532 31 roc_auc hand_till 0.754 10 0.0504 Preprocessor1_Mode…
156 3 673 23 roc_auc hand_till 0.754 10 0.0453 Preprocessor1_Mode…
157 3 608 33 roc_auc hand_till 0.754 10 0.0456 Preprocessor1_Mode…
158 3 1139 32 roc_auc hand_till 0.754 10 0.0437 Preprocessor1_Mode…
159 3 435 33 roc_auc hand_till 0.754 10 0.0445 Preprocessor1_Mode…
160 3 465 23 roc_auc hand_till 0.754 10 0.0476 Preprocessor1_Mode…
161 3 879 36 roc_auc hand_till 0.754 10 0.0465 Preprocessor1_Mode…
162 3 693 37 roc_auc hand_till 0.754 10 0.0444 Preprocessor1_Mode…
163 3 719 26 roc_auc hand_till 0.754 10 0.0475 Preprocessor1_Mode…
164 3 785 40 roc_auc hand_till 0.754 10 0.0416 Preprocessor1_Mode…
165 3 946 31 roc_auc hand_till 0.754 10 0.0483 Preprocessor1_Mode…
166 2 878 23 roc_auc hand_till 0.754 10 0.0490 Preprocessor1_Mode…
167 3 904 39 roc_auc hand_till 0.754 10 0.0455 Preprocessor1_Mode…
168 2 999 36 roc_auc hand_till 0.754 10 0.0504 Preprocessor1_Mode…
169 3 1461 28 roc_auc hand_till 0.754 10 0.0463 Preprocessor1_Mode…
170 3 1358 28 roc_auc hand_till 0.754 10 0.0453 Preprocessor1_Mode…
171 3 1309 39 roc_auc hand_till 0.754 10 0.0453 Preprocessor1_Mode…
172 3 1125 38 roc_auc hand_till 0.754 10 0.0441 Preprocessor1_Mode…
173 3 1021 31 roc_auc hand_till 0.754 10 0.0450 Preprocessor1_Mode…
174 3 407 35 roc_auc hand_till 0.754 10 0.0408 Preprocessor1_Mode…
175 2 846 25 roc_auc hand_till 0.754 10 0.0489 Preprocessor1_Mode…
176 3 1011 34 roc_auc hand_till 0.754 10 0.0461 Preprocessor1_Mode…
177 3 1146 40 roc_auc hand_till 0.754 10 0.0440 Preprocessor1_Mode…
178 2 960 33 roc_auc hand_till 0.754 10 0.0448 Preprocessor1_Mode…
179 3 503 35 roc_auc hand_till 0.753 10 0.0440 Preprocessor1_Mode…
180 2 573 26 roc_auc hand_till 0.753 10 0.0506 Preprocessor1_Mode…
181 3 1196 33 roc_auc hand_till 0.753 10 0.0446 Preprocessor1_Mode…
182 3 872 38 roc_auc hand_till 0.753 10 0.0424 Preprocessor1_Mode…
183 3 856 33 roc_auc hand_till 0.753 10 0.0425 Preprocessor1_Mode…
184 3 1439 38 roc_auc hand_till 0.753 10 0.0402 Preprocessor1_Mode…
185 2 1322 27 roc_auc hand_till 0.753 10 0.0488 Preprocessor1_Mode…
186 2 1083 26 roc_auc hand_till 0.753 10 0.0483 Preprocessor1_Mode…
187 3 818 32 roc_auc hand_till 0.753 10 0.0450 Preprocessor1_Mode…
188 2 675 36 roc_auc hand_till 0.753 10 0.0479 Preprocessor1_Mode…
189 3 964 36 roc_auc hand_till 0.753 10 0.0419 Preprocessor1_Mode…
190 3 1403 36 roc_auc hand_till 0.753 10 0.0425 Preprocessor1_Mode…
191 2 930 33 roc_auc hand_till 0.753 10 0.0476 Preprocessor1_Mode…
192 3 581 35 roc_auc hand_till 0.753 10 0.0452 Preprocessor1_Mode…
193 3 1102 35 roc_auc hand_till 0.753 10 0.0442 Preprocessor1_Mode…
194 2 422 32 roc_auc hand_till 0.753 10 0.0497 Preprocessor1_Mode…
195 2 563 40 roc_auc hand_till 0.753 10 0.0521 Preprocessor1_Mode…
196 2 576 24 roc_auc hand_till 0.753 10 0.0488 Preprocessor1_Mode…
197 3 1448 32 roc_auc hand_till 0.753 10 0.0437 Preprocessor1_Mode…
198 3 1365 34 roc_auc hand_till 0.753 10 0.0433 Preprocessor1_Mode…
199 3 947 28 roc_auc hand_till 0.753 10 0.0455 Preprocessor1_Mode…
200 3 475 40 roc_auc hand_till 0.753 10 0.0441 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 3 443 30 mcc multiclass 0.527 10 0.0719 Preprocessor1_Mode…
2 3 876 34 mcc multiclass 0.524 10 0.0720 Preprocessor1_Mode…
3 3 868 32 mcc multiclass 0.524 10 0.0720 Preprocessor1_Mode…
4 3 435 33 mcc multiclass 0.524 10 0.0720 Preprocessor1_Mode…
5 3 746 36 mcc multiclass 0.524 10 0.0720 Preprocessor1_Mode…
6 2 541 37 mcc multiclass 0.511 10 0.0688 Preprocessor1_Mode…
7 3 1281 37 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
8 3 678 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
9 3 1419 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
10 3 608 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
11 3 598 38 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
12 3 1196 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
13 3 994 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
14 3 1092 38 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
15 3 1124 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
16 3 637 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
17 3 1316 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
18 3 1172 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
19 3 1245 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
20 3 404 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
21 3 1309 39 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
22 2 946 31 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
23 3 875 38 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
24 3 1365 34 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
25 3 670 31 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
26 3 1139 32 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
27 3 1004 37 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
28 3 1095 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
29 2 767 29 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
30 3 580 34 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
31 3 872 38 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
32 3 1312 39 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
33 3 964 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
34 3 1125 38 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
35 3 703 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
36 3 693 37 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
37 3 1293 38 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
38 2 405 37 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
39 2 644 29 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
40 3 1096 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
41 3 1159 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
42 3 922 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
43 3 1276 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
44 3 1120 37 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
45 3 751 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
46 3 503 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
47 3 880 40 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
48 3 818 32 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
49 3 1362 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
50 3 937 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
51 3 674 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
52 3 1384 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
53 3 1490 34 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
54 3 494 34 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
55 3 582 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
56 3 796 39 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
57 3 565 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
58 3 485 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
59 3 407 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
60 3 1194 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
61 3 1011 34 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
62 3 682 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
63 3 764 34 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
64 3 421 40 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
65 3 648 33 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
66 3 1118 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
67 3 1207 40 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
68 3 1204 39 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
69 2 998 34 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
70 3 1376 39 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
71 3 986 38 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
72 3 585 36 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
73 3 933 35 mcc multiclass 0.510 10 0.0805 Preprocessor1_Mode…
74 3 616 32 mcc multiclass 0.508 10 0.0666 Preprocessor1_Mode…
75 3 925 30 mcc multiclass 0.508 10 0.0666 Preprocessor1_Mode…
76 3 815 29 mcc multiclass 0.508 10 0.0666 Preprocessor1_Mode…
77 3 581 35 mcc multiclass 0.508 10 0.0665 Preprocessor1_Mode…
78 2 542 27 mcc multiclass 0.508 10 0.0665 Preprocessor1_Mode…
79 2 494 12 mcc multiclass 0.507 10 0.0518 Preprocessor1_Mode…
80 3 568 40 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
81 3 1010 37 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
82 3 1237 31 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
83 3 1102 35 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
84 3 1102 39 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
85 3 503 35 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
86 3 1311 35 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
87 3 740 36 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
88 3 1367 38 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
89 3 879 36 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
90 3 777 40 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
91 3 1438 37 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
92 3 1477 36 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
93 3 1109 33 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
94 3 819 33 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
95 3 1073 34 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
96 3 1160 35 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
97 3 947 35 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
98 3 674 35 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
99 3 590 33 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
100 3 1288 39 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
101 3 536 30 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
102 3 761 40 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
103 3 999 39 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
104 3 1149 36 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
105 3 947 34 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
106 3 1403 36 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
107 3 856 33 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
108 3 1167 35 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
109 3 632 38 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
110 3 1439 38 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
111 3 1081 31 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
112 3 1207 37 mcc multiclass 0.507 10 0.0804 Preprocessor1_Mode…
113 3 1166 29 mcc multiclass 0.506 10 0.0665 Preprocessor1_Mode…
114 3 920 27 mcc multiclass 0.506 10 0.0665 Preprocessor1_Mode…
115 3 1319 27 mcc multiclass 0.506 10 0.0665 Preprocessor1_Mode…
116 3 794 30 mcc multiclass 0.506 10 0.0665 Preprocessor1_Mode…
117 3 1224 29 mcc multiclass 0.506 10 0.0665 Preprocessor1_Mode…
118 3 906 25 mcc multiclass 0.506 10 0.0665 Preprocessor1_Mode…
119 2 454 40 mcc multiclass 0.498 10 0.0687 Preprocessor1_Mode…
120 3 418 39 mcc multiclass 0.496 10 0.0803 Preprocessor1_Mode…
121 3 1146 40 mcc multiclass 0.496 10 0.0803 Preprocessor1_Mode…
122 3 507 39 mcc multiclass 0.496 10 0.0803 Preprocessor1_Mode…
123 3 484 36 mcc multiclass 0.493 10 0.0802 Preprocessor1_Mode…
124 3 1176 37 mcc multiclass 0.493 10 0.0802 Preprocessor1_Mode…
125 3 529 35 mcc multiclass 0.493 10 0.0802 Preprocessor1_Mode…
126 3 1347 32 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
127 3 947 28 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
128 3 1315 28 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
129 3 842 29 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
130 3 493 31 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
131 3 1468 27 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
132 3 584 31 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
133 3 1075 30 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
134 3 506 33 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
135 3 1494 31 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
136 3 1060 30 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
137 3 1402 29 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
138 2 523 24 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
139 3 1385 33 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
140 2 573 26 mcc multiclass 0.491 10 0.0753 Preprocessor1_Mode…
141 2 1303 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
142 2 1243 31 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
143 2 1020 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
144 2 1429 29 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
145 2 866 36 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
146 2 683 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
147 2 1039 31 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
148 2 1396 29 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
149 2 1491 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
150 2 1494 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
151 2 647 38 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
152 2 954 38 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
153 2 1410 36 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
154 2 990 38 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
155 2 1389 28 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
156 2 633 39 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
157 2 1494 32 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
158 2 1167 40 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
159 2 990 35 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
160 2 651 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
161 2 533 40 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
162 2 1500 34 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
163 2 924 33 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
164 2 1393 30 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
165 2 522 35 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
166 2 1443 27 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
167 2 1023 33 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
168 2 695 32 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
169 2 998 39 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
170 2 1289 39 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
171 2 848 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
172 2 917 33 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
173 2 550 29 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
174 2 1320 34 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
175 2 1180 36 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
176 2 1482 35 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
177 2 1328 40 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
178 3 521 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
179 2 1313 31 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
180 2 1422 33 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
181 2 1278 35 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
182 2 1385 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
183 3 1056 40 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
184 2 886 39 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
185 2 566 37 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
186 2 577 39 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
187 2 1096 39 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
188 2 894 32 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
189 2 1325 35 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
190 3 475 40 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
191 2 682 39 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
192 2 428 32 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
193 3 1388 40 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
194 2 970 36 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
195 2 947 40 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
196 2 861 40 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
197 2 457 35 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
198 2 982 35 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
199 2 1068 38 mcc multiclass 0.490 10 0.0751 Preprocessor1_Mode…
200 2 1083 37 mcc multiclass 0.490 10 0.0751 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 0.568 0.331
2 precision macro 0.740 0.600
3 spec macro 0.869 0.814
4 accuracy multiclass 0.721 0.596
5 f_meas macro 0.743 0.621
6 mcc multiclass 0.503 0.273
7 kap multiclass 0.490 0.260
8 roc_auc hand_till 0.894 0.694
9 mn_log_loss multiclass 0.659 0.927Confusion matrix
Column 2
ROC curve
Gain curve
4. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
4. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
Boruta history
Column 1
KOL2 - 1. model
| KVIZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|
| 4.184735 | 0.4963921 | 2.5493688 | 7.2412623 | 6.4272918 | 0.3658004 | -2.6990916 |
| 7.202910 | -0.5771610 | 4.1044935 | 2.6515737 | 2.0545253 | 0.4192715 | -1.7881853 |
| 7.167097 | -1.1069091 | 2.9963861 | 2.5356550 | 3.1677107 | -0.6419383 | -3.3352810 |
| 8.712436 | -1.2584801 | 5.7701690 | 1.9856107 | 1.7515121 | 0.0553043 | -1.8371490 |
| 5.595404 | -1.2040864 | 3.1633501 | 3.0041091 | 1.7148433 | -0.0697699 | -2.2401563 |
| 6.302385 | 0.5091224 | 3.1646255 | 1.3391363 | 1.3866585 | -0.4366435 | -2.7150427 |
| 6.509506 | -1.4745505 | 6.5319353 | 1.1843785 | 9.7335967 | 0.2751222 | -2.3983593 |
| 6.293457 | 1.9483223 | 3.8910749 | 4.0500600 | 5.1571916 | 0.0348938 | -2.0694920 |
| 5.478183 | -0.2720114 | 4.4836889 | 2.1085857 | 1.8640377 | -0.7627947 | -3.0472749 |
| 6.076040 | -Inf | 5.5628329 | 1.1048528 | 0.7519349 | -0.8537091 | -3.9992998 |
| 6.558575 | -Inf | 4.0830862 | 0.2330902 | -0.2121497 | -2.0644205 | -3.6846536 |
| 6.863019 | -Inf | 3.8322316 | 5.2625132 | 4.7831805 | -0.5732364 | -3.2425351 |
| 8.498971 | -Inf | 5.7816591 | 5.5371644 | 2.9085399 | 0.6316450 | -2.9882360 |
| 10.282271 | -Inf | 4.7809445 | 3.7624994 | 6.0754446 | 1.4047766 | -0.3932680 |
| 7.060462 | -Inf | 4.4088021 | 4.1245320 | 4.7106180 | 0.4522186 | -0.7528695 |
| 9.996356 | -Inf | 4.3646956 | 1.6458456 | 4.4044138 | 0.1962559 | -2.9477644 |
| 9.712203 | -Inf | 8.4651453 | 0.8374105 | 4.5199599 | 1.6820189 | -0.8173352 |
| 9.498590 | -Inf | 6.0840977 | 2.1805048 | 3.8038528 | -0.6727140 | -2.5129049 |
| 6.908386 | -Inf | 5.9073651 | 3.4583410 | 7.0481174 | 1.1686975 | -2.1010210 |
| 8.170834 | -Inf | 3.5371163 | 0.3096606 | 3.8390651 | -0.7020585 | -3.7485422 |
| 6.020890 | -Inf | 5.1175355 | 1.9590822 | 4.0701318 | -0.6151917 | -3.6694624 |
| 8.811861 | -Inf | 5.6220533 | 1.3389954 | 2.4350553 | -0.1712488 | -2.2036602 |
| 9.299608 | -Inf | 4.6577320 | 6.0471420 | 2.6188678 | -0.0458156 | -1.4850631 |
| 9.551387 | -Inf | 6.1233967 | 1.2882557 | 0.5308012 | -1.9244938 | -5.8812048 |
| 7.936905 | -Inf | 7.5115733 | 1.0946611 | 2.3525978 | -0.0896999 | -2.8978878 |
| 8.925530 | -Inf | 6.0499823 | 1.1019760 | 0.1361126 | -1.3676796 | -3.8929899 |
| 9.247650 | -Inf | 4.3638761 | 2.0890456 | 5.9888866 | 0.4033290 | -3.7378873 |
| 8.594069 | -Inf | 7.1903364 | 2.8943138 | 1.3871137 | -0.1539046 | -1.9707213 |
| 9.484739 | -Inf | 5.2697726 | 3.9087947 | 0.4784206 | 0.0126911 | -0.3342335 |
| 8.784927 | -Inf | 4.1031650 | 0.3308516 | 4.0516758 | -1.1997067 | -3.6470902 |
| 8.093542 | -Inf | 6.5544316 | 3.2066814 | 1.0660284 | -0.4844422 | -1.8216088 |
| 8.006622 | -Inf | 5.7366877 | 1.8730405 | 5.6793581 | 1.2996043 | -2.7094643 |
| 8.907543 | -Inf | 6.3168751 | 1.6550529 | 5.2478755 | -0.0933556 | -3.9246662 |
| 7.479904 | -Inf | 7.0815776 | 5.5666684 | 7.7110552 | 2.4906611 | -1.7316315 |
| 12.929504 | -Inf | 7.3869140 | 3.0900081 | 8.8437578 | 1.3429264 | -2.0475573 |
| 10.711833 | -Inf | 7.3369341 | 0.7525599 | 5.5761973 | 0.9160678 | -4.4499205 |
| 7.448166 | -Inf | 4.2192435 | 0.8792126 | 1.8378026 | -0.7042660 | -2.7894804 |
| 5.348207 | -Inf | 5.9973420 | -0.9862264 | 1.1771553 | -1.0401846 | -2.9427785 |
| 8.341174 | -Inf | 7.7406943 | 1.6999885 | 3.9773139 | 0.2841110 | -2.7192522 |
| 9.516548 | -Inf | 8.2384213 | 2.3939970 | 2.7149445 | 0.0969969 | -4.3594615 |
| 9.947697 | -Inf | 6.5908011 | 3.3278427 | 4.0775817 | -0.1143653 | -3.0878418 |
| 7.645494 | -Inf | 6.0770494 | 3.1769140 | 4.0032653 | 1.4054990 | -0.6789180 |
| 10.145774 | -Inf | 4.2264974 | 3.8844443 | 1.6707097 | -0.0080305 | -1.3081916 |
| 7.469290 | -Inf | 3.2619231 | 3.3121533 | 10.5851009 | 2.3582786 | -3.3033915 |
| 9.438952 | -Inf | 4.5807151 | 0.5309273 | 0.9160743 | -0.3130046 | -1.3915264 |
| 6.598597 | -Inf | 2.9798894 | -0.2212804 | -0.5680980 | -2.2859391 | -4.3178126 |
| 13.328176 | -Inf | 8.0209412 | 2.4798090 | 2.0910240 | -0.2276598 | -3.6903202 |
| 7.865572 | -Inf | 5.7237533 | 2.1525561 | 1.0786399 | -0.3659106 | -1.3096956 |
| 8.993901 | -Inf | 6.5302853 | 0.0626640 | 0.9730258 | -1.0736906 | -3.2310372 |
| 8.414103 | -Inf | 5.5877719 | 0.6094840 | -0.1998013 | -1.4255025 | -3.4210073 |
| 9.416524 | -Inf | 5.1944619 | 1.6568498 | 2.2582117 | 0.4473322 | -1.8014976 |
| 8.967503 | -Inf | 6.5569533 | 1.8334254 | 2.4212866 | 0.6774218 | -1.5960842 |
| 9.560393 | -Inf | 6.2637428 | 2.6546254 | 2.2262817 | 1.1061280 | 0.1353382 |
| 8.139674 | -Inf | 3.2276086 | -0.9638763 | 2.8859541 | 0.4611589 | -2.1803466 |
| 10.222694 | -Inf | 5.8790004 | 2.1016830 | 5.5099652 | 2.1037197 | 0.0037984 |
| 6.605162 | -Inf | 5.5094429 | 2.0418745 | 1.8987165 | -0.8157618 | -4.3610074 |
| 7.943064 | -Inf | 8.4375536 | 2.6108485 | 3.3238296 | 0.1011123 | -1.6966783 |
| 9.495137 | -Inf | 6.2510932 | 4.4606134 | 4.1740941 | 0.8213885 | -1.3157010 |
| 5.881552 | -Inf | 2.9711256 | 3.0572636 | 1.5217530 | -0.6391992 | -3.5378610 |
| 9.356858 | -Inf | 4.4533892 | 0.4945952 | 1.3799345 | -0.4237133 | -1.3583677 |
| 5.711163 | -Inf | 0.6850862 | 2.8085424 | 3.0086064 | -2.2503067 | -4.5272975 |
| 6.480658 | -Inf | 3.6469414 | 0.8115660 | -0.4057749 | -1.6676896 | -2.5180687 |
| 9.050502 | -Inf | 4.2468647 | 1.3591727 | 4.4115155 | 1.9322764 | -0.3703124 |
| 7.300824 | -Inf | 4.5555877 | 2.1899665 | 2.5507233 | -1.1491550 | -2.6901031 |
| 5.897845 | -Inf | 6.0010422 | 0.3586431 | -1.4157206 | -1.9682685 | -3.1720465 |
| 7.061115 | -Inf | 5.2942689 | 0.9024600 | 3.3654969 | 0.2289751 | -2.6401673 |
| 8.952402 | -Inf | 8.1873320 | 0.2567572 | 6.5139561 | -0.0576806 | -2.1175800 |
| 8.194116 | -Inf | 5.7560551 | 2.6132001 | 2.9649841 | -0.0698268 | -2.9903165 |
| 6.782981 | -Inf | 3.4170426 | 0.2032128 | 0.9690279 | -1.2290613 | -3.9113908 |
| 10.079912 | -Inf | 7.5010225 | 3.5404323 | 0.6039073 | -0.3622462 | -2.0597838 |
| 11.020188 | -Inf | 3.6566900 | 0.6709748 | 2.8544288 | 0.1825536 | -4.3844868 |
| 10.375132 | -Inf | 8.1534528 | 4.3387149 | 4.6036768 | -0.6977801 | -5.0130006 |
| 3.951057 | -Inf | 3.5314348 | 5.0614751 | 1.9648279 | -0.6537710 | -3.0430001 |
| 8.455606 | -Inf | 4.7080354 | 4.4815813 | 2.7913006 | -0.7637829 | -3.0915433 |
| 9.414731 | -Inf | 6.1079603 | 2.0083549 | 1.4556120 | -0.5506589 | -2.6152280 |
| 9.881073 | -Inf | 8.2495819 | 2.7823108 | 2.9051456 | -0.0865388 | -2.4029872 |
| 6.675702 | -Inf | 4.5247957 | 0.4936844 | -0.5213544 | -1.5270977 | -2.6304713 |
| 6.551214 | -Inf | 3.0693069 | 0.7015109 | 0.8101458 | -0.5203671 | -2.2538541 |
| 9.709958 | -Inf | 8.5085664 | 2.9810860 | 4.6682490 | 1.2173812 | -2.4927540 |
| 7.998795 | -Inf | 3.8007193 | 5.2390748 | 2.3950073 | -0.3905156 | -2.8006635 |
| 5.761064 | -Inf | 2.8258169 | 0.1172922 | 3.0347033 | -1.3958126 | -5.1703245 |
| 8.951621 | -Inf | 3.0844720 | -0.9864057 | 1.4465718 | -0.3871966 | -1.7605957 |
| 10.433978 | -Inf | 6.8032376 | 2.9438500 | 5.6405491 | 1.7304774 | -2.7133776 |
| 8.902979 | -Inf | 4.6674371 | 1.7143947 | 0.7034311 | -0.5710581 | -2.1292502 |
| 9.268153 | -Inf | 4.5535812 | -2.0286325 | 6.0035172 | -0.1680211 | -2.9609917 |
| 9.981805 | -Inf | 3.7798647 | 2.2659847 | -0.6640464 | -1.4494551 | -2.6513398 |
| 8.739788 | -Inf | 6.8940756 | 2.8394446 | 7.3387291 | -0.3776698 | -2.9977993 |
| 8.637812 | -Inf | 6.4662465 | 3.9422293 | 4.9810299 | 0.8069791 | -1.7378876 |
| 10.253298 | -Inf | 7.4912451 | 4.9673997 | 2.4186958 | 0.0720754 | -2.8804762 |
| 8.383396 | -Inf | 6.7990433 | 1.8408959 | 2.3141155 | -0.2975481 | -3.9535112 |
| 7.694311 | -Inf | 5.3820133 | 1.6061616 | 1.4896326 | -0.7466692 | -3.1801110 |
| 8.865044 | -Inf | 7.4305888 | -1.2512757 | 2.0240865 | -0.1117273 | -3.0135517 |
| 7.461955 | -Inf | 4.6806137 | -0.0972578 | 1.8337481 | -0.4129377 | -3.1892871 |
| 9.288884 | -Inf | 8.9501846 | 2.3856788 | 3.3008454 | 0.1243778 | -1.3896208 |
| 6.742628 | -Inf | 4.5359269 | -2.8392333 | -0.5796417 | -1.4455968 | -3.0187373 |
| 7.551847 | -Inf | 4.2163210 | -0.6984087 | 1.9116759 | -0.5667907 | -3.9638144 |
| 8.665703 | -Inf | 4.8172539 | 3.5557248 | 3.5902565 | -0.7746836 | -3.3046325 |
| 7.892181 | -Inf | 6.1643686 | 0.1833875 | 5.4606008 | -0.8755201 | -5.2960254 |
| 5.181121 | -Inf | 2.9642253 | 1.8174596 | 2.2377292 | -0.3912233 | -4.6409443 |
KOL2 - 2. model
| KVIZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|
| 2.3213358 | -1.0897943 | 2.4078157 | 3.4522111 | 4.3646564 | 0.2025552 | -4.4046706 |
| 1.6129727 | -1.7210602 | 0.1793017 | 5.5598699 | 0.3974550 | -1.4777158 | -3.2368672 |
| 2.2700877 | -0.5618040 | 0.9346467 | 5.3927491 | 1.1876196 | -1.5547578 | -3.4998410 |
| 2.6993876 | -4.9343539 | 1.8289700 | 1.0002718 | 7.4610209 | 0.4325803 | -2.4910511 |
| 6.0669227 | -0.9255671 | 1.3727728 | 4.9134215 | 4.2433847 | 1.0775750 | -1.3961886 |
| 4.0020721 | -4.1168928 | 2.3921281 | 2.3896802 | 1.6194789 | 0.0138852 | -1.9296886 |
| 3.8499269 | -1.6416686 | 1.6503845 | 0.6239544 | 6.1177198 | -0.3341450 | -3.3239519 |
| 4.7092885 | -2.2916603 | 0.4098499 | 3.1734292 | 1.9391803 | -0.2502470 | -2.9250372 |
| 3.2054654 | 2.0654425 | 3.4962547 | 3.2932273 | 3.0438502 | 0.0907347 | -4.1651831 |
| 5.6149762 | -Inf | 2.7297558 | 1.9639071 | 4.8115125 | 0.1510373 | -2.8760028 |
| 7.2419386 | -Inf | 2.9253726 | 4.0831548 | 2.4099246 | -0.6207727 | -3.3043193 |
| 5.4091692 | -Inf | 0.1638034 | 4.4317996 | 0.9885561 | -0.3283879 | -2.5158082 |
| 6.1587168 | -Inf | 1.9080567 | 5.9623175 | 2.4343273 | 0.1358314 | -2.6459567 |
| 4.0932855 | -Inf | 3.0389399 | 5.4624336 | 2.2269045 | -0.8168833 | -3.5464472 |
| 1.1642862 | -Inf | 1.0502233 | 4.8577129 | 1.9636540 | -1.1593147 | -3.5998215 |
| 5.1550794 | -Inf | 0.4470220 | 3.6437938 | 3.5641485 | 0.5019003 | -4.4422023 |
| 1.7060031 | -Inf | 1.8235457 | 2.7988004 | 2.0275869 | 0.5229565 | -2.8189824 |
| 5.6849632 | -Inf | 3.0212361 | 7.4182525 | 2.9665729 | 0.9177016 | -2.9360091 |
| 2.3210125 | -Inf | 2.7310747 | 4.8036659 | 1.7966184 | -0.1133763 | -2.6082864 |
| 3.1680807 | -Inf | 3.4927075 | 1.8189440 | 4.4475887 | 1.0768571 | -1.7104473 |
| 6.6254566 | -Inf | 3.5099498 | 4.7151314 | 2.7226472 | -0.1222484 | -2.8510758 |
| 6.4600995 | -Inf | 4.0401338 | 2.9663078 | 8.1070255 | 2.2535052 | -0.8071106 |
| 5.6951665 | -Inf | 4.4612714 | 4.4468908 | 3.2902477 | 0.0421516 | -3.2819709 |
| 6.6703135 | -Inf | -0.2778098 | 2.1271789 | 5.2342536 | 1.6962183 | -0.4317549 |
| 4.0855644 | -Inf | 3.5648108 | 5.0616316 | 2.1241907 | -1.4447196 | -3.8021548 |
| 3.1735196 | -Inf | 1.7615622 | 2.5927583 | 6.1643964 | 0.0411908 | -2.3488579 |
| 2.6570734 | -Inf | -0.4625596 | 2.8954458 | 2.8385603 | 0.2819840 | -2.2719066 |
| 4.6763422 | -Inf | 1.6619040 | 4.9443850 | 0.4283972 | -0.7920074 | -3.5590244 |
| 1.2733829 | -Inf | 2.2132547 | 2.1044541 | 2.5124113 | 0.3291198 | -1.9904125 |
| 1.6740416 | -Inf | 2.0684600 | 1.5589260 | 0.6151266 | -1.4350267 | -3.1846105 |
| 5.4314693 | -Inf | 1.8350557 | 2.2793760 | 2.3045549 | -0.9905111 | -4.3937828 |
| 5.3881455 | -Inf | 1.9490675 | 0.6673575 | 2.8801751 | -0.3593785 | -3.7252079 |
| 8.9102829 | -Inf | 3.4593898 | 6.8482299 | 5.5828911 | 3.4801102 | 1.8743868 |
| 5.2615717 | -Inf | 2.4732880 | 4.0148584 | 2.7584100 | 0.4057147 | -2.1983757 |
| 6.5124347 | -Inf | 3.8726690 | 6.4874305 | 5.5649930 | 1.6447339 | -1.7543342 |
| 3.1090427 | -Inf | 1.3989479 | 3.4944720 | 1.8559378 | -1.2856890 | -3.3449708 |
| 5.2105808 | -Inf | 4.3891172 | 2.4653876 | 1.9540177 | -0.6221091 | -2.3683995 |
| 3.3873288 | -Inf | 3.8353483 | 3.9283962 | 5.7598616 | 1.4578704 | -3.0887875 |
| 5.8971620 | -Inf | 0.4650500 | 2.5235218 | 1.6998023 | 0.2686094 | -2.3239985 |
| 3.9266167 | -Inf | 2.2480528 | 5.3588889 | 3.3406160 | -0.6423778 | -4.1713661 |
| 8.2150221 | -Inf | 4.9664127 | 3.0312818 | 2.9351826 | 0.5765003 | -2.1743558 |
| 8.2089703 | -Inf | 3.2897669 | 4.7441676 | 1.9568314 | 1.4041938 | 0.3748881 |
| 4.4742942 | -Inf | 1.1670523 | 4.5977968 | -0.7597678 | -3.2896617 | -6.2874623 |
| 2.5948568 | -Inf | 2.4693255 | 4.8390923 | 3.1815952 | 0.3500332 | -2.4633144 |
| 4.1967286 | -Inf | 3.3372085 | 2.3633611 | 1.1105882 | -1.6523331 | -3.1079553 |
| 4.0895649 | -Inf | 1.3719431 | 2.9616422 | 3.5658041 | -0.4625179 | -4.9859770 |
| 4.6137877 | -Inf | 2.7842529 | 5.2475357 | 2.7665672 | 0.0872232 | -3.3503439 |
| 7.1158463 | -Inf | 1.3499478 | 2.2758054 | 2.6945880 | 0.1255944 | -2.9464897 |
| 7.9618843 | -Inf | 3.2213462 | 4.9269274 | 2.4392870 | -0.3199927 | -3.6975287 |
| 4.1228744 | -Inf | 2.3669302 | 3.9395282 | 3.3981680 | -0.2947989 | -4.6931160 |
| 4.3301006 | -Inf | 3.1780984 | 5.9257276 | 0.9021272 | -0.7229087 | -2.4441127 |
| 3.2260524 | -Inf | -1.1789922 | -0.6618551 | 3.0487426 | -1.4375961 | -4.1479770 |
| 3.8606317 | -Inf | 2.0542877 | 4.7584633 | 4.7105325 | 0.1453693 | -2.4543807 |
| 3.2490516 | -Inf | 2.0836794 | 1.6865437 | 1.6617821 | -1.2108475 | -3.9661765 |
| 7.5137799 | -Inf | 2.2380404 | 3.2920045 | 5.4262700 | 1.4815634 | -0.8501493 |
| 3.8452761 | -Inf | 2.0944815 | 5.8106273 | 3.2049129 | -0.8564845 | -2.8745491 |
| 5.6883497 | -Inf | 3.3815495 | 6.8606058 | 2.0089145 | -0.3081386 | -2.5872742 |
| 4.6056691 | -Inf | 3.4738991 | 7.3531785 | 6.8476298 | 1.7845476 | -1.1871383 |
| 4.2704736 | -Inf | 0.9996735 | 3.4003092 | 2.8463443 | 0.1308345 | -0.9750168 |
| 4.1061643 | -Inf | 4.5830662 | 3.7493024 | 2.0952120 | -1.3657513 | -4.4276141 |
| 5.4506936 | -Inf | 1.1545251 | 6.1392252 | 6.0793979 | 0.2740795 | -2.2637357 |
| 2.9165592 | -Inf | 1.8447132 | 4.5820536 | 2.9739512 | -0.1273533 | -1.7533768 |
| 5.3911157 | -Inf | 2.8553410 | 5.8701154 | 3.3300269 | 2.1949980 | 0.4370542 |
| 6.2620012 | -Inf | 1.3317879 | 3.4326555 | 1.7468226 | -0.6069083 | -2.3189611 |
| 5.0661931 | -Inf | 1.2926794 | 4.4582089 | 1.9653980 | -1.6639734 | -5.6144275 |
| 4.7324013 | -Inf | 3.7839385 | 1.8527368 | 1.4009832 | -0.4018552 | -4.5833441 |
| 1.5041532 | -Inf | 0.7188509 | 2.2078072 | -0.7622477 | -2.1711732 | -5.3655329 |
| 3.7138681 | -Inf | 1.2858224 | 2.5858023 | 1.8648335 | -1.4701760 | -5.7986394 |
| 4.2888004 | -Inf | 3.3634311 | 2.5006410 | 1.5516012 | -0.3623003 | -4.2859373 |
| 4.8218372 | -Inf | 2.2182195 | 4.7772229 | 1.7148971 | -1.7277506 | -4.5518100 |
| 7.7174176 | -Inf | 2.2291080 | 6.3620016 | 5.5950515 | 0.6791602 | -2.7601589 |
| 6.2138375 | -Inf | 0.9049911 | 5.1896192 | 2.9358984 | 1.5316938 | -0.0447781 |
| 2.4399117 | -Inf | -2.0280110 | 1.2990512 | 5.3871177 | -0.2517312 | -3.0792798 |
| 7.7010640 | -Inf | 2.6124438 | 3.1945694 | 2.9661673 | 0.4897866 | -1.8089056 |
| 6.5696762 | -Inf | 0.6221710 | 1.1890509 | 1.2484323 | -0.2287527 | -1.4606144 |
| 7.1081860 | -Inf | 4.5673508 | 3.3904777 | 2.2014012 | -0.0884694 | -2.3343575 |
| 2.3889957 | -Inf | -0.1182444 | 5.3970373 | 3.1160008 | 0.2349879 | -1.3837746 |
| 3.6312374 | -Inf | 3.1226684 | 2.4488138 | 1.7531822 | -0.6914555 | -3.3444008 |
| 2.9809858 | -Inf | 3.2029461 | 6.2285624 | 3.6597150 | 0.7376004 | -0.9364962 |
| 4.0158750 | -Inf | 3.2997951 | 2.0437577 | 2.8724384 | -1.5454886 | -4.4340081 |
| 4.0063152 | -Inf | 4.0464735 | 5.4954089 | 5.8610087 | -0.4498730 | -4.4781391 |
| 4.1100373 | -Inf | 2.1816883 | 2.1323358 | 3.2300318 | -0.5155030 | -2.2293118 |
| 3.0344295 | -Inf | -0.1647257 | 5.8294590 | 1.8347729 | -0.3047568 | -3.7395623 |
| 0.4720423 | -Inf | 0.5649668 | 2.1966151 | 1.5953234 | -1.3872545 | -5.2820060 |
| 7.0520637 | -Inf | 1.8942513 | 2.3855834 | 4.0488245 | 0.2575878 | -1.9581838 |
KOL2 - 3. model
| KVIZ | KOL1 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 6.731318 | 17.71551 | 2.2627657 | 5.313915 | 2.5248796 | -1.0279819 | -2.4032839 | -4.2888873 |
| 5.727304 | 17.03306 | 2.4060350 | 6.040328 | 2.2129940 | -0.4460390 | -2.1995700 | -3.9953992 |
| 7.644781 | 14.39699 | 0.2647065 | 6.984909 | 4.2893079 | 6.8120162 | -0.5017181 | -3.8306397 |
| 4.412454 | 17.09605 | 2.3372978 | 4.813472 | 3.6592911 | 2.6389519 | 0.6564868 | -1.2462931 |
| 8.659906 | 16.16983 | -0.1418589 | 4.664478 | 4.8066841 | 0.9982676 | 0.2117087 | -0.3584133 |
| 8.333302 | 15.46678 | -0.8517766 | 6.228730 | 2.4649619 | 0.5950508 | -0.3428315 | -1.7063401 |
| 6.101745 | 15.52160 | 0.1808819 | 4.844037 | 2.6960361 | 0.8744398 | -0.7760005 | -3.2655091 |
| 6.456873 | 16.87851 | 1.6526084 | 6.544193 | 2.6805007 | 1.4919291 | -0.6852142 | -2.5482648 |
| 8.268945 | 15.42534 | 2.2251644 | 7.453372 | 4.0402231 | 2.2978948 | 0.3185282 | -3.3182917 |
| 6.687162 | 17.03768 | 2.8601973 | 6.749964 | 0.9945000 | 1.9276079 | -0.2953220 | -3.4357806 |
| 6.465767 | 17.16767 | 1.0720607 | 7.201140 | 2.1020630 | 0.9292285 | 0.2921520 | -0.2570513 |
| 7.772155 | 16.82825 | 1.4007745 | 7.655671 | -0.1340571 | 3.5269126 | -0.1419287 | -2.6987419 |
| 7.432985 | 17.05646 | 4.4185798 | 6.008595 | 3.4827180 | 2.2479089 | 0.3394724 | -2.0509385 |
| 5.178991 | 15.23079 | -1.0838968 | 4.050460 | 0.5074318 | 3.1729728 | -0.1302653 | -3.7479675 |
| 7.572895 | 18.04549 | 2.9369280 | 4.603803 | 3.6588302 | 0.8882563 | -0.0686032 | -0.5724471 |
| 6.799225 | 16.48058 | 2.4789849 | 5.153318 | 1.9667202 | 1.8559219 | -0.5869369 | -4.6321761 |
| 5.543771 | 17.25153 | -0.0081824 | 6.885683 | 2.1518372 | 1.0366001 | -0.0001233 | -1.5659559 |
| 7.767127 | 16.80950 | -0.0356219 | 6.880543 | 4.2647113 | 2.4284524 | 1.1857554 | -1.5637756 |
| 6.666880 | 17.83335 | 0.4428213 | 6.350234 | 0.4814851 | 5.0338139 | 1.8007824 | 0.2558345 |
| 4.073637 | 16.90987 | 2.3425043 | 4.848443 | 2.1990730 | 0.4797500 | -1.1027507 | -3.4531983 |
| 7.085542 | 16.49970 | 2.2087296 | 2.431869 | 3.9081240 | 0.7451162 | -0.7933298 | -2.7997756 |
| 6.636228 | 18.24751 | 2.4845588 | 8.177599 | 0.6714680 | 0.5602758 | -0.0428347 | -2.0570113 |
| 5.357819 | 15.94911 | -0.5592724 | 4.660026 | 1.4984270 | 0.8202943 | -0.9048749 | -3.7994902 |
| 6.807442 | 17.55921 | 1.4377169 | 6.661640 | 2.4599442 | 1.5477225 | -0.7974999 | -2.5488738 |
| 8.687793 | 16.51749 | 2.5878284 | 5.696372 | 2.8481733 | 0.6133975 | -0.8737496 | -2.8644275 |
| 9.762044 | 16.57334 | 3.1921320 | 7.281862 | 2.5631662 | 8.1765676 | 2.4404310 | -0.6130909 |
| 7.482940 | 18.62058 | 1.5410409 | 6.525172 | 2.9511457 | 3.7737692 | 2.1957217 | 0.8446065 |
| 7.274808 | 16.44163 | 2.8083968 | 7.268373 | 2.3227069 | 2.7335201 | -0.5921351 | -3.0117974 |
| 5.727996 | 17.74672 | 2.2605487 | 5.041648 | 1.8995015 | 3.8997948 | -0.7099776 | -3.5305984 |
| 6.889852 | 15.40978 | 1.1067921 | 6.192300 | 3.3207729 | 3.2712546 | 0.8301139 | -2.3644002 |
| 3.822883 | 15.45110 | 0.9897075 | 4.266551 | 2.5783168 | -0.3077568 | -2.1041847 | -3.2342734 |
| 5.747721 | 16.45281 | -0.2516375 | 4.620292 | -1.3067802 | -0.8230795 | -2.5162336 | -5.3562649 |
| 5.071053 | 17.56585 | 2.7633998 | 4.926544 | 0.4614222 | 2.2648716 | 0.4519352 | -0.9854754 |
| 7.971939 | 17.99978 | 0.1096005 | 8.116836 | 2.6987334 | 5.6861345 | 1.3982041 | -1.3242659 |
| 8.120328 | 15.30771 | 1.0998809 | 5.641039 | 2.5915889 | 0.9058046 | -1.1263152 | -2.3551885 |
| 7.103858 | 13.97472 | 0.8724883 | 6.203870 | 1.9247189 | 3.6178377 | 0.7270157 | -1.3297543 |
| 6.268514 | 16.13030 | -0.0314862 | 4.381585 | 1.4684245 | 0.0566535 | -1.1314978 | -2.0681829 |
| 4.600778 | 18.80323 | 0.9088893 | 4.240828 | 3.0044853 | 0.9396489 | -1.4700897 | -3.3442876 |
| 8.064406 | 17.39280 | -0.5937631 | 7.000988 | 3.6902574 | 2.7761097 | 0.3770875 | -1.0317412 |
| 3.744050 | 13.25000 | 2.6172231 | 4.914721 | 0.3320607 | 3.7509532 | -0.8378859 | -3.8292459 |
| 5.413496 | 15.77580 | 3.4428648 | 2.990753 | 3.1389229 | 1.0122101 | -0.1423055 | -1.4000442 |
| 8.305925 | 17.10681 | 0.6952323 | 6.656665 | 1.2085622 | 1.4572660 | -0.2972644 | -2.0776818 |
| 5.651580 | 16.87174 | 1.2040002 | 6.085420 | 3.9636875 | 0.9618290 | -0.8765956 | -3.2026697 |
| 4.894705 | 19.48828 | -1.0029782 | 3.750866 | 2.9970210 | 5.2284338 | 1.4420121 | -3.4755619 |
| 7.047003 | 15.49920 | 0.8202541 | 5.615628 | 3.7508782 | 1.7849936 | -0.0713306 | -1.1833618 |
| 4.613945 | 14.54812 | 0.1440337 | 4.785218 | 4.1883155 | 1.3101065 | -0.7776802 | -2.5111298 |
| 6.395905 | 15.04879 | -0.5679385 | 6.516044 | 1.3869101 | 1.4285537 | -1.2186492 | -4.9854297 |
| 7.083340 | 17.58974 | 1.1445476 | 4.090189 | 1.8397591 | 1.8056849 | -1.2253888 | -3.2442170 |
| 7.019298 | 17.04569 | 0.7327509 | 6.746495 | 1.6877155 | 1.4933953 | -0.0661458 | -1.3931997 |
| 6.919502 | 14.53934 | 0.8152015 | 7.571809 | 1.3963859 | 1.9580768 | 0.4219091 | -1.0497695 |
| 7.859667 | 14.64749 | 0.9018281 | 7.047336 | -0.3429158 | 1.8747642 | -1.5685567 | -4.3997317 |
| 6.592602 | 17.22352 | -0.4417389 | 4.539523 | 1.6469236 | -0.6672146 | -1.3260711 | -2.3435669 |
| 9.357267 | 15.44537 | -2.5933263 | 6.320163 | 0.7679234 | 1.8213970 | 0.5561669 | -0.8389116 |
| 8.892335 | 14.51116 | 1.5670649 | 5.519578 | 1.1356063 | 4.4589730 | 0.4203900 | -2.7356966 |
| 8.178371 | 14.64522 | -0.0640876 | 7.349036 | 4.3383646 | 1.4095574 | -0.8331771 | -2.4242386 |
| 6.590922 | 18.12307 | -0.8290795 | 4.164659 | -0.3401136 | 2.3763099 | -0.7062635 | -2.5535165 |
| 9.446050 | 14.83506 | 2.7495785 | 7.375576 | 3.4572072 | 7.7685466 | 2.3400165 | -0.7145100 |
| 7.272927 | 16.53068 | 0.0602018 | 5.194295 | 1.6815060 | 0.4117194 | -1.4676688 | -2.8396035 |
| 3.042713 | 15.80733 | 1.2624012 | 4.116063 | 1.8659613 | 3.1071451 | -0.0502034 | -1.7589648 |
| 8.079254 | 18.58329 | -0.6707040 | 7.624738 | 0.2860563 | 1.9911715 | 0.2979501 | -1.5704436 |
| 8.936705 | 18.73356 | 2.2740700 | 6.317281 | 2.2246530 | 1.5276138 | -0.3094231 | -1.3248389 |
| 7.365551 | 16.22510 | 0.8497942 | 4.898516 | 4.2011449 | 2.8551041 | 1.5178767 | -0.4761501 |
| 6.622551 | 17.57620 | 1.9657757 | 6.050787 | 2.5827619 | 3.8994864 | 0.8313423 | -1.6778182 |
| 7.505419 | 15.84127 | 0.9055379 | 8.133104 | 3.9775941 | 1.1593901 | -0.6188376 | -2.9351609 |
| 6.301652 | 16.89135 | 1.9552672 | 8.127491 | 1.8052460 | 0.3759602 | -1.1124163 | -3.4933317 |
| 7.979538 | 17.79427 | 1.3605011 | 5.276130 | 2.1432452 | 1.5837336 | -0.9750924 | -2.4416747 |
| 6.920463 | 17.44985 | 1.4653102 | 6.167040 | 3.9880704 | 1.3553635 | -0.4533504 | -3.1350763 |
| 3.485896 | 15.39094 | 2.2343768 | 3.298868 | 1.4390479 | 0.8387551 | -0.3906636 | -2.1457840 |
| 8.020950 | 18.06032 | 2.9366612 | 6.742286 | 5.4176624 | 2.2275867 | 0.0546744 | -1.4494549 |
| 4.337478 | 15.26390 | 1.2133991 | 4.991753 | 0.7135826 | 2.9820854 | -2.4051477 | -6.9146593 |
| 6.329296 | 16.66858 | 2.5151319 | 6.522312 | 1.3575869 | 2.2414710 | 0.1172206 | -1.9145845 |
| 4.720622 | 15.14910 | -0.2296593 | 4.937129 | 0.3740592 | 1.4358924 | -0.8861153 | -3.6167375 |
| 5.835317 | 16.03580 | 2.1295064 | 4.944634 | 3.2287000 | 0.3546321 | -1.1644285 | -3.2156926 |
| 2.159786 | 18.89715 | 1.2654863 | 3.566256 | 2.9140332 | -0.3204400 | -1.0039694 | -2.2500215 |
| 10.946801 | 14.45692 | 1.6073047 | 8.574155 | 2.1139056 | 8.1744198 | 1.6601202 | -2.3003073 |
| 8.455905 | 15.82955 | -1.0598275 | 4.921803 | 0.9643956 | 2.9736748 | -0.0676432 | -1.9451544 |
| 8.857579 | 15.47995 | 3.2549831 | 5.762260 | 2.5262257 | 4.0589590 | 0.9598158 | -1.2366949 |
| 7.553096 | 15.81317 | -0.4198529 | 4.279314 | 1.7288089 | 0.3135685 | -1.6383035 | -2.6186794 |
| 7.344154 | 15.46017 | 0.4489168 | 5.584143 | 3.8114213 | 2.2283839 | -0.2255123 | -2.5505136 |
| 5.752390 | 16.06616 | 2.2794319 | 8.566813 | 2.5241421 | 0.3929705 | -1.5415409 | -3.1491272 |
| 5.351094 | 16.61033 | -0.1167739 | 5.064591 | 0.7136711 | 2.4330674 | 0.7074965 | -0.3014532 |
| 7.130743 | 17.24372 | 2.9705656 | 7.145820 | 3.8025609 | 2.6390319 | 0.1393463 | -1.1110847 |
| 5.468053 | 13.46123 | 3.9726378 | 6.529542 | 2.4871540 | 0.7913595 | -0.7445339 | -3.0050095 |
| 7.630531 | 15.13769 | 2.9112841 | 5.214748 | 6.1870450 | 3.5548547 | 0.0991336 | -3.2768943 |
| 7.756199 | 16.98155 | 0.2396508 | 5.068057 | 2.4702139 | 0.7924135 | -0.1351334 | -0.9190764 |
| 4.829242 | 17.81468 | 2.5623722 | 4.895484 | 1.2323822 | 1.8405432 | 0.4625945 | -1.8670764 |
| 6.516589 | 15.01887 | 0.5092418 | 5.658545 | 1.8171487 | 0.9816789 | -0.4051941 | -1.6786822 |
| 6.711773 | 15.59436 | 4.2748289 | 5.318950 | 3.1479333 | 3.1985127 | 0.2710278 | -2.3913307 |
| 6.951853 | 16.01915 | -1.0338833 | 5.647629 | 1.5780942 | 3.0703072 | -0.1139424 | -2.4637819 |
| 7.009540 | 17.43087 | 1.9525598 | 6.171394 | 2.3318835 | 4.0428011 | 0.7324331 | -1.8779173 |
| 7.205589 | 18.85797 | -1.0075854 | 5.074888 | 2.9911163 | 6.0670863 | 1.1077207 | -1.2960801 |
| 7.986733 | 16.90906 | 0.2348282 | 5.489715 | 3.6368431 | 3.5930185 | 0.6077770 | -1.7745222 |
| 6.867732 | 19.76733 | 2.9692352 | 5.958195 | 3.1879861 | 2.7543689 | 0.4096607 | -2.8165691 |
| 8.864396 | 13.96119 | 2.1316313 | 6.355015 | 4.0992992 | 1.4535885 | -0.0246018 | -1.2588980 |
| 6.208580 | 17.33095 | 2.1478643 | 7.563462 | 3.7033545 | 4.8350156 | 1.0480001 | -2.3840869 |
| 6.549541 | 15.82384 | 1.2785917 | 4.298127 | 0.7922027 | 2.6882516 | 0.3563133 | -2.2921489 |
| 5.263040 | 16.15137 | 1.2364672 | 5.650643 | 3.6078648 | -0.5860072 | -1.6591535 | -2.9874590 |
| 7.427578 | 17.27492 | 2.5678511 | 3.644728 | 4.2825864 | 0.3973937 | -0.4747950 | -1.2275246 |
| 4.182019 | 14.02084 | 2.4069652 | 5.725097 | 3.5551007 | 0.0121733 | -0.9162309 | -1.7295199 |
KOL2 - 4. model
| KVIZ | KOL1 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 1.6087593 | 17.21852 | -2.8904490 | 1.6017102 | 0.3992935 | 0.8381219 | -0.1569074 | -1.2324733 |
| 2.4546847 | 17.59478 | -1.0080452 | 1.8979056 | 3.7768268 | 1.0977217 | -1.4796727 | -2.8751722 |
| 6.1974254 | 18.40714 | -0.8456696 | 0.9610832 | 5.1044753 | 8.3931281 | 0.7518256 | -2.0128401 |
| 2.8026372 | 17.71128 | -1.8555689 | 3.1942275 | 4.3307027 | 2.2337819 | 0.3056683 | -1.1161294 |
| 4.2865025 | 18.75983 | -2.8392141 | 4.0899812 | 8.2924922 | 8.3294780 | 1.8566786 | -1.5920528 |
| 3.1655155 | 15.07684 | -3.6755338 | 1.6492517 | 1.8986778 | 0.3772054 | -0.9656475 | -1.6306838 |
| 2.8001460 | 20.52413 | -1.9169597 | 2.2973829 | 2.9731581 | 6.8988272 | 0.9580963 | -3.0588628 |
| 2.2450208 | 16.21281 | 0.7017158 | 0.0908909 | 3.7282455 | 3.0889822 | 1.0745082 | -2.2714888 |
| 8.1302866 | 16.66539 | -0.3582901 | 0.0176005 | 2.4764017 | 6.2858176 | 1.1559046 | -4.3735946 |
| 3.6611256 | 16.30077 | -Inf | 3.1413166 | 1.5565254 | 2.5743549 | -0.2366083 | -2.9180826 |
| 7.5546839 | 14.90517 | -Inf | 1.4655019 | 7.8828026 | 5.4970392 | 0.2062640 | -2.5552629 |
| 5.3934598 | 17.25744 | -Inf | 1.2391157 | 3.4118314 | 0.9640052 | 0.0762846 | -1.7238534 |
| 4.6955333 | 14.21072 | -Inf | 3.8055745 | 5.8884240 | 6.5243497 | 0.2330226 | -4.5568437 |
| 5.2105982 | 16.68420 | -Inf | 0.5264938 | 4.1874697 | 2.2471906 | 0.0081361 | -2.2338468 |
| 2.8724294 | 15.94442 | -Inf | 3.2540722 | 2.4476466 | 1.9610065 | 0.1662003 | -2.5124126 |
| 3.9305736 | 15.18103 | -Inf | 0.9731199 | 0.5874183 | 1.6654627 | -1.6645881 | -3.0836575 |
| 3.4164231 | 16.82758 | -Inf | 3.3897339 | 5.0944697 | 4.9737370 | 0.9151731 | -2.5365005 |
| 2.3687853 | 15.15261 | -Inf | 2.4844859 | 4.2602221 | 3.8694319 | -0.9636419 | -4.8674566 |
| 5.2110229 | 17.02063 | -Inf | 2.7960054 | 3.4241014 | 2.8228675 | -1.1963589 | -3.7093645 |
| 4.3464885 | 18.12611 | -Inf | -0.5612426 | 2.0082452 | 1.5356414 | -1.4705111 | -4.0538761 |
| 3.7120228 | 14.19488 | -Inf | 2.2496975 | 3.1666431 | 8.1514631 | 0.7022064 | -2.3934162 |
| 0.7090131 | 15.69209 | -Inf | 0.0378192 | 0.0049673 | 1.5855661 | -1.1404909 | -3.8661825 |
| 3.4926730 | 16.53506 | -Inf | 0.6639219 | 1.8240103 | 4.1501013 | 0.0327015 | -3.4834115 |
| 2.0793887 | 14.12929 | -Inf | 3.1857692 | 4.0463997 | 3.3060721 | 0.0893447 | -2.0501717 |
| 3.3715049 | 17.06643 | -Inf | 3.8343575 | 2.7640366 | 1.8141704 | 0.1181676 | -1.4034776 |
| 2.9997367 | 15.30673 | -Inf | -0.2211996 | 3.6968796 | 2.0598022 | -0.5618409 | -3.5138725 |
| 5.0472327 | 14.30748 | -Inf | 2.4624938 | 4.0474311 | 2.6137516 | 0.3771268 | -2.8975877 |
| 2.1449696 | 17.88948 | -Inf | 0.4762683 | 3.4023988 | 2.3567802 | 0.6670153 | -2.1700899 |
| 2.8986552 | 12.94618 | -Inf | 3.3295388 | 2.4759546 | 3.0445674 | -1.0191705 | -4.6473531 |
| 5.7078099 | 15.83185 | -Inf | 3.6981733 | 3.4348364 | 2.0636884 | 0.1909631 | -2.2737264 |
| 6.7678101 | 13.99798 | -Inf | 1.2444882 | 5.1852701 | 2.6610305 | 0.3864631 | -1.8199760 |
| 6.1322014 | 14.72294 | -Inf | 3.0185697 | 7.0943531 | 1.8145836 | 0.6075766 | -1.0570616 |
| 7.3654059 | 17.93567 | -Inf | 3.8656510 | 5.9553003 | 7.2225678 | 1.2589669 | -2.6911017 |
| 2.3357462 | 17.29279 | -Inf | 4.1774363 | 4.3600415 | 4.5451336 | 1.2259186 | -3.3101299 |
| 3.2802899 | 21.01679 | -Inf | 0.9686892 | 4.6721303 | 4.1118005 | -0.3131443 | -2.8587032 |
| 3.0703402 | 16.97078 | -Inf | 1.9894389 | 4.2828047 | 4.5867813 | 0.3746800 | -2.9386771 |
| 5.9588938 | 17.25768 | -Inf | 2.9218940 | 4.1546653 | 4.8838428 | 1.0224874 | -1.6957695 |
| 2.3951890 | 13.70982 | -Inf | 1.8861475 | 5.1385636 | 3.7068920 | -1.7114537 | -4.5227646 |
| 3.6881113 | 15.83452 | -Inf | 2.6930100 | 2.5160610 | 2.1164100 | -0.6601394 | -3.7369529 |
| 4.5523466 | 18.31404 | -Inf | 2.6840287 | 3.2397224 | 7.4639971 | 1.6052378 | -2.2387365 |
| 3.0775310 | 17.40365 | -Inf | 2.5890466 | 3.1578884 | 1.3265675 | -1.4918991 | -4.2788546 |
| 3.0258697 | 13.66505 | -Inf | -0.1429685 | 4.6959382 | 1.9627345 | -0.3887512 | -2.6397308 |
| 3.4682837 | 16.73829 | -Inf | 3.4706066 | 3.1797123 | 2.0817415 | -0.6073535 | -3.0880511 |
| 6.1454041 | 17.39018 | -Inf | 1.5671464 | 3.8309436 | 2.0572505 | 0.0641822 | -2.2726607 |
| 2.5570655 | 16.43211 | -Inf | 2.9231556 | 3.6332137 | 3.8678188 | -0.4857206 | -2.5508653 |
| 4.9360047 | 13.67132 | -Inf | 1.9774792 | 0.9295828 | 2.2110494 | -0.3528003 | -3.4379867 |
| 4.1236197 | 16.63091 | -Inf | 4.1204612 | 6.3797716 | 3.1213935 | -0.9651288 | -4.3479204 |
| 2.8294238 | 16.41435 | -Inf | -0.4980306 | 3.2447810 | 1.1121228 | -0.9509805 | -2.4781749 |
| 2.8979436 | 19.81272 | -Inf | 3.4930119 | -0.1433270 | 2.8772454 | -0.3446843 | -2.0806709 |
| 3.3315568 | 14.23133 | -Inf | 2.0704771 | 4.7619449 | 5.1249916 | -0.0059038 | -3.1201995 |
| 3.8339533 | 17.97588 | -Inf | 0.0401240 | 1.9783406 | 1.6978270 | -0.2510879 | -2.3048493 |
| 2.4375090 | 15.53705 | -Inf | 1.4928972 | -0.7541655 | 0.6312681 | -1.3631403 | -3.8978620 |
| 2.8456370 | 18.06249 | -Inf | 1.3811751 | 4.2927788 | 2.9159587 | 0.4829771 | -3.7948860 |
| 1.4587614 | 17.47181 | -Inf | 0.0060045 | 3.5271366 | 1.2776385 | -0.8069925 | -2.6763703 |
| 3.6916120 | 17.85209 | -Inf | 2.2956197 | 2.6791342 | 4.1091986 | -0.2303970 | -3.1228408 |
| 3.6881333 | 15.42156 | -Inf | -1.2942489 | 1.8508445 | 0.1132348 | -0.8132492 | -1.7702845 |
| 3.8449195 | 16.09894 | -Inf | 2.5109112 | 2.7389939 | -0.3386040 | -1.3464165 | -3.0198132 |
| 3.3988279 | 15.91170 | -Inf | 3.4607601 | 4.3805944 | 1.3840338 | -0.5167558 | -3.0920317 |
| 3.8606278 | 16.77451 | -Inf | -0.1914076 | 3.3475179 | 1.0027051 | -1.7726895 | -3.7109889 |
| 4.0116388 | 21.20401 | -Inf | 3.6096977 | 5.1947798 | 3.5172565 | 0.6867851 | -1.7895836 |
| 2.7281911 | 16.65884 | -Inf | 0.5727726 | 5.3320071 | 3.7560590 | 0.3088977 | -2.0163037 |
| 4.0922738 | 20.61010 | -Inf | 2.3813509 | 0.3248523 | 3.4029786 | 0.3641683 | -1.4026670 |
| 4.1241480 | 17.26582 | -Inf | 1.8542545 | 3.5171824 | 2.2736396 | 0.2172309 | -2.1965308 |
| 2.0056939 | 15.98312 | -Inf | 0.5734313 | 2.8932061 | 0.5066562 | -1.9280150 | -5.4432799 |
| 5.6593909 | 18.17974 | -Inf | 3.4289453 | 7.5132517 | 3.5271139 | 1.3725389 | -1.3498167 |
| 1.8486325 | 16.31323 | -Inf | 0.1068547 | 2.6380407 | 0.1453776 | -2.1254056 | -4.7352239 |
| 1.0087905 | 13.90565 | -Inf | 0.7567834 | 2.8394786 | 2.1585235 | 0.1979510 | -1.8744153 |
| 4.1865659 | 20.63770 | -Inf | -Inf | 5.9018037 | 3.8517648 | 0.7490422 | -1.6154122 |
| 2.2533704 | 18.93086 | -Inf | -Inf | 5.0476442 | 1.6467581 | -1.3529912 | -3.0784259 |
| 2.2756153 | 16.39051 | -Inf | -Inf | 5.1428328 | 5.6469898 | 0.0490220 | -4.5100641 |
| 2.6090789 | 14.61852 | -Inf | -Inf | 1.2323013 | 0.5064438 | -1.3412011 | -3.1213306 |
| 4.3067274 | 20.83749 | -Inf | -Inf | 5.1652055 | 0.5218518 | -0.6476581 | -1.8279687 |
| 4.0132748 | 16.34759 | -Inf | -Inf | 6.0439567 | 1.8463305 | -0.1329659 | -1.8318524 |
| 4.1172229 | 17.24131 | -Inf | -Inf | 2.5240469 | 4.4682484 | 0.5386878 | -3.4139169 |
| 3.6557487 | 12.81634 | -Inf | -Inf | 1.0134936 | 2.5809423 | -0.6448879 | -2.8089805 |
| 6.0203423 | 16.60635 | -Inf | -Inf | 2.9282499 | 0.9730061 | -1.4700620 | -3.1588732 |
| 5.9620284 | 19.31417 | -Inf | -Inf | 3.4460085 | 1.6547137 | -0.2636218 | -2.7894883 |
| 2.0235768 | 19.73964 | -Inf | -Inf | 1.2637201 | 3.7134142 | -0.0551300 | -3.2321162 |
| 2.2149742 | 16.99934 | -Inf | -Inf | 0.2603081 | -0.0147897 | -1.6318864 | -3.1993459 |
| 4.1123789 | 15.26477 | -Inf | -Inf | 2.3957293 | 3.0243399 | -0.2826209 | -3.5694344 |
| 5.5823847 | 17.53209 | -Inf | -Inf | 1.4568940 | 1.7494769 | 0.7459098 | -0.2696932 |
| -1.3866153 | 16.97968 | -Inf | -Inf | 5.6261711 | 1.8175740 | -0.9213316 | -2.2568121 |
| 3.2737596 | 15.01984 | -Inf | -Inf | 4.0619061 | 4.3932178 | -0.8293209 | -3.5882250 |
| 5.6814638 | 19.17684 | -Inf | -Inf | -0.1654979 | 2.2092623 | -0.6989881 | -2.5981326 |
| 4.5722481 | 19.73716 | -Inf | -Inf | 5.0245513 | 4.0787914 | 0.7202758 | -2.2754105 |
| 5.1829637 | 19.71496 | -Inf | -Inf | 5.0699895 | 2.2751042 | 0.4809166 | -3.0204816 |
| 6.8889827 | 16.85956 | -Inf | -Inf | 3.4984878 | 4.3121084 | -0.3884970 | -2.5855007 |
| 5.6268099 | 17.03498 | -Inf | -Inf | 2.8606360 | 7.4089118 | 1.5903952 | -2.0599410 |
| 4.0230266 | 17.64384 | -Inf | -Inf | 2.6851700 | 2.2226921 | -1.3819690 | -3.2785821 |
| 7.2810624 | 19.69394 | -Inf | -Inf | 4.6322653 | 4.7218844 | 0.8275891 | -2.7849804 |
| 2.0891751 | 16.19194 | -Inf | -Inf | 2.7254550 | 5.0958840 | 1.2885102 | -2.7494608 |
| 3.6104302 | 20.60905 | -Inf | -Inf | 3.9831527 | 6.7518804 | 0.7508926 | -1.9004518 |
| 3.6068658 | 17.48764 | -Inf | -Inf | 0.9893801 | -1.4700192 | -2.7522306 | -4.8609004 |
| 5.7607481 | 19.36436 | -Inf | -Inf | 4.4918955 | 5.0331903 | 0.9763251 | -3.4849707 |
| 3.4761194 | 20.64008 | -Inf | -Inf | 7.1926064 | 3.0673018 | 0.8167330 | -3.3623051 |
| 3.1385984 | 17.85619 | -Inf | -Inf | 1.7532507 | 3.4783201 | 1.3173911 | -1.7849160 |
| 3.6077715 | 13.95085 | -Inf | -Inf | 3.3235138 | 3.1730422 | 0.7045425 | -3.5750154 |
| 4.6419589 | 17.58825 | -Inf | -Inf | 1.5952570 | 1.2412683 | 0.0012116 | -1.1280794 |
| 2.4284385 | 16.05589 | -Inf | -Inf | 4.2993907 | 11.1520149 | 1.9931679 | -1.8329084 |
Column 2
KOL2 - 1. model
| KVIZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|
| 4.184735 | 0.4963921 | 2.5493688 | 7.2412623 | 6.4272918 | 0.3658004 | -2.6990916 |
| 7.202910 | -0.5771610 | 4.1044935 | 2.6515737 | 2.0545253 | 0.4192715 | -1.7881853 |
| 7.167097 | -1.1069091 | 2.9963861 | 2.5356550 | 3.1677107 | -0.6419383 | -3.3352810 |
| 8.712436 | -1.2584801 | 5.7701690 | 1.9856107 | 1.7515121 | 0.0553043 | -1.8371490 |
| 5.595404 | -1.2040864 | 3.1633501 | 3.0041091 | 1.7148433 | -0.0697699 | -2.2401563 |
| 6.302385 | 0.5091224 | 3.1646255 | 1.3391363 | 1.3866585 | -0.4366435 | -2.7150427 |
| 6.509506 | -1.4745505 | 6.5319353 | 1.1843785 | 9.7335967 | 0.2751222 | -2.3983593 |
| 6.293457 | 1.9483223 | 3.8910749 | 4.0500600 | 5.1571916 | 0.0348938 | -2.0694920 |
| 5.478183 | -0.2720114 | 4.4836889 | 2.1085857 | 1.8640377 | -0.7627947 | -3.0472749 |
| 6.076040 | -Inf | 5.5628329 | 1.1048528 | 0.7519349 | -0.8537091 | -3.9992998 |
| 6.558575 | -Inf | 4.0830862 | 0.2330902 | -0.2121497 | -2.0644205 | -3.6846536 |
| 6.863019 | -Inf | 3.8322316 | 5.2625132 | 4.7831805 | -0.5732364 | -3.2425351 |
| 8.498971 | -Inf | 5.7816591 | 5.5371644 | 2.9085399 | 0.6316450 | -2.9882360 |
| 10.282271 | -Inf | 4.7809445 | 3.7624994 | 6.0754446 | 1.4047766 | -0.3932680 |
| 7.060462 | -Inf | 4.4088021 | 4.1245320 | 4.7106180 | 0.4522186 | -0.7528695 |
| 9.996356 | -Inf | 4.3646956 | 1.6458456 | 4.4044138 | 0.1962559 | -2.9477644 |
| 9.712203 | -Inf | 8.4651453 | 0.8374105 | 4.5199599 | 1.6820189 | -0.8173352 |
| 9.498590 | -Inf | 6.0840977 | 2.1805048 | 3.8038528 | -0.6727140 | -2.5129049 |
| 6.908386 | -Inf | 5.9073651 | 3.4583410 | 7.0481174 | 1.1686975 | -2.1010210 |
| 8.170834 | -Inf | 3.5371163 | 0.3096606 | 3.8390651 | -0.7020585 | -3.7485422 |
| 6.020890 | -Inf | 5.1175355 | 1.9590822 | 4.0701318 | -0.6151917 | -3.6694624 |
| 8.811861 | -Inf | 5.6220533 | 1.3389954 | 2.4350553 | -0.1712488 | -2.2036602 |
| 9.299608 | -Inf | 4.6577320 | 6.0471420 | 2.6188678 | -0.0458156 | -1.4850631 |
| 9.551387 | -Inf | 6.1233967 | 1.2882557 | 0.5308012 | -1.9244938 | -5.8812048 |
| 7.936905 | -Inf | 7.5115733 | 1.0946611 | 2.3525978 | -0.0896999 | -2.8978878 |
| 8.925530 | -Inf | 6.0499823 | 1.1019760 | 0.1361126 | -1.3676796 | -3.8929899 |
| 9.247650 | -Inf | 4.3638761 | 2.0890456 | 5.9888866 | 0.4033290 | -3.7378873 |
| 8.594069 | -Inf | 7.1903364 | 2.8943138 | 1.3871137 | -0.1539046 | -1.9707213 |
| 9.484739 | -Inf | 5.2697726 | 3.9087947 | 0.4784206 | 0.0126911 | -0.3342335 |
| 8.784927 | -Inf | 4.1031650 | 0.3308516 | 4.0516758 | -1.1997067 | -3.6470902 |
| 8.093542 | -Inf | 6.5544316 | 3.2066814 | 1.0660284 | -0.4844422 | -1.8216088 |
| 8.006622 | -Inf | 5.7366877 | 1.8730405 | 5.6793581 | 1.2996043 | -2.7094643 |
| 8.907543 | -Inf | 6.3168751 | 1.6550529 | 5.2478755 | -0.0933556 | -3.9246662 |
| 7.479904 | -Inf | 7.0815776 | 5.5666684 | 7.7110552 | 2.4906611 | -1.7316315 |
| 12.929504 | -Inf | 7.3869140 | 3.0900081 | 8.8437578 | 1.3429264 | -2.0475573 |
| 10.711833 | -Inf | 7.3369341 | 0.7525599 | 5.5761973 | 0.9160678 | -4.4499205 |
| 7.448166 | -Inf | 4.2192435 | 0.8792126 | 1.8378026 | -0.7042660 | -2.7894804 |
| 5.348207 | -Inf | 5.9973420 | -0.9862264 | 1.1771553 | -1.0401846 | -2.9427785 |
| 8.341174 | -Inf | 7.7406943 | 1.6999885 | 3.9773139 | 0.2841110 | -2.7192522 |
| 9.516548 | -Inf | 8.2384213 | 2.3939970 | 2.7149445 | 0.0969969 | -4.3594615 |
| 9.947697 | -Inf | 6.5908011 | 3.3278427 | 4.0775817 | -0.1143653 | -3.0878418 |
| 7.645494 | -Inf | 6.0770494 | 3.1769140 | 4.0032653 | 1.4054990 | -0.6789180 |
| 10.145774 | -Inf | 4.2264974 | 3.8844443 | 1.6707097 | -0.0080305 | -1.3081916 |
| 7.469290 | -Inf | 3.2619231 | 3.3121533 | 10.5851009 | 2.3582786 | -3.3033915 |
| 9.438952 | -Inf | 4.5807151 | 0.5309273 | 0.9160743 | -0.3130046 | -1.3915264 |
| 6.598597 | -Inf | 2.9798894 | -0.2212804 | -0.5680980 | -2.2859391 | -4.3178126 |
| 13.328176 | -Inf | 8.0209412 | 2.4798090 | 2.0910240 | -0.2276598 | -3.6903202 |
| 7.865572 | -Inf | 5.7237533 | 2.1525561 | 1.0786399 | -0.3659106 | -1.3096956 |
| 8.993901 | -Inf | 6.5302853 | 0.0626640 | 0.9730258 | -1.0736906 | -3.2310372 |
| 8.414103 | -Inf | 5.5877719 | 0.6094840 | -0.1998013 | -1.4255025 | -3.4210073 |
| 9.416524 | -Inf | 5.1944619 | 1.6568498 | 2.2582117 | 0.4473322 | -1.8014976 |
| 8.967503 | -Inf | 6.5569533 | 1.8334254 | 2.4212866 | 0.6774218 | -1.5960842 |
| 9.560393 | -Inf | 6.2637428 | 2.6546254 | 2.2262817 | 1.1061280 | 0.1353382 |
| 8.139674 | -Inf | 3.2276086 | -0.9638763 | 2.8859541 | 0.4611589 | -2.1803466 |
| 10.222694 | -Inf | 5.8790004 | 2.1016830 | 5.5099652 | 2.1037197 | 0.0037984 |
| 6.605162 | -Inf | 5.5094429 | 2.0418745 | 1.8987165 | -0.8157618 | -4.3610074 |
| 7.943064 | -Inf | 8.4375536 | 2.6108485 | 3.3238296 | 0.1011123 | -1.6966783 |
| 9.495137 | -Inf | 6.2510932 | 4.4606134 | 4.1740941 | 0.8213885 | -1.3157010 |
| 5.881552 | -Inf | 2.9711256 | 3.0572636 | 1.5217530 | -0.6391992 | -3.5378610 |
| 9.356858 | -Inf | 4.4533892 | 0.4945952 | 1.3799345 | -0.4237133 | -1.3583677 |
| 5.711163 | -Inf | 0.6850862 | 2.8085424 | 3.0086064 | -2.2503067 | -4.5272975 |
| 6.480658 | -Inf | 3.6469414 | 0.8115660 | -0.4057749 | -1.6676896 | -2.5180687 |
| 9.050502 | -Inf | 4.2468647 | 1.3591727 | 4.4115155 | 1.9322764 | -0.3703124 |
| 7.300824 | -Inf | 4.5555877 | 2.1899665 | 2.5507233 | -1.1491550 | -2.6901031 |
| 5.897845 | -Inf | 6.0010422 | 0.3586431 | -1.4157206 | -1.9682685 | -3.1720465 |
| 7.061115 | -Inf | 5.2942689 | 0.9024600 | 3.3654969 | 0.2289751 | -2.6401673 |
| 8.952402 | -Inf | 8.1873320 | 0.2567572 | 6.5139561 | -0.0576806 | -2.1175800 |
| 8.194116 | -Inf | 5.7560551 | 2.6132001 | 2.9649841 | -0.0698268 | -2.9903165 |
| 6.782981 | -Inf | 3.4170426 | 0.2032128 | 0.9690279 | -1.2290613 | -3.9113908 |
| 10.079912 | -Inf | 7.5010225 | 3.5404323 | 0.6039073 | -0.3622462 | -2.0597838 |
| 11.020188 | -Inf | 3.6566900 | 0.6709748 | 2.8544288 | 0.1825536 | -4.3844868 |
| 10.375132 | -Inf | 8.1534528 | 4.3387149 | 4.6036768 | -0.6977801 | -5.0130006 |
| 3.951057 | -Inf | 3.5314348 | 5.0614751 | 1.9648279 | -0.6537710 | -3.0430001 |
| 8.455606 | -Inf | 4.7080354 | 4.4815813 | 2.7913006 | -0.7637829 | -3.0915433 |
| 9.414731 | -Inf | 6.1079603 | 2.0083549 | 1.4556120 | -0.5506589 | -2.6152280 |
| 9.881073 | -Inf | 8.2495819 | 2.7823108 | 2.9051456 | -0.0865388 | -2.4029872 |
| 6.675702 | -Inf | 4.5247957 | 0.4936844 | -0.5213544 | -1.5270977 | -2.6304713 |
| 6.551214 | -Inf | 3.0693069 | 0.7015109 | 0.8101458 | -0.5203671 | -2.2538541 |
| 9.709958 | -Inf | 8.5085664 | 2.9810860 | 4.6682490 | 1.2173812 | -2.4927540 |
| 7.998795 | -Inf | 3.8007193 | 5.2390748 | 2.3950073 | -0.3905156 | -2.8006635 |
| 5.761064 | -Inf | 2.8258169 | 0.1172922 | 3.0347033 | -1.3958126 | -5.1703245 |
| 8.951621 | -Inf | 3.0844720 | -0.9864057 | 1.4465718 | -0.3871966 | -1.7605957 |
| 10.433978 | -Inf | 6.8032376 | 2.9438500 | 5.6405491 | 1.7304774 | -2.7133776 |
| 8.902979 | -Inf | 4.6674371 | 1.7143947 | 0.7034311 | -0.5710581 | -2.1292502 |
| 9.268153 | -Inf | 4.5535812 | -2.0286325 | 6.0035172 | -0.1680211 | -2.9609917 |
| 9.981805 | -Inf | 3.7798647 | 2.2659847 | -0.6640464 | -1.4494551 | -2.6513398 |
| 8.739788 | -Inf | 6.8940756 | 2.8394446 | 7.3387291 | -0.3776698 | -2.9977993 |
| 8.637812 | -Inf | 6.4662465 | 3.9422293 | 4.9810299 | 0.8069791 | -1.7378876 |
| 10.253298 | -Inf | 7.4912451 | 4.9673997 | 2.4186958 | 0.0720754 | -2.8804762 |
| 8.383396 | -Inf | 6.7990433 | 1.8408959 | 2.3141155 | -0.2975481 | -3.9535112 |
| 7.694311 | -Inf | 5.3820133 | 1.6061616 | 1.4896326 | -0.7466692 | -3.1801110 |
| 8.865044 | -Inf | 7.4305888 | -1.2512757 | 2.0240865 | -0.1117273 | -3.0135517 |
| 7.461955 | -Inf | 4.6806137 | -0.0972578 | 1.8337481 | -0.4129377 | -3.1892871 |
| 9.288884 | -Inf | 8.9501846 | 2.3856788 | 3.3008454 | 0.1243778 | -1.3896208 |
| 6.742628 | -Inf | 4.5359269 | -2.8392333 | -0.5796417 | -1.4455968 | -3.0187373 |
| 7.551847 | -Inf | 4.2163210 | -0.6984087 | 1.9116759 | -0.5667907 | -3.9638144 |
| 8.665703 | -Inf | 4.8172539 | 3.5557248 | 3.5902565 | -0.7746836 | -3.3046325 |
| 7.892181 | -Inf | 6.1643686 | 0.1833875 | 5.4606008 | -0.8755201 | -5.2960254 |
| 5.181121 | -Inf | 2.9642253 | 1.8174596 | 2.2377292 | -0.3912233 | -4.6409443 |
KOL2 - 2. model
| KVIZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|
| 2.3213358 | -1.0897943 | 2.4078157 | 3.4522111 | 4.3646564 | 0.2025552 | -4.4046706 |
| 1.6129727 | -1.7210602 | 0.1793017 | 5.5598699 | 0.3974550 | -1.4777158 | -3.2368672 |
| 2.2700877 | -0.5618040 | 0.9346467 | 5.3927491 | 1.1876196 | -1.5547578 | -3.4998410 |
| 2.6993876 | -4.9343539 | 1.8289700 | 1.0002718 | 7.4610209 | 0.4325803 | -2.4910511 |
| 6.0669227 | -0.9255671 | 1.3727728 | 4.9134215 | 4.2433847 | 1.0775750 | -1.3961886 |
| 4.0020721 | -4.1168928 | 2.3921281 | 2.3896802 | 1.6194789 | 0.0138852 | -1.9296886 |
| 3.8499269 | -1.6416686 | 1.6503845 | 0.6239544 | 6.1177198 | -0.3341450 | -3.3239519 |
| 4.7092885 | -2.2916603 | 0.4098499 | 3.1734292 | 1.9391803 | -0.2502470 | -2.9250372 |
| 3.2054654 | 2.0654425 | 3.4962547 | 3.2932273 | 3.0438502 | 0.0907347 | -4.1651831 |
| 5.6149762 | -Inf | 2.7297558 | 1.9639071 | 4.8115125 | 0.1510373 | -2.8760028 |
| 7.2419386 | -Inf | 2.9253726 | 4.0831548 | 2.4099246 | -0.6207727 | -3.3043193 |
| 5.4091692 | -Inf | 0.1638034 | 4.4317996 | 0.9885561 | -0.3283879 | -2.5158082 |
| 6.1587168 | -Inf | 1.9080567 | 5.9623175 | 2.4343273 | 0.1358314 | -2.6459567 |
| 4.0932855 | -Inf | 3.0389399 | 5.4624336 | 2.2269045 | -0.8168833 | -3.5464472 |
| 1.1642862 | -Inf | 1.0502233 | 4.8577129 | 1.9636540 | -1.1593147 | -3.5998215 |
| 5.1550794 | -Inf | 0.4470220 | 3.6437938 | 3.5641485 | 0.5019003 | -4.4422023 |
| 1.7060031 | -Inf | 1.8235457 | 2.7988004 | 2.0275869 | 0.5229565 | -2.8189824 |
| 5.6849632 | -Inf | 3.0212361 | 7.4182525 | 2.9665729 | 0.9177016 | -2.9360091 |
| 2.3210125 | -Inf | 2.7310747 | 4.8036659 | 1.7966184 | -0.1133763 | -2.6082864 |
| 3.1680807 | -Inf | 3.4927075 | 1.8189440 | 4.4475887 | 1.0768571 | -1.7104473 |
| 6.6254566 | -Inf | 3.5099498 | 4.7151314 | 2.7226472 | -0.1222484 | -2.8510758 |
| 6.4600995 | -Inf | 4.0401338 | 2.9663078 | 8.1070255 | 2.2535052 | -0.8071106 |
| 5.6951665 | -Inf | 4.4612714 | 4.4468908 | 3.2902477 | 0.0421516 | -3.2819709 |
| 6.6703135 | -Inf | -0.2778098 | 2.1271789 | 5.2342536 | 1.6962183 | -0.4317549 |
| 4.0855644 | -Inf | 3.5648108 | 5.0616316 | 2.1241907 | -1.4447196 | -3.8021548 |
| 3.1735196 | -Inf | 1.7615622 | 2.5927583 | 6.1643964 | 0.0411908 | -2.3488579 |
| 2.6570734 | -Inf | -0.4625596 | 2.8954458 | 2.8385603 | 0.2819840 | -2.2719066 |
| 4.6763422 | -Inf | 1.6619040 | 4.9443850 | 0.4283972 | -0.7920074 | -3.5590244 |
| 1.2733829 | -Inf | 2.2132547 | 2.1044541 | 2.5124113 | 0.3291198 | -1.9904125 |
| 1.6740416 | -Inf | 2.0684600 | 1.5589260 | 0.6151266 | -1.4350267 | -3.1846105 |
| 5.4314693 | -Inf | 1.8350557 | 2.2793760 | 2.3045549 | -0.9905111 | -4.3937828 |
| 5.3881455 | -Inf | 1.9490675 | 0.6673575 | 2.8801751 | -0.3593785 | -3.7252079 |
| 8.9102829 | -Inf | 3.4593898 | 6.8482299 | 5.5828911 | 3.4801102 | 1.8743868 |
| 5.2615717 | -Inf | 2.4732880 | 4.0148584 | 2.7584100 | 0.4057147 | -2.1983757 |
| 6.5124347 | -Inf | 3.8726690 | 6.4874305 | 5.5649930 | 1.6447339 | -1.7543342 |
| 3.1090427 | -Inf | 1.3989479 | 3.4944720 | 1.8559378 | -1.2856890 | -3.3449708 |
| 5.2105808 | -Inf | 4.3891172 | 2.4653876 | 1.9540177 | -0.6221091 | -2.3683995 |
| 3.3873288 | -Inf | 3.8353483 | 3.9283962 | 5.7598616 | 1.4578704 | -3.0887875 |
| 5.8971620 | -Inf | 0.4650500 | 2.5235218 | 1.6998023 | 0.2686094 | -2.3239985 |
| 3.9266167 | -Inf | 2.2480528 | 5.3588889 | 3.3406160 | -0.6423778 | -4.1713661 |
| 8.2150221 | -Inf | 4.9664127 | 3.0312818 | 2.9351826 | 0.5765003 | -2.1743558 |
| 8.2089703 | -Inf | 3.2897669 | 4.7441676 | 1.9568314 | 1.4041938 | 0.3748881 |
| 4.4742942 | -Inf | 1.1670523 | 4.5977968 | -0.7597678 | -3.2896617 | -6.2874623 |
| 2.5948568 | -Inf | 2.4693255 | 4.8390923 | 3.1815952 | 0.3500332 | -2.4633144 |
| 4.1967286 | -Inf | 3.3372085 | 2.3633611 | 1.1105882 | -1.6523331 | -3.1079553 |
| 4.0895649 | -Inf | 1.3719431 | 2.9616422 | 3.5658041 | -0.4625179 | -4.9859770 |
| 4.6137877 | -Inf | 2.7842529 | 5.2475357 | 2.7665672 | 0.0872232 | -3.3503439 |
| 7.1158463 | -Inf | 1.3499478 | 2.2758054 | 2.6945880 | 0.1255944 | -2.9464897 |
| 7.9618843 | -Inf | 3.2213462 | 4.9269274 | 2.4392870 | -0.3199927 | -3.6975287 |
| 4.1228744 | -Inf | 2.3669302 | 3.9395282 | 3.3981680 | -0.2947989 | -4.6931160 |
| 4.3301006 | -Inf | 3.1780984 | 5.9257276 | 0.9021272 | -0.7229087 | -2.4441127 |
| 3.2260524 | -Inf | -1.1789922 | -0.6618551 | 3.0487426 | -1.4375961 | -4.1479770 |
| 3.8606317 | -Inf | 2.0542877 | 4.7584633 | 4.7105325 | 0.1453693 | -2.4543807 |
| 3.2490516 | -Inf | 2.0836794 | 1.6865437 | 1.6617821 | -1.2108475 | -3.9661765 |
| 7.5137799 | -Inf | 2.2380404 | 3.2920045 | 5.4262700 | 1.4815634 | -0.8501493 |
| 3.8452761 | -Inf | 2.0944815 | 5.8106273 | 3.2049129 | -0.8564845 | -2.8745491 |
| 5.6883497 | -Inf | 3.3815495 | 6.8606058 | 2.0089145 | -0.3081386 | -2.5872742 |
| 4.6056691 | -Inf | 3.4738991 | 7.3531785 | 6.8476298 | 1.7845476 | -1.1871383 |
| 4.2704736 | -Inf | 0.9996735 | 3.4003092 | 2.8463443 | 0.1308345 | -0.9750168 |
| 4.1061643 | -Inf | 4.5830662 | 3.7493024 | 2.0952120 | -1.3657513 | -4.4276141 |
| 5.4506936 | -Inf | 1.1545251 | 6.1392252 | 6.0793979 | 0.2740795 | -2.2637357 |
| 2.9165592 | -Inf | 1.8447132 | 4.5820536 | 2.9739512 | -0.1273533 | -1.7533768 |
| 5.3911157 | -Inf | 2.8553410 | 5.8701154 | 3.3300269 | 2.1949980 | 0.4370542 |
| 6.2620012 | -Inf | 1.3317879 | 3.4326555 | 1.7468226 | -0.6069083 | -2.3189611 |
| 5.0661931 | -Inf | 1.2926794 | 4.4582089 | 1.9653980 | -1.6639734 | -5.6144275 |
| 4.7324013 | -Inf | 3.7839385 | 1.8527368 | 1.4009832 | -0.4018552 | -4.5833441 |
| 1.5041532 | -Inf | 0.7188509 | 2.2078072 | -0.7622477 | -2.1711732 | -5.3655329 |
| 3.7138681 | -Inf | 1.2858224 | 2.5858023 | 1.8648335 | -1.4701760 | -5.7986394 |
| 4.2888004 | -Inf | 3.3634311 | 2.5006410 | 1.5516012 | -0.3623003 | -4.2859373 |
| 4.8218372 | -Inf | 2.2182195 | 4.7772229 | 1.7148971 | -1.7277506 | -4.5518100 |
| 7.7174176 | -Inf | 2.2291080 | 6.3620016 | 5.5950515 | 0.6791602 | -2.7601589 |
| 6.2138375 | -Inf | 0.9049911 | 5.1896192 | 2.9358984 | 1.5316938 | -0.0447781 |
| 2.4399117 | -Inf | -2.0280110 | 1.2990512 | 5.3871177 | -0.2517312 | -3.0792798 |
| 7.7010640 | -Inf | 2.6124438 | 3.1945694 | 2.9661673 | 0.4897866 | -1.8089056 |
| 6.5696762 | -Inf | 0.6221710 | 1.1890509 | 1.2484323 | -0.2287527 | -1.4606144 |
| 7.1081860 | -Inf | 4.5673508 | 3.3904777 | 2.2014012 | -0.0884694 | -2.3343575 |
| 2.3889957 | -Inf | -0.1182444 | 5.3970373 | 3.1160008 | 0.2349879 | -1.3837746 |
| 3.6312374 | -Inf | 3.1226684 | 2.4488138 | 1.7531822 | -0.6914555 | -3.3444008 |
| 2.9809858 | -Inf | 3.2029461 | 6.2285624 | 3.6597150 | 0.7376004 | -0.9364962 |
| 4.0158750 | -Inf | 3.2997951 | 2.0437577 | 2.8724384 | -1.5454886 | -4.4340081 |
| 4.0063152 | -Inf | 4.0464735 | 5.4954089 | 5.8610087 | -0.4498730 | -4.4781391 |
| 4.1100373 | -Inf | 2.1816883 | 2.1323358 | 3.2300318 | -0.5155030 | -2.2293118 |
| 3.0344295 | -Inf | -0.1647257 | 5.8294590 | 1.8347729 | -0.3047568 | -3.7395623 |
| 0.4720423 | -Inf | 0.5649668 | 2.1966151 | 1.5953234 | -1.3872545 | -5.2820060 |
| 7.0520637 | -Inf | 1.8942513 | 2.3855834 | 4.0488245 | 0.2575878 | -1.9581838 |
KOL2 - 3. model
| KVIZ | KOL1 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 6.731318 | 17.71551 | 2.2627657 | 5.313915 | 2.5248796 | -1.0279819 | -2.4032839 | -4.2888873 |
| 5.727304 | 17.03306 | 2.4060350 | 6.040328 | 2.2129940 | -0.4460390 | -2.1995700 | -3.9953992 |
| 7.644781 | 14.39699 | 0.2647065 | 6.984909 | 4.2893079 | 6.8120162 | -0.5017181 | -3.8306397 |
| 4.412454 | 17.09605 | 2.3372978 | 4.813472 | 3.6592911 | 2.6389519 | 0.6564868 | -1.2462931 |
| 8.659906 | 16.16983 | -0.1418589 | 4.664478 | 4.8066841 | 0.9982676 | 0.2117087 | -0.3584133 |
| 8.333302 | 15.46678 | -0.8517766 | 6.228730 | 2.4649619 | 0.5950508 | -0.3428315 | -1.7063401 |
| 6.101745 | 15.52160 | 0.1808819 | 4.844037 | 2.6960361 | 0.8744398 | -0.7760005 | -3.2655091 |
| 6.456873 | 16.87851 | 1.6526084 | 6.544193 | 2.6805007 | 1.4919291 | -0.6852142 | -2.5482648 |
| 8.268945 | 15.42534 | 2.2251644 | 7.453372 | 4.0402231 | 2.2978948 | 0.3185282 | -3.3182917 |
| 6.687162 | 17.03768 | 2.8601973 | 6.749964 | 0.9945000 | 1.9276079 | -0.2953220 | -3.4357806 |
| 6.465767 | 17.16767 | 1.0720607 | 7.201140 | 2.1020630 | 0.9292285 | 0.2921520 | -0.2570513 |
| 7.772155 | 16.82825 | 1.4007745 | 7.655671 | -0.1340571 | 3.5269126 | -0.1419287 | -2.6987419 |
| 7.432985 | 17.05646 | 4.4185798 | 6.008595 | 3.4827180 | 2.2479089 | 0.3394724 | -2.0509385 |
| 5.178991 | 15.23079 | -1.0838968 | 4.050460 | 0.5074318 | 3.1729728 | -0.1302653 | -3.7479675 |
| 7.572895 | 18.04549 | 2.9369280 | 4.603803 | 3.6588302 | 0.8882563 | -0.0686032 | -0.5724471 |
| 6.799225 | 16.48058 | 2.4789849 | 5.153318 | 1.9667202 | 1.8559219 | -0.5869369 | -4.6321761 |
| 5.543771 | 17.25153 | -0.0081824 | 6.885683 | 2.1518372 | 1.0366001 | -0.0001233 | -1.5659559 |
| 7.767127 | 16.80950 | -0.0356219 | 6.880543 | 4.2647113 | 2.4284524 | 1.1857554 | -1.5637756 |
| 6.666880 | 17.83335 | 0.4428213 | 6.350234 | 0.4814851 | 5.0338139 | 1.8007824 | 0.2558345 |
| 4.073637 | 16.90987 | 2.3425043 | 4.848443 | 2.1990730 | 0.4797500 | -1.1027507 | -3.4531983 |
| 7.085542 | 16.49970 | 2.2087296 | 2.431869 | 3.9081240 | 0.7451162 | -0.7933298 | -2.7997756 |
| 6.636228 | 18.24751 | 2.4845588 | 8.177599 | 0.6714680 | 0.5602758 | -0.0428347 | -2.0570113 |
| 5.357819 | 15.94911 | -0.5592724 | 4.660026 | 1.4984270 | 0.8202943 | -0.9048749 | -3.7994902 |
| 6.807442 | 17.55921 | 1.4377169 | 6.661640 | 2.4599442 | 1.5477225 | -0.7974999 | -2.5488738 |
| 8.687793 | 16.51749 | 2.5878284 | 5.696372 | 2.8481733 | 0.6133975 | -0.8737496 | -2.8644275 |
| 9.762044 | 16.57334 | 3.1921320 | 7.281862 | 2.5631662 | 8.1765676 | 2.4404310 | -0.6130909 |
| 7.482940 | 18.62058 | 1.5410409 | 6.525172 | 2.9511457 | 3.7737692 | 2.1957217 | 0.8446065 |
| 7.274808 | 16.44163 | 2.8083968 | 7.268373 | 2.3227069 | 2.7335201 | -0.5921351 | -3.0117974 |
| 5.727996 | 17.74672 | 2.2605487 | 5.041648 | 1.8995015 | 3.8997948 | -0.7099776 | -3.5305984 |
| 6.889852 | 15.40978 | 1.1067921 | 6.192300 | 3.3207729 | 3.2712546 | 0.8301139 | -2.3644002 |
| 3.822883 | 15.45110 | 0.9897075 | 4.266551 | 2.5783168 | -0.3077568 | -2.1041847 | -3.2342734 |
| 5.747721 | 16.45281 | -0.2516375 | 4.620292 | -1.3067802 | -0.8230795 | -2.5162336 | -5.3562649 |
| 5.071053 | 17.56585 | 2.7633998 | 4.926544 | 0.4614222 | 2.2648716 | 0.4519352 | -0.9854754 |
| 7.971939 | 17.99978 | 0.1096005 | 8.116836 | 2.6987334 | 5.6861345 | 1.3982041 | -1.3242659 |
| 8.120328 | 15.30771 | 1.0998809 | 5.641039 | 2.5915889 | 0.9058046 | -1.1263152 | -2.3551885 |
| 7.103858 | 13.97472 | 0.8724883 | 6.203870 | 1.9247189 | 3.6178377 | 0.7270157 | -1.3297543 |
| 6.268514 | 16.13030 | -0.0314862 | 4.381585 | 1.4684245 | 0.0566535 | -1.1314978 | -2.0681829 |
| 4.600778 | 18.80323 | 0.9088893 | 4.240828 | 3.0044853 | 0.9396489 | -1.4700897 | -3.3442876 |
| 8.064406 | 17.39280 | -0.5937631 | 7.000988 | 3.6902574 | 2.7761097 | 0.3770875 | -1.0317412 |
| 3.744050 | 13.25000 | 2.6172231 | 4.914721 | 0.3320607 | 3.7509532 | -0.8378859 | -3.8292459 |
| 5.413496 | 15.77580 | 3.4428648 | 2.990753 | 3.1389229 | 1.0122101 | -0.1423055 | -1.4000442 |
| 8.305925 | 17.10681 | 0.6952323 | 6.656665 | 1.2085622 | 1.4572660 | -0.2972644 | -2.0776818 |
| 5.651580 | 16.87174 | 1.2040002 | 6.085420 | 3.9636875 | 0.9618290 | -0.8765956 | -3.2026697 |
| 4.894705 | 19.48828 | -1.0029782 | 3.750866 | 2.9970210 | 5.2284338 | 1.4420121 | -3.4755619 |
| 7.047003 | 15.49920 | 0.8202541 | 5.615628 | 3.7508782 | 1.7849936 | -0.0713306 | -1.1833618 |
| 4.613945 | 14.54812 | 0.1440337 | 4.785218 | 4.1883155 | 1.3101065 | -0.7776802 | -2.5111298 |
| 6.395905 | 15.04879 | -0.5679385 | 6.516044 | 1.3869101 | 1.4285537 | -1.2186492 | -4.9854297 |
| 7.083340 | 17.58974 | 1.1445476 | 4.090189 | 1.8397591 | 1.8056849 | -1.2253888 | -3.2442170 |
| 7.019298 | 17.04569 | 0.7327509 | 6.746495 | 1.6877155 | 1.4933953 | -0.0661458 | -1.3931997 |
| 6.919502 | 14.53934 | 0.8152015 | 7.571809 | 1.3963859 | 1.9580768 | 0.4219091 | -1.0497695 |
| 7.859667 | 14.64749 | 0.9018281 | 7.047336 | -0.3429158 | 1.8747642 | -1.5685567 | -4.3997317 |
| 6.592602 | 17.22352 | -0.4417389 | 4.539523 | 1.6469236 | -0.6672146 | -1.3260711 | -2.3435669 |
| 9.357267 | 15.44537 | -2.5933263 | 6.320163 | 0.7679234 | 1.8213970 | 0.5561669 | -0.8389116 |
| 8.892335 | 14.51116 | 1.5670649 | 5.519578 | 1.1356063 | 4.4589730 | 0.4203900 | -2.7356966 |
| 8.178371 | 14.64522 | -0.0640876 | 7.349036 | 4.3383646 | 1.4095574 | -0.8331771 | -2.4242386 |
| 6.590922 | 18.12307 | -0.8290795 | 4.164659 | -0.3401136 | 2.3763099 | -0.7062635 | -2.5535165 |
| 9.446050 | 14.83506 | 2.7495785 | 7.375576 | 3.4572072 | 7.7685466 | 2.3400165 | -0.7145100 |
| 7.272927 | 16.53068 | 0.0602018 | 5.194295 | 1.6815060 | 0.4117194 | -1.4676688 | -2.8396035 |
| 3.042713 | 15.80733 | 1.2624012 | 4.116063 | 1.8659613 | 3.1071451 | -0.0502034 | -1.7589648 |
| 8.079254 | 18.58329 | -0.6707040 | 7.624738 | 0.2860563 | 1.9911715 | 0.2979501 | -1.5704436 |
| 8.936705 | 18.73356 | 2.2740700 | 6.317281 | 2.2246530 | 1.5276138 | -0.3094231 | -1.3248389 |
| 7.365551 | 16.22510 | 0.8497942 | 4.898516 | 4.2011449 | 2.8551041 | 1.5178767 | -0.4761501 |
| 6.622551 | 17.57620 | 1.9657757 | 6.050787 | 2.5827619 | 3.8994864 | 0.8313423 | -1.6778182 |
| 7.505419 | 15.84127 | 0.9055379 | 8.133104 | 3.9775941 | 1.1593901 | -0.6188376 | -2.9351609 |
| 6.301652 | 16.89135 | 1.9552672 | 8.127491 | 1.8052460 | 0.3759602 | -1.1124163 | -3.4933317 |
| 7.979538 | 17.79427 | 1.3605011 | 5.276130 | 2.1432452 | 1.5837336 | -0.9750924 | -2.4416747 |
| 6.920463 | 17.44985 | 1.4653102 | 6.167040 | 3.9880704 | 1.3553635 | -0.4533504 | -3.1350763 |
| 3.485896 | 15.39094 | 2.2343768 | 3.298868 | 1.4390479 | 0.8387551 | -0.3906636 | -2.1457840 |
| 8.020950 | 18.06032 | 2.9366612 | 6.742286 | 5.4176624 | 2.2275867 | 0.0546744 | -1.4494549 |
| 4.337478 | 15.26390 | 1.2133991 | 4.991753 | 0.7135826 | 2.9820854 | -2.4051477 | -6.9146593 |
| 6.329296 | 16.66858 | 2.5151319 | 6.522312 | 1.3575869 | 2.2414710 | 0.1172206 | -1.9145845 |
| 4.720622 | 15.14910 | -0.2296593 | 4.937129 | 0.3740592 | 1.4358924 | -0.8861153 | -3.6167375 |
| 5.835317 | 16.03580 | 2.1295064 | 4.944634 | 3.2287000 | 0.3546321 | -1.1644285 | -3.2156926 |
| 2.159786 | 18.89715 | 1.2654863 | 3.566256 | 2.9140332 | -0.3204400 | -1.0039694 | -2.2500215 |
| 10.946801 | 14.45692 | 1.6073047 | 8.574155 | 2.1139056 | 8.1744198 | 1.6601202 | -2.3003073 |
| 8.455905 | 15.82955 | -1.0598275 | 4.921803 | 0.9643956 | 2.9736748 | -0.0676432 | -1.9451544 |
| 8.857579 | 15.47995 | 3.2549831 | 5.762260 | 2.5262257 | 4.0589590 | 0.9598158 | -1.2366949 |
| 7.553096 | 15.81317 | -0.4198529 | 4.279314 | 1.7288089 | 0.3135685 | -1.6383035 | -2.6186794 |
| 7.344154 | 15.46017 | 0.4489168 | 5.584143 | 3.8114213 | 2.2283839 | -0.2255123 | -2.5505136 |
| 5.752390 | 16.06616 | 2.2794319 | 8.566813 | 2.5241421 | 0.3929705 | -1.5415409 | -3.1491272 |
| 5.351094 | 16.61033 | -0.1167739 | 5.064591 | 0.7136711 | 2.4330674 | 0.7074965 | -0.3014532 |
| 7.130743 | 17.24372 | 2.9705656 | 7.145820 | 3.8025609 | 2.6390319 | 0.1393463 | -1.1110847 |
| 5.468053 | 13.46123 | 3.9726378 | 6.529542 | 2.4871540 | 0.7913595 | -0.7445339 | -3.0050095 |
| 7.630531 | 15.13769 | 2.9112841 | 5.214748 | 6.1870450 | 3.5548547 | 0.0991336 | -3.2768943 |
| 7.756199 | 16.98155 | 0.2396508 | 5.068057 | 2.4702139 | 0.7924135 | -0.1351334 | -0.9190764 |
| 4.829242 | 17.81468 | 2.5623722 | 4.895484 | 1.2323822 | 1.8405432 | 0.4625945 | -1.8670764 |
| 6.516589 | 15.01887 | 0.5092418 | 5.658545 | 1.8171487 | 0.9816789 | -0.4051941 | -1.6786822 |
| 6.711773 | 15.59436 | 4.2748289 | 5.318950 | 3.1479333 | 3.1985127 | 0.2710278 | -2.3913307 |
| 6.951853 | 16.01915 | -1.0338833 | 5.647629 | 1.5780942 | 3.0703072 | -0.1139424 | -2.4637819 |
| 7.009540 | 17.43087 | 1.9525598 | 6.171394 | 2.3318835 | 4.0428011 | 0.7324331 | -1.8779173 |
| 7.205589 | 18.85797 | -1.0075854 | 5.074888 | 2.9911163 | 6.0670863 | 1.1077207 | -1.2960801 |
| 7.986733 | 16.90906 | 0.2348282 | 5.489715 | 3.6368431 | 3.5930185 | 0.6077770 | -1.7745222 |
| 6.867732 | 19.76733 | 2.9692352 | 5.958195 | 3.1879861 | 2.7543689 | 0.4096607 | -2.8165691 |
| 8.864396 | 13.96119 | 2.1316313 | 6.355015 | 4.0992992 | 1.4535885 | -0.0246018 | -1.2588980 |
| 6.208580 | 17.33095 | 2.1478643 | 7.563462 | 3.7033545 | 4.8350156 | 1.0480001 | -2.3840869 |
| 6.549541 | 15.82384 | 1.2785917 | 4.298127 | 0.7922027 | 2.6882516 | 0.3563133 | -2.2921489 |
| 5.263040 | 16.15137 | 1.2364672 | 5.650643 | 3.6078648 | -0.5860072 | -1.6591535 | -2.9874590 |
| 7.427578 | 17.27492 | 2.5678511 | 3.644728 | 4.2825864 | 0.3973937 | -0.4747950 | -1.2275246 |
| 4.182019 | 14.02084 | 2.4069652 | 5.725097 | 3.5551007 | 0.0121733 | -0.9162309 | -1.7295199 |
KOL2 - 4. model
| KVIZ | KOL1 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 1.6087593 | 17.21852 | -2.8904490 | 1.6017102 | 0.3992935 | 0.8381219 | -0.1569074 | -1.2324733 |
| 2.4546847 | 17.59478 | -1.0080452 | 1.8979056 | 3.7768268 | 1.0977217 | -1.4796727 | -2.8751722 |
| 6.1974254 | 18.40714 | -0.8456696 | 0.9610832 | 5.1044753 | 8.3931281 | 0.7518256 | -2.0128401 |
| 2.8026372 | 17.71128 | -1.8555689 | 3.1942275 | 4.3307027 | 2.2337819 | 0.3056683 | -1.1161294 |
| 4.2865025 | 18.75983 | -2.8392141 | 4.0899812 | 8.2924922 | 8.3294780 | 1.8566786 | -1.5920528 |
| 3.1655155 | 15.07684 | -3.6755338 | 1.6492517 | 1.8986778 | 0.3772054 | -0.9656475 | -1.6306838 |
| 2.8001460 | 20.52413 | -1.9169597 | 2.2973829 | 2.9731581 | 6.8988272 | 0.9580963 | -3.0588628 |
| 2.2450208 | 16.21281 | 0.7017158 | 0.0908909 | 3.7282455 | 3.0889822 | 1.0745082 | -2.2714888 |
| 8.1302866 | 16.66539 | -0.3582901 | 0.0176005 | 2.4764017 | 6.2858176 | 1.1559046 | -4.3735946 |
| 3.6611256 | 16.30077 | -Inf | 3.1413166 | 1.5565254 | 2.5743549 | -0.2366083 | -2.9180826 |
| 7.5546839 | 14.90517 | -Inf | 1.4655019 | 7.8828026 | 5.4970392 | 0.2062640 | -2.5552629 |
| 5.3934598 | 17.25744 | -Inf | 1.2391157 | 3.4118314 | 0.9640052 | 0.0762846 | -1.7238534 |
| 4.6955333 | 14.21072 | -Inf | 3.8055745 | 5.8884240 | 6.5243497 | 0.2330226 | -4.5568437 |
| 5.2105982 | 16.68420 | -Inf | 0.5264938 | 4.1874697 | 2.2471906 | 0.0081361 | -2.2338468 |
| 2.8724294 | 15.94442 | -Inf | 3.2540722 | 2.4476466 | 1.9610065 | 0.1662003 | -2.5124126 |
| 3.9305736 | 15.18103 | -Inf | 0.9731199 | 0.5874183 | 1.6654627 | -1.6645881 | -3.0836575 |
| 3.4164231 | 16.82758 | -Inf | 3.3897339 | 5.0944697 | 4.9737370 | 0.9151731 | -2.5365005 |
| 2.3687853 | 15.15261 | -Inf | 2.4844859 | 4.2602221 | 3.8694319 | -0.9636419 | -4.8674566 |
| 5.2110229 | 17.02063 | -Inf | 2.7960054 | 3.4241014 | 2.8228675 | -1.1963589 | -3.7093645 |
| 4.3464885 | 18.12611 | -Inf | -0.5612426 | 2.0082452 | 1.5356414 | -1.4705111 | -4.0538761 |
| 3.7120228 | 14.19488 | -Inf | 2.2496975 | 3.1666431 | 8.1514631 | 0.7022064 | -2.3934162 |
| 0.7090131 | 15.69209 | -Inf | 0.0378192 | 0.0049673 | 1.5855661 | -1.1404909 | -3.8661825 |
| 3.4926730 | 16.53506 | -Inf | 0.6639219 | 1.8240103 | 4.1501013 | 0.0327015 | -3.4834115 |
| 2.0793887 | 14.12929 | -Inf | 3.1857692 | 4.0463997 | 3.3060721 | 0.0893447 | -2.0501717 |
| 3.3715049 | 17.06643 | -Inf | 3.8343575 | 2.7640366 | 1.8141704 | 0.1181676 | -1.4034776 |
| 2.9997367 | 15.30673 | -Inf | -0.2211996 | 3.6968796 | 2.0598022 | -0.5618409 | -3.5138725 |
| 5.0472327 | 14.30748 | -Inf | 2.4624938 | 4.0474311 | 2.6137516 | 0.3771268 | -2.8975877 |
| 2.1449696 | 17.88948 | -Inf | 0.4762683 | 3.4023988 | 2.3567802 | 0.6670153 | -2.1700899 |
| 2.8986552 | 12.94618 | -Inf | 3.3295388 | 2.4759546 | 3.0445674 | -1.0191705 | -4.6473531 |
| 5.7078099 | 15.83185 | -Inf | 3.6981733 | 3.4348364 | 2.0636884 | 0.1909631 | -2.2737264 |
| 6.7678101 | 13.99798 | -Inf | 1.2444882 | 5.1852701 | 2.6610305 | 0.3864631 | -1.8199760 |
| 6.1322014 | 14.72294 | -Inf | 3.0185697 | 7.0943531 | 1.8145836 | 0.6075766 | -1.0570616 |
| 7.3654059 | 17.93567 | -Inf | 3.8656510 | 5.9553003 | 7.2225678 | 1.2589669 | -2.6911017 |
| 2.3357462 | 17.29279 | -Inf | 4.1774363 | 4.3600415 | 4.5451336 | 1.2259186 | -3.3101299 |
| 3.2802899 | 21.01679 | -Inf | 0.9686892 | 4.6721303 | 4.1118005 | -0.3131443 | -2.8587032 |
| 3.0703402 | 16.97078 | -Inf | 1.9894389 | 4.2828047 | 4.5867813 | 0.3746800 | -2.9386771 |
| 5.9588938 | 17.25768 | -Inf | 2.9218940 | 4.1546653 | 4.8838428 | 1.0224874 | -1.6957695 |
| 2.3951890 | 13.70982 | -Inf | 1.8861475 | 5.1385636 | 3.7068920 | -1.7114537 | -4.5227646 |
| 3.6881113 | 15.83452 | -Inf | 2.6930100 | 2.5160610 | 2.1164100 | -0.6601394 | -3.7369529 |
| 4.5523466 | 18.31404 | -Inf | 2.6840287 | 3.2397224 | 7.4639971 | 1.6052378 | -2.2387365 |
| 3.0775310 | 17.40365 | -Inf | 2.5890466 | 3.1578884 | 1.3265675 | -1.4918991 | -4.2788546 |
| 3.0258697 | 13.66505 | -Inf | -0.1429685 | 4.6959382 | 1.9627345 | -0.3887512 | -2.6397308 |
| 3.4682837 | 16.73829 | -Inf | 3.4706066 | 3.1797123 | 2.0817415 | -0.6073535 | -3.0880511 |
| 6.1454041 | 17.39018 | -Inf | 1.5671464 | 3.8309436 | 2.0572505 | 0.0641822 | -2.2726607 |
| 2.5570655 | 16.43211 | -Inf | 2.9231556 | 3.6332137 | 3.8678188 | -0.4857206 | -2.5508653 |
| 4.9360047 | 13.67132 | -Inf | 1.9774792 | 0.9295828 | 2.2110494 | -0.3528003 | -3.4379867 |
| 4.1236197 | 16.63091 | -Inf | 4.1204612 | 6.3797716 | 3.1213935 | -0.9651288 | -4.3479204 |
| 2.8294238 | 16.41435 | -Inf | -0.4980306 | 3.2447810 | 1.1121228 | -0.9509805 | -2.4781749 |
| 2.8979436 | 19.81272 | -Inf | 3.4930119 | -0.1433270 | 2.8772454 | -0.3446843 | -2.0806709 |
| 3.3315568 | 14.23133 | -Inf | 2.0704771 | 4.7619449 | 5.1249916 | -0.0059038 | -3.1201995 |
| 3.8339533 | 17.97588 | -Inf | 0.0401240 | 1.9783406 | 1.6978270 | -0.2510879 | -2.3048493 |
| 2.4375090 | 15.53705 | -Inf | 1.4928972 | -0.7541655 | 0.6312681 | -1.3631403 | -3.8978620 |
| 2.8456370 | 18.06249 | -Inf | 1.3811751 | 4.2927788 | 2.9159587 | 0.4829771 | -3.7948860 |
| 1.4587614 | 17.47181 | -Inf | 0.0060045 | 3.5271366 | 1.2776385 | -0.8069925 | -2.6763703 |
| 3.6916120 | 17.85209 | -Inf | 2.2956197 | 2.6791342 | 4.1091986 | -0.2303970 | -3.1228408 |
| 3.6881333 | 15.42156 | -Inf | -1.2942489 | 1.8508445 | 0.1132348 | -0.8132492 | -1.7702845 |
| 3.8449195 | 16.09894 | -Inf | 2.5109112 | 2.7389939 | -0.3386040 | -1.3464165 | -3.0198132 |
| 3.3988279 | 15.91170 | -Inf | 3.4607601 | 4.3805944 | 1.3840338 | -0.5167558 | -3.0920317 |
| 3.8606278 | 16.77451 | -Inf | -0.1914076 | 3.3475179 | 1.0027051 | -1.7726895 | -3.7109889 |
| 4.0116388 | 21.20401 | -Inf | 3.6096977 | 5.1947798 | 3.5172565 | 0.6867851 | -1.7895836 |
| 2.7281911 | 16.65884 | -Inf | 0.5727726 | 5.3320071 | 3.7560590 | 0.3088977 | -2.0163037 |
| 4.0922738 | 20.61010 | -Inf | 2.3813509 | 0.3248523 | 3.4029786 | 0.3641683 | -1.4026670 |
| 4.1241480 | 17.26582 | -Inf | 1.8542545 | 3.5171824 | 2.2736396 | 0.2172309 | -2.1965308 |
| 2.0056939 | 15.98312 | -Inf | 0.5734313 | 2.8932061 | 0.5066562 | -1.9280150 | -5.4432799 |
| 5.6593909 | 18.17974 | -Inf | 3.4289453 | 7.5132517 | 3.5271139 | 1.3725389 | -1.3498167 |
| 1.8486325 | 16.31323 | -Inf | 0.1068547 | 2.6380407 | 0.1453776 | -2.1254056 | -4.7352239 |
| 1.0087905 | 13.90565 | -Inf | 0.7567834 | 2.8394786 | 2.1585235 | 0.1979510 | -1.8744153 |
| 4.1865659 | 20.63770 | -Inf | -Inf | 5.9018037 | 3.8517648 | 0.7490422 | -1.6154122 |
| 2.2533704 | 18.93086 | -Inf | -Inf | 5.0476442 | 1.6467581 | -1.3529912 | -3.0784259 |
| 2.2756153 | 16.39051 | -Inf | -Inf | 5.1428328 | 5.6469898 | 0.0490220 | -4.5100641 |
| 2.6090789 | 14.61852 | -Inf | -Inf | 1.2323013 | 0.5064438 | -1.3412011 | -3.1213306 |
| 4.3067274 | 20.83749 | -Inf | -Inf | 5.1652055 | 0.5218518 | -0.6476581 | -1.8279687 |
| 4.0132748 | 16.34759 | -Inf | -Inf | 6.0439567 | 1.8463305 | -0.1329659 | -1.8318524 |
| 4.1172229 | 17.24131 | -Inf | -Inf | 2.5240469 | 4.4682484 | 0.5386878 | -3.4139169 |
| 3.6557487 | 12.81634 | -Inf | -Inf | 1.0134936 | 2.5809423 | -0.6448879 | -2.8089805 |
| 6.0203423 | 16.60635 | -Inf | -Inf | 2.9282499 | 0.9730061 | -1.4700620 | -3.1588732 |
| 5.9620284 | 19.31417 | -Inf | -Inf | 3.4460085 | 1.6547137 | -0.2636218 | -2.7894883 |
| 2.0235768 | 19.73964 | -Inf | -Inf | 1.2637201 | 3.7134142 | -0.0551300 | -3.2321162 |
| 2.2149742 | 16.99934 | -Inf | -Inf | 0.2603081 | -0.0147897 | -1.6318864 | -3.1993459 |
| 4.1123789 | 15.26477 | -Inf | -Inf | 2.3957293 | 3.0243399 | -0.2826209 | -3.5694344 |
| 5.5823847 | 17.53209 | -Inf | -Inf | 1.4568940 | 1.7494769 | 0.7459098 | -0.2696932 |
| -1.3866153 | 16.97968 | -Inf | -Inf | 5.6261711 | 1.8175740 | -0.9213316 | -2.2568121 |
| 3.2737596 | 15.01984 | -Inf | -Inf | 4.0619061 | 4.3932178 | -0.8293209 | -3.5882250 |
| 5.6814638 | 19.17684 | -Inf | -Inf | -0.1654979 | 2.2092623 | -0.6989881 | -2.5981326 |
| 4.5722481 | 19.73716 | -Inf | -Inf | 5.0245513 | 4.0787914 | 0.7202758 | -2.2754105 |
| 5.1829637 | 19.71496 | -Inf | -Inf | 5.0699895 | 2.2751042 | 0.4809166 | -3.0204816 |
| 6.8889827 | 16.85956 | -Inf | -Inf | 3.4984878 | 4.3121084 | -0.3884970 | -2.5855007 |
| 5.6268099 | 17.03498 | -Inf | -Inf | 2.8606360 | 7.4089118 | 1.5903952 | -2.0599410 |
| 4.0230266 | 17.64384 | -Inf | -Inf | 2.6851700 | 2.2226921 | -1.3819690 | -3.2785821 |
| 7.2810624 | 19.69394 | -Inf | -Inf | 4.6322653 | 4.7218844 | 0.8275891 | -2.7849804 |
| 2.0891751 | 16.19194 | -Inf | -Inf | 2.7254550 | 5.0958840 | 1.2885102 | -2.7494608 |
| 3.6104302 | 20.60905 | -Inf | -Inf | 3.9831527 | 6.7518804 | 0.7508926 | -1.9004518 |
| 3.6068658 | 17.48764 | -Inf | -Inf | 0.9893801 | -1.4700192 | -2.7522306 | -4.8609004 |
| 5.7607481 | 19.36436 | -Inf | -Inf | 4.4918955 | 5.0331903 | 0.9763251 | -3.4849707 |
| 3.4761194 | 20.64008 | -Inf | -Inf | 7.1926064 | 3.0673018 | 0.8167330 | -3.3623051 |
| 3.1385984 | 17.85619 | -Inf | -Inf | 1.7532507 | 3.4783201 | 1.3173911 | -1.7849160 |
| 3.6077715 | 13.95085 | -Inf | -Inf | 3.3235138 | 3.1730422 | 0.7045425 | -3.5750154 |
| 4.6419589 | 17.58825 | -Inf | -Inf | 1.5952570 | 1.2412683 | 0.0012116 | -1.1280794 |
| 2.4284385 | 16.05589 | -Inf | -Inf | 4.2993907 | 11.1520149 | 1.9931679 | -1.8329084 |
Opisi modela
Column
Opis prvog modela
Prediktori
- KVIZ - suma svih bodova na kvizovima
- VIDEO - ukupni broj klikova na video materijale
- MATERIJALI - ukupni broj klikova na PDF materijale
- DOLASCI - ukupni broj dolazaka
Response - binarna klasifikacija studenata na temelju broja bodova na ishodima IU1, IU2, IU4, IU5, IU6 na kolokvijskim zadacima. Klasifikacija se radi zasebno po svakom ishodu.
- 1 (pozitivna klasa): ako je na pojedinom ishodu ukupni broj bodova veći ili jednak od polovice ukupnog broja bodova na tom ishodu.
- 0 (negativna klasa): ako je na pojedinom ishodu ukupni broj bodova manji od od polovice ukupnog broja bodova na tom ishodu.
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.
IU1 - 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 1286 36 roc_auc binary 0.671 10 0.0627 Preprocessor1_Mode…
2 3 661 40 roc_auc binary 0.667 10 0.0631 Preprocessor1_Mode…
3 2 559 39 roc_auc binary 0.662 10 0.0649 Preprocessor1_Mode…
4 3 1370 36 roc_auc binary 0.662 10 0.0616 Preprocessor1_Mode…
5 3 1278 36 roc_auc binary 0.662 10 0.0616 Preprocessor1_Mode…
6 2 741 40 roc_auc binary 0.661 10 0.0664 Preprocessor1_Mode…
7 3 770 39 roc_auc binary 0.660 10 0.0665 Preprocessor1_Mode…
8 3 819 39 roc_auc binary 0.660 10 0.0654 Preprocessor1_Mode…
9 3 1140 40 roc_auc binary 0.659 10 0.0633 Preprocessor1_Mode…
10 3 993 40 roc_auc binary 0.659 10 0.0660 Preprocessor1_Mode…
11 3 1419 37 roc_auc binary 0.659 10 0.0619 Preprocessor1_Mode…
12 2 759 38 roc_auc binary 0.658 10 0.0652 Preprocessor1_Mode…
13 3 1093 39 roc_auc binary 0.658 10 0.0645 Preprocessor1_Mode…
14 3 999 38 roc_auc binary 0.658 10 0.0614 Preprocessor1_Mode…
15 3 508 37 roc_auc binary 0.658 10 0.0651 Preprocessor1_Mode…
16 3 828 39 roc_auc binary 0.658 10 0.0645 Preprocessor1_Mode…
17 3 1254 40 roc_auc binary 0.656 10 0.0660 Preprocessor1_Mode…
18 3 682 40 roc_auc binary 0.656 10 0.0657 Preprocessor1_Mode…
19 3 1421 38 roc_auc binary 0.656 10 0.0657 Preprocessor1_Mode…
20 3 572 40 roc_auc binary 0.656 10 0.0630 Preprocessor1_Mode…
21 3 1370 38 roc_auc binary 0.655 10 0.0621 Preprocessor1_Mode…
22 3 1278 38 roc_auc binary 0.655 10 0.0620 Preprocessor1_Mode…
23 3 500 37 roc_auc binary 0.655 10 0.0614 Preprocessor1_Mode…
24 3 1149 35 roc_auc binary 0.655 10 0.0614 Preprocessor1_Mode…
25 3 448 36 roc_auc binary 0.655 10 0.0614 Preprocessor1_Mode…
26 3 1275 38 roc_auc binary 0.655 10 0.0614 Preprocessor1_Mode…
27 2 1092 40 roc_auc binary 0.654 10 0.0676 Preprocessor1_Mode…
28 2 1489 37 roc_auc binary 0.654 10 0.0650 Preprocessor1_Mode…
29 2 863 39 roc_auc binary 0.654 10 0.0676 Preprocessor1_Mode…
30 3 1179 37 roc_auc binary 0.654 10 0.0650 Preprocessor1_Mode…
31 3 927 34 roc_auc binary 0.654 10 0.0645 Preprocessor1_Mode…
32 2 565 40 roc_auc binary 0.654 10 0.0695 Preprocessor1_Mode…
33 3 1133 37 roc_auc binary 0.654 10 0.0645 Preprocessor1_Mode…
34 3 416 37 roc_auc binary 0.654 10 0.0615 Preprocessor1_Mode…
35 2 1263 36 roc_auc binary 0.653 10 0.0634 Preprocessor1_Mode…
36 3 525 39 roc_auc binary 0.651 10 0.0641 Preprocessor1_Mode…
37 3 1321 38 roc_auc binary 0.651 10 0.0649 Preprocessor1_Mode…
38 3 585 39 roc_auc binary 0.651 10 0.0619 Preprocessor1_Mode…
39 3 1221 40 roc_auc binary 0.651 10 0.0632 Preprocessor1_Mode…
40 3 881 39 roc_auc binary 0.651 10 0.0662 Preprocessor1_Mode…
41 3 478 38 roc_auc binary 0.651 10 0.0619 Preprocessor1_Mode…
42 3 823 39 roc_auc binary 0.651 10 0.0649 Preprocessor1_Mode…
43 3 1454 33 roc_auc binary 0.651 10 0.0614 Preprocessor1_Mode…
44 3 1094 38 roc_auc binary 0.651 10 0.0611 Preprocessor1_Mode…
45 3 1386 36 roc_auc binary 0.651 10 0.0642 Preprocessor1_Mode…
46 3 472 37 roc_auc binary 0.651 10 0.0642 Preprocessor1_Mode…
47 3 744 35 roc_auc binary 0.651 10 0.0611 Preprocessor1_Mode…
48 3 834 37 roc_auc binary 0.651 10 0.0614 Preprocessor1_Mode…
49 3 439 38 roc_auc binary 0.651 10 0.0648 Preprocessor1_Mode…
50 3 1427 34 roc_auc binary 0.651 10 0.0611 Preprocessor1_Mode…
51 3 1300 38 roc_auc binary 0.651 10 0.0642 Preprocessor1_Mode…
52 3 956 37 roc_auc binary 0.651 10 0.0642 Preprocessor1_Mode…
53 3 577 37 roc_auc binary 0.651 10 0.0642 Preprocessor1_Mode…
54 3 714 37 roc_auc binary 0.65 10 0.0635 Preprocessor1_Mode…
55 2 1338 40 roc_auc binary 0.649 10 0.0670 Preprocessor1_Mode…
56 3 800 35 roc_auc binary 0.649 10 0.0615 Preprocessor1_Mode…
57 2 1361 39 roc_auc binary 0.649 10 0.0670 Preprocessor1_Mode…
58 2 727 39 roc_auc binary 0.649 10 0.0696 Preprocessor1_Mode…
59 2 1398 39 roc_auc binary 0.649 10 0.0696 Preprocessor1_Mode…
60 2 760 31 roc_auc binary 0.649 10 0.0615 Preprocessor1_Mode…
61 2 978 40 roc_auc binary 0.649 10 0.0696 Preprocessor1_Mode…
62 3 1414 36 roc_auc binary 0.649 10 0.0615 Preprocessor1_Mode…
63 2 560 38 roc_auc binary 0.649 10 0.0643 Preprocessor1_Mode…
64 2 953 36 roc_auc binary 0.649 10 0.0666 Preprocessor1_Mode…
65 2 1312 36 roc_auc binary 0.649 10 0.0666 Preprocessor1_Mode…
66 2 680 39 roc_auc binary 0.649 10 0.0659 Preprocessor1_Mode…
67 3 494 39 roc_auc binary 0.649 10 0.0636 Preprocessor1_Mode…
68 3 1353 37 roc_auc binary 0.649 10 0.0650 Preprocessor1_Mode…
69 2 634 36 roc_auc binary 0.649 10 0.0662 Preprocessor1_Mode…
70 2 1288 32 roc_auc binary 0.649 10 0.0632 Preprocessor1_Mode…
71 2 499 29 roc_auc binary 0.648 10 0.0653 Preprocessor1_Mode…
72 2 537 40 roc_auc binary 0.648 10 0.0680 Preprocessor1_Mode…
73 3 819 40 roc_auc binary 0.648 10 0.0640 Preprocessor1_Mode…
74 2 721 29 roc_auc binary 0.647 10 0.0681 Preprocessor1_Mode…
75 2 582 40 roc_auc binary 0.647 10 0.0673 Preprocessor1_Mode…
76 3 558 38 roc_auc binary 0.647 10 0.0646 Preprocessor1_Mode…
77 2 579 29 roc_auc binary 0.647 10 0.0690 Preprocessor1_Mode…
78 3 989 38 roc_auc binary 0.647 10 0.0646 Preprocessor1_Mode…
79 3 548 36 roc_auc binary 0.646 10 0.0642 Preprocessor1_Mode…
80 3 1083 36 roc_auc binary 0.646 10 0.0611 Preprocessor1_Mode…
81 3 479 36 roc_auc binary 0.646 10 0.0611 Preprocessor1_Mode…
82 3 1436 37 roc_auc binary 0.646 10 0.0639 Preprocessor1_Mode…
83 3 1310 38 roc_auc binary 0.646 10 0.0611 Preprocessor1_Mode…
84 3 469 38 roc_auc binary 0.646 10 0.0611 Preprocessor1_Mode…
85 3 1160 36 roc_auc binary 0.646 10 0.0611 Preprocessor1_Mode…
86 3 1168 40 roc_auc binary 0.646 10 0.0624 Preprocessor1_Mode…
87 3 1229 36 roc_auc binary 0.646 10 0.0642 Preprocessor1_Mode…
88 3 967 37 roc_auc binary 0.646 10 0.0642 Preprocessor1_Mode…
89 2 576 33 roc_auc binary 0.645 10 0.0643 Preprocessor1_Mode…
90 2 1088 34 roc_auc binary 0.645 10 0.0643 Preprocessor1_Mode…
91 2 612 36 roc_auc binary 0.645 10 0.0666 Preprocessor1_Mode…
92 2 878 37 roc_auc binary 0.645 10 0.0643 Preprocessor1_Mode…
93 3 1385 35 roc_auc binary 0.645 10 0.0633 Preprocessor1_Mode…
94 2 1291 39 roc_auc binary 0.645 10 0.0696 Preprocessor1_Mode…
95 2 1083 40 roc_auc binary 0.645 10 0.0696 Preprocessor1_Mode…
96 3 1377 36 roc_auc binary 0.645 10 0.0633 Preprocessor1_Mode…
97 2 470 35 roc_auc binary 0.645 10 0.0666 Preprocessor1_Mode…
98 2 412 32 roc_auc binary 0.645 10 0.0643 Preprocessor1_Mode…
99 2 1306 36 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
100 2 927 36 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
101 2 1012 34 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
102 2 637 36 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
103 2 1146 33 roc_auc binary 0.645 10 0.0632 Preprocessor1_Mode…
104 2 645 36 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
105 2 507 37 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
106 2 1139 37 roc_auc binary 0.645 10 0.0685 Preprocessor1_Mode…
107 3 517 35 roc_auc binary 0.645 10 0.0645 Preprocessor1_Mode…
108 2 1382 39 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
109 2 651 39 roc_auc binary 0.645 10 0.0685 Preprocessor1_Mode…
110 2 1061 38 roc_auc binary 0.645 10 0.0685 Preprocessor1_Mode…
111 2 1265 34 roc_auc binary 0.645 10 0.0647 Preprocessor1_Mode…
112 2 1339 31 roc_auc binary 0.645 10 0.0632 Preprocessor1_Mode…
113 2 1289 39 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
114 2 702 36 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
115 2 1415 36 roc_auc binary 0.645 10 0.0659 Preprocessor1_Mode…
116 2 651 38 roc_auc binary 0.644 10 0.0652 Preprocessor1_Mode…
117 2 751 33 roc_auc binary 0.644 10 0.0652 Preprocessor1_Mode…
118 2 745 37 roc_auc binary 0.644 10 0.0663 Preprocessor1_Mode…
119 2 770 38 roc_auc binary 0.644 10 0.0652 Preprocessor1_Mode…
120 2 1316 35 roc_auc binary 0.644 10 0.0652 Preprocessor1_Mode…
121 2 1004 30 roc_auc binary 0.644 10 0.0634 Preprocessor1_Mode…
122 2 1042 37 roc_auc binary 0.644 10 0.0681 Preprocessor1_Mode…
123 2 984 36 roc_auc binary 0.644 10 0.0652 Preprocessor1_Mode…
124 3 1030 38 roc_auc binary 0.644 10 0.0596 Preprocessor1_Mode…
125 3 944 35 roc_auc binary 0.643 10 0.0655 Preprocessor1_Mode…
126 3 410 35 roc_auc binary 0.643 10 0.0620 Preprocessor1_Mode…
127 3 710 33 roc_auc binary 0.643 10 0.0655 Preprocessor1_Mode…
128 3 727 32 roc_auc binary 0.643 10 0.0561 Preprocessor1_Mode…
129 2 1169 30 roc_auc binary 0.643 10 0.0684 Preprocessor1_Mode…
130 2 668 33 roc_auc binary 0.643 10 0.0684 Preprocessor1_Mode…
131 3 748 39 roc_auc binary 0.643 10 0.0646 Preprocessor1_Mode…
132 3 1281 32 roc_auc binary 0.642 10 0.0611 Preprocessor1_Mode…
133 2 453 34 roc_auc binary 0.642 10 0.0629 Preprocessor1_Mode…
134 2 433 35 roc_auc binary 0.642 10 0.0699 Preprocessor1_Mode…
135 3 1199 38 roc_auc binary 0.642 10 0.0621 Preprocessor1_Mode…
136 2 453 29 roc_auc binary 0.642 10 0.0627 Preprocessor1_Mode…
137 3 780 37 roc_auc binary 0.642 10 0.0639 Preprocessor1_Mode…
138 3 996 35 roc_auc binary 0.642 10 0.0639 Preprocessor1_Mode…
139 3 722 36 roc_auc binary 0.642 10 0.0651 Preprocessor1_Mode…
140 3 1462 37 roc_auc binary 0.642 10 0.0639 Preprocessor1_Mode…
141 3 841 36 roc_auc binary 0.642 10 0.0639 Preprocessor1_Mode…
142 3 1253 35 roc_auc binary 0.642 10 0.0646 Preprocessor1_Mode…
143 2 1369 35 roc_auc binary 0.641 10 0.0646 Preprocessor1_Mode…
144 3 883 31 roc_auc binary 0.641 10 0.0624 Preprocessor1_Mode…
145 3 774 36 roc_auc binary 0.641 10 0.0654 Preprocessor1_Mode…
146 3 627 35 roc_auc binary 0.641 10 0.0654 Preprocessor1_Mode…
147 2 604 35 roc_auc binary 0.641 10 0.0579 Preprocessor1_Mode…
148 2 1351 33 roc_auc binary 0.640 10 0.0658 Preprocessor1_Mode…
149 2 545 36 roc_auc binary 0.640 10 0.0685 Preprocessor1_Mode…
150 2 886 33 roc_auc binary 0.640 10 0.0658 Preprocessor1_Mode…
151 2 536 34 roc_auc binary 0.640 10 0.0661 Preprocessor1_Mode…
152 2 721 34 roc_auc binary 0.640 10 0.0658 Preprocessor1_Mode…
153 2 762 34 roc_auc binary 0.640 10 0.0658 Preprocessor1_Mode…
154 2 1215 40 roc_auc binary 0.640 10 0.0685 Preprocessor1_Mode…
155 2 572 39 roc_auc binary 0.640 10 0.0658 Preprocessor1_Mode…
156 2 494 30 roc_auc binary 0.640 10 0.0658 Preprocessor1_Mode…
157 2 602 35 roc_auc binary 0.640 10 0.0685 Preprocessor1_Mode…
158 2 1291 37 roc_auc binary 0.640 10 0.0685 Preprocessor1_Mode…
159 2 1059 31 roc_auc binary 0.640 10 0.0647 Preprocessor1_Mode…
160 2 1323 31 roc_auc binary 0.640 10 0.0647 Preprocessor1_Mode…
161 2 1037 32 roc_auc binary 0.640 10 0.0647 Preprocessor1_Mode…
162 2 976 38 roc_auc binary 0.640 10 0.0677 Preprocessor1_Mode…
163 2 784 36 roc_auc binary 0.640 10 0.0651 Preprocessor1_Mode…
164 2 1289 35 roc_auc binary 0.640 10 0.0677 Preprocessor1_Mode…
165 2 774 34 roc_auc binary 0.640 10 0.0651 Preprocessor1_Mode…
166 2 764 31 roc_auc binary 0.640 10 0.0677 Preprocessor1_Mode…
167 2 1111 39 roc_auc binary 0.640 10 0.0677 Preprocessor1_Mode…
168 2 626 36 roc_auc binary 0.640 10 0.0677 Preprocessor1_Mode…
169 2 778 36 roc_auc binary 0.640 10 0.0689 Preprocessor1_Mode…
170 2 561 36 roc_auc binary 0.640 10 0.0677 Preprocessor1_Mode…
171 2 913 28 roc_auc binary 0.640 10 0.0628 Preprocessor1_Mode…
172 2 729 26 roc_auc binary 0.640 10 0.0661 Preprocessor1_Mode…
173 3 1429 36 roc_auc binary 0.640 10 0.0624 Preprocessor1_Mode…
174 2 1409 29 roc_auc binary 0.640 10 0.0628 Preprocessor1_Mode…
175 3 1211 39 roc_auc binary 0.640 10 0.0624 Preprocessor1_Mode…
176 2 1366 33 roc_auc binary 0.640 10 0.0662 Preprocessor1_Mode…
177 2 840 30 roc_auc binary 0.639 10 0.0673 Preprocessor1_Mode…
178 2 457 28 roc_auc binary 0.639 10 0.0650 Preprocessor1_Mode…
179 3 1229 38 roc_auc binary 0.639 10 0.0619 Preprocessor1_Mode…
180 3 427 34 roc_auc binary 0.639 10 0.0587 Preprocessor1_Mode…
181 2 1112 27 roc_auc binary 0.639 10 0.0687 Preprocessor1_Mode…
182 2 819 33 roc_auc binary 0.638 10 0.0620 Preprocessor1_Mode…
183 3 1372 35 roc_auc binary 0.638 10 0.0638 Preprocessor1_Mode…
184 3 1178 32 roc_auc binary 0.638 10 0.0638 Preprocessor1_Mode…
185 2 633 32 roc_auc binary 0.638 10 0.0699 Preprocessor1_Mode…
186 3 1184 37 roc_auc binary 0.638 10 0.0638 Preprocessor1_Mode…
187 3 1236 32 roc_auc binary 0.638 10 0.0638 Preprocessor1_Mode…
188 3 779 35 roc_auc binary 0.638 10 0.0638 Preprocessor1_Mode…
189 3 1369 34 roc_auc binary 0.638 10 0.0614 Preprocessor1_Mode…
190 2 409 29 roc_auc binary 0.638 10 0.0631 Preprocessor1_Mode…
191 3 948 32 roc_auc binary 0.638 10 0.0615 Preprocessor1_Mode…
192 3 1317 32 roc_auc binary 0.638 10 0.0615 Preprocessor1_Mode…
193 3 459 30 roc_auc binary 0.638 10 0.0615 Preprocessor1_Mode…
194 3 1106 35 roc_auc binary 0.638 10 0.0642 Preprocessor1_Mode…
195 3 1382 34 roc_auc binary 0.638 10 0.0642 Preprocessor1_Mode…
196 2 942 34 roc_auc binary 0.638 10 0.0637 Preprocessor1_Mode…
197 3 940 31 roc_auc binary 0.638 10 0.0615 Preprocessor1_Mode…
198 3 965 32 roc_auc binary 0.638 10 0.0615 Preprocessor1_Mode…
199 3 836 29 roc_auc binary 0.637 10 0.0623 Preprocessor1_Mode…
200 3 934 32 roc_auc binary 0.637 10 0.0653 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 2 884 39 mcc binary -0.00759 7 0.157 Preprocessor1_M…
2 2 878 37 mcc binary -0.0220 7 0.162 Preprocessor1_M…
3 2 537 40 mcc binary -0.0220 7 0.162 Preprocessor1_M…
4 2 626 36 mcc binary -0.0220 7 0.162 Preprocessor1_M…
5 2 891 40 mcc binary -0.0339 8 0.138 Preprocessor1_M…
6 2 741 40 mcc binary -0.0339 8 0.138 Preprocessor1_M…
7 2 559 39 mcc binary -0.0339 8 0.138 Preprocessor1_M…
8 2 1111 39 mcc binary -0.0339 8 0.138 Preprocessor1_M…
9 2 680 39 mcc binary -0.0339 8 0.138 Preprocessor1_M…
10 2 507 37 mcc binary -0.0339 8 0.138 Preprocessor1_M…
11 2 565 40 mcc binary -0.0339 8 0.138 Preprocessor1_M…
12 2 978 40 mcc binary -0.0339 8 0.138 Preprocessor1_M…
13 2 770 38 mcc binary -0.0339 8 0.138 Preprocessor1_M…
14 2 582 40 mcc binary -0.0339 8 0.138 Preprocessor1_M…
15 2 572 39 mcc binary -0.0339 8 0.138 Preprocessor1_M…
16 2 1083 40 mcc binary -0.0339 8 0.138 Preprocessor1_M…
17 2 1289 39 mcc binary -0.0339 8 0.138 Preprocessor1_M…
18 3 661 40 mcc binary -0.0374 8 0.122 Preprocessor1_M…
19 2 1338 40 mcc binary -0.0466 8 0.142 Preprocessor1_M…
20 2 1092 40 mcc binary -0.0466 8 0.142 Preprocessor1_M…
21 2 1369 35 mcc binary -0.0466 8 0.142 Preprocessor1_M…
22 2 976 38 mcc binary -0.0466 8 0.142 Preprocessor1_M…
23 2 545 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
24 2 784 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
25 2 1361 39 mcc binary -0.0466 8 0.142 Preprocessor1_M…
26 2 1012 34 mcc binary -0.0466 8 0.142 Preprocessor1_M…
27 2 576 33 mcc binary -0.0466 8 0.142 Preprocessor1_M…
28 2 1489 37 mcc binary -0.0466 8 0.142 Preprocessor1_M…
29 3 819 39 mcc binary -0.0466 8 0.142 Preprocessor1_M…
30 2 1289 35 mcc binary -0.0466 8 0.142 Preprocessor1_M…
31 2 612 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
32 2 651 38 mcc binary -0.0466 8 0.142 Preprocessor1_M…
33 3 469 38 mcc binary -0.0466 8 0.142 Preprocessor1_M…
34 2 863 39 mcc binary -0.0466 8 0.142 Preprocessor1_M…
35 2 774 34 mcc binary -0.0466 8 0.142 Preprocessor1_M…
36 2 751 33 mcc binary -0.0466 8 0.142 Preprocessor1_M…
37 2 645 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
38 2 453 34 mcc binary -0.0466 8 0.142 Preprocessor1_M…
39 3 1254 40 mcc binary -0.0466 8 0.142 Preprocessor1_M…
40 2 1326 37 mcc binary -0.0466 8 0.142 Preprocessor1_M…
41 3 999 38 mcc binary -0.0466 8 0.142 Preprocessor1_M…
42 2 1465 37 mcc binary -0.0466 8 0.142 Preprocessor1_M…
43 2 1398 39 mcc binary -0.0466 8 0.142 Preprocessor1_M…
44 2 721 34 mcc binary -0.0466 8 0.142 Preprocessor1_M…
45 3 682 40 mcc binary -0.0466 8 0.142 Preprocessor1_M…
46 2 839 35 mcc binary -0.0466 8 0.142 Preprocessor1_M…
47 2 588 35 mcc binary -0.0466 8 0.142 Preprocessor1_M…
48 2 1215 40 mcc binary -0.0466 8 0.142 Preprocessor1_M…
49 2 1146 32 mcc binary -0.0466 8 0.142 Preprocessor1_M…
50 2 1291 39 mcc binary -0.0466 8 0.142 Preprocessor1_M…
51 2 1294 37 mcc binary -0.0466 8 0.142 Preprocessor1_M…
52 2 1139 37 mcc binary -0.0466 8 0.142 Preprocessor1_M…
53 2 942 34 mcc binary -0.0466 8 0.142 Preprocessor1_M…
54 2 778 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
55 2 1205 32 mcc binary -0.0466 8 0.142 Preprocessor1_M…
56 2 1190 31 mcc binary -0.0466 8 0.142 Preprocessor1_M…
57 2 1382 39 mcc binary -0.0466 8 0.142 Preprocessor1_M…
58 2 651 39 mcc binary -0.0466 8 0.142 Preprocessor1_M…
59 2 1061 38 mcc binary -0.0466 8 0.142 Preprocessor1_M…
60 2 634 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
61 2 702 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
62 3 1419 37 mcc binary -0.0466 8 0.142 Preprocessor1_M…
63 2 953 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
64 2 602 35 mcc binary -0.0466 8 0.142 Preprocessor1_M…
65 2 745 32 mcc binary -0.0466 8 0.142 Preprocessor1_M…
66 2 1312 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
67 2 1291 37 mcc binary -0.0466 8 0.142 Preprocessor1_M…
68 2 470 35 mcc binary -0.0466 8 0.142 Preprocessor1_M…
69 2 1297 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
70 2 1415 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
71 2 561 36 mcc binary -0.0466 8 0.142 Preprocessor1_M…
72 2 453 29 mcc binary -0.0692 8 0.147 Preprocessor1_M…
73 2 1147 36 mcc binary -0.0720 8 0.114 Preprocessor1_M…
74 2 963 33 mcc binary -0.0720 8 0.114 Preprocessor1_M…
75 2 759 38 mcc binary -0.0720 8 0.114 Preprocessor1_M…
76 2 1273 30 mcc binary -0.0846 8 0.118 Preprocessor1_M…
77 2 1059 31 mcc binary -0.0846 8 0.118 Preprocessor1_M…
78 2 1306 36 mcc binary -0.0846 8 0.118 Preprocessor1_M…
79 2 1354 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
80 2 1067 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
81 2 789 28 mcc binary -0.0846 8 0.118 Preprocessor1_M…
82 2 1433 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
83 2 927 36 mcc binary -0.0846 8 0.118 Preprocessor1_M…
84 3 770 39 mcc binary -0.0846 8 0.118 Preprocessor1_M…
85 2 878 27 mcc binary -0.0846 8 0.118 Preprocessor1_M…
86 2 1088 34 mcc binary -0.0846 8 0.118 Preprocessor1_M…
87 3 585 39 mcc binary -0.0846 8 0.118 Preprocessor1_M…
88 2 637 36 mcc binary -0.0846 8 0.118 Preprocessor1_M…
89 3 410 35 mcc binary -0.0846 8 0.118 Preprocessor1_M…
90 2 1373 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
91 2 1272 31 mcc binary -0.0846 8 0.118 Preprocessor1_M…
92 2 721 29 mcc binary -0.0846 8 0.118 Preprocessor1_M…
93 2 1323 31 mcc binary -0.0846 8 0.118 Preprocessor1_M…
94 2 886 33 mcc binary -0.0846 8 0.118 Preprocessor1_M…
95 2 1146 33 mcc binary -0.0846 8 0.118 Preprocessor1_M…
96 3 1140 40 mcc binary -0.0846 8 0.118 Preprocessor1_M…
97 2 653 33 mcc binary -0.0846 8 0.118 Preprocessor1_M…
98 2 1484 34 mcc binary -0.0846 8 0.118 Preprocessor1_M…
99 2 727 39 mcc binary -0.0846 8 0.118 Preprocessor1_M…
100 2 536 34 mcc binary -0.0846 8 0.118 Preprocessor1_M…
101 2 958 34 mcc binary -0.0846 8 0.118 Preprocessor1_M…
102 2 483 35 mcc binary -0.0846 8 0.118 Preprocessor1_M…
103 2 433 35 mcc binary -0.0846 8 0.118 Preprocessor1_M…
104 3 494 39 mcc binary -0.0846 8 0.118 Preprocessor1_M…
105 2 1024 33 mcc binary -0.0846 8 0.118 Preprocessor1_M…
106 2 451 30 mcc binary -0.0846 8 0.118 Preprocessor1_M…
107 2 604 35 mcc binary -0.0846 8 0.118 Preprocessor1_M…
108 2 760 31 mcc binary -0.0846 8 0.118 Preprocessor1_M…
109 2 762 34 mcc binary -0.0846 8 0.118 Preprocessor1_M…
110 3 1199 38 mcc binary -0.0846 8 0.118 Preprocessor1_M…
111 2 745 37 mcc binary -0.0846 8 0.118 Preprocessor1_M…
112 2 1263 36 mcc binary -0.0846 8 0.118 Preprocessor1_M…
113 2 668 33 mcc binary -0.0846 8 0.118 Preprocessor1_M…
114 2 576 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
115 2 1316 35 mcc binary -0.0846 8 0.118 Preprocessor1_M…
116 3 508 37 mcc binary -0.0846 8 0.118 Preprocessor1_M…
117 2 1203 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
118 2 1042 37 mcc binary -0.0846 8 0.118 Preprocessor1_M…
119 3 774 36 mcc binary -0.0846 8 0.118 Preprocessor1_M…
120 2 984 36 mcc binary -0.0846 8 0.118 Preprocessor1_M…
121 2 1365 30 mcc binary -0.0846 8 0.118 Preprocessor1_M…
122 3 1353 37 mcc binary -0.0846 8 0.118 Preprocessor1_M…
123 3 525 39 mcc binary -0.0846 8 0.118 Preprocessor1_M…
124 2 1265 34 mcc binary -0.0846 8 0.118 Preprocessor1_M…
125 2 1339 31 mcc binary -0.0846 8 0.118 Preprocessor1_M…
126 2 583 30 mcc binary -0.0846 8 0.118 Preprocessor1_M…
127 2 840 30 mcc binary -0.0846 8 0.118 Preprocessor1_M…
128 2 1107 33 mcc binary -0.0846 8 0.118 Preprocessor1_M…
129 3 823 39 mcc binary -0.0846 8 0.118 Preprocessor1_M…
130 3 1300 38 mcc binary -0.0846 8 0.118 Preprocessor1_M…
131 2 942 33 mcc binary -0.0846 8 0.118 Preprocessor1_M…
132 2 1366 33 mcc binary -0.0846 8 0.118 Preprocessor1_M…
133 2 1288 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
134 2 1084 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
135 2 412 32 mcc binary -0.0846 8 0.118 Preprocessor1_M…
136 3 572 40 mcc binary -0.0846 8 0.118 Preprocessor1_M…
137 3 989 38 mcc binary -0.0846 8 0.118 Preprocessor1_M…
138 2 581 31 mcc binary -0.0846 8 0.118 Preprocessor1_M…
139 3 595 25 mcc binary -0.0945 8 0.109 Preprocessor1_M…
140 2 1105 28 mcc binary -0.0965 8 0.121 Preprocessor1_M…
141 2 499 29 mcc binary -0.0965 8 0.121 Preprocessor1_M…
142 2 1489 27 mcc binary -0.0965 8 0.121 Preprocessor1_M…
143 2 1438 30 mcc binary -0.0965 8 0.121 Preprocessor1_M…
144 3 548 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
145 2 1351 33 mcc binary -0.106 8 0.109 Preprocessor1_M…
146 3 1321 38 mcc binary -0.106 8 0.109 Preprocessor1_M…
147 3 996 35 mcc binary -0.106 8 0.109 Preprocessor1_M…
148 2 1223 28 mcc binary -0.106 8 0.109 Preprocessor1_M…
149 3 1292 30 mcc binary -0.106 8 0.109 Preprocessor1_M…
150 2 1257 27 mcc binary -0.106 8 0.109 Preprocessor1_M…
151 3 863 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
152 3 722 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
153 2 511 29 mcc binary -0.106 8 0.109 Preprocessor1_M…
154 3 734 31 mcc binary -0.106 8 0.109 Preprocessor1_M…
155 3 1083 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
156 3 680 29 mcc binary -0.106 8 0.109 Preprocessor1_M…
157 3 944 35 mcc binary -0.106 8 0.109 Preprocessor1_M…
158 3 1372 35 mcc binary -0.106 8 0.109 Preprocessor1_M…
159 3 800 35 mcc binary -0.106 8 0.109 Preprocessor1_M…
160 3 479 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
161 3 1454 33 mcc binary -0.106 8 0.109 Preprocessor1_M…
162 3 1436 37 mcc binary -0.106 8 0.109 Preprocessor1_M…
163 3 872 34 mcc binary -0.106 8 0.109 Preprocessor1_M…
164 3 1051 32 mcc binary -0.106 8 0.109 Preprocessor1_M…
165 3 1178 32 mcc binary -0.106 8 0.109 Preprocessor1_M…
166 3 1114 34 mcc binary -0.106 8 0.109 Preprocessor1_M…
167 3 1310 38 mcc binary -0.106 8 0.109 Preprocessor1_M…
168 2 691 27 mcc binary -0.106 8 0.109 Preprocessor1_M…
169 3 1093 39 mcc binary -0.106 8 0.109 Preprocessor1_M…
170 3 927 34 mcc binary -0.106 8 0.109 Preprocessor1_M…
171 3 1233 33 mcc binary -0.106 8 0.109 Preprocessor1_M…
172 3 1152 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
173 3 756 34 mcc binary -0.106 8 0.109 Preprocessor1_M…
174 3 1462 37 mcc binary -0.106 8 0.109 Preprocessor1_M…
175 3 948 32 mcc binary -0.106 8 0.109 Preprocessor1_M…
176 3 1370 38 mcc binary -0.106 8 0.109 Preprocessor1_M…
177 3 796 30 mcc binary -0.106 8 0.109 Preprocessor1_M…
178 3 1317 32 mcc binary -0.106 8 0.109 Preprocessor1_M…
179 3 710 33 mcc binary -0.106 8 0.109 Preprocessor1_M…
180 3 1186 31 mcc binary -0.106 8 0.109 Preprocessor1_M…
181 3 1429 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
182 3 982 32 mcc binary -0.106 8 0.109 Preprocessor1_M…
183 3 1221 40 mcc binary -0.106 8 0.109 Preprocessor1_M…
184 2 633 32 mcc binary -0.106 8 0.109 Preprocessor1_M…
185 3 993 40 mcc binary -0.106 8 0.109 Preprocessor1_M…
186 3 1030 38 mcc binary -0.106 8 0.109 Preprocessor1_M…
187 3 934 32 mcc binary -0.106 8 0.109 Preprocessor1_M…
188 3 1222 32 mcc binary -0.106 8 0.109 Preprocessor1_M…
189 3 1094 38 mcc binary -0.106 8 0.109 Preprocessor1_M…
190 3 1134 31 mcc binary -0.106 8 0.109 Preprocessor1_M…
191 3 627 35 mcc binary -0.106 8 0.109 Preprocessor1_M…
192 3 1370 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
193 3 881 39 mcc binary -0.106 8 0.109 Preprocessor1_M…
194 3 1385 35 mcc binary -0.106 8 0.109 Preprocessor1_M…
195 3 1160 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
196 3 1278 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
197 3 1286 36 mcc binary -0.106 8 0.109 Preprocessor1_M…
198 3 1179 37 mcc binary -0.106 8 0.109 Preprocessor1_M…
199 2 970 28 mcc binary -0.106 8 0.109 Preprocessor1_M…
200 3 1278 38 mcc binary -0.106 8 0.109 Preprocessor1_M…IU1 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 1 1
2 precision binary 0.769 0.76
3 spec binary 0.0556 0
4 accuracy binary 0.772 0.76
5 f_meas binary 0.869 0.864
6 mcc binary 0.207 NA
7 kap binary 0.0819 0
8 roc_auc binary 0.905 0.638
9 mn_log_loss binary 0.412 0.527Confusion matrix
Column 2
ROC curve
Gain curve
IU1 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU1 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
IU2 - 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 1247 40 roc_auc binary 0.619 10 0.0748 Preprocessor1_Mode…
2 3 818 38 roc_auc binary 0.612 10 0.0732 Preprocessor1_Mode…
3 3 1055 39 roc_auc binary 0.612 10 0.0744 Preprocessor1_Mode…
4 3 1413 40 roc_auc binary 0.606 10 0.0796 Preprocessor1_Mode…
5 3 868 35 roc_auc binary 0.606 10 0.0785 Preprocessor1_Mode…
6 3 1132 38 roc_auc binary 0.606 10 0.0734 Preprocessor1_Mode…
7 3 484 37 roc_auc binary 0.606 10 0.0746 Preprocessor1_Mode…
8 3 548 34 roc_auc binary 0.606 10 0.0728 Preprocessor1_Mode…
9 3 1171 40 roc_auc binary 0.606 10 0.0722 Preprocessor1_Mode…
10 3 785 34 roc_auc binary 0.606 10 0.0734 Preprocessor1_Mode…
11 3 965 37 roc_auc binary 0.606 10 0.0751 Preprocessor1_Mode…
12 3 970 37 roc_auc binary 0.606 10 0.0751 Preprocessor1_Mode…
13 3 1093 37 roc_auc binary 0.606 10 0.0785 Preprocessor1_Mode…
14 3 1485 35 roc_auc binary 0.606 10 0.0785 Preprocessor1_Mode…
15 3 532 23 roc_auc binary 0.606 10 0.0757 Preprocessor1_Mode…
16 3 429 31 roc_auc binary 0.6 10 0.0654 Preprocessor1_Mode…
17 3 701 28 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
18 3 1461 36 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
19 3 1298 34 roc_auc binary 0.6 10 0.0741 Preprocessor1_Mode…
20 3 1139 36 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
21 3 1103 37 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
22 3 927 37 roc_auc binary 0.6 10 0.0735 Preprocessor1_Mode…
23 3 1389 38 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
24 3 462 18 roc_auc binary 0.6 10 0.0764 Preprocessor1_Mode…
25 3 945 39 roc_auc binary 0.6 10 0.0735 Preprocessor1_Mode…
26 3 1486 35 roc_auc binary 0.6 10 0.0735 Preprocessor1_Mode…
27 3 1332 20 roc_auc binary 0.6 10 0.0764 Preprocessor1_Mode…
28 3 649 39 roc_auc binary 0.6 10 0.0781 Preprocessor1_Mode…
29 2 1057 40 roc_auc binary 0.6 10 0.0698 Preprocessor1_Mode…
30 3 847 37 roc_auc binary 0.6 10 0.0775 Preprocessor1_Mode…
31 3 1177 39 roc_auc binary 0.6 10 0.0741 Preprocessor1_Mode…
32 3 1276 36 roc_auc binary 0.6 10 0.0735 Preprocessor1_Mode…
33 3 556 40 roc_auc binary 0.6 10 0.0747 Preprocessor1_Mode…
34 3 946 39 roc_auc binary 0.6 10 0.0758 Preprocessor1_Mode…
35 3 1429 39 roc_auc binary 0.6 10 0.0729 Preprocessor1_Mode…
36 3 824 39 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
37 3 1091 38 roc_auc binary 0.6 10 0.0797 Preprocessor1_Mode…
38 3 1444 37 roc_auc binary 0.6 10 0.0729 Preprocessor1_Mode…
39 3 1477 35 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
40 3 442 38 roc_auc binary 0.6 10 0.0729 Preprocessor1_Mode…
41 3 994 35 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
42 3 977 33 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
43 3 824 29 roc_auc binary 0.6 10 0.0758 Preprocessor1_Mode…
44 3 1278 35 roc_auc binary 0.6 10 0.0786 Preprocessor1_Mode…
45 3 710 36 roc_auc binary 0.6 10 0.0792 Preprocessor1_Mode…
46 3 612 40 roc_auc binary 0.6 10 0.0705 Preprocessor1_Mode…
47 3 1171 20 roc_auc binary 0.6 10 0.0764 Preprocessor1_Mode…
48 3 1460 32 roc_auc binary 0.594 10 0.0764 Preprocessor1_Mode…
49 2 1490 36 roc_auc binary 0.594 10 0.0705 Preprocessor1_Mode…
50 3 869 36 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
51 3 845 36 roc_auc binary 0.594 10 0.0803 Preprocessor1_Mode…
52 3 1451 20 roc_auc binary 0.594 10 0.0747 Preprocessor1_Mode…
53 2 852 40 roc_auc binary 0.594 10 0.0723 Preprocessor1_Mode…
54 3 609 38 roc_auc binary 0.594 10 0.0735 Preprocessor1_Mode…
55 3 981 20 roc_auc binary 0.594 10 0.0770 Preprocessor1_Mode…
56 3 695 36 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
57 3 860 30 roc_auc binary 0.594 10 0.0764 Preprocessor1_Mode…
58 3 902 36 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
59 3 1033 38 roc_auc binary 0.594 10 0.0735 Preprocessor1_Mode…
60 3 847 24 roc_auc binary 0.594 10 0.0764 Preprocessor1_Mode…
61 3 1452 24 roc_auc binary 0.594 10 0.0770 Preprocessor1_Mode…
62 3 973 39 roc_auc binary 0.594 10 0.0729 Preprocessor1_Mode…
63 3 1168 37 roc_auc binary 0.594 10 0.0808 Preprocessor1_Mode…
64 3 412 38 roc_auc binary 0.594 10 0.0814 Preprocessor1_Mode…
65 3 1008 21 roc_auc binary 0.594 10 0.0747 Preprocessor1_Mode…
66 3 497 37 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
67 2 1261 39 roc_auc binary 0.594 10 0.0764 Preprocessor1_Mode…
68 3 885 38 roc_auc binary 0.594 10 0.0803 Preprocessor1_Mode…
69 3 706 36 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
70 3 487 32 roc_auc binary 0.594 10 0.0764 Preprocessor1_Mode…
71 3 431 37 roc_auc binary 0.594 10 0.0711 Preprocessor1_Mode…
72 3 467 28 roc_auc binary 0.594 10 0.0693 Preprocessor1_Mode…
73 2 1469 37 roc_auc binary 0.594 10 0.0693 Preprocessor1_Mode…
74 3 1455 36 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
75 3 1184 24 roc_auc binary 0.594 10 0.0770 Preprocessor1_Mode…
76 3 427 29 roc_auc binary 0.594 10 0.0758 Preprocessor1_Mode…
77 3 1255 40 roc_auc binary 0.594 10 0.0803 Preprocessor1_Mode…
78 3 912 32 roc_auc binary 0.594 10 0.0781 Preprocessor1_Mode…
79 3 1244 35 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
80 3 1051 34 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
81 3 559 27 roc_auc binary 0.594 10 0.0705 Preprocessor1_Mode…
82 3 1124 22 roc_auc binary 0.594 10 0.0770 Preprocessor1_Mode…
83 3 976 36 roc_auc binary 0.594 10 0.0781 Preprocessor1_Mode…
84 3 1302 28 roc_auc binary 0.594 10 0.0781 Preprocessor1_Mode…
85 3 546 39 roc_auc binary 0.594 10 0.0753 Preprocessor1_Mode…
86 3 1174 31 roc_auc binary 0.594 10 0.0705 Preprocessor1_Mode…
87 3 1334 31 roc_auc binary 0.594 10 0.0792 Preprocessor1_Mode…
88 2 1230 37 roc_auc binary 0.594 10 0.0764 Preprocessor1_Mode…
89 3 1443 40 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
90 3 1397 35 roc_auc binary 0.594 10 0.0792 Preprocessor1_Mode…
91 3 1138 38 roc_auc binary 0.594 10 0.0781 Preprocessor1_Mode…
92 3 1367 38 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
93 3 1240 32 roc_auc binary 0.594 10 0.0792 Preprocessor1_Mode…
94 3 607 23 roc_auc binary 0.594 10 0.0735 Preprocessor1_Mode…
95 3 626 22 roc_auc binary 0.594 10 0.0764 Preprocessor1_Mode…
96 3 490 25 roc_auc binary 0.594 10 0.0717 Preprocessor1_Mode…
97 3 868 40 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
98 3 1426 33 roc_auc binary 0.594 10 0.0792 Preprocessor1_Mode…
99 3 550 23 roc_auc binary 0.594 10 0.0747 Preprocessor1_Mode…
100 3 993 39 roc_auc binary 0.594 10 0.0781 Preprocessor1_Mode…
101 3 1245 36 roc_auc binary 0.594 10 0.0729 Preprocessor1_Mode…
102 3 661 35 roc_auc binary 0.594 10 0.0729 Preprocessor1_Mode…
103 3 979 37 roc_auc binary 0.594 10 0.0781 Preprocessor1_Mode…
104 3 848 40 roc_auc binary 0.594 10 0.0753 Preprocessor1_Mode…
105 3 925 35 roc_auc binary 0.594 10 0.0786 Preprocessor1_Mode…
106 3 1439 30 roc_auc binary 0.594 10 0.0699 Preprocessor1_Mode…
107 2 1330 40 roc_auc binary 0.594 10 0.0711 Preprocessor1_Mode…
108 3 1422 33 roc_auc binary 0.594 10 0.0792 Preprocessor1_Mode…
109 3 1328 23 roc_auc binary 0.594 10 0.0747 Preprocessor1_Mode…
110 3 882 33 roc_auc binary 0.594 10 0.0792 Preprocessor1_Mode…
111 3 987 39 roc_auc binary 0.594 10 0.0792 Preprocessor1_Mode…
112 3 756 32 roc_auc binary 0.588 10 0.0786 Preprocessor1_Mode…
113 2 1320 37 roc_auc binary 0.588 10 0.0741 Preprocessor1_Mode…
114 3 1351 22 roc_auc binary 0.588 10 0.0741 Preprocessor1_Mode…
115 3 1013 32 roc_auc binary 0.588 10 0.0698 Preprocessor1_Mode…
116 3 1018 38 roc_auc binary 0.588 10 0.0813 Preprocessor1_Mode…
117 3 1376 40 roc_auc binary 0.588 10 0.0792 Preprocessor1_Mode…
118 2 1237 39 roc_auc binary 0.588 10 0.0758 Preprocessor1_Mode…
119 2 601 37 roc_auc binary 0.588 10 0.0758 Preprocessor1_Mode…
120 3 660 36 roc_auc binary 0.588 10 0.0741 Preprocessor1_Mode…
121 2 1390 36 roc_auc binary 0.588 10 0.0729 Preprocessor1_Mode…
122 3 920 35 roc_auc binary 0.588 10 0.0792 Preprocessor1_Mode…
123 3 1479 27 roc_auc binary 0.588 10 0.0781 Preprocessor1_Mode…
124 2 1189 38 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
125 3 409 21 roc_auc binary 0.588 10 0.0729 Preprocessor1_Mode…
126 3 1215 25 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
127 3 811 22 roc_auc binary 0.588 10 0.0758 Preprocessor1_Mode…
128 3 490 40 roc_auc binary 0.588 10 0.0758 Preprocessor1_Mode…
129 3 567 32 roc_auc binary 0.588 10 0.0781 Preprocessor1_Mode…
130 2 1163 40 roc_auc binary 0.588 10 0.0735 Preprocessor1_Mode…
131 3 692 26 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
132 3 1172 23 roc_auc binary 0.588 10 0.0752 Preprocessor1_Mode…
133 3 868 29 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
134 3 671 26 roc_auc binary 0.588 10 0.0711 Preprocessor1_Mode…
135 3 1008 25 roc_auc binary 0.588 10 0.0711 Preprocessor1_Mode…
136 3 537 16 roc_auc binary 0.588 10 0.0686 Preprocessor1_Mode…
137 2 784 39 roc_auc binary 0.588 10 0.0758 Preprocessor1_Mode…
138 3 1100 29 roc_auc binary 0.588 10 0.0758 Preprocessor1_Mode…
139 3 865 24 roc_auc binary 0.588 10 0.0752 Preprocessor1_Mode…
140 3 1013 39 roc_auc binary 0.588 10 0.0741 Preprocessor1_Mode…
141 3 722 16 roc_auc binary 0.588 10 0.0747 Preprocessor1_Mode…
142 3 679 36 roc_auc binary 0.588 10 0.0764 Preprocessor1_Mode…
143 3 1026 27 roc_auc binary 0.588 10 0.0711 Preprocessor1_Mode…
144 3 1416 40 roc_auc binary 0.588 10 0.0781 Preprocessor1_Mode…
145 3 737 35 roc_auc binary 0.588 10 0.0711 Preprocessor1_Mode…
146 3 1179 25 roc_auc binary 0.588 10 0.0764 Preprocessor1_Mode…
147 3 925 40 roc_auc binary 0.588 10 0.0786 Preprocessor1_Mode…
148 3 637 19 roc_auc binary 0.588 10 0.0781 Preprocessor1_Mode…
149 3 571 28 roc_auc binary 0.588 10 0.0758 Preprocessor1_Mode…
150 3 1020 32 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
151 2 1486 40 roc_auc binary 0.588 10 0.0741 Preprocessor1_Mode…
152 3 1204 38 roc_auc binary 0.588 10 0.0786 Preprocessor1_Mode…
153 2 1067 37 roc_auc binary 0.588 10 0.0698 Preprocessor1_Mode…
154 3 587 19 roc_auc binary 0.588 10 0.0747 Preprocessor1_Mode…
155 3 927 34 roc_auc binary 0.588 10 0.0797 Preprocessor1_Mode…
156 3 1163 38 roc_auc binary 0.588 10 0.0781 Preprocessor1_Mode…
157 3 1336 37 roc_auc binary 0.588 10 0.0741 Preprocessor1_Mode…
158 3 609 40 roc_auc binary 0.588 10 0.0797 Preprocessor1_Mode…
159 3 837 31 roc_auc binary 0.588 10 0.0741 Preprocessor1_Mode…
160 2 683 26 roc_auc binary 0.588 10 0.0680 Preprocessor1_Mode…
161 2 1490 40 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
162 3 456 36 roc_auc binary 0.588 10 0.0792 Preprocessor1_Mode…
163 3 1462 32 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
164 3 892 18 roc_auc binary 0.588 10 0.0752 Preprocessor1_Mode…
165 3 1061 19 roc_auc binary 0.588 10 0.0781 Preprocessor1_Mode…
166 3 965 32 roc_auc binary 0.588 10 0.0781 Preprocessor1_Mode…
167 3 1259 32 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
168 2 1208 38 roc_auc binary 0.588 10 0.0741 Preprocessor1_Mode…
169 3 1166 20 roc_auc binary 0.588 10 0.0752 Preprocessor1_Mode…
170 2 568 36 roc_auc binary 0.588 10 0.0717 Preprocessor1_Mode…
171 3 1043 34 roc_auc binary 0.588 10 0.0764 Preprocessor1_Mode…
172 3 1295 38 roc_auc binary 0.588 10 0.0786 Preprocessor1_Mode…
173 3 887 22 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
174 3 1445 32 roc_auc binary 0.588 10 0.0792 Preprocessor1_Mode…
175 3 904 20 roc_auc binary 0.588 10 0.0752 Preprocessor1_Mode…
176 3 1221 23 roc_auc binary 0.588 10 0.0752 Preprocessor1_Mode…
177 3 957 19 roc_auc binary 0.588 10 0.0752 Preprocessor1_Mode…
178 3 718 22 roc_auc binary 0.588 10 0.0775 Preprocessor1_Mode…
179 3 1447 25 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
180 3 1235 36 roc_auc binary 0.588 10 0.0792 Preprocessor1_Mode…
181 3 1218 22 roc_auc binary 0.588 10 0.0752 Preprocessor1_Mode…
182 3 1245 25 roc_auc binary 0.588 10 0.0747 Preprocessor1_Mode…
183 2 1264 40 roc_auc binary 0.588 10 0.0747 Preprocessor1_Mode…
184 3 804 21 roc_auc binary 0.588 10 0.0775 Preprocessor1_Mode…
185 3 669 36 roc_auc binary 0.588 10 0.0723 Preprocessor1_Mode…
186 3 476 21 roc_auc binary 0.588 10 0.0723 Preprocessor1_Mode…
187 3 819 31 roc_auc binary 0.588 10 0.0781 Preprocessor1_Mode…
188 3 1354 31 roc_auc binary 0.588 10 0.0769 Preprocessor1_Mode…
189 3 1035 17 roc_auc binary 0.581 10 0.0740 Preprocessor1_Mode…
190 3 802 39 roc_auc binary 0.581 10 0.0774 Preprocessor1_Mode…
191 3 910 26 roc_auc binary 0.581 10 0.0751 Preprocessor1_Mode…
192 3 1442 17 roc_auc binary 0.581 10 0.0757 Preprocessor1_Mode…
193 3 1461 35 roc_auc binary 0.581 10 0.0785 Preprocessor1_Mode…
194 3 1297 20 roc_auc binary 0.581 10 0.0757 Preprocessor1_Mode…
195 3 1405 27 roc_auc binary 0.581 10 0.0763 Preprocessor1_Mode…
196 2 651 27 roc_auc binary 0.581 10 0.0691 Preprocessor1_Mode…
197 3 1480 29 roc_auc binary 0.581 10 0.0763 Preprocessor1_Mode…
198 2 414 38 roc_auc binary 0.581 10 0.0704 Preprocessor1_Mode…
199 2 1476 39 roc_auc binary 0.581 10 0.0791 Preprocessor1_Mode…
200 3 967 29 roc_auc binary 0.581 10 0.0763 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 1013 32 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
2 3 429 31 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
3 3 868 35 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
4 3 847 24 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
5 3 904 29 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
6 3 692 26 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
7 3 431 37 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
8 3 456 36 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
9 3 824 29 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
10 3 718 22 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
11 3 525 31 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
12 3 560 25 mcc binary 0.340 6 0.167 Preprocessor1_Mode…
13 2 772 10 mcc binary 0.333 5 0.204 Preprocessor1_Mode…
14 2 1088 12 mcc binary 0.333 5 0.204 Preprocessor1_Mode…
15 2 404 25 mcc binary 0.333 5 0.204 Preprocessor1_Mode…
16 2 730 11 mcc binary 0.333 5 0.204 Preprocessor1_Mode…
17 2 659 14 mcc binary 0.333 5 0.204 Preprocessor1_Mode…
18 2 534 22 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
19 2 803 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
20 2 574 29 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
21 3 756 32 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
22 2 693 19 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
23 2 947 34 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
24 2 960 27 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
25 2 1320 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
26 3 1351 22 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
27 2 653 34 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
28 3 1460 32 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
29 2 1322 21 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
30 3 1018 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
31 2 971 33 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
32 2 1416 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
33 2 1490 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
34 3 869 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
35 3 1376 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
36 2 1490 35 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
37 3 802 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
38 3 845 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
39 3 1413 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
40 2 1237 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
41 2 601 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
42 2 1343 17 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
43 3 962 21 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
44 3 1045 34 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
45 2 1437 19 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
46 2 1136 35 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
47 3 910 26 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
48 2 762 19 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
49 3 660 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
50 2 562 32 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
51 2 1390 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
52 3 920 35 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
53 2 1489 17 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
54 3 1479 27 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
55 2 1043 20 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
56 2 893 17 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
57 3 1071 25 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
58 2 1454 25 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
59 2 780 31 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
60 2 559 31 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
61 2 852 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
62 2 446 14 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
63 2 952 20 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
64 2 542 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
65 3 1461 35 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
66 2 1189 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
67 3 609 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
68 3 1297 20 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
69 2 1160 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
70 3 557 22 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
71 2 606 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
72 2 1068 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
73 2 937 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
74 3 695 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
75 3 701 26 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
76 2 1064 35 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
77 3 701 28 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
78 2 644 24 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
79 3 860 30 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
80 2 473 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
81 2 1483 21 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
82 3 1405 27 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
83 2 754 29 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
84 2 651 27 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
85 3 1461 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
86 3 902 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
87 2 942 24 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
88 3 1215 25 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
89 3 811 22 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
90 3 1480 29 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
91 2 1346 16 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
92 2 824 26 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
93 2 805 14 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
94 2 1347 13 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
95 2 1200 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
96 3 946 26 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
97 3 1298 34 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
98 3 1139 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
99 2 419 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
100 2 414 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
101 2 1414 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
102 3 490 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
103 3 1103 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
104 2 761 26 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
105 2 537 16 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
106 2 1476 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
107 3 927 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
108 3 967 29 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
109 2 577 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
110 3 567 32 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
111 2 1147 35 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
112 3 818 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
113 2 620 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
114 2 1132 17 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
115 3 1132 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
116 2 813 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
117 2 924 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
118 3 1033 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
119 3 1389 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
120 2 1163 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
121 3 1135 32 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
122 2 485 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
123 2 846 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
124 2 974 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
125 2 541 34 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
126 2 567 27 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
127 3 1078 25 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
128 3 596 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
129 2 1295 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
130 2 675 28 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
131 2 998 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
132 3 1393 32 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
133 2 1361 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
134 3 661 21 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
135 2 876 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
136 2 1410 20 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
137 2 1426 29 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
138 2 1451 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
139 3 1452 24 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
140 3 681 28 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
141 2 642 26 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
142 3 973 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
143 3 1402 24 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
144 2 749 32 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
145 2 610 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
146 2 1357 22 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
147 3 1168 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
148 2 839 30 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
149 2 1389 33 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
150 3 1258 33 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
151 3 888 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
152 2 1215 24 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
153 3 1233 24 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
154 2 750 21 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
155 2 749 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
156 2 1057 20 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
157 2 1191 19 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
158 2 1050 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
159 2 1335 36 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
160 2 969 32 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
161 3 1414 19 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
162 2 1180 22 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
163 3 1118 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
164 3 1172 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
165 2 456 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
166 2 981 22 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
167 3 945 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
168 3 890 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
169 3 868 29 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
170 3 412 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
171 2 969 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
172 2 932 18 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
173 3 752 30 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
174 3 484 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
175 2 413 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
176 2 459 12 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
177 3 1008 21 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
178 2 1110 21 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
179 3 1486 35 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
180 3 671 26 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
181 3 497 37 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
182 2 498 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
183 2 598 13 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
184 2 1027 28 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
185 2 1357 30 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
186 2 1261 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
187 2 445 22 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
188 3 1266 28 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
189 2 526 29 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
190 2 418 27 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
191 3 619 28 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
192 3 649 39 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
193 2 1092 38 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
194 2 1361 33 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
195 2 449 35 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
196 2 697 26 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
197 3 732 31 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
198 2 1057 40 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
199 2 1013 28 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
200 3 402 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…IU2 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 1 1
2 precision binary 0.857 0.843
3 spec binary 0.0455 0
4 accuracy binary 0.858 0.843
5 f_meas binary 0.923 0.915
6 mcc binary 0.197 NA
7 kap binary 0.0750 0
8 roc_auc binary 0.899 0.468
9 mn_log_loss binary 0.323 0.496Confusion matrix
Column 2
ROC curve
Gain curve
IU2 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU2 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
IU4 - 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 2 624 19 roc_auc binary 0.606 10 0.0569 Preprocessor1_Mode…
2 2 1496 7 roc_auc binary 0.604 10 0.0532 Preprocessor1_Mode…
3 2 583 8 roc_auc binary 0.604 10 0.0543 Preprocessor1_Mode…
4 2 1094 9 roc_auc binary 0.602 10 0.0503 Preprocessor1_Mode…
5 3 1215 10 roc_auc binary 0.599 10 0.0458 Preprocessor1_Mode…
6 3 1167 17 roc_auc binary 0.599 10 0.0459 Preprocessor1_Mode…
7 3 612 19 roc_auc binary 0.599 10 0.0450 Preprocessor1_Mode…
8 3 838 11 roc_auc binary 0.598 10 0.0525 Preprocessor1_Mode…
9 2 1463 8 roc_auc binary 0.598 10 0.0525 Preprocessor1_Mode…
10 2 566 17 roc_auc binary 0.598 10 0.0562 Preprocessor1_Mode…
11 3 417 12 roc_auc binary 0.597 10 0.0507 Preprocessor1_Mode…
12 2 756 8 roc_auc binary 0.596 10 0.0495 Preprocessor1_Mode…
13 2 1393 2 roc_auc binary 0.596 10 0.0526 Preprocessor1_Mode…
14 2 1423 6 roc_auc binary 0.596 10 0.0503 Preprocessor1_Mode…
15 2 864 9 roc_auc binary 0.596 10 0.0567 Preprocessor1_Mode…
16 3 436 18 roc_auc binary 0.596 10 0.0500 Preprocessor1_Mode…
17 2 651 13 roc_auc binary 0.595 10 0.0553 Preprocessor1_Mode…
18 2 1160 14 roc_auc binary 0.595 10 0.0560 Preprocessor1_Mode…
19 3 1140 15 roc_auc binary 0.595 10 0.0470 Preprocessor1_Mode…
20 3 1383 17 roc_auc binary 0.595 10 0.0482 Preprocessor1_Mode…
21 3 821 16 roc_auc binary 0.594 10 0.0478 Preprocessor1_Mode…
22 2 987 14 roc_auc binary 0.594 10 0.0564 Preprocessor1_Mode…
23 3 1425 3 roc_auc binary 0.594 10 0.0498 Preprocessor1_Mode…
24 3 1025 5 roc_auc binary 0.594 10 0.0498 Preprocessor1_Mode…
25 2 875 8 roc_auc binary 0.594 10 0.0542 Preprocessor1_Mode…
26 2 832 9 roc_auc binary 0.594 10 0.0532 Preprocessor1_Mode…
27 2 1380 5 roc_auc binary 0.594 10 0.0492 Preprocessor1_Mode…
28 2 614 10 roc_auc binary 0.594 10 0.0549 Preprocessor1_Mode…
29 2 1122 5 roc_auc binary 0.594 10 0.0480 Preprocessor1_Mode…
30 3 476 13 roc_auc binary 0.593 10 0.0539 Preprocessor1_Mode…
31 2 673 15 roc_auc binary 0.593 10 0.0528 Preprocessor1_Mode…
32 3 442 13 roc_auc binary 0.593 10 0.0449 Preprocessor1_Mode…
33 2 535 7 roc_auc binary 0.593 10 0.0466 Preprocessor1_Mode…
34 3 684 19 roc_auc binary 0.593 10 0.0516 Preprocessor1_Mode…
35 2 1417 19 roc_auc binary 0.592 10 0.0561 Preprocessor1_Mode…
36 3 1122 16 roc_auc binary 0.592 10 0.0440 Preprocessor1_Mode…
37 3 667 13 roc_auc binary 0.592 10 0.0465 Preprocessor1_Mode…
38 2 714 18 roc_auc binary 0.592 10 0.0559 Preprocessor1_Mode…
39 3 663 8 roc_auc binary 0.592 10 0.0513 Preprocessor1_Mode…
40 2 425 5 roc_auc binary 0.592 10 0.0517 Preprocessor1_Mode…
41 2 911 17 roc_auc binary 0.592 10 0.0573 Preprocessor1_Mode…
42 2 1464 2 roc_auc binary 0.592 10 0.0536 Preprocessor1_Mode…
43 3 796 2 roc_auc binary 0.592 10 0.0470 Preprocessor1_Mode…
44 2 932 9 roc_auc binary 0.592 10 0.0506 Preprocessor1_Mode…
45 2 490 11 roc_auc binary 0.592 10 0.0600 Preprocessor1_Mode…
46 3 1067 18 roc_auc binary 0.591 10 0.0447 Preprocessor1_Mode…
47 3 634 18 roc_auc binary 0.591 10 0.0456 Preprocessor1_Mode…
48 3 1419 16 roc_auc binary 0.591 10 0.0456 Preprocessor1_Mode…
49 2 478 10 roc_auc binary 0.591 10 0.0489 Preprocessor1_Mode…
50 2 833 17 roc_auc binary 0.591 10 0.0581 Preprocessor1_Mode…
51 3 777 9 roc_auc binary 0.591 10 0.0497 Preprocessor1_Mode…
52 2 988 3 roc_auc binary 0.591 10 0.0515 Preprocessor1_Mode…
53 2 1450 8 roc_auc binary 0.591 10 0.0501 Preprocessor1_Mode…
54 2 1167 14 roc_auc binary 0.591 10 0.0601 Preprocessor1_Mode…
55 3 781 11 roc_auc binary 0.591 10 0.0489 Preprocessor1_Mode…
56 2 978 12 roc_auc binary 0.591 10 0.0596 Preprocessor1_Mode…
57 2 540 8 roc_auc binary 0.591 10 0.0497 Preprocessor1_Mode…
58 2 432 12 roc_auc binary 0.590 10 0.0516 Preprocessor1_Mode…
59 2 625 3 roc_auc binary 0.590 10 0.0461 Preprocessor1_Mode…
60 3 833 15 roc_auc binary 0.590 10 0.0493 Preprocessor1_Mode…
61 3 1001 3 roc_auc binary 0.590 10 0.0495 Preprocessor1_Mode…
62 2 441 6 roc_auc binary 0.590 10 0.0592 Preprocessor1_Mode…
63 3 813 10 roc_auc binary 0.590 10 0.0495 Preprocessor1_Mode…
64 2 604 8 roc_auc binary 0.590 10 0.0566 Preprocessor1_Mode…
65 2 921 4 roc_auc binary 0.590 10 0.0503 Preprocessor1_Mode…
66 2 679 5 roc_auc binary 0.590 10 0.0503 Preprocessor1_Mode…
67 2 1292 5 roc_auc binary 0.590 10 0.0503 Preprocessor1_Mode…
68 2 1299 8 roc_auc binary 0.590 10 0.0566 Preprocessor1_Mode…
69 2 981 10 roc_auc binary 0.590 10 0.0559 Preprocessor1_Mode…
70 3 690 6 roc_auc binary 0.590 10 0.0495 Preprocessor1_Mode…
71 2 842 18 roc_auc binary 0.589 10 0.0596 Preprocessor1_Mode…
72 3 800 19 roc_auc binary 0.589 10 0.0500 Preprocessor1_Mode…
73 2 922 4 roc_auc binary 0.589 10 0.0486 Preprocessor1_Mode…
74 2 794 8 roc_auc binary 0.589 10 0.0537 Preprocessor1_Mode…
75 2 1230 9 roc_auc binary 0.589 10 0.0537 Preprocessor1_Mode…
76 3 605 8 roc_auc binary 0.589 10 0.0478 Preprocessor1_Mode…
77 3 1042 7 roc_auc binary 0.589 10 0.0490 Preprocessor1_Mode…
78 3 687 9 roc_auc binary 0.589 10 0.0481 Preprocessor1_Mode…
79 2 1355 10 roc_auc binary 0.589 10 0.0537 Preprocessor1_Mode…
80 3 474 12 roc_auc binary 0.589 10 0.0465 Preprocessor1_Mode…
81 2 1500 10 roc_auc binary 0.589 10 0.0544 Preprocessor1_Mode…
82 2 1295 8 roc_auc binary 0.589 10 0.0469 Preprocessor1_Mode…
83 3 415 3 roc_auc binary 0.589 10 0.0490 Preprocessor1_Mode…
84 2 423 14 roc_auc binary 0.588 10 0.0455 Preprocessor1_Mode…
85 3 782 15 roc_auc binary 0.588 10 0.0460 Preprocessor1_Mode…
86 2 1182 12 roc_auc binary 0.588 10 0.0548 Preprocessor1_Mode…
87 3 679 9 roc_auc binary 0.588 10 0.0479 Preprocessor1_Mode…
88 3 461 6 roc_auc binary 0.588 10 0.0489 Preprocessor1_Mode…
89 2 1101 7 roc_auc binary 0.588 10 0.0534 Preprocessor1_Mode…
90 3 1037 4 roc_auc binary 0.588 10 0.0489 Preprocessor1_Mode…
91 3 641 5 roc_auc binary 0.588 10 0.0485 Preprocessor1_Mode…
92 2 628 10 roc_auc binary 0.588 10 0.0527 Preprocessor1_Mode…
93 3 516 4 roc_auc binary 0.588 10 0.0489 Preprocessor1_Mode…
94 2 1125 8 roc_auc binary 0.588 10 0.0534 Preprocessor1_Mode…
95 3 1219 2 roc_auc binary 0.588 10 0.0489 Preprocessor1_Mode…
96 3 1374 19 roc_auc binary 0.587 10 0.0472 Preprocessor1_Mode…
97 3 421 19 roc_auc binary 0.587 10 0.0466 Preprocessor1_Mode…
98 2 675 20 roc_auc binary 0.587 10 0.0561 Preprocessor1_Mode…
99 3 691 18 roc_auc binary 0.587 10 0.0466 Preprocessor1_Mode…
100 3 1045 2 roc_auc binary 0.587 10 0.0453 Preprocessor1_Mode…
101 2 1041 11 roc_auc binary 0.587 10 0.0623 Preprocessor1_Mode…
102 3 566 13 roc_auc binary 0.587 10 0.0518 Preprocessor1_Mode…
103 2 735 11 roc_auc binary 0.587 10 0.0526 Preprocessor1_Mode…
104 2 667 10 roc_auc binary 0.587 10 0.0511 Preprocessor1_Mode…
105 2 997 4 roc_auc binary 0.587 10 0.0466 Preprocessor1_Mode…
106 2 666 4 roc_auc binary 0.587 10 0.0466 Preprocessor1_Mode…
107 2 1388 10 roc_auc binary 0.587 10 0.0518 Preprocessor1_Mode…
108 2 1258 9 roc_auc binary 0.587 10 0.0526 Preprocessor1_Mode…
109 2 969 8 roc_auc binary 0.587 10 0.0526 Preprocessor1_Mode…
110 2 1262 8 roc_auc binary 0.587 10 0.0526 Preprocessor1_Mode…
111 2 618 7 roc_auc binary 0.587 10 0.0537 Preprocessor1_Mode…
112 2 1136 6 roc_auc binary 0.587 10 0.0518 Preprocessor1_Mode…
113 2 618 25 roc_auc binary 0.586 10 0.0592 Preprocessor1_Mode…
114 3 689 16 roc_auc binary 0.586 10 0.0490 Preprocessor1_Mode…
115 2 1031 16 roc_auc binary 0.586 10 0.0617 Preprocessor1_Mode…
116 2 631 4 roc_auc binary 0.586 10 0.0484 Preprocessor1_Mode…
117 2 756 12 roc_auc binary 0.586 10 0.0528 Preprocessor1_Mode…
118 3 1493 15 roc_auc binary 0.586 10 0.0429 Preprocessor1_Mode…
119 3 1217 8 roc_auc binary 0.586 10 0.0505 Preprocessor1_Mode…
120 2 1274 6 roc_auc binary 0.586 10 0.0516 Preprocessor1_Mode…
121 2 1100 9 roc_auc binary 0.586 10 0.0575 Preprocessor1_Mode…
122 3 1139 5 roc_auc binary 0.586 10 0.0533 Preprocessor1_Mode…
123 3 1134 5 roc_auc binary 0.586 10 0.0516 Preprocessor1_Mode…
124 2 1468 5 roc_auc binary 0.586 10 0.0512 Preprocessor1_Mode…
125 2 408 20 roc_auc binary 0.585 10 0.0605 Preprocessor1_Mode…
126 2 1250 15 roc_auc binary 0.585 10 0.0537 Preprocessor1_Mode…
127 3 1411 14 roc_auc binary 0.585 10 0.0436 Preprocessor1_Mode…
128 2 809 8 roc_auc binary 0.585 10 0.0491 Preprocessor1_Mode…
129 3 412 14 roc_auc binary 0.585 10 0.0479 Preprocessor1_Mode…
130 2 1189 8 roc_auc binary 0.585 10 0.0491 Preprocessor1_Mode…
131 2 680 15 roc_auc binary 0.585 10 0.0580 Preprocessor1_Mode…
132 2 869 10 roc_auc binary 0.585 10 0.0570 Preprocessor1_Mode…
133 2 851 5 roc_auc binary 0.585 10 0.0500 Preprocessor1_Mode…
134 2 1351 7 roc_auc binary 0.585 10 0.0487 Preprocessor1_Mode…
135 3 1005 20 roc_auc binary 0.584 10 0.0456 Preprocessor1_Mode…
136 3 1362 18 roc_auc binary 0.584 10 0.0403 Preprocessor1_Mode…
137 2 938 8 roc_auc binary 0.584 10 0.0486 Preprocessor1_Mode…
138 3 1235 5 roc_auc binary 0.584 10 0.0436 Preprocessor1_Mode…
139 3 1366 11 roc_auc binary 0.584 10 0.0474 Preprocessor1_Mode…
140 2 1046 7 roc_auc binary 0.584 10 0.0557 Preprocessor1_Mode…
141 2 1376 2 roc_auc binary 0.584 10 0.0510 Preprocessor1_Mode…
142 2 1015 12 roc_auc binary 0.584 10 0.0550 Preprocessor1_Mode…
143 2 590 3 roc_auc binary 0.584 10 0.0510 Preprocessor1_Mode…
144 2 1086 10 roc_auc binary 0.584 10 0.0550 Preprocessor1_Mode…
145 3 1222 2 roc_auc binary 0.584 10 0.0503 Preprocessor1_Mode…
146 3 903 5 roc_auc binary 0.584 10 0.0503 Preprocessor1_Mode…
147 3 837 9 roc_auc binary 0.584 10 0.0557 Preprocessor1_Mode…
148 3 915 3 roc_auc binary 0.584 10 0.0503 Preprocessor1_Mode…
149 2 904 5 roc_auc binary 0.584 10 0.0565 Preprocessor1_Mode…
150 2 1329 6 roc_auc binary 0.584 10 0.0557 Preprocessor1_Mode…
151 3 1178 19 roc_auc binary 0.583 10 0.0490 Preprocessor1_Mode…
152 3 1390 18 roc_auc binary 0.583 10 0.0481 Preprocessor1_Mode…
153 3 987 11 roc_auc binary 0.583 10 0.0493 Preprocessor1_Mode…
154 3 849 10 roc_auc binary 0.583 10 0.0502 Preprocessor1_Mode…
155 3 799 20 roc_auc binary 0.583 10 0.0477 Preprocessor1_Mode…
156 3 1313 16 roc_auc binary 0.583 10 0.0481 Preprocessor1_Mode…
157 3 1434 15 roc_auc binary 0.583 10 0.0490 Preprocessor1_Mode…
158 3 1146 21 roc_auc binary 0.583 10 0.0481 Preprocessor1_Mode…
159 2 1170 18 roc_auc binary 0.583 10 0.0536 Preprocessor1_Mode…
160 3 583 4 roc_auc binary 0.583 10 0.0468 Preprocessor1_Mode…
161 2 1334 3 roc_auc binary 0.583 10 0.0503 Preprocessor1_Mode…
162 3 504 4 roc_auc binary 0.583 10 0.0486 Preprocessor1_Mode…
163 2 1281 14 roc_auc binary 0.583 10 0.0535 Preprocessor1_Mode…
164 2 678 8 roc_auc binary 0.583 10 0.0553 Preprocessor1_Mode…
165 2 1320 11 roc_auc binary 0.583 10 0.0535 Preprocessor1_Mode…
166 2 517 13 roc_auc binary 0.583 10 0.0549 Preprocessor1_Mode…
167 3 791 7 roc_auc binary 0.583 10 0.0480 Preprocessor1_Mode…
168 3 1382 7 roc_auc binary 0.583 10 0.0468 Preprocessor1_Mode…
169 2 1000 5 roc_auc binary 0.583 10 0.0488 Preprocessor1_Mode…
170 2 1204 10 roc_auc binary 0.583 10 0.0538 Preprocessor1_Mode…
171 2 966 16 roc_auc binary 0.583 10 0.0546 Preprocessor1_Mode…
172 2 877 11 roc_auc binary 0.583 10 0.0535 Preprocessor1_Mode…
173 3 900 3 roc_auc binary 0.583 10 0.0480 Preprocessor1_Mode…
174 3 1305 6 roc_auc binary 0.583 10 0.0486 Preprocessor1_Mode…
175 2 1060 12 roc_auc binary 0.583 10 0.0546 Preprocessor1_Mode…
176 2 1128 18 roc_auc binary 0.582 10 0.0616 Preprocessor1_Mode…
177 3 1119 32 roc_auc binary 0.582 10 0.0652 Preprocessor1_Mode…
178 3 1248 16 roc_auc binary 0.582 10 0.0444 Preprocessor1_Mode…
179 2 831 9 roc_auc binary 0.582 10 0.0527 Preprocessor1_Mode…
180 3 575 16 roc_auc binary 0.582 10 0.0444 Preprocessor1_Mode…
181 3 871 11 roc_auc binary 0.582 10 0.0444 Preprocessor1_Mode…
182 2 860 8 roc_auc binary 0.582 10 0.0453 Preprocessor1_Mode…
183 3 1196 20 roc_auc binary 0.582 10 0.0444 Preprocessor1_Mode…
184 3 1380 14 roc_auc binary 0.582 10 0.0444 Preprocessor1_Mode…
185 3 1441 13 roc_auc binary 0.582 10 0.0469 Preprocessor1_Mode…
186 2 1302 4 roc_auc binary 0.582 10 0.0533 Preprocessor1_Mode…
187 3 652 7 roc_auc binary 0.582 10 0.0533 Preprocessor1_Mode…
188 2 1371 5 roc_auc binary 0.582 10 0.0533 Preprocessor1_Mode…
189 3 971 23 roc_auc binary 0.581 10 0.0478 Preprocessor1_Mode…
190 2 913 14 roc_auc binary 0.581 10 0.0451 Preprocessor1_Mode…
191 3 1031 17 roc_auc binary 0.581 10 0.0451 Preprocessor1_Mode…
192 3 696 16 roc_auc binary 0.581 10 0.0456 Preprocessor1_Mode…
193 2 1036 9 roc_auc binary 0.581 10 0.0501 Preprocessor1_Mode…
194 2 1209 12 roc_auc binary 0.581 10 0.0585 Preprocessor1_Mode…
195 2 956 15 roc_auc binary 0.581 10 0.0589 Preprocessor1_Mode…
196 2 1122 2 roc_auc binary 0.581 10 0.0485 Preprocessor1_Mode…
197 3 534 31 roc_auc binary 0.580 10 0.0541 Preprocessor1_Mode…
198 3 658 14 roc_auc binary 0.580 10 0.0480 Preprocessor1_Mode…
199 3 1038 17 roc_auc binary 0.580 10 0.0470 Preprocessor1_Mode…
200 3 686 21 roc_auc binary 0.580 10 0.0480 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 1452 26 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
2 2 578 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
3 2 470 28 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
4 2 1411 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
5 2 931 30 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
6 2 1127 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
7 2 1404 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
8 2 701 27 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
9 2 861 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
10 2 1486 27 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
11 2 1078 38 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
12 2 782 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
13 2 1447 31 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
14 2 436 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
15 2 1170 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
16 2 1250 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
17 2 1469 29 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
18 2 655 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
19 2 916 32 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
20 2 1185 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
21 2 1457 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
22 2 1039 38 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
23 2 951 30 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
24 2 1165 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
25 2 1072 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
26 2 974 36 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
27 2 596 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
28 2 1330 29 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
29 2 1428 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
30 2 514 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
31 2 429 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
32 2 1182 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
33 2 1070 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
34 2 893 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
35 2 1250 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
36 2 1369 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
37 2 836 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
38 2 1056 37 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
39 2 1338 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
40 2 1465 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
41 2 981 38 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
42 2 1178 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
43 2 626 20 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
44 2 1308 23 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
45 2 769 16 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
46 2 513 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
47 2 435 28 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
48 2 640 26 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
49 2 1073 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
50 2 995 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
51 2 1033 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
52 2 1244 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
53 2 878 36 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
54 2 917 37 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
55 2 1284 37 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
56 2 1367 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
57 2 679 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
58 2 1109 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
59 2 607 29 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
60 2 593 31 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
61 2 642 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
62 2 1077 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
63 2 618 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
64 2 1023 27 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
65 2 1128 28 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
66 2 764 37 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
67 2 763 28 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
68 2 414 37 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
69 2 939 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
70 2 794 30 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
71 2 723 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
72 2 726 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
73 2 1298 28 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
74 2 1342 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
75 2 592 22 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
76 2 445 30 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
77 2 419 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
78 2 1397 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
79 2 429 22 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
80 2 565 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
81 2 1150 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
82 2 1459 32 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
83 2 588 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
84 2 1387 23 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
85 2 689 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
86 2 885 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
87 2 702 24 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
88 2 452 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
89 2 789 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
90 2 782 28 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
91 2 1209 36 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
92 2 1434 38 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
93 2 1303 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
94 2 528 21 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
95 2 1376 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
96 2 1356 32 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
97 2 1141 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
98 2 1197 37 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
99 2 761 37 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
100 2 578 27 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
101 2 1307 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
102 2 501 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
103 2 474 38 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
104 2 1148 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
105 2 1469 38 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
106 2 575 23 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
107 2 538 29 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
108 2 773 24 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
109 2 1134 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
110 2 1196 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
111 2 466 17 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
112 2 663 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
113 2 1202 24 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
114 2 1384 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
115 2 655 24 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
116 2 1477 24 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
117 2 710 23 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
118 2 502 38 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
119 2 979 37 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
120 2 727 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
121 2 1010 29 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
122 2 475 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
123 2 956 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
124 2 1022 39 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
125 2 1468 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
126 2 850 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
127 2 842 29 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
128 2 1249 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
129 2 1256 35 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
130 2 652 27 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
131 2 685 23 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
132 2 654 25 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
133 2 784 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
134 2 1197 34 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
135 2 592 33 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
136 2 1450 27 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
137 2 477 40 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
138 2 1488 31 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
139 2 1466 27 mcc binary 0.227 6 0.196 Preprocessor1_Mode…
140 3 1485 19 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
141 3 1067 18 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
142 3 1248 16 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
143 2 534 23 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
144 3 1437 23 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
145 2 788 27 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
146 2 563 29 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
147 2 833 17 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
148 2 772 25 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
149 2 651 13 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
150 2 408 20 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
151 3 1178 19 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
152 2 586 17 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
153 2 952 20 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
154 3 950 22 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
155 3 1116 19 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
156 2 1235 32 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
157 3 491 27 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
158 3 1340 23 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
159 3 1307 35 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
160 3 499 39 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
161 3 823 37 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
162 3 1025 23 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
163 2 1252 14 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
164 3 1276 21 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
165 3 1374 19 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
166 3 572 28 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
167 2 1250 15 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
168 3 1245 34 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
169 3 1390 18 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
170 3 1308 39 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
171 2 719 14 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
172 3 673 17 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
173 2 1417 19 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
174 3 868 24 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
175 2 1128 18 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
176 2 1484 20 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
177 2 1044 17 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
178 3 866 23 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
179 2 1210 18 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
180 2 1448 19 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
181 2 1053 24 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
182 3 879 28 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
183 2 1027 34 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
184 2 870 24 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
185 3 863 16 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
186 2 1015 12 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
187 3 1482 24 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
188 2 1258 30 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
189 3 1479 20 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
190 3 577 20 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
191 3 1208 36 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
192 3 1217 18 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
193 2 1114 35 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
194 2 1071 28 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
195 2 1031 16 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
196 2 468 20 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
197 3 1341 31 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
198 3 1103 32 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
199 3 1289 20 mcc binary 0.178 6 0.180 Preprocessor1_Mode…
200 3 580 25 mcc binary 0.178 6 0.180 Preprocessor1_Mode…IU4 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.991 0.944
2 precision binary 0.809 0.739
3 spec binary 0.405 0.143
4 accuracy binary 0.826 0.72
5 f_meas binary 0.891 0.829
6 mcc binary 0.546 0.144
7 kap binary 0.478 0.112
8 roc_auc binary 0.961 0.563
9 mn_log_loss binary 0.386 0.595Confusion matrix
Column 2
ROC curve
Gain curve
IU4 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU4 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
IU5 - 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 2 816 12 roc_auc binary 0.783 4 0.0567 Preprocessor1_Mode…
2 3 725 10 roc_auc binary 0.783 4 0.0567 Preprocessor1_Mode…
3 2 1220 15 roc_auc binary 0.783 4 0.0567 Preprocessor1_Mode…
4 2 875 15 roc_auc binary 0.783 4 0.0567 Preprocessor1_Mode…
5 3 724 10 roc_auc binary 0.783 4 0.0567 Preprocessor1_Mode…
6 2 1148 16 roc_auc binary 0.783 4 0.0567 Preprocessor1_Mode…
7 2 661 16 roc_auc binary 0.783 4 0.0567 Preprocessor1_Mode…
8 2 818 16 roc_auc binary 0.783 4 0.0567 Preprocessor1_Mode…
9 3 533 9 roc_auc binary 0.780 4 0.0383 Preprocessor1_Mode…
10 2 655 10 roc_auc binary 0.771 4 0.0910 Preprocessor1_Mode…
11 3 1290 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
12 3 665 10 roc_auc binary 0.767 4 0.0616 Preprocessor1_Mode…
13 2 711 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
14 3 1150 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
15 2 535 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
16 2 1383 16 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
17 3 742 16 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
18 3 400 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
19 3 1105 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
20 2 462 15 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
21 2 1050 10 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
22 3 853 9 roc_auc binary 0.767 4 0.0616 Preprocessor1_Mode…
23 3 532 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
24 2 477 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
25 3 698 15 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
26 2 1239 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
27 3 1426 10 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
28 3 820 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
29 2 977 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
30 3 734 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
31 3 1157 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
32 3 730 6 roc_auc binary 0.767 4 0.0616 Preprocessor1_Mode…
33 3 569 10 roc_auc binary 0.767 4 0.0616 Preprocessor1_Mode…
34 3 763 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
35 2 1257 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
36 2 505 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
37 3 1242 15 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
38 3 1467 10 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
39 3 653 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
40 3 1025 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
41 2 1348 10 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
42 2 809 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
43 2 1387 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
44 2 509 10 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
45 2 1037 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
46 3 611 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
47 3 1450 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
48 2 1439 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
49 3 1084 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
50 2 1425 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
51 3 906 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
52 2 1255 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
53 2 898 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
54 2 1464 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
55 2 679 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
56 2 672 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
57 3 894 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
58 2 1011 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
59 3 1372 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
60 2 689 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
61 2 1193 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
62 3 665 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
63 3 1492 10 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
64 3 825 14 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
65 3 429 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
66 3 1340 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
67 3 1403 13 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
68 2 1445 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
69 3 405 10 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
70 2 593 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
71 3 538 11 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
72 3 537 15 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
73 3 609 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
74 3 789 12 roc_auc binary 0.767 4 0.0429 Preprocessor1_Mode…
75 2 796 11 roc_auc binary 0.755 4 0.0783 Preprocessor1_Mode…
76 2 426 16 roc_auc binary 0.755 4 0.0783 Preprocessor1_Mode…
77 2 749 14 roc_auc binary 0.755 4 0.0783 Preprocessor1_Mode…
78 2 828 14 roc_auc binary 0.755 4 0.0783 Preprocessor1_Mode…
79 2 1105 11 roc_auc binary 0.755 4 0.0783 Preprocessor1_Mode…
80 2 554 6 roc_auc binary 0.755 4 0.0817 Preprocessor1_Mode…
81 2 518 8 roc_auc binary 0.755 4 0.0817 Preprocessor1_Mode…
82 3 687 9 roc_auc binary 0.755 4 0.0639 Preprocessor1_Mode…
83 3 844 35 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
84 2 1370 21 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
85 2 1230 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
86 2 486 22 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
87 2 679 29 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
88 2 478 32 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
89 2 1221 25 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
90 2 627 25 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
91 2 1082 15 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
92 2 483 25 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
93 3 444 27 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
94 3 946 21 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
95 3 754 24 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
96 3 1262 21 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
97 2 743 28 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
98 2 736 16 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
99 2 695 28 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
100 3 919 23 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
101 2 1180 31 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
102 3 1218 24 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
103 2 444 28 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
104 3 923 29 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
105 2 861 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
106 3 1382 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
107 2 1344 39 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
108 3 1247 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
109 2 907 37 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
110 3 814 30 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
111 2 848 34 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
112 3 739 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
113 2 662 28 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
114 2 1016 20 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
115 2 1297 18 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
116 2 642 35 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
117 3 788 29 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
118 3 1181 23 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
119 2 1199 20 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
120 2 964 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
121 2 656 34 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
122 2 563 34 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
123 3 427 25 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
124 3 969 19 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
125 2 640 33 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
126 3 1275 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
127 3 1320 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
128 3 1136 30 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
129 3 1029 24 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
130 3 683 26 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
131 2 598 37 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
132 2 1303 37 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
133 3 950 27 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
134 3 601 27 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
135 2 785 31 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
136 3 1039 32 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
137 3 1003 27 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
138 2 738 29 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
139 2 1033 30 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
140 3 1081 34 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
141 2 463 32 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
142 3 1374 19 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
143 3 873 26 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
144 3 1368 29 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
145 3 1071 32 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
146 2 1427 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
147 3 1034 19 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
148 2 885 33 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
149 2 1329 35 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
150 3 1227 23 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
151 3 1409 27 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
152 2 665 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
153 3 873 33 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
154 2 1474 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
155 2 402 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
156 3 748 32 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
157 3 707 18 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
158 2 583 30 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
159 2 1041 37 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
160 3 1179 24 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
161 2 1485 28 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
162 2 587 34 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
163 2 585 34 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
164 2 1343 24 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
165 2 693 19 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
166 3 780 32 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
167 3 987 21 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
168 3 959 9 roc_auc binary 0.752 4 0.0476 Preprocessor1_Mode…
169 3 657 22 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
170 2 415 33 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
171 2 1189 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
172 3 1495 24 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
173 2 1495 31 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
174 2 944 35 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
175 2 740 18 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
176 2 476 32 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
177 2 474 2 roc_auc binary 0.752 4 0.0311 Preprocessor1_Mode…
178 3 1446 22 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
179 3 1335 40 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
180 2 577 37 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
181 3 1110 23 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
182 3 658 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
183 3 887 37 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
184 3 791 31 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
185 2 1429 29 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
186 3 1152 32 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
187 3 1429 29 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
188 3 1350 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
189 3 806 20 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
190 2 806 35 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
191 3 621 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
192 2 1313 33 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
193 3 826 22 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
194 3 507 20 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
195 2 598 36 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
196 3 1278 31 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
197 2 1281 33 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
198 2 491 25 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
199 2 956 38 roc_auc binary 0.752 4 0.0698 Preprocessor1_Mode…
200 2 1420 19 roc_auc binary 0.752 4 0.0698 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 3 844 35 mcc binary NaN 0 NA Preprocessor1_Mode…
2 2 1370 21 mcc binary NaN 0 NA Preprocessor1_Mode…
3 3 1414 16 mcc binary NaN 0 NA Preprocessor1_Mode…
4 2 1230 38 mcc binary NaN 0 NA Preprocessor1_Mode…
5 2 1350 5 mcc binary NaN 0 NA Preprocessor1_Mode…
6 2 486 22 mcc binary NaN 0 NA Preprocessor1_Mode…
7 2 679 29 mcc binary NaN 0 NA Preprocessor1_Mode…
8 2 478 32 mcc binary NaN 0 NA Preprocessor1_Mode…
9 2 1221 25 mcc binary NaN 0 NA Preprocessor1_Mode…
10 2 627 25 mcc binary NaN 0 NA Preprocessor1_Mode…
11 2 1082 15 mcc binary NaN 0 NA Preprocessor1_Mode…
12 2 483 25 mcc binary NaN 0 NA Preprocessor1_Mode…
13 2 1404 14 mcc binary NaN 0 NA Preprocessor1_Mode…
14 3 1089 5 mcc binary NaN 0 NA Preprocessor1_Mode…
15 3 495 24 mcc binary NaN 0 NA Preprocessor1_Mode…
16 3 1075 16 mcc binary NaN 0 NA Preprocessor1_Mode…
17 3 526 18 mcc binary NaN 0 NA Preprocessor1_Mode…
18 3 444 27 mcc binary NaN 0 NA Preprocessor1_Mode…
19 3 946 21 mcc binary NaN 0 NA Preprocessor1_Mode…
20 3 754 24 mcc binary NaN 0 NA Preprocessor1_Mode…
21 3 1410 17 mcc binary NaN 0 NA Preprocessor1_Mode…
22 3 1262 21 mcc binary NaN 0 NA Preprocessor1_Mode…
23 2 1035 15 mcc binary NaN 0 NA Preprocessor1_Mode…
24 3 1224 16 mcc binary NaN 0 NA Preprocessor1_Mode…
25 2 1282 6 mcc binary NaN 0 NA Preprocessor1_Mode…
26 2 743 28 mcc binary NaN 0 NA Preprocessor1_Mode…
27 2 1169 7 mcc binary NaN 0 NA Preprocessor1_Mode…
28 2 736 16 mcc binary NaN 0 NA Preprocessor1_Mode…
29 3 971 24 mcc binary NaN 0 NA Preprocessor1_Mode…
30 3 861 11 mcc binary NaN 0 NA Preprocessor1_Mode…
31 2 695 28 mcc binary NaN 0 NA Preprocessor1_Mode…
32 3 919 23 mcc binary NaN 0 NA Preprocessor1_Mode…
33 2 1068 3 mcc binary NaN 0 NA Preprocessor1_Mode…
34 2 1180 31 mcc binary NaN 0 NA Preprocessor1_Mode…
35 3 1218 24 mcc binary NaN 0 NA Preprocessor1_Mode…
36 3 669 37 mcc binary NaN 0 NA Preprocessor1_Mode…
37 2 444 28 mcc binary NaN 0 NA Preprocessor1_Mode…
38 3 923 29 mcc binary NaN 0 NA Preprocessor1_Mode…
39 2 861 36 mcc binary NaN 0 NA Preprocessor1_Mode…
40 2 1151 6 mcc binary NaN 0 NA Preprocessor1_Mode…
41 2 620 6 mcc binary NaN 0 NA Preprocessor1_Mode…
42 3 497 23 mcc binary NaN 0 NA Preprocessor1_Mode…
43 3 629 9 mcc binary NaN 0 NA Preprocessor1_Mode…
44 3 1382 38 mcc binary NaN 0 NA Preprocessor1_Mode…
45 2 1344 39 mcc binary NaN 0 NA Preprocessor1_Mode…
46 3 1205 33 mcc binary NaN 0 NA Preprocessor1_Mode…
47 3 1247 36 mcc binary NaN 0 NA Preprocessor1_Mode…
48 3 1290 12 mcc binary NaN 0 NA Preprocessor1_Mode…
49 2 447 4 mcc binary NaN 0 NA Preprocessor1_Mode…
50 2 907 37 mcc binary NaN 0 NA Preprocessor1_Mode…
51 3 754 19 mcc binary NaN 0 NA Preprocessor1_Mode…
52 3 851 3 mcc binary NaN 0 NA Preprocessor1_Mode…
53 3 665 10 mcc binary NaN 0 NA Preprocessor1_Mode…
54 3 814 30 mcc binary NaN 0 NA Preprocessor1_Mode…
55 2 711 11 mcc binary NaN 0 NA Preprocessor1_Mode…
56 2 848 34 mcc binary NaN 0 NA Preprocessor1_Mode…
57 3 739 36 mcc binary NaN 0 NA Preprocessor1_Mode…
58 3 732 40 mcc binary NaN 0 NA Preprocessor1_Mode…
59 2 662 28 mcc binary NaN 0 NA Preprocessor1_Mode…
60 3 1183 6 mcc binary NaN 0 NA Preprocessor1_Mode…
61 2 618 17 mcc binary NaN 0 NA Preprocessor1_Mode…
62 2 647 16 mcc binary NaN 0 NA Preprocessor1_Mode…
63 2 1016 20 mcc binary NaN 0 NA Preprocessor1_Mode…
64 2 1297 18 mcc binary NaN 0 NA Preprocessor1_Mode…
65 2 642 35 mcc binary NaN 0 NA Preprocessor1_Mode…
66 3 788 29 mcc binary NaN 0 NA Preprocessor1_Mode…
67 3 1150 11 mcc binary NaN 0 NA Preprocessor1_Mode…
68 3 1181 23 mcc binary NaN 0 NA Preprocessor1_Mode…
69 2 1204 11 mcc binary NaN 0 NA Preprocessor1_Mode…
70 3 801 19 mcc binary NaN 0 NA Preprocessor1_Mode…
71 2 892 9 mcc binary NaN 0 NA Preprocessor1_Mode…
72 3 1316 19 mcc binary NaN 0 NA Preprocessor1_Mode…
73 3 793 35 mcc binary NaN 0 NA Preprocessor1_Mode…
74 2 1199 20 mcc binary NaN 0 NA Preprocessor1_Mode…
75 2 964 36 mcc binary NaN 0 NA Preprocessor1_Mode…
76 2 656 34 mcc binary NaN 0 NA Preprocessor1_Mode…
77 2 563 34 mcc binary NaN 0 NA Preprocessor1_Mode…
78 3 427 25 mcc binary NaN 0 NA Preprocessor1_Mode…
79 3 969 19 mcc binary NaN 0 NA Preprocessor1_Mode…
80 2 640 33 mcc binary NaN 0 NA Preprocessor1_Mode…
81 3 1379 2 mcc binary NaN 0 NA Preprocessor1_Mode…
82 2 932 17 mcc binary NaN 0 NA Preprocessor1_Mode…
83 3 966 32 mcc binary NaN 0 NA Preprocessor1_Mode…
84 3 1275 36 mcc binary NaN 0 NA Preprocessor1_Mode…
85 3 1320 36 mcc binary NaN 0 NA Preprocessor1_Mode…
86 2 535 13 mcc binary NaN 0 NA Preprocessor1_Mode…
87 2 554 6 mcc binary NaN 0 NA Preprocessor1_Mode…
88 2 796 11 mcc binary NaN 0 NA Preprocessor1_Mode…
89 3 1136 30 mcc binary NaN 0 NA Preprocessor1_Mode…
90 3 1029 24 mcc binary NaN 0 NA Preprocessor1_Mode…
91 3 683 26 mcc binary NaN 0 NA Preprocessor1_Mode…
92 2 598 37 mcc binary NaN 0 NA Preprocessor1_Mode…
93 2 1303 37 mcc binary NaN 0 NA Preprocessor1_Mode…
94 3 950 27 mcc binary NaN 0 NA Preprocessor1_Mode…
95 2 915 9 mcc binary NaN 0 NA Preprocessor1_Mode…
96 3 601 27 mcc binary NaN 0 NA Preprocessor1_Mode…
97 3 570 15 mcc binary NaN 0 NA Preprocessor1_Mode…
98 2 785 31 mcc binary NaN 0 NA Preprocessor1_Mode…
99 3 1039 32 mcc binary NaN 0 NA Preprocessor1_Mode…
100 3 1003 27 mcc binary NaN 0 NA Preprocessor1_Mode…
101 2 1014 8 mcc binary NaN 0 NA Preprocessor1_Mode…
102 2 738 29 mcc binary NaN 0 NA Preprocessor1_Mode…
103 2 1033 30 mcc binary NaN 0 NA Preprocessor1_Mode…
104 2 646 12 mcc binary NaN 0 NA Preprocessor1_Mode…
105 3 1440 7 mcc binary NaN 0 NA Preprocessor1_Mode…
106 3 1230 19 mcc binary NaN 0 NA Preprocessor1_Mode…
107 3 978 7 mcc binary NaN 0 NA Preprocessor1_Mode…
108 2 673 6 mcc binary NaN 0 NA Preprocessor1_Mode…
109 3 1081 34 mcc binary NaN 0 NA Preprocessor1_Mode…
110 2 1383 16 mcc binary NaN 0 NA Preprocessor1_Mode…
111 2 463 32 mcc binary NaN 0 NA Preprocessor1_Mode…
112 3 1185 17 mcc binary NaN 0 NA Preprocessor1_Mode…
113 3 742 16 mcc binary NaN 0 NA Preprocessor1_Mode…
114 3 1374 19 mcc binary NaN 0 NA Preprocessor1_Mode…
115 3 873 26 mcc binary NaN 0 NA Preprocessor1_Mode…
116 3 1351 20 mcc binary NaN 0 NA Preprocessor1_Mode…
117 3 1368 29 mcc binary NaN 0 NA Preprocessor1_Mode…
118 3 1071 32 mcc binary NaN 0 NA Preprocessor1_Mode…
119 2 1427 38 mcc binary NaN 0 NA Preprocessor1_Mode…
120 3 1034 19 mcc binary NaN 0 NA Preprocessor1_Mode…
121 2 885 33 mcc binary NaN 0 NA Preprocessor1_Mode…
122 3 400 13 mcc binary NaN 0 NA Preprocessor1_Mode…
123 2 1329 35 mcc binary NaN 0 NA Preprocessor1_Mode…
124 3 1227 23 mcc binary NaN 0 NA Preprocessor1_Mode…
125 2 816 12 mcc binary NaN 0 NA Preprocessor1_Mode…
126 3 1409 27 mcc binary NaN 0 NA Preprocessor1_Mode…
127 2 665 36 mcc binary NaN 0 NA Preprocessor1_Mode…
128 3 565 26 mcc binary NaN 0 NA Preprocessor1_Mode…
129 3 873 33 mcc binary NaN 0 NA Preprocessor1_Mode…
130 2 1474 38 mcc binary NaN 0 NA Preprocessor1_Mode…
131 3 946 5 mcc binary NaN 0 NA Preprocessor1_Mode…
132 2 402 38 mcc binary NaN 0 NA Preprocessor1_Mode…
133 2 634 4 mcc binary NaN 0 NA Preprocessor1_Mode…
134 3 748 32 mcc binary NaN 0 NA Preprocessor1_Mode…
135 3 707 18 mcc binary NaN 0 NA Preprocessor1_Mode…
136 2 583 30 mcc binary NaN 0 NA Preprocessor1_Mode…
137 3 725 10 mcc binary NaN 0 NA Preprocessor1_Mode…
138 3 446 14 mcc binary NaN 0 NA Preprocessor1_Mode…
139 2 1041 37 mcc binary NaN 0 NA Preprocessor1_Mode…
140 3 689 29 mcc binary NaN 0 NA Preprocessor1_Mode…
141 3 479 38 mcc binary NaN 0 NA Preprocessor1_Mode…
142 3 1179 24 mcc binary NaN 0 NA Preprocessor1_Mode…
143 2 1048 9 mcc binary NaN 0 NA Preprocessor1_Mode…
144 2 1485 28 mcc binary NaN 0 NA Preprocessor1_Mode…
145 2 587 34 mcc binary NaN 0 NA Preprocessor1_Mode…
146 3 1398 4 mcc binary NaN 0 NA Preprocessor1_Mode…
147 2 585 34 mcc binary NaN 0 NA Preprocessor1_Mode…
148 2 1343 24 mcc binary NaN 0 NA Preprocessor1_Mode…
149 2 723 5 mcc binary NaN 0 NA Preprocessor1_Mode…
150 3 1105 14 mcc binary NaN 0 NA Preprocessor1_Mode…
151 2 693 19 mcc binary NaN 0 NA Preprocessor1_Mode…
152 3 780 32 mcc binary NaN 0 NA Preprocessor1_Mode…
153 2 462 15 mcc binary NaN 0 NA Preprocessor1_Mode…
154 2 851 12 mcc binary NaN 0 NA Preprocessor1_Mode…
155 2 1220 15 mcc binary NaN 0 NA Preprocessor1_Mode…
156 3 987 21 mcc binary NaN 0 NA Preprocessor1_Mode…
157 3 959 9 mcc binary NaN 0 NA Preprocessor1_Mode…
158 2 1495 6 mcc binary NaN 0 NA Preprocessor1_Mode…
159 3 1113 5 mcc binary NaN 0 NA Preprocessor1_Mode…
160 3 657 22 mcc binary NaN 0 NA Preprocessor1_Mode…
161 3 1079 24 mcc binary NaN 0 NA Preprocessor1_Mode…
162 3 901 8 mcc binary NaN 0 NA Preprocessor1_Mode…
163 3 1373 13 mcc binary NaN 0 NA Preprocessor1_Mode…
164 2 942 3 mcc binary NaN 0 NA Preprocessor1_Mode…
165 2 614 7 mcc binary NaN 0 NA Preprocessor1_Mode…
166 3 727 5 mcc binary NaN 0 NA Preprocessor1_Mode…
167 2 415 33 mcc binary NaN 0 NA Preprocessor1_Mode…
168 3 749 16 mcc binary NaN 0 NA Preprocessor1_Mode…
169 2 1189 38 mcc binary NaN 0 NA Preprocessor1_Mode…
170 3 1495 24 mcc binary NaN 0 NA Preprocessor1_Mode…
171 2 1495 31 mcc binary NaN 0 NA Preprocessor1_Mode…
172 2 944 35 mcc binary NaN 0 NA Preprocessor1_Mode…
173 3 1319 28 mcc binary NaN 0 NA Preprocessor1_Mode…
174 2 1050 10 mcc binary NaN 0 NA Preprocessor1_Mode…
175 2 740 18 mcc binary NaN 0 NA Preprocessor1_Mode…
176 2 897 9 mcc binary NaN 0 NA Preprocessor1_Mode…
177 2 476 32 mcc binary NaN 0 NA Preprocessor1_Mode…
178 2 655 10 mcc binary NaN 0 NA Preprocessor1_Mode…
179 2 474 2 mcc binary NaN 0 NA Preprocessor1_Mode…
180 2 1291 2 mcc binary NaN 0 NA Preprocessor1_Mode…
181 3 1446 22 mcc binary NaN 0 NA Preprocessor1_Mode…
182 3 518 3 mcc binary NaN 0 NA Preprocessor1_Mode…
183 2 749 2 mcc binary NaN 0 NA Preprocessor1_Mode…
184 3 853 9 mcc binary NaN 0 NA Preprocessor1_Mode…
185 3 1335 40 mcc binary NaN 0 NA Preprocessor1_Mode…
186 2 577 37 mcc binary NaN 0 NA Preprocessor1_Mode…
187 2 1363 2 mcc binary NaN 0 NA Preprocessor1_Mode…
188 3 1110 23 mcc binary NaN 0 NA Preprocessor1_Mode…
189 3 658 38 mcc binary NaN 0 NA Preprocessor1_Mode…
190 2 759 7 mcc binary NaN 0 NA Preprocessor1_Mode…
191 2 962 5 mcc binary NaN 0 NA Preprocessor1_Mode…
192 3 887 37 mcc binary NaN 0 NA Preprocessor1_Mode…
193 3 791 31 mcc binary NaN 0 NA Preprocessor1_Mode…
194 2 1429 29 mcc binary NaN 0 NA Preprocessor1_Mode…
195 3 532 14 mcc binary NaN 0 NA Preprocessor1_Mode…
196 3 1152 32 mcc binary NaN 0 NA Preprocessor1_Mode…
197 3 1429 29 mcc binary NaN 0 NA Preprocessor1_Mode…
198 3 1350 38 mcc binary NaN 0 NA Preprocessor1_Mode…
199 3 806 20 mcc binary NaN 0 NA Preprocessor1_Mode…
200 3 504 5 mcc binary NaN 0 NA Preprocessor1_Mode…IU5 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 1 1
2 precision binary 0.911 0.882
3 spec binary 0.133 0
4 accuracy binary 0.912 0.882
5 f_meas binary 0.953 0.938
6 mcc binary 0.349 NA
7 kap binary 0.217 0
8 roc_auc binary 0.999 0.719
9 mn_log_loss binary 0.163 0.335Confusion matrix
Column 2
ROC curve
Gain curve
IU5 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU5 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
IU6 - 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 1334 40 roc_auc binary 0.657 10 0.0790 Preprocessor1_Mode…
2 3 661 38 roc_auc binary 0.657 10 0.0727 Preprocessor1_Mode…
3 2 645 40 roc_auc binary 0.652 10 0.0768 Preprocessor1_Mode…
4 3 699 38 roc_auc binary 0.652 10 0.0734 Preprocessor1_Mode…
5 3 943 20 roc_auc binary 0.652 10 0.0768 Preprocessor1_Mode…
6 3 471 23 roc_auc binary 0.652 10 0.0810 Preprocessor1_Mode…
7 2 781 40 roc_auc binary 0.652 10 0.0755 Preprocessor1_Mode…
8 3 1066 40 roc_auc binary 0.652 10 0.0738 Preprocessor1_Mode…
9 2 1106 39 roc_auc binary 0.652 10 0.0741 Preprocessor1_Mode…
10 3 598 27 roc_auc binary 0.648 10 0.0785 Preprocessor1_Mode…
11 3 900 21 roc_auc binary 0.648 10 0.0775 Preprocessor1_Mode…
12 3 1118 39 roc_auc binary 0.648 10 0.0749 Preprocessor1_Mode…
13 3 617 26 roc_auc binary 0.648 10 0.0765 Preprocessor1_Mode…
14 2 844 40 roc_auc binary 0.648 10 0.0742 Preprocessor1_Mode…
15 3 1158 25 roc_auc binary 0.648 10 0.0794 Preprocessor1_Mode…
16 3 663 20 roc_auc binary 0.648 10 0.0797 Preprocessor1_Mode…
17 2 588 38 roc_auc binary 0.648 10 0.0801 Preprocessor1_Mode…
18 3 715 33 roc_auc binary 0.648 10 0.0696 Preprocessor1_Mode…
19 3 938 30 roc_auc binary 0.648 10 0.0778 Preprocessor1_Mode…
20 3 921 22 roc_auc binary 0.648 10 0.0801 Preprocessor1_Mode…
21 2 422 35 roc_auc binary 0.648 10 0.0738 Preprocessor1_Mode…
22 2 616 32 roc_auc binary 0.648 10 0.0788 Preprocessor1_Mode…
23 2 485 38 roc_auc binary 0.648 10 0.0696 Preprocessor1_Mode…
24 2 1069 40 roc_auc binary 0.648 10 0.0765 Preprocessor1_Mode…
25 2 540 40 roc_auc binary 0.648 10 0.0752 Preprocessor1_Mode…
26 2 886 39 roc_auc binary 0.648 10 0.0752 Preprocessor1_Mode…
27 3 823 29 roc_auc binary 0.648 10 0.0801 Preprocessor1_Mode…
28 3 656 34 roc_auc binary 0.643 10 0.0728 Preprocessor1_Mode…
29 2 1104 39 roc_auc binary 0.643 10 0.0788 Preprocessor1_Mode…
30 3 570 40 roc_auc binary 0.643 10 0.0732 Preprocessor1_Mode…
31 2 1166 35 roc_auc binary 0.643 10 0.0791 Preprocessor1_Mode…
32 3 1089 40 roc_auc binary 0.643 10 0.0745 Preprocessor1_Mode…
33 3 1008 18 roc_auc binary 0.643 10 0.0791 Preprocessor1_Mode…
34 3 832 19 roc_auc binary 0.643 10 0.0816 Preprocessor1_Mode…
35 3 568 33 roc_auc binary 0.643 10 0.0732 Preprocessor1_Mode…
36 3 677 29 roc_auc binary 0.643 10 0.0739 Preprocessor1_Mode…
37 3 1134 21 roc_auc binary 0.643 10 0.0810 Preprocessor1_Mode…
38 3 1248 27 roc_auc binary 0.643 10 0.0762 Preprocessor1_Mode…
39 3 929 36 roc_auc binary 0.643 10 0.0714 Preprocessor1_Mode…
40 3 1031 28 roc_auc binary 0.643 10 0.0762 Preprocessor1_Mode…
41 3 787 23 roc_auc binary 0.643 10 0.0755 Preprocessor1_Mode…
42 2 586 15 roc_auc binary 0.643 10 0.0819 Preprocessor1_Mode…
43 2 1169 37 roc_auc binary 0.643 10 0.0782 Preprocessor1_Mode…
44 3 1406 20 roc_auc binary 0.643 10 0.0819 Preprocessor1_Mode…
45 3 1059 30 roc_auc binary 0.643 10 0.0749 Preprocessor1_Mode…
46 2 729 40 roc_auc binary 0.643 10 0.0755 Preprocessor1_Mode…
47 3 533 28 roc_auc binary 0.643 10 0.0759 Preprocessor1_Mode…
48 3 1066 21 roc_auc binary 0.643 10 0.0785 Preprocessor1_Mode…
49 2 841 40 roc_auc binary 0.643 10 0.0798 Preprocessor1_Mode…
50 3 1443 29 roc_auc binary 0.643 10 0.0759 Preprocessor1_Mode…
51 3 1090 27 roc_auc binary 0.643 10 0.0762 Preprocessor1_Mode…
52 3 941 30 roc_auc binary 0.643 10 0.0749 Preprocessor1_Mode…
53 2 875 17 roc_auc binary 0.643 10 0.0816 Preprocessor1_Mode…
54 2 1399 37 roc_auc binary 0.643 10 0.0807 Preprocessor1_Mode…
55 2 1393 39 roc_auc binary 0.643 10 0.0735 Preprocessor1_Mode…
56 3 1077 32 roc_auc binary 0.643 10 0.0718 Preprocessor1_Mode…
57 2 723 36 roc_auc binary 0.643 10 0.0788 Preprocessor1_Mode…
58 3 1044 28 roc_auc binary 0.643 10 0.0762 Preprocessor1_Mode…
59 3 1313 20 roc_auc binary 0.643 10 0.0794 Preprocessor1_Mode…
60 2 842 35 roc_auc binary 0.643 10 0.0798 Preprocessor1_Mode…
61 2 782 36 roc_auc binary 0.643 10 0.0755 Preprocessor1_Mode…
62 3 1473 31 roc_auc binary 0.643 10 0.0718 Preprocessor1_Mode…
63 3 1221 25 roc_auc binary 0.643 10 0.0804 Preprocessor1_Mode…
64 3 573 24 roc_auc binary 0.643 10 0.0807 Preprocessor1_Mode…
65 3 537 28 roc_auc binary 0.643 10 0.0778 Preprocessor1_Mode…
66 2 773 38 roc_auc binary 0.643 10 0.0693 Preprocessor1_Mode…
67 3 1236 24 roc_auc binary 0.643 10 0.0798 Preprocessor1_Mode…
68 3 1258 22 roc_auc binary 0.643 10 0.0765 Preprocessor1_Mode…
69 2 962 35 roc_auc binary 0.643 10 0.0816 Preprocessor1_Mode…
70 3 677 30 roc_auc binary 0.643 10 0.0778 Preprocessor1_Mode…
71 3 1298 18 roc_auc binary 0.643 10 0.0791 Preprocessor1_Mode…
72 3 508 38 roc_auc binary 0.643 10 0.0696 Preprocessor1_Mode…
73 3 1233 35 roc_auc binary 0.643 10 0.0718 Preprocessor1_Mode…
74 3 1108 30 roc_auc binary 0.643 10 0.0718 Preprocessor1_Mode…
75 3 1195 33 roc_auc binary 0.643 10 0.0707 Preprocessor1_Mode…
76 2 682 30 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
77 3 1472 40 roc_auc binary 0.638 10 0.0732 Preprocessor1_Mode…
78 3 432 34 roc_auc binary 0.638 10 0.0759 Preprocessor1_Mode…
79 2 955 38 roc_auc binary 0.638 10 0.0801 Preprocessor1_Mode…
80 2 1432 14 roc_auc binary 0.638 10 0.0831 Preprocessor1_Mode…
81 3 809 40 roc_auc binary 0.638 10 0.0732 Preprocessor1_Mode…
82 3 402 32 roc_auc binary 0.638 10 0.0738 Preprocessor1_Mode…
83 2 709 12 roc_auc binary 0.638 10 0.0841 Preprocessor1_Mode…
84 3 1360 22 roc_auc binary 0.638 10 0.0785 Preprocessor1_Mode…
85 2 1309 40 roc_auc binary 0.638 10 0.0762 Preprocessor1_Mode…
86 3 452 24 roc_auc binary 0.638 10 0.0738 Preprocessor1_Mode…
87 3 1173 40 roc_auc binary 0.638 10 0.0732 Preprocessor1_Mode…
88 2 1139 40 roc_auc binary 0.638 10 0.0714 Preprocessor1_Mode…
89 2 814 38 roc_auc binary 0.638 10 0.0772 Preprocessor1_Mode…
90 2 1180 40 roc_auc binary 0.638 10 0.0728 Preprocessor1_Mode…
91 3 695 21 roc_auc binary 0.638 10 0.0755 Preprocessor1_Mode…
92 3 1146 28 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
93 3 452 32 roc_auc binary 0.638 10 0.0718 Preprocessor1_Mode…
94 3 1030 28 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
95 3 1453 29 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
96 3 1014 31 roc_auc binary 0.638 10 0.0721 Preprocessor1_Mode…
97 2 1232 40 roc_auc binary 0.638 10 0.0738 Preprocessor1_Mode…
98 3 1212 21 roc_auc binary 0.638 10 0.0791 Preprocessor1_Mode…
99 3 792 31 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
100 2 959 27 roc_auc binary 0.638 10 0.0791 Preprocessor1_Mode…
101 3 1431 22 roc_auc binary 0.638 10 0.0794 Preprocessor1_Mode…
102 3 1429 31 roc_auc binary 0.638 10 0.0721 Preprocessor1_Mode…
103 2 1242 36 roc_auc binary 0.638 10 0.0778 Preprocessor1_Mode…
104 3 1296 23 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
105 3 1306 25 roc_auc binary 0.638 10 0.0810 Preprocessor1_Mode…
106 3 1376 27 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
107 3 820 31 roc_auc binary 0.638 10 0.0749 Preprocessor1_Mode…
108 3 508 28 roc_auc binary 0.638 10 0.0728 Preprocessor1_Mode…
109 3 1378 30 roc_auc binary 0.638 10 0.0801 Preprocessor1_Mode…
110 3 861 34 roc_auc binary 0.638 10 0.0707 Preprocessor1_Mode…
111 2 642 26 roc_auc binary 0.638 10 0.0825 Preprocessor1_Mode…
112 3 1483 18 roc_auc binary 0.638 10 0.0819 Preprocessor1_Mode…
113 3 1441 40 roc_auc binary 0.638 10 0.0749 Preprocessor1_Mode…
114 2 676 40 roc_auc binary 0.638 10 0.0755 Preprocessor1_Mode…
115 3 667 31 roc_auc binary 0.638 10 0.0728 Preprocessor1_Mode…
116 3 718 22 roc_auc binary 0.638 10 0.0835 Preprocessor1_Mode…
117 3 1070 22 roc_auc binary 0.638 10 0.0810 Preprocessor1_Mode…
118 3 507 31 roc_auc binary 0.638 10 0.0742 Preprocessor1_Mode…
119 3 1230 40 roc_auc binary 0.638 10 0.0749 Preprocessor1_Mode…
120 3 1040 28 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
121 3 1029 28 roc_auc binary 0.638 10 0.0738 Preprocessor1_Mode…
122 3 1401 16 roc_auc binary 0.638 10 0.0819 Preprocessor1_Mode…
123 3 881 40 roc_auc binary 0.638 10 0.0721 Preprocessor1_Mode…
124 3 1138 18 roc_auc binary 0.638 10 0.0801 Preprocessor1_Mode…
125 3 496 28 roc_auc binary 0.638 10 0.0759 Preprocessor1_Mode…
126 3 903 19 roc_auc binary 0.638 10 0.0816 Preprocessor1_Mode…
127 3 1334 23 roc_auc binary 0.638 10 0.0816 Preprocessor1_Mode…
128 3 1269 24 roc_auc binary 0.638 10 0.0810 Preprocessor1_Mode…
129 3 1203 21 roc_auc binary 0.638 10 0.0810 Preprocessor1_Mode…
130 3 1301 32 roc_auc binary 0.638 10 0.0772 Preprocessor1_Mode…
131 3 751 40 roc_auc binary 0.638 10 0.0700 Preprocessor1_Mode…
132 3 876 32 roc_auc binary 0.638 10 0.0721 Preprocessor1_Mode…
133 3 779 39 roc_auc binary 0.638 10 0.0685 Preprocessor1_Mode…
134 3 1405 34 roc_auc binary 0.638 10 0.0738 Preprocessor1_Mode…
135 3 544 32 roc_auc binary 0.638 10 0.0772 Preprocessor1_Mode…
136 3 977 23 roc_auc binary 0.638 10 0.0804 Preprocessor1_Mode…
137 3 614 40 roc_auc binary 0.638 10 0.0762 Preprocessor1_Mode…
138 3 1275 37 roc_auc binary 0.638 10 0.0768 Preprocessor1_Mode…
139 2 407 23 roc_auc binary 0.638 10 0.0846 Preprocessor1_Mode…
140 3 807 38 roc_auc binary 0.638 10 0.0768 Preprocessor1_Mode…
141 3 1296 28 roc_auc binary 0.638 10 0.0752 Preprocessor1_Mode…
142 2 932 36 roc_auc binary 0.638 10 0.0755 Preprocessor1_Mode…
143 3 1114 36 roc_auc binary 0.638 10 0.0738 Preprocessor1_Mode…
144 3 1472 19 roc_auc binary 0.638 10 0.0810 Preprocessor1_Mode…
145 3 1312 37 roc_auc binary 0.638 10 0.0700 Preprocessor1_Mode…
146 3 1221 23 roc_auc binary 0.638 10 0.0810 Preprocessor1_Mode…
147 2 1138 36 roc_auc binary 0.638 10 0.0775 Preprocessor1_Mode…
148 3 1179 30 roc_auc binary 0.638 10 0.0768 Preprocessor1_Mode…
149 3 673 20 roc_auc binary 0.638 10 0.0749 Preprocessor1_Mode…
150 3 1287 28 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
151 3 1435 21 roc_auc binary 0.638 10 0.0841 Preprocessor1_Mode…
152 2 1141 35 roc_auc binary 0.638 10 0.0810 Preprocessor1_Mode…
153 3 1478 26 roc_auc binary 0.638 10 0.0781 Preprocessor1_Mode…
154 2 1479 15 roc_auc binary 0.638 10 0.0819 Preprocessor1_Mode…
155 3 1076 31 roc_auc binary 0.638 10 0.0762 Preprocessor1_Mode…
156 3 1106 27 roc_auc binary 0.638 10 0.0775 Preprocessor1_Mode…
157 3 957 25 roc_auc binary 0.638 10 0.0816 Preprocessor1_Mode…
158 3 439 28 roc_auc binary 0.638 10 0.0752 Preprocessor1_Mode…
159 3 1391 25 roc_auc binary 0.638 10 0.0816 Preprocessor1_Mode…
160 3 585 19 roc_auc binary 0.638 10 0.0785 Preprocessor1_Mode…
161 3 1475 25 roc_auc binary 0.638 10 0.0768 Preprocessor1_Mode…
162 2 810 40 roc_auc binary 0.633 10 0.0791 Preprocessor1_Mode…
163 3 1148 36 roc_auc binary 0.633 10 0.0721 Preprocessor1_Mode…
164 2 615 24 roc_auc binary 0.633 10 0.0813 Preprocessor1_Mode…
165 3 758 34 roc_auc binary 0.633 10 0.0741 Preprocessor1_Mode…
166 2 506 9 roc_auc binary 0.633 10 0.0781 Preprocessor1_Mode…
167 2 1399 36 roc_auc binary 0.633 10 0.0797 Preprocessor1_Mode…
168 3 912 37 roc_auc binary 0.633 10 0.0728 Preprocessor1_Mode…
169 3 1454 32 roc_auc binary 0.633 10 0.0688 Preprocessor1_Mode…
170 2 643 39 roc_auc binary 0.633 10 0.0745 Preprocessor1_Mode…
171 2 1057 34 roc_auc binary 0.633 10 0.0794 Preprocessor1_Mode…
172 2 686 17 roc_auc binary 0.633 10 0.0797 Preprocessor1_Mode…
173 3 871 25 roc_auc binary 0.633 10 0.0771 Preprocessor1_Mode…
174 3 440 19 roc_auc binary 0.633 10 0.0813 Preprocessor1_Mode…
175 3 511 40 roc_auc binary 0.633 10 0.0703 Preprocessor1_Mode…
176 3 1065 19 roc_auc binary 0.633 10 0.0765 Preprocessor1_Mode…
177 2 1122 13 roc_auc binary 0.633 10 0.0819 Preprocessor1_Mode…
178 3 637 17 roc_auc binary 0.633 10 0.0806 Preprocessor1_Mode…
179 3 764 23 roc_auc binary 0.633 10 0.0784 Preprocessor1_Mode…
180 2 533 15 roc_auc binary 0.633 10 0.0828 Preprocessor1_Mode…
181 2 459 25 roc_auc binary 0.633 10 0.0791 Preprocessor1_Mode…
182 3 994 21 roc_auc binary 0.633 10 0.0794 Preprocessor1_Mode…
183 3 1492 20 roc_auc binary 0.633 10 0.0784 Preprocessor1_Mode…
184 2 752 38 roc_auc binary 0.633 10 0.0787 Preprocessor1_Mode…
185 3 1339 28 roc_auc binary 0.633 10 0.0787 Preprocessor1_Mode…
186 2 532 37 roc_auc binary 0.633 10 0.0794 Preprocessor1_Mode…
187 3 796 18 roc_auc binary 0.633 10 0.0846 Preprocessor1_Mode…
188 3 952 29 roc_auc binary 0.633 10 0.0748 Preprocessor1_Mode…
189 3 1020 40 roc_auc binary 0.633 10 0.0745 Preprocessor1_Mode…
190 3 1073 24 roc_auc binary 0.633 10 0.0787 Preprocessor1_Mode…
191 3 1237 24 roc_auc binary 0.633 10 0.0761 Preprocessor1_Mode…
192 3 672 39 roc_auc binary 0.633 10 0.0710 Preprocessor1_Mode…
193 3 1499 29 roc_auc binary 0.633 10 0.0781 Preprocessor1_Mode…
194 2 567 39 roc_auc binary 0.633 10 0.0768 Preprocessor1_Mode…
195 3 856 38 roc_auc binary 0.633 10 0.0728 Preprocessor1_Mode…
196 3 1454 28 roc_auc binary 0.633 10 0.0771 Preprocessor1_Mode…
197 2 919 21 roc_auc binary 0.633 10 0.0831 Preprocessor1_Mode…
198 3 702 27 roc_auc binary 0.633 10 0.0791 Preprocessor1_Mode…
199 3 1203 32 roc_auc binary 0.633 10 0.0717 Preprocessor1_Mode…
200 3 1033 25 roc_auc binary 0.633 10 0.0761 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 3 827 13 mcc binary 0.356 7 0.160 Preprocessor1_Mode…
2 3 1023 17 mcc binary 0.354 7 0.160 Preprocessor1_Mode…
3 3 899 14 mcc binary 0.347 7 0.169 Preprocessor1_Mode…
4 3 616 13 mcc binary 0.347 7 0.169 Preprocessor1_Mode…
5 3 1411 14 mcc binary 0.347 7 0.169 Preprocessor1_Mode…
6 3 1494 15 mcc binary 0.347 7 0.169 Preprocessor1_Mode…
7 3 834 14 mcc binary 0.347 7 0.169 Preprocessor1_Mode…
8 3 995 15 mcc binary 0.347 7 0.169 Preprocessor1_Mode…
9 3 732 12 mcc binary 0.347 7 0.169 Preprocessor1_Mode…
10 3 547 24 mcc binary 0.329 6 0.186 Preprocessor1_Mode…
11 3 1016 18 mcc binary 0.326 7 0.148 Preprocessor1_Mode…
12 3 714 9 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
13 3 1341 11 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
14 3 525 11 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
15 3 1141 13 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
16 3 667 11 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
17 3 819 11 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
18 3 561 12 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
19 3 1421 12 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
20 3 826 13 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
21 3 763 9 mcc binary 0.323 7 0.174 Preprocessor1_Mode…
22 3 793 14 mcc binary 0.320 6 0.198 Preprocessor1_Mode…
23 3 1287 14 mcc binary 0.320 6 0.198 Preprocessor1_Mode…
24 3 1306 13 mcc binary 0.313 7 0.150 Preprocessor1_Mode…
25 3 869 16 mcc binary 0.313 7 0.158 Preprocessor1_Mode…
26 3 612 14 mcc binary 0.313 7 0.158 Preprocessor1_Mode…
27 3 1048 16 mcc binary 0.313 7 0.158 Preprocessor1_Mode…
28 3 1310 13 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
29 3 1316 17 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
30 3 1463 17 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
31 3 1466 17 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
32 3 1044 18 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
33 3 1290 16 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
34 3 644 18 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
35 3 1354 14 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
36 3 1401 16 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
37 3 466 17 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
38 3 1273 16 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
39 3 1400 14 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
40 3 558 17 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
41 3 1066 21 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
42 3 1475 14 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
43 3 1041 15 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
44 3 696 16 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
45 3 1330 15 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
46 3 1472 19 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
47 3 1348 17 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
48 3 858 19 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
49 3 498 18 mcc binary 0.311 7 0.158 Preprocessor1_Mode…
50 3 820 8 mcc binary 0.306 7 0.168 Preprocessor1_Mode…
51 3 1343 14 mcc binary 0.306 7 0.168 Preprocessor1_Mode…
52 3 1090 12 mcc binary 0.306 7 0.168 Preprocessor1_Mode…
53 3 1154 13 mcc binary 0.306 7 0.168 Preprocessor1_Mode…
54 3 772 13 mcc binary 0.306 7 0.168 Preprocessor1_Mode…
55 3 991 13 mcc binary 0.306 7 0.168 Preprocessor1_Mode…
56 3 513 9 mcc binary 0.306 7 0.168 Preprocessor1_Mode…
57 2 453 6 mcc binary 0.305 7 0.144 Preprocessor1_Mode…
58 2 789 5 mcc binary 0.305 7 0.144 Preprocessor1_Mode…
59 2 575 13 mcc binary 0.296 7 0.144 Preprocessor1_Mode…
60 3 962 14 mcc binary 0.292 6 0.203 Preprocessor1_Mode…
61 3 562 14 mcc binary 0.292 6 0.203 Preprocessor1_Mode…
62 3 1196 13 mcc binary 0.292 6 0.203 Preprocessor1_Mode…
63 3 1214 12 mcc binary 0.292 6 0.203 Preprocessor1_Mode…
64 3 562 9 mcc binary 0.292 6 0.203 Preprocessor1_Mode…
65 2 686 17 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
66 2 1081 16 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
67 2 528 19 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
68 2 878 20 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
69 2 742 16 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
70 2 848 22 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
71 2 1204 14 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
72 2 1050 14 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
73 2 734 17 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
74 2 889 13 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
75 2 510 18 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
76 2 1415 18 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
77 2 1120 19 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
78 2 800 17 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
79 2 484 17 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
80 2 1282 13 mcc binary 0.289 6 0.160 Preprocessor1_Mode…
81 2 1351 9 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
82 3 1004 9 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
83 3 1283 7 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
84 2 1013 8 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
85 2 1232 9 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
86 3 584 7 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
87 2 424 6 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
88 2 938 6 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
89 2 966 10 mcc binary 0.289 7 0.154 Preprocessor1_Mode…
90 3 674 10 mcc binary 0.288 7 0.163 Preprocessor1_Mode…
91 3 801 10 mcc binary 0.288 7 0.163 Preprocessor1_Mode…
92 3 757 13 mcc binary 0.286 7 0.162 Preprocessor1_Mode…
93 3 408 15 mcc binary 0.286 7 0.162 Preprocessor1_Mode…
94 3 1420 6 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
95 3 1386 10 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
96 3 1373 11 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
97 3 1160 11 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
98 3 634 12 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
99 3 935 10 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
100 3 1178 7 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
101 3 1316 9 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
102 3 647 12 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
103 3 1099 9 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
104 3 1373 9 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
105 3 1463 10 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
106 3 1112 9 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
107 3 1013 7 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
108 3 1347 10 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
109 3 1168 8 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
110 3 907 8 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
111 3 1034 10 mcc binary 0.281 7 0.172 Preprocessor1_Mode…
112 3 934 15 mcc binary 0.280 6 0.183 Preprocessor1_Mode…
113 3 1064 15 mcc binary 0.280 6 0.183 Preprocessor1_Mode…
114 3 449 14 mcc binary 0.279 7 0.136 Preprocessor1_Mode…
115 3 973 14 mcc binary 0.279 7 0.136 Preprocessor1_Mode…
116 3 489 18 mcc binary 0.279 7 0.136 Preprocessor1_Mode…
117 3 717 13 mcc binary 0.279 7 0.136 Preprocessor1_Mode…
118 2 563 14 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
119 3 1212 21 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
120 3 1065 19 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
121 3 994 21 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
122 3 796 18 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
123 3 1237 24 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
124 3 1306 25 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
125 3 1158 25 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
126 3 1358 24 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
127 3 1264 26 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
128 3 1350 18 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
129 2 472 20 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
130 3 1469 19 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
131 3 564 22 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
132 3 787 23 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
133 3 748 29 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
134 3 1360 22 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
135 3 903 19 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
136 3 1406 20 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
137 3 544 19 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
138 3 950 20 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
139 3 1269 24 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
140 3 872 25 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
141 3 1336 15 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
142 3 941 30 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
143 3 1029 27 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
144 3 452 24 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
145 3 900 29 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
146 3 977 23 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
147 3 791 19 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
148 3 1212 14 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
149 3 1095 17 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
150 3 1221 25 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
151 3 573 24 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
152 3 869 19 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
153 3 537 28 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
154 3 1313 19 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
155 3 719 16 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
156 3 1236 24 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
157 3 1243 19 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
158 3 1287 28 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
159 3 1435 21 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
160 3 1106 27 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
161 3 1280 21 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
162 3 1298 18 mcc binary 0.278 6 0.183 Preprocessor1_Mode…
163 3 1134 21 mcc binary 0.277 7 0.135 Preprocessor1_Mode…
164 2 1214 15 mcc binary 0.277 7 0.135 Preprocessor1_Mode…
165 2 586 15 mcc binary 0.277 7 0.135 Preprocessor1_Mode…
166 3 767 11 mcc binary 0.272 7 0.147 Preprocessor1_Mode…
167 3 475 11 mcc binary 0.272 7 0.147 Preprocessor1_Mode…
168 3 1280 13 mcc binary 0.271 7 0.155 Preprocessor1_Mode…
169 3 1106 13 mcc binary 0.271 7 0.155 Preprocessor1_Mode…
170 3 936 14 mcc binary 0.271 7 0.155 Preprocessor1_Mode…
171 2 543 7 mcc binary 0.270 6 0.166 Preprocessor1_Mode…
172 2 557 7 mcc binary 0.270 6 0.166 Preprocessor1_Mode…
173 2 514 4 mcc binary 0.270 6 0.166 Preprocessor1_Mode…
174 2 1153 3 mcc binary 0.269 7 0.161 Preprocessor1_Mode…
175 2 1218 3 mcc binary 0.269 7 0.161 Preprocessor1_Mode…
176 3 550 5 mcc binary 0.269 7 0.161 Preprocessor1_Mode…
177 3 1099 18 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
178 3 672 15 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
179 3 873 15 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
180 3 585 16 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
181 3 943 20 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
182 3 1227 16 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
183 3 530 16 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
184 3 1203 21 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
185 3 785 15 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
186 3 962 19 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
187 3 585 19 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
188 3 520 16 mcc binary 0.269 7 0.155 Preprocessor1_Mode…
189 3 832 19 mcc binary 0.264 7 0.167 Preprocessor1_Mode…
190 3 699 5 mcc binary 0.263 7 0.141 Preprocessor1_Mode…
191 3 536 9 mcc binary 0.262 7 0.177 Preprocessor1_Mode…
192 2 742 11 mcc binary 0.261 6 0.165 Preprocessor1_Mode…
193 3 863 10 mcc binary 0.257 7 0.175 Preprocessor1_Mode…
194 3 1077 11 mcc binary 0.257 7 0.175 Preprocessor1_Mode…
195 2 1444 15 mcc binary 0.256 6 0.141 Preprocessor1_Mode…
196 2 806 21 mcc binary 0.256 6 0.141 Preprocessor1_Mode…
197 2 733 15 mcc binary 0.256 6 0.141 Preprocessor1_Mode…
198 2 660 21 mcc binary 0.256 6 0.141 Preprocessor1_Mode…
199 2 827 16 mcc binary 0.256 6 0.141 Preprocessor1_Mode…
200 2 1243 2 mcc binary 0.255 7 0.140 Preprocessor1_Mode…IU6 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.538 0.278
2 precision binary 0.824 0.333
3 spec binary 0.938 0.697
4 accuracy binary 0.797 0.549
5 f_meas binary 0.651 0.303
6 mcc binary 0.540 -0.0265
7 kap binary 0.517 -0.0262
8 roc_auc binary 0.882 0.492
9 mn_log_loss binary 0.477 0.699 Confusion matrix
Column 2
ROC curve
Gain curve
IU6 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU6 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
Opisi modela
Column
Opis drugog modela
Prediktori
- QIU1 - postotak ostvarenih bodova na zadacima na kvizovima vezanima uz ishod IU1
- QIU2 - postotak ostvarenih bodova na zadacima na kvizovima vezanima uz ishod IU2
- QIU4 - postotak ostvarenih bodova na zadacima na kvizovima vezanima uz ishod IU4
- QIU5 - postotak ostvarenih bodova na zadacima na kvizovima vezanima uz ishod IU5
- VIDEO - ukupni broj klikova na video materijale
- MATERIJALI - ukupni broj klikova na PDF materijale
- DOLASCI - ukupni broj dolazaka
Response - binarna klasifikacija studenata na temelju broja bodova na ishodima IU1, IU2, IU4, IU5, IU6 na kolokvijskim zadacima. Klasifikacija se radi zasebno po svakom ishodu.
- 1 (pozitivna klasa): ako je na pojedinom ishodu ukupni broj bodova veći ili jednak od polovice ukupnog broja bodova na tom ishodu.
- 0 (negativna klasa): ako je na pojedinom ishodu ukupni broj bodova manji od od polovice ukupnog broja bodova na tom ishodu.
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 {2,3,4}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
IU1 - 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 2 993 27 roc_auc binary 0.722 10 0.0481 Preprocessor1_Mode…
2 2 673 36 roc_auc binary 0.720 10 0.0474 Preprocessor1_Mode…
3 2 715 38 roc_auc binary 0.720 10 0.0474 Preprocessor1_Mode…
4 2 459 39 roc_auc binary 0.717 10 0.0435 Preprocessor1_Mode…
5 2 885 40 roc_auc binary 0.717 10 0.0484 Preprocessor1_Mode…
6 2 1468 40 roc_auc binary 0.715 10 0.0483 Preprocessor1_Mode…
7 2 419 39 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
8 2 1372 38 roc_auc binary 0.712 10 0.0456 Preprocessor1_Mode…
9 2 812 33 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
10 2 661 28 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
11 2 512 27 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
12 3 491 38 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
13 2 1367 25 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
14 2 487 37 roc_auc binary 0.712 10 0.0431 Preprocessor1_Mode…
15 2 1388 33 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
16 2 884 38 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
17 2 904 36 roc_auc binary 0.712 10 0.0492 Preprocessor1_Mode…
18 2 441 15 roc_auc binary 0.711 10 0.0468 Preprocessor1_Mode…
19 3 722 40 roc_auc binary 0.711 10 0.0505 Preprocessor1_Mode…
20 3 842 36 roc_auc binary 0.711 10 0.0505 Preprocessor1_Mode…
21 3 1102 40 roc_auc binary 0.711 10 0.0482 Preprocessor1_Mode…
22 2 401 31 roc_auc binary 0.710 10 0.0467 Preprocessor1_Mode…
23 3 700 40 roc_auc binary 0.710 10 0.0430 Preprocessor1_Mode…
24 2 519 24 roc_auc binary 0.709 10 0.0498 Preprocessor1_Mode…
25 4 1005 40 roc_auc binary 0.708 10 0.0514 Preprocessor1_Mode…
26 3 1466 26 roc_auc binary 0.708 10 0.0514 Preprocessor1_Mode…
27 3 933 27 roc_auc binary 0.708 10 0.0514 Preprocessor1_Mode…
28 3 1452 35 roc_auc binary 0.708 10 0.0514 Preprocessor1_Mode…
29 2 734 22 roc_auc binary 0.708 10 0.0514 Preprocessor1_Mode…
30 2 429 26 roc_auc binary 0.708 10 0.0514 Preprocessor1_Mode…
31 2 865 39 roc_auc binary 0.708 10 0.0464 Preprocessor1_Mode…
32 2 1392 38 roc_auc binary 0.708 10 0.0464 Preprocessor1_Mode…
33 2 859 32 roc_auc binary 0.708 10 0.0499 Preprocessor1_Mode…
34 3 717 32 roc_auc binary 0.708 10 0.0499 Preprocessor1_Mode…
35 3 428 28 roc_auc binary 0.708 10 0.0499 Preprocessor1_Mode…
36 2 565 40 roc_auc binary 0.708 10 0.0499 Preprocessor1_Mode…
37 2 932 34 roc_auc binary 0.708 10 0.0499 Preprocessor1_Mode…
38 2 824 38 roc_auc binary 0.708 10 0.0464 Preprocessor1_Mode…
39 2 1464 38 roc_auc binary 0.708 10 0.0464 Preprocessor1_Mode…
40 2 1278 17 roc_auc binary 0.708 10 0.0509 Preprocessor1_Mode…
41 3 977 38 roc_auc binary 0.706 10 0.0516 Preprocessor1_Mode…
42 2 415 30 roc_auc binary 0.706 10 0.0470 Preprocessor1_Mode…
43 2 1484 38 roc_auc binary 0.705 10 0.0449 Preprocessor1_Mode…
44 2 1088 39 roc_auc binary 0.705 10 0.0449 Preprocessor1_Mode…
45 2 890 28 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
46 2 930 36 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
47 2 586 40 roc_auc binary 0.705 10 0.0449 Preprocessor1_Mode…
48 2 679 29 roc_auc binary 0.705 10 0.0449 Preprocessor1_Mode…
49 2 1275 39 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
50 2 1153 36 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
51 2 1265 39 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
52 2 885 35 roc_auc binary 0.705 10 0.0410 Preprocessor1_Mode…
53 3 1446 37 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
54 2 1316 36 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
55 2 1080 40 roc_auc binary 0.705 10 0.0449 Preprocessor1_Mode…
56 2 561 40 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
57 2 1425 30 roc_auc binary 0.705 10 0.0474 Preprocessor1_Mode…
58 3 702 36 roc_auc binary 0.705 10 0.0437 Preprocessor1_Mode…
59 3 1013 28 roc_auc binary 0.704 10 0.0500 Preprocessor1_Mode…
60 3 846 34 roc_auc binary 0.704 10 0.0500 Preprocessor1_Mode…
61 3 740 30 roc_auc binary 0.704 10 0.0500 Preprocessor1_Mode…
62 4 481 32 roc_auc binary 0.704 10 0.0500 Preprocessor1_Mode…
63 2 1133 13 roc_auc binary 0.704 10 0.0445 Preprocessor1_Mode…
64 2 1297 25 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
65 2 1332 23 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
66 2 860 32 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
67 3 860 31 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
68 3 677 30 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
69 3 808 40 roc_auc binary 0.704 10 0.0462 Preprocessor1_Mode…
70 3 1008 31 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
71 3 1208 33 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
72 4 1057 36 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
73 3 706 34 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
74 3 783 38 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
75 3 1237 34 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
76 3 1339 25 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
77 3 872 39 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
78 3 1094 39 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
79 3 1406 35 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
80 3 1117 34 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
81 3 471 36 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
82 3 535 32 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
83 2 657 15 roc_auc binary 0.704 10 0.0539 Preprocessor1_Mode…
84 3 1389 32 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
85 3 1172 27 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
86 3 1236 38 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
87 3 914 36 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
88 3 1175 33 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
89 3 1295 24 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
90 2 538 23 roc_auc binary 0.704 10 0.0525 Preprocessor1_Mode…
91 3 967 40 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
92 3 795 39 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
93 3 690 39 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
94 3 1392 35 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
95 4 1371 39 roc_auc binary 0.704 10 0.0520 Preprocessor1_Mode…
96 3 644 34 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
97 2 510 27 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
98 3 1080 33 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
99 3 673 27 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
100 4 454 35 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
101 3 838 29 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
102 3 1045 32 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
103 3 674 21 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
104 3 631 34 roc_auc binary 0.704 10 0.0486 Preprocessor1_Mode…
105 4 876 39 roc_auc binary 0.703 10 0.0511 Preprocessor1_Mode…
106 2 624 34 roc_auc binary 0.703 10 0.0459 Preprocessor1_Mode…
107 3 1214 40 roc_auc binary 0.703 10 0.0511 Preprocessor1_Mode…
108 2 493 31 roc_auc binary 0.703 10 0.0511 Preprocessor1_Mode…
109 2 420 22 roc_auc binary 0.702 10 0.0447 Preprocessor1_Mode…
110 3 823 30 roc_auc binary 0.701 10 0.0472 Preprocessor1_Mode…
111 3 1495 34 roc_auc binary 0.701 10 0.0495 Preprocessor1_Mode…
112 2 1165 26 roc_auc binary 0.701 10 0.0472 Preprocessor1_Mode…
113 2 1110 23 roc_auc binary 0.701 10 0.0495 Preprocessor1_Mode…
114 2 1411 33 roc_auc binary 0.701 10 0.0495 Preprocessor1_Mode…
115 2 734 35 roc_auc binary 0.701 10 0.0495 Preprocessor1_Mode…
116 3 758 35 roc_auc binary 0.701 10 0.0495 Preprocessor1_Mode…
117 2 732 25 roc_auc binary 0.701 10 0.0472 Preprocessor1_Mode…
118 2 841 27 roc_auc binary 0.701 10 0.0472 Preprocessor1_Mode…
119 2 903 13 roc_auc binary 0.701 10 0.0439 Preprocessor1_Mode…
120 2 1070 36 roc_auc binary 0.701 10 0.0472 Preprocessor1_Mode…
121 3 1490 38 roc_auc binary 0.701 10 0.0456 Preprocessor1_Mode…
122 2 1492 40 roc_auc binary 0.701 10 0.0456 Preprocessor1_Mode…
123 2 596 35 roc_auc binary 0.701 10 0.0456 Preprocessor1_Mode…
124 2 1481 28 roc_auc binary 0.701 10 0.0480 Preprocessor1_Mode…
125 2 515 33 roc_auc binary 0.701 10 0.0456 Preprocessor1_Mode…
126 2 910 37 roc_auc binary 0.701 10 0.0480 Preprocessor1_Mode…
127 2 1500 32 roc_auc binary 0.701 10 0.0456 Preprocessor1_Mode…
128 2 832 35 roc_auc binary 0.701 10 0.0456 Preprocessor1_Mode…
129 2 1294 29 roc_auc binary 0.701 10 0.0480 Preprocessor1_Mode…
130 2 633 34 roc_auc binary 0.701 10 0.0456 Preprocessor1_Mode…
131 2 1429 31 roc_auc binary 0.701 10 0.0480 Preprocessor1_Mode…
132 2 1167 31 roc_auc binary 0.701 10 0.0480 Preprocessor1_Mode…
133 2 1323 36 roc_auc binary 0.701 10 0.0480 Preprocessor1_Mode…
134 3 863 31 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
135 3 1264 23 roc_auc binary 0.699 10 0.0511 Preprocessor1_Mode…
136 4 699 39 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
137 3 1017 27 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
138 4 478 35 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
139 3 729 35 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
140 3 1443 25 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
141 4 797 37 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
142 4 1277 31 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
143 4 803 31 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
144 4 1245 32 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
145 3 804 30 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
146 3 704 29 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
147 4 1294 30 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
148 3 1332 26 roc_auc binary 0.699 10 0.0511 Preprocessor1_Mode…
149 4 1160 33 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
150 3 843 26 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
151 3 603 40 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
152 3 1423 24 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
153 3 1170 26 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
154 4 462 32 roc_auc binary 0.699 10 0.0480 Preprocessor1_Mode…
155 4 448 38 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
156 4 956 36 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
157 4 728 36 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
158 4 769 36 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
159 3 1482 29 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
160 3 1279 28 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
161 3 1021 28 roc_auc binary 0.699 10 0.0475 Preprocessor1_Mode…
162 4 920 39 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
163 3 1159 23 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
164 3 1244 30 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
165 3 870 32 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
166 3 1369 32 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
167 4 884 28 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
168 4 688 28 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
169 4 1102 28 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
170 4 1085 36 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
171 2 750 21 roc_auc binary 0.699 10 0.0475 Preprocessor1_Mode…
172 3 848 29 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
173 4 1256 30 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
174 3 1418 31 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
175 3 643 34 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
176 3 742 32 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
177 3 1309 23 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
178 3 990 27 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
179 4 1204 35 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
180 3 1464 25 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
181 3 1372 23 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
182 4 993 25 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
183 4 510 37 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
184 3 1435 32 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
185 3 1085 28 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
186 4 544 32 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
187 4 1074 27 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
188 4 1372 26 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
189 3 1368 29 roc_auc binary 0.699 10 0.0506 Preprocessor1_Mode…
190 4 835 37 roc_auc binary 0.699 10 0.0497 Preprocessor1_Mode…
191 3 1286 40 roc_auc binary 0.699 10 0.0531 Preprocessor1_Mode…
192 4 1096 38 roc_auc binary 0.699 10 0.0531 Preprocessor1_Mode…
193 4 611 26 roc_auc binary 0.699 10 0.0497 Preprocessor1_Mode…
194 3 668 39 roc_auc binary 0.699 10 0.0531 Preprocessor1_Mode…
195 3 1497 33 roc_auc binary 0.699 10 0.0531 Preprocessor1_Mode…
196 4 526 36 roc_auc binary 0.699 10 0.0531 Preprocessor1_Mode…
197 3 1103 24 roc_auc binary 0.699 10 0.0531 Preprocessor1_Mode…
198 3 632 39 roc_auc binary 0.699 10 0.0531 Preprocessor1_Mode…
199 3 1335 40 roc_auc binary 0.699 10 0.0531 Preprocessor1_Mode…
200 3 768 36 roc_auc binary 0.699 10 0.0531 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 2 501 23 mcc binary 0.264 8 0.138 Preprocessor1_Mode…
2 2 999 5 mcc binary 0.242 6 0.168 Preprocessor1_Mode…
3 2 552 7 mcc binary 0.242 6 0.168 Preprocessor1_Mode…
4 2 674 12 mcc binary 0.242 6 0.168 Preprocessor1_Mode…
5 3 1443 25 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
6 2 433 19 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
7 4 1441 30 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
8 3 856 21 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
9 4 956 26 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
10 3 505 22 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
11 2 842 20 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
12 3 1159 23 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
13 3 461 22 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
14 3 1363 26 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
15 3 1372 23 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
16 2 863 17 mcc binary 0.228 8 0.133 Preprocessor1_Mode…
17 2 1297 25 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
18 2 765 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
19 2 740 25 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
20 3 1286 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
21 3 1463 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
22 2 1484 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
23 2 1332 23 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
24 2 1196 27 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
25 3 863 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
26 2 890 28 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
27 3 1414 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
28 3 644 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
29 3 1262 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
30 3 860 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
31 4 435 37 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
32 2 865 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
33 2 993 27 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
34 2 510 27 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
35 4 699 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
36 2 842 25 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
37 2 1099 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
38 3 873 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
39 4 876 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
40 3 1080 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
41 3 729 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
42 3 677 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
43 2 462 27 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
44 3 1029 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
45 2 673 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
46 2 474 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
47 3 700 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
48 3 1490 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
49 4 888 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
50 3 668 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
51 3 808 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
52 3 846 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
53 3 559 28 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
54 2 1136 37 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
55 2 872 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
56 2 1492 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
57 3 456 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
58 2 479 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
59 4 1114 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
60 3 983 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
61 3 581 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
62 4 1282 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
63 2 585 22 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
64 2 812 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
65 3 688 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
66 3 703 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
67 4 1005 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
68 2 715 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
69 2 989 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
70 2 743 26 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
71 3 1497 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
72 2 845 25 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
73 2 1392 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
74 3 1326 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
75 2 1249 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
76 2 899 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
77 2 879 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
78 3 704 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
79 3 706 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
80 3 632 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
81 2 624 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
82 2 923 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
83 3 1214 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
84 2 1135 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
85 2 859 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
86 3 783 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
87 3 1335 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
88 2 920 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
89 2 1428 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
90 2 596 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
91 3 707 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
92 3 977 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
93 3 547 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
94 3 1237 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
95 3 722 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
96 2 588 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
97 2 800 28 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
98 3 768 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
99 3 823 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
100 2 1366 26 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
101 3 1285 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
102 3 603 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
103 2 1400 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
104 3 1213 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
105 3 872 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
106 3 812 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
107 3 765 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
108 3 1495 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
109 3 1094 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
110 2 1481 28 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
111 3 842 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
112 3 1406 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
113 3 1117 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
114 2 726 27 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
115 2 755 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
116 3 471 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
117 3 1452 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
118 3 439 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
119 3 535 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
120 2 401 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
121 2 965 28 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
122 2 1077 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
123 3 1389 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
124 2 841 27 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
125 3 624 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
126 2 415 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
127 4 956 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
128 2 547 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
129 2 1098 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
130 2 1165 26 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
131 2 1297 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
132 3 975 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
133 2 1268 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
134 3 1236 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
135 4 1129 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
136 3 704 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
137 2 1411 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
138 3 914 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
139 2 734 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
140 3 1175 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
141 2 730 26 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
142 3 1412 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
143 2 448 26 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
144 2 675 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
145 4 920 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
146 3 870 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
147 3 1112 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
148 2 1184 26 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
149 2 1265 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
150 2 475 24 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
151 2 1243 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
152 3 1102 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
153 3 400 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
154 2 403 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
155 2 1164 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
156 2 1335 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
157 3 967 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
158 2 512 27 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
159 2 1494 24 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
160 2 813 25 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
161 2 910 37 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
162 3 826 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
163 4 572 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
164 3 742 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
165 2 744 21 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
166 2 1481 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
167 2 932 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
168 3 1265 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
169 3 1446 37 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
170 2 1316 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
171 2 1464 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
172 2 1178 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
173 2 1500 32 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
174 2 1097 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
175 3 1372 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
176 3 491 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
177 2 429 26 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
178 2 942 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
179 2 1083 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
180 3 494 33 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
181 3 840 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
182 2 1294 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
183 2 561 40 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
184 3 795 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
185 2 923 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
186 3 885 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
187 2 1425 30 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
188 4 680 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
189 3 690 39 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
190 2 989 29 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
191 3 938 28 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
192 3 1156 31 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
193 3 702 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
194 2 633 34 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
195 2 1151 22 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
196 2 519 24 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
197 4 1076 38 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
198 3 758 35 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
199 2 813 28 mcc binary 0.226 8 0.133 Preprocessor1_Mode…
200 4 1414 36 mcc binary 0.226 8 0.133 Preprocessor1_Mode…IU1 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 1 0.974
2 precision binary 0.774 0.755
3 spec binary 0.0833 0
4 accuracy binary 0.779 0.74
5 f_meas binary 0.873 0.851
6 mcc binary 0.254 -0.0803
7 kap binary 0.121 -0.0383
8 roc_auc binary 0.972 0.599
9 mn_log_loss binary 0.370 0.540 Confusion matrix
Column 2
ROC curve
Gain curve
IU1 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU1 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
IU2 - 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 2 762 39 roc_auc binary 0.569 10 0.0809 Preprocessor1_Mode…
2 3 1389 31 roc_auc binary 0.556 10 0.0851 Preprocessor1_Mode…
3 2 573 31 roc_auc binary 0.556 10 0.0830 Preprocessor1_Mode…
4 3 471 36 roc_auc binary 0.556 10 0.0798 Preprocessor1_Mode…
5 2 1161 39 roc_auc binary 0.556 10 0.0846 Preprocessor1_Mode…
6 2 919 31 roc_auc binary 0.556 10 0.0891 Preprocessor1_Mode…
7 2 502 27 roc_auc binary 0.556 10 0.0891 Preprocessor1_Mode…
8 2 682 25 roc_auc binary 0.55 10 0.0868 Preprocessor1_Mode…
9 4 1411 28 roc_auc binary 0.55 10 0.0883 Preprocessor1_Mode…
10 3 803 30 roc_auc binary 0.55 10 0.0858 Preprocessor1_Mode…
11 2 673 28 roc_auc binary 0.55 10 0.0868 Preprocessor1_Mode…
12 4 901 40 roc_auc binary 0.55 10 0.0827 Preprocessor1_Mode…
13 2 440 40 roc_auc binary 0.55 10 0.0822 Preprocessor1_Mode…
14 4 535 21 roc_auc binary 0.55 10 0.0893 Preprocessor1_Mode…
15 2 1115 35 roc_auc binary 0.55 10 0.0837 Preprocessor1_Mode…
16 3 609 24 roc_auc binary 0.55 10 0.0863 Preprocessor1_Mode…
17 2 1481 34 roc_auc binary 0.55 10 0.0863 Preprocessor1_Mode…
18 2 972 39 roc_auc binary 0.55 10 0.0837 Preprocessor1_Mode…
19 2 588 38 roc_auc binary 0.55 10 0.0837 Preprocessor1_Mode…
20 3 1114 30 roc_auc binary 0.55 10 0.0811 Preprocessor1_Mode…
21 2 1391 32 roc_auc binary 0.55 10 0.0837 Preprocessor1_Mode…
22 2 548 28 roc_auc binary 0.55 10 0.0837 Preprocessor1_Mode…
23 2 785 28 roc_auc binary 0.55 10 0.0863 Preprocessor1_Mode…
24 3 1097 30 roc_auc binary 0.55 10 0.0858 Preprocessor1_Mode…
25 2 585 21 roc_auc binary 0.55 10 0.0878 Preprocessor1_Mode…
26 4 412 32 roc_auc binary 0.55 10 0.0873 Preprocessor1_Mode…
27 2 1365 27 roc_auc binary 0.55 10 0.0878 Preprocessor1_Mode…
28 2 1483 37 roc_auc binary 0.55 10 0.0863 Preprocessor1_Mode…
29 2 755 2 roc_auc binary 0.55 10 0.103 Preprocessor1_Mode…
30 2 401 29 roc_auc binary 0.55 10 0.0858 Preprocessor1_Mode…
31 2 472 27 roc_auc binary 0.55 10 0.0858 Preprocessor1_Mode…
32 2 965 25 roc_auc binary 0.55 10 0.0868 Preprocessor1_Mode…
33 2 1169 22 roc_auc binary 0.55 10 0.0863 Preprocessor1_Mode…
34 2 701 31 roc_auc binary 0.55 10 0.0878 Preprocessor1_Mode…
35 2 989 23 roc_auc binary 0.544 10 0.0908 Preprocessor1_Mode…
36 4 1398 34 roc_auc binary 0.544 10 0.0839 Preprocessor1_Mode…
37 2 700 29 roc_auc binary 0.544 10 0.0869 Preprocessor1_Mode…
38 2 1311 33 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
39 4 439 31 roc_auc binary 0.544 10 0.0823 Preprocessor1_Mode…
40 2 1022 35 roc_auc binary 0.544 10 0.0879 Preprocessor1_Mode…
41 3 897 29 roc_auc binary 0.544 10 0.0884 Preprocessor1_Mode…
42 2 1058 34 roc_auc binary 0.544 10 0.0849 Preprocessor1_Mode…
43 2 724 31 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
44 2 869 30 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
45 2 956 34 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
46 4 1153 28 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
47 3 1228 25 roc_auc binary 0.544 10 0.0894 Preprocessor1_Mode…
48 3 1378 26 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
49 2 588 23 roc_auc binary 0.544 10 0.0904 Preprocessor1_Mode…
50 2 565 39 roc_auc binary 0.544 10 0.0859 Preprocessor1_Mode…
51 2 447 26 roc_auc binary 0.544 10 0.0904 Preprocessor1_Mode…
52 3 1338 35 roc_auc binary 0.544 10 0.0839 Preprocessor1_Mode…
53 4 782 37 roc_auc binary 0.544 10 0.0791 Preprocessor1_Mode…
54 4 618 34 roc_auc binary 0.544 10 0.0839 Preprocessor1_Mode…
55 4 659 24 roc_auc binary 0.544 10 0.0849 Preprocessor1_Mode…
56 3 1251 30 roc_auc binary 0.544 10 0.0849 Preprocessor1_Mode…
57 2 1409 36 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
58 4 498 35 roc_auc binary 0.544 10 0.0918 Preprocessor1_Mode…
59 4 747 29 roc_auc binary 0.544 10 0.0913 Preprocessor1_Mode…
60 3 809 21 roc_auc binary 0.544 10 0.0894 Preprocessor1_Mode…
61 2 788 26 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
62 2 780 12 roc_auc binary 0.544 10 0.101 Preprocessor1_Mode…
63 2 1156 39 roc_auc binary 0.544 10 0.0849 Preprocessor1_Mode…
64 2 1214 32 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
65 4 499 23 roc_auc binary 0.544 10 0.0889 Preprocessor1_Mode…
66 2 966 37 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
67 3 893 23 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
68 2 1088 32 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
69 3 511 30 roc_auc binary 0.544 10 0.0859 Preprocessor1_Mode…
70 3 668 25 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
71 2 809 28 roc_auc binary 0.544 10 0.0894 Preprocessor1_Mode…
72 2 1272 24 roc_auc binary 0.544 10 0.0859 Preprocessor1_Mode…
73 3 1456 27 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
74 3 802 22 roc_auc binary 0.544 10 0.0889 Preprocessor1_Mode…
75 2 551 33 roc_auc binary 0.544 10 0.0859 Preprocessor1_Mode…
76 2 587 29 roc_auc binary 0.544 10 0.0849 Preprocessor1_Mode…
77 2 1020 31 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
78 2 419 35 roc_auc binary 0.544 10 0.0899 Preprocessor1_Mode…
79 3 664 28 roc_auc binary 0.544 10 0.0889 Preprocessor1_Mode…
80 2 1484 28 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
81 2 556 24 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
82 2 1486 30 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
83 4 526 39 roc_auc binary 0.544 10 0.0839 Preprocessor1_Mode…
84 2 1439 37 roc_auc binary 0.544 10 0.0889 Preprocessor1_Mode…
85 3 987 30 roc_auc binary 0.544 10 0.0913 Preprocessor1_Mode…
86 3 1173 34 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
87 2 1497 31 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
88 2 1012 35 roc_auc binary 0.544 10 0.0884 Preprocessor1_Mode…
89 3 768 30 roc_auc binary 0.544 10 0.0864 Preprocessor1_Mode…
90 2 671 35 roc_auc binary 0.544 10 0.0908 Preprocessor1_Mode…
91 3 901 36 roc_auc binary 0.544 10 0.0828 Preprocessor1_Mode…
92 3 1089 23 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
93 2 1051 37 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
94 2 1333 25 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
95 3 1335 24 roc_auc binary 0.544 10 0.0884 Preprocessor1_Mode…
96 2 438 39 roc_auc binary 0.544 10 0.0899 Preprocessor1_Mode…
97 3 1200 28 roc_auc binary 0.544 10 0.0874 Preprocessor1_Mode…
98 4 1246 31 roc_auc binary 0.544 10 0.0894 Preprocessor1_Mode…
99 2 1192 18 roc_auc binary 0.538 10 0.0890 Preprocessor1_Mode…
100 3 714 23 roc_auc binary 0.538 10 0.0923 Preprocessor1_Mode…
101 3 1469 26 roc_auc binary 0.538 10 0.0899 Preprocessor1_Mode…
102 3 497 21 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
103 4 1316 30 roc_auc binary 0.538 10 0.0840 Preprocessor1_Mode…
104 4 1170 28 roc_auc binary 0.538 10 0.0899 Preprocessor1_Mode…
105 2 887 33 roc_auc binary 0.538 10 0.0909 Preprocessor1_Mode…
106 2 1328 40 roc_auc binary 0.538 10 0.0899 Preprocessor1_Mode…
107 4 1029 32 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
108 4 754 34 roc_auc binary 0.538 10 0.0855 Preprocessor1_Mode…
109 2 755 30 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
110 2 580 37 roc_auc binary 0.538 10 0.0803 Preprocessor1_Mode…
111 4 1417 33 roc_auc binary 0.538 10 0.0895 Preprocessor1_Mode…
112 4 1394 37 roc_auc binary 0.538 10 0.0855 Preprocessor1_Mode…
113 2 1349 28 roc_auc binary 0.538 10 0.0899 Preprocessor1_Mode…
114 3 996 26 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
115 4 941 34 roc_auc binary 0.538 10 0.0904 Preprocessor1_Mode…
116 4 812 39 roc_auc binary 0.538 10 0.0855 Preprocessor1_Mode…
117 2 718 22 roc_auc binary 0.538 10 0.0933 Preprocessor1_Mode…
118 4 1462 27 roc_auc binary 0.538 10 0.0909 Preprocessor1_Mode…
119 3 406 30 roc_auc binary 0.538 10 0.0904 Preprocessor1_Mode…
120 3 542 23 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
121 2 534 31 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
122 4 620 31 roc_auc binary 0.538 10 0.0909 Preprocessor1_Mode…
123 2 803 24 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
124 2 1110 35 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
125 2 1097 40 roc_auc binary 0.538 10 0.0865 Preprocessor1_Mode…
126 2 442 31 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
127 3 1351 40 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
128 3 1150 37 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
129 3 1386 33 roc_auc binary 0.538 10 0.0923 Preprocessor1_Mode…
130 2 677 22 roc_auc binary 0.538 10 0.0890 Preprocessor1_Mode…
131 2 1136 25 roc_auc binary 0.538 10 0.0914 Preprocessor1_Mode…
132 2 1473 4 roc_auc binary 0.538 10 0.0960 Preprocessor1_Mode…
133 3 1377 34 roc_auc binary 0.538 10 0.0845 Preprocessor1_Mode…
134 2 1305 23 roc_auc binary 0.538 10 0.0914 Preprocessor1_Mode…
135 2 1280 38 roc_auc binary 0.538 10 0.0834 Preprocessor1_Mode…
136 3 544 30 roc_auc binary 0.538 10 0.0899 Preprocessor1_Mode…
137 2 455 36 roc_auc binary 0.538 10 0.0890 Preprocessor1_Mode…
138 3 1258 34 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
139 2 537 32 roc_auc binary 0.538 10 0.0845 Preprocessor1_Mode…
140 4 1112 25 roc_auc binary 0.538 10 0.0899 Preprocessor1_Mode…
141 4 1465 38 roc_auc binary 0.538 10 0.0855 Preprocessor1_Mode…
142 2 664 34 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
143 2 1394 23 roc_auc binary 0.538 10 0.0904 Preprocessor1_Mode…
144 2 994 33 roc_auc binary 0.538 10 0.0865 Preprocessor1_Mode…
145 4 1081 34 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
146 4 427 29 roc_auc binary 0.538 10 0.0933 Preprocessor1_Mode…
147 2 1220 23 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
148 3 1030 27 roc_auc binary 0.538 10 0.0890 Preprocessor1_Mode…
149 2 523 26 roc_auc binary 0.538 10 0.0890 Preprocessor1_Mode…
150 4 1052 25 roc_auc binary 0.538 10 0.0899 Preprocessor1_Mode…
151 4 669 35 roc_auc binary 0.538 10 0.0855 Preprocessor1_Mode…
152 2 475 22 roc_auc binary 0.538 10 0.0946 Preprocessor1_Mode…
153 2 681 18 roc_auc binary 0.538 10 0.0899 Preprocessor1_Mode…
154 4 436 37 roc_auc binary 0.538 10 0.0865 Preprocessor1_Mode…
155 2 1228 35 roc_auc binary 0.538 10 0.0890 Preprocessor1_Mode…
156 4 665 38 roc_auc binary 0.538 10 0.0803 Preprocessor1_Mode…
157 2 511 34 roc_auc binary 0.538 10 0.0865 Preprocessor1_Mode…
158 2 1182 35 roc_auc binary 0.538 10 0.0890 Preprocessor1_Mode…
159 3 1187 35 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
160 2 1347 39 roc_auc binary 0.538 10 0.0845 Preprocessor1_Mode…
161 3 966 36 roc_auc binary 0.538 10 0.0855 Preprocessor1_Mode…
162 4 1293 34 roc_auc binary 0.538 10 0.0855 Preprocessor1_Mode…
163 2 824 34 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
164 2 1265 32 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
165 2 969 40 roc_auc binary 0.538 10 0.0845 Preprocessor1_Mode…
166 2 1422 32 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
167 2 596 36 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
168 2 680 37 roc_auc binary 0.538 10 0.0875 Preprocessor1_Mode…
169 2 827 29 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
170 3 1451 30 roc_auc binary 0.538 10 0.0909 Preprocessor1_Mode…
171 2 642 33 roc_auc binary 0.538 10 0.0909 Preprocessor1_Mode…
172 2 709 36 roc_auc binary 0.538 10 0.0829 Preprocessor1_Mode…
173 3 1219 26 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
174 2 932 37 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
175 3 529 28 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
176 4 423 13 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
177 2 707 32 roc_auc binary 0.538 10 0.0885 Preprocessor1_Mode…
178 2 1408 32 roc_auc binary 0.538 10 0.0855 Preprocessor1_Mode…
179 2 601 37 roc_auc binary 0.538 10 0.0834 Preprocessor1_Mode…
180 2 598 37 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
181 2 529 6 roc_auc binary 0.538 10 0.102 Preprocessor1_Mode…
182 3 1259 24 roc_auc binary 0.538 10 0.0909 Preprocessor1_Mode…
183 2 798 21 roc_auc binary 0.538 10 0.0914 Preprocessor1_Mode…
184 2 1309 35 roc_auc binary 0.538 10 0.0845 Preprocessor1_Mode…
185 2 1051 34 roc_auc binary 0.538 10 0.0870 Preprocessor1_Mode…
186 3 586 29 roc_auc binary 0.531 10 0.0885 Preprocessor1_Mode…
187 2 951 33 roc_auc binary 0.531 10 0.0909 Preprocessor1_Mode…
188 2 600 37 roc_auc binary 0.531 10 0.0905 Preprocessor1_Mode…
189 4 1144 40 roc_auc binary 0.531 10 0.0819 Preprocessor1_Mode…
190 2 971 39 roc_auc binary 0.531 10 0.0840 Preprocessor1_Mode…
191 2 481 36 roc_auc binary 0.531 10 0.0905 Preprocessor1_Mode…
192 3 845 22 roc_auc binary 0.531 10 0.0845 Preprocessor1_Mode…
193 3 1175 18 roc_auc binary 0.531 10 0.0865 Preprocessor1_Mode…
194 2 1296 36 roc_auc binary 0.531 10 0.0880 Preprocessor1_Mode…
195 2 920 36 roc_auc binary 0.531 10 0.0855 Preprocessor1_Mode…
196 4 770 32 roc_auc binary 0.531 10 0.0890 Preprocessor1_Mode…
197 2 449 26 roc_auc binary 0.531 10 0.0885 Preprocessor1_Mode…
198 2 978 16 roc_auc binary 0.531 10 0.0885 Preprocessor1_Mode…
199 2 693 31 roc_auc binary 0.531 10 0.0880 Preprocessor1_Mode…
200 2 1258 31 roc_auc binary 0.531 10 0.0880 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 4 620 31 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
2 4 696 23 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
3 3 444 21 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
4 4 512 24 mcc binary 0.275 5 0.188 Preprocessor1_Mode…
5 3 403 15 mcc binary 0.201 6 0.170 Preprocessor1_Mode…
6 4 426 23 mcc binary 0.201 6 0.170 Preprocessor1_Mode…
7 4 1189 21 mcc binary 0.201 6 0.170 Preprocessor1_Mode…
8 4 794 19 mcc binary 0.188 6 0.177 Preprocessor1_Mode…
9 4 1434 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
10 3 1287 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
11 3 586 29 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
12 2 951 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
13 2 1192 18 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
14 3 437 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
15 2 672 23 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
16 3 714 23 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
17 3 1469 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
18 3 874 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
19 4 1231 29 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
20 2 682 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
21 2 989 23 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
22 3 446 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
23 3 497 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
24 4 1316 30 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
25 4 1170 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
26 2 1359 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
27 3 943 22 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
28 2 1300 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
29 2 600 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
30 4 1331 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
31 4 1398 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
32 3 431 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
33 2 887 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
34 4 1144 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
35 3 406 29 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
36 2 1328 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
37 2 971 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
38 4 1411 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
39 4 680 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
40 2 481 36 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
41 4 1029 32 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
42 3 845 22 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
43 3 1468 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
44 2 740 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
45 4 1385 20 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
46 2 1296 36 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
47 2 1042 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
48 2 700 29 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
49 2 752 17 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
50 3 803 30 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
51 4 1292 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
52 2 1311 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
53 4 754 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
54 2 755 30 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
55 2 920 36 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
56 2 673 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
57 2 1072 27 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
58 4 606 22 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
59 2 890 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
60 3 748 32 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
61 2 580 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
62 4 439 31 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
63 4 1480 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
64 3 1239 35 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
65 4 1417 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
66 2 1198 17 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
67 3 1033 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
68 4 770 32 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
69 4 1250 29 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
70 3 1203 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
71 2 449 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
72 4 497 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
73 4 517 38 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
74 4 1394 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
75 2 1349 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
76 3 718 32 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
77 3 609 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
78 2 1166 35 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
79 2 1022 35 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
80 2 693 31 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
81 4 524 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
82 2 1258 31 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
83 3 897 29 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
84 4 901 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
85 2 440 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
86 4 1414 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
87 3 413 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
88 4 974 38 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
89 3 414 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
90 3 996 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
91 4 941 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
92 4 1125 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
93 4 812 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
94 4 535 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
95 4 454 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
96 4 1471 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
97 2 1058 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
98 4 1159 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
99 2 718 22 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
100 3 736 27 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
101 4 1462 27 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
102 3 406 30 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
103 4 866 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
104 3 542 23 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
105 2 534 31 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
106 3 1093 18 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
107 3 1478 29 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
108 2 1310 17 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
109 3 1222 27 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
110 3 914 30 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
111 4 1383 36 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
112 2 815 19 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
113 3 1389 31 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
114 3 531 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
115 4 1353 31 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
116 2 906 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
117 4 667 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
118 3 1481 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
119 3 1178 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
120 2 446 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
121 2 706 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
122 4 1288 32 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
123 3 1114 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
124 2 1189 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
125 2 724 31 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
126 2 1115 35 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
127 4 994 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
128 2 1134 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
129 3 1145 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
130 3 1038 20 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
131 2 707 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
132 4 401 36 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
133 4 1352 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
134 2 869 30 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
135 3 1197 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
136 3 582 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
137 3 891 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
138 2 634 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
139 3 1061 38 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
140 2 956 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
141 2 803 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
142 2 762 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
143 3 1239 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
144 4 1450 35 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
145 3 1099 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
146 4 1392 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
147 3 609 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
148 2 1110 35 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
149 4 1153 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
150 3 820 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
151 4 681 32 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
152 2 1097 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
153 4 1239 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
154 3 1228 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
155 4 1153 20 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
156 2 442 31 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
157 2 750 17 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
158 3 1378 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
159 2 1330 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
160 4 826 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
161 2 542 28 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
162 2 588 23 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
163 4 825 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
164 3 1351 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
165 3 455 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
166 2 859 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
167 2 441 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
168 2 1481 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
169 3 470 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
170 3 1150 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
171 4 1137 32 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
172 2 494 30 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
173 2 565 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
174 3 442 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
175 3 1216 19 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
176 4 939 38 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
177 2 826 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
178 3 761 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
179 3 1386 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
180 2 677 22 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
181 2 1136 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
182 2 447 26 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
183 4 1385 29 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
184 4 1377 35 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
185 4 1193 40 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
186 4 468 30 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
187 2 775 27 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
188 2 972 39 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
189 2 557 25 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
190 4 1271 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
191 3 1338 35 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
192 2 1047 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
193 4 782 37 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
194 4 1323 22 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
195 3 1444 24 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
196 3 600 33 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
197 3 758 23 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
198 3 1377 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
199 3 1296 34 mcc binary 0.177 4 0.207 Preprocessor1_Mode…
200 3 648 21 mcc binary 0.177 4 0.207 Preprocessor1_Mode…IU2 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 1 1
2 precision binary 0.851 0.843
3 spec binary 0 0
4 accuracy binary 0.851 0.843
5 f_meas binary 0.920 0.915
6 mcc binary NA NA
7 kap binary 0 0
8 roc_auc binary 0.931 0.605
9 mn_log_loss binary 0.309 0.437Confusion matrix
Column 2
ROC curve
Gain curve
IU2 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU2 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
IU4 - 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 3 527 39 roc_auc binary 0.652 10 0.0592 Preprocessor1_Mode…
2 2 410 24 roc_auc binary 0.651 10 0.0551 Preprocessor1_Mode…
3 3 761 40 roc_auc binary 0.65 10 0.0554 Preprocessor1_Mode…
4 3 547 33 roc_auc binary 0.65 10 0.0554 Preprocessor1_Mode…
5 4 433 38 roc_auc binary 0.65 10 0.0554 Preprocessor1_Mode…
6 4 814 38 roc_auc binary 0.65 10 0.0554 Preprocessor1_Mode…
7 4 538 30 roc_auc binary 0.65 10 0.0551 Preprocessor1_Mode…
8 3 409 40 roc_auc binary 0.65 10 0.0554 Preprocessor1_Mode…
9 2 1128 39 roc_auc binary 0.649 10 0.0523 Preprocessor1_Mode…
10 2 1462 39 roc_auc binary 0.649 10 0.0523 Preprocessor1_Mode…
11 3 893 40 roc_auc binary 0.648 10 0.0525 Preprocessor1_Mode…
12 4 900 36 roc_auc binary 0.648 10 0.0525 Preprocessor1_Mode…
13 3 963 35 roc_auc binary 0.648 10 0.0525 Preprocessor1_Mode…
14 3 1258 40 roc_auc binary 0.648 10 0.0525 Preprocessor1_Mode…
15 4 927 38 roc_auc binary 0.646 10 0.0561 Preprocessor1_Mode…
16 4 1292 38 roc_auc binary 0.646 10 0.0561 Preprocessor1_Mode…
17 3 1168 36 roc_auc binary 0.646 10 0.0561 Preprocessor1_Mode…
18 4 426 36 roc_auc binary 0.646 10 0.0561 Preprocessor1_Mode…
19 3 1067 38 roc_auc binary 0.646 10 0.0561 Preprocessor1_Mode…
20 3 1273 34 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
21 3 1147 38 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
22 3 1136 38 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
23 3 1307 39 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
24 3 1034 35 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
25 4 1245 35 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
26 4 877 38 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
27 4 845 31 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
28 4 1456 30 roc_auc binary 0.644 10 0.0529 Preprocessor1_Mode…
29 4 727 40 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
30 4 1479 38 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
31 4 929 34 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
32 3 988 33 roc_auc binary 0.642 10 0.0571 Preprocessor1_Mode…
33 4 1365 36 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
34 4 680 39 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
35 3 1037 39 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
36 4 948 38 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
37 3 1429 32 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
38 4 610 40 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
39 4 1047 37 roc_auc binary 0.642 10 0.0507 Preprocessor1_Mode…
40 3 1019 40 roc_auc binary 0.641 10 0.0520 Preprocessor1_Mode…
41 2 661 17 roc_auc binary 0.640 10 0.0529 Preprocessor1_Mode…
42 2 870 33 roc_auc binary 0.640 10 0.0534 Preprocessor1_Mode…
43 3 887 36 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
44 4 1219 36 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
45 4 802 38 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
46 3 1107 39 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
47 4 873 34 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
48 3 551 32 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
49 3 1153 36 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
50 4 567 36 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
51 4 1036 38 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
52 4 1103 31 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
53 3 1108 40 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
54 3 951 35 roc_auc binary 0.640 10 0.0532 Preprocessor1_Mode…
55 4 678 37 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
56 4 1178 35 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
57 4 759 34 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
58 3 759 29 roc_auc binary 0.640 10 0.0529 Preprocessor1_Mode…
59 4 928 38 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
60 4 1401 33 roc_auc binary 0.640 10 0.0536 Preprocessor1_Mode…
61 2 1088 21 roc_auc binary 0.639 10 0.0513 Preprocessor1_Mode…
62 2 1148 29 roc_auc binary 0.638 10 0.0565 Preprocessor1_Mode…
63 2 725 39 roc_auc binary 0.638 10 0.0446 Preprocessor1_Mode…
64 3 1314 39 roc_auc binary 0.638 10 0.0584 Preprocessor1_Mode…
65 4 539 34 roc_auc binary 0.638 10 0.0584 Preprocessor1_Mode…
66 4 582 36 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
67 3 1089 39 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
68 4 1326 38 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
69 4 1478 35 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
70 3 1372 39 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
71 3 968 32 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
72 3 1142 30 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
73 3 1353 38 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
74 4 521 30 roc_auc binary 0.638 10 0.0584 Preprocessor1_Mode…
75 4 1272 32 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
76 3 811 29 roc_auc binary 0.638 10 0.0571 Preprocessor1_Mode…
77 4 490 33 roc_auc binary 0.638 10 0.0584 Preprocessor1_Mode…
78 3 727 38 roc_auc binary 0.638 10 0.0584 Preprocessor1_Mode…
79 3 574 39 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
80 4 1382 37 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
81 4 1005 38 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
82 4 1149 40 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
83 4 592 37 roc_auc binary 0.638 10 0.0510 Preprocessor1_Mode…
84 4 1123 35 roc_auc binary 0.638 10 0.0584 Preprocessor1_Mode…
85 2 1069 34 roc_auc binary 0.637 10 0.0476 Preprocessor1_Mode…
86 2 1452 20 roc_auc binary 0.637 10 0.0468 Preprocessor1_Mode…
87 2 995 18 roc_auc binary 0.636 10 0.0492 Preprocessor1_Mode…
88 2 1100 34 roc_auc binary 0.636 10 0.0544 Preprocessor1_Mode…
89 4 1192 35 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
90 3 1206 37 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
91 4 926 35 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
92 2 1029 34 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
93 4 489 28 roc_auc binary 0.635 10 0.0535 Preprocessor1_Mode…
94 4 1121 35 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
95 3 1035 39 roc_auc binary 0.635 10 0.0539 Preprocessor1_Mode…
96 3 449 34 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
97 4 447 35 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
98 3 1152 37 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
99 3 1293 34 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
100 3 681 25 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
101 4 555 33 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
102 4 1101 34 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
103 4 1104 35 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
104 3 709 31 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
105 4 896 35 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
106 3 1291 36 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
107 4 1445 37 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
108 4 947 34 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
109 4 645 28 roc_auc binary 0.635 10 0.0532 Preprocessor1_Mode…
110 3 1173 32 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
111 3 698 36 roc_auc binary 0.635 10 0.0546 Preprocessor1_Mode…
112 2 1439 38 roc_auc binary 0.635 10 0.0501 Preprocessor1_Mode…
113 2 535 28 roc_auc binary 0.634 10 0.0571 Preprocessor1_Mode…
114 2 771 28 roc_auc binary 0.634 10 0.0516 Preprocessor1_Mode…
115 3 1276 37 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
116 4 420 27 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
117 4 1338 38 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
118 4 470 27 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
119 4 617 35 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
120 3 1461 39 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
121 3 775 35 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
122 3 776 35 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
123 4 1224 33 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
124 3 1201 32 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
125 4 513 37 roc_auc binary 0.633 10 0.0513 Preprocessor1_Mode…
126 3 551 34 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
127 2 685 31 roc_auc binary 0.633 10 0.0587 Preprocessor1_Mode…
128 4 1098 29 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
129 3 556 38 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
130 4 1220 39 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
131 4 1439 33 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
132 4 566 27 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
133 4 1494 32 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
134 4 712 35 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
135 4 1324 39 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
136 4 698 39 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
137 3 1040 30 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
138 3 1023 33 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
139 3 1051 33 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
140 3 983 34 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
141 3 676 38 roc_auc binary 0.633 10 0.0517 Preprocessor1_Mode…
142 3 421 40 roc_auc binary 0.632 10 0.0530 Preprocessor1_Mode…
143 2 450 39 roc_auc binary 0.632 10 0.0530 Preprocessor1_Mode…
144 2 636 33 roc_auc binary 0.632 10 0.0536 Preprocessor1_Mode…
145 2 627 18 roc_auc binary 0.632 10 0.0477 Preprocessor1_Mode…
146 2 1167 33 roc_auc binary 0.632 10 0.0536 Preprocessor1_Mode…
147 2 888 40 roc_auc binary 0.632 10 0.0580 Preprocessor1_Mode…
148 2 969 34 roc_auc binary 0.632 10 0.0547 Preprocessor1_Mode…
149 2 595 16 roc_auc binary 0.632 10 0.0495 Preprocessor1_Mode…
150 4 1077 36 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
151 4 769 32 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
152 3 1210 23 roc_auc binary 0.631 10 0.0548 Preprocessor1_Mode…
153 4 406 31 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
154 4 576 38 roc_auc binary 0.631 10 0.0499 Preprocessor1_Mode…
155 3 1425 39 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
156 3 676 37 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
157 4 522 34 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
158 4 726 35 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
159 2 1020 33 roc_auc binary 0.631 10 0.0495 Preprocessor1_Mode…
160 4 551 35 roc_auc binary 0.631 10 0.0548 Preprocessor1_Mode…
161 3 472 27 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
162 4 954 34 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
163 4 826 29 roc_auc binary 0.631 10 0.0545 Preprocessor1_Mode…
164 4 620 29 roc_auc binary 0.631 10 0.0545 Preprocessor1_Mode…
165 3 561 30 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
166 3 464 24 roc_auc binary 0.631 10 0.0499 Preprocessor1_Mode…
167 3 1150 31 roc_auc binary 0.631 10 0.0559 Preprocessor1_Mode…
168 3 715 36 roc_auc binary 0.630 10 0.0503 Preprocessor1_Mode…
169 3 1237 38 roc_auc binary 0.630 10 0.0503 Preprocessor1_Mode…
170 2 984 38 roc_auc binary 0.630 10 0.0503 Preprocessor1_Mode…
171 3 534 11 roc_auc binary 0.630 10 0.0528 Preprocessor1_Mode…
172 2 1486 26 roc_auc binary 0.630 10 0.0448 Preprocessor1_Mode…
173 2 742 33 roc_auc binary 0.630 10 0.0591 Preprocessor1_Mode…
174 2 685 26 roc_auc binary 0.630 10 0.0591 Preprocessor1_Mode…
175 2 648 38 roc_auc binary 0.630 10 0.0518 Preprocessor1_Mode…
176 4 1262 30 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
177 2 825 28 roc_auc binary 0.629 10 0.0512 Preprocessor1_Mode…
178 3 1347 34 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
179 2 717 11 roc_auc binary 0.629 10 0.0545 Preprocessor1_Mode…
180 4 1124 38 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
181 2 565 29 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
182 3 1325 23 roc_auc binary 0.629 10 0.0516 Preprocessor1_Mode…
183 3 980 34 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
184 4 818 25 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
185 4 668 38 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
186 4 1361 32 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
187 3 815 27 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
188 4 463 33 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
189 3 949 40 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
190 3 820 34 roc_auc binary 0.629 10 0.0516 Preprocessor1_Mode…
191 3 1023 35 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
192 2 942 32 roc_auc binary 0.629 10 0.0519 Preprocessor1_Mode…
193 4 491 29 roc_auc binary 0.629 10 0.0516 Preprocessor1_Mode…
194 4 905 31 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
195 4 730 27 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
196 2 650 33 roc_auc binary 0.629 10 0.0519 Preprocessor1_Mode…
197 4 897 31 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
198 3 1320 39 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
199 4 1220 38 roc_auc binary 0.629 10 0.0527 Preprocessor1_Mode…
200 4 823 29 roc_auc binary 0.629 10 0.0527 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 1363 28 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
2 2 930 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
3 2 565 29 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
4 2 506 37 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
5 2 818 31 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
6 2 1148 29 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
7 2 1128 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
8 2 1106 38 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
9 2 694 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
10 2 812 40 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
11 2 493 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
12 2 1309 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
13 2 1460 29 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
14 2 629 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
15 2 1168 36 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
16 2 483 31 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
17 2 796 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
18 2 1029 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
19 2 665 26 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
20 2 1145 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
21 2 751 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
22 2 1060 24 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
23 2 779 38 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
24 2 1273 32 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
25 2 984 38 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
26 2 534 24 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
27 2 1486 26 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
28 2 1137 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
29 2 1069 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
30 3 551 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
31 2 410 24 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
32 2 454 29 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
33 2 1494 32 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
34 2 835 16 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
35 2 1297 37 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
36 2 590 32 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
37 2 535 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
38 2 1315 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
39 2 742 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
40 2 1020 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
41 2 679 5 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
42 2 475 40 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
43 2 1203 30 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
44 2 1081 36 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
45 2 865 40 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
46 2 1112 18 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
47 2 410 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
48 2 1128 18 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
49 2 631 21 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
50 2 985 23 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
51 2 592 35 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
52 2 921 37 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
53 2 1103 35 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
54 2 977 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
55 2 1439 38 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
56 2 1167 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
57 2 650 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
58 2 1031 30 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
59 2 602 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
60 2 996 37 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
61 2 1178 40 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
62 2 578 30 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
63 2 1129 27 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
64 2 474 29 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
65 2 510 38 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
66 2 1462 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
67 2 971 30 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
68 2 761 35 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
69 2 886 30 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
70 2 831 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
71 2 888 40 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
72 2 786 38 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
73 2 969 34 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
74 2 1174 37 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
75 2 647 33 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
76 2 1476 29 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
77 2 1191 35 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
78 2 533 29 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
79 2 712 25 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
80 2 815 37 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
81 2 534 30 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
82 2 450 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
83 2 648 38 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
84 2 420 31 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
85 2 526 38 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
86 2 1125 31 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
87 2 1363 30 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
88 2 725 39 mcc binary 0.381 4 0.197 Preprocessor1_Mode…
89 2 573 7 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
90 2 610 26 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
91 2 825 28 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
92 2 472 14 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
93 3 746 9 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
94 2 1311 16 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
95 2 661 17 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
96 2 490 8 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
97 2 1017 11 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
98 2 1359 11 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
99 2 1215 25 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
100 2 1144 12 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
101 2 1183 11 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
102 2 629 20 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
103 2 1249 17 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
104 3 1089 39 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
105 2 1262 14 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
106 2 1185 20 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
107 2 422 13 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
108 2 1486 11 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
109 2 722 6 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
110 2 1259 13 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
111 2 410 5 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
112 2 1182 24 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
113 2 1157 10 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
114 2 1152 9 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
115 2 429 14 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
116 2 622 23 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
117 2 1245 15 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
118 2 1156 19 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
119 2 1257 14 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
120 2 1348 14 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
121 2 1444 23 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
122 2 942 32 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
123 2 1467 11 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
124 2 1404 17 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
125 2 1332 8 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
126 2 884 13 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
127 2 1253 12 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
128 2 1320 22 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
129 2 1452 20 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
130 2 1190 14 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
131 2 1303 34 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
132 2 1287 12 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
133 2 1136 25 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
134 2 966 8 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
135 2 685 26 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
136 2 868 7 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
137 2 1109 28 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
138 3 623 8 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
139 2 627 18 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
140 2 1242 27 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
141 2 1153 22 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
142 2 1178 7 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
143 2 489 29 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
144 2 977 15 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
145 2 791 17 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
146 2 1047 19 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
147 2 958 7 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
148 2 995 18 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
149 2 1334 21 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
150 2 745 25 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
151 2 834 16 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
152 2 646 23 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
153 2 803 28 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
154 2 1359 16 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
155 2 883 7 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
156 2 1024 11 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
157 2 1261 5 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
158 2 1006 8 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
159 2 1391 12 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
160 2 646 19 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
161 2 1306 25 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
162 2 1048 17 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
163 2 800 13 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
164 2 1397 16 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
165 2 759 22 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
166 2 1100 34 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
167 3 1025 37 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
168 2 599 20 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
169 2 861 23 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
170 2 724 32 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
171 2 920 16 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
172 2 1331 7 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
173 2 793 27 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
174 2 824 29 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
175 2 433 8 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
176 2 595 16 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
177 2 1197 29 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
178 2 405 7 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
179 2 1088 12 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
180 2 1221 23 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
181 2 1333 12 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
182 2 1405 6 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
183 2 1493 12 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
184 2 572 9 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
185 3 698 36 mcc binary 0.360 4 0.216 Preprocessor1_Mode…
186 2 1143 6 mcc binary 0.341 4 0.234 Preprocessor1_Mode…
187 2 701 4 mcc binary 0.341 4 0.234 Preprocessor1_Mode…
188 2 1398 3 mcc binary 0.341 4 0.234 Preprocessor1_Mode…
189 2 844 4 mcc binary 0.341 4 0.234 Preprocessor1_Mode…
190 3 421 40 mcc binary 0.308 4 0.173 Preprocessor1_Mode…
191 2 566 16 mcc binary 0.308 4 0.173 Preprocessor1_Mode…
192 3 893 40 mcc binary 0.308 4 0.173 Preprocessor1_Mode…
193 2 438 37 mcc binary 0.308 4 0.173 Preprocessor1_Mode…
194 2 798 18 mcc binary 0.308 4 0.173 Preprocessor1_Mode…
195 2 817 26 mcc binary 0.308 4 0.173 Preprocessor1_Mode…
196 3 761 40 mcc binary 0.287 4 0.193 Preprocessor1_Mode…
197 2 822 17 mcc binary 0.287 4 0.193 Preprocessor1_Mode…
198 2 788 9 mcc binary 0.287 4 0.193 Preprocessor1_Mode…
199 3 880 12 mcc binary 0.287 4 0.193 Preprocessor1_Mode…
200 2 693 7 mcc binary 0.287 4 0.193 Preprocessor1_Mode…IU4 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.991 0.889
2 precision binary 0.752 0.727
3 spec binary 0.167 0.143
4 accuracy binary 0.758 0.68
5 f_meas binary 0.855 0.8
6 mcc binary 0.314 0.0439
7 kap binary 0.209 0.0385
8 roc_auc binary 0.935 0.518
9 mn_log_loss binary 0.441 0.636 Confusion matrix
Column 2
ROC curve
Gain curve
IU4 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU4 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
IU5 - 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 3 407 22 roc_auc binary 0.657 6 0.130 Preprocessor1_Mode…
2 3 834 32 roc_auc binary 0.657 6 0.130 Preprocessor1_Mode…
3 3 771 29 roc_auc binary 0.648 6 0.126 Preprocessor1_Mode…
4 3 454 22 roc_auc binary 0.648 6 0.105 Preprocessor1_Mode…
5 3 1051 25 roc_auc binary 0.648 6 0.138 Preprocessor1_Mode…
6 4 924 28 roc_auc binary 0.648 6 0.138 Preprocessor1_Mode…
7 4 552 24 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
8 4 643 25 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
9 3 606 38 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
10 3 534 26 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
11 3 501 25 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
12 3 801 18 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
13 3 832 23 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
14 3 953 19 roc_auc binary 0.639 6 0.134 Preprocessor1_Mode…
15 3 1034 29 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
16 3 948 23 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
17 4 1004 30 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
18 3 446 35 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
19 4 1011 22 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
20 3 513 31 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
21 3 916 22 roc_auc binary 0.639 6 0.134 Preprocessor1_Mode…
22 3 749 26 roc_auc binary 0.639 6 0.134 Preprocessor1_Mode…
23 3 1013 21 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
24 4 608 35 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
25 3 885 40 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
26 4 400 35 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
27 3 695 38 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
28 4 1428 29 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
29 3 1174 20 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
30 3 973 25 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
31 3 783 24 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
32 3 534 30 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
33 3 704 29 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
34 3 634 29 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
35 3 536 34 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
36 3 619 38 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
37 3 663 31 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
38 3 1175 38 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
39 4 1386 39 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
40 4 784 32 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
41 3 1116 30 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
42 3 1364 30 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
43 4 575 35 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
44 3 1080 30 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
45 4 634 37 roc_auc binary 0.639 6 0.146 Preprocessor1_Mode…
46 3 728 31 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
47 3 706 30 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
48 4 954 34 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
49 3 1217 22 roc_auc binary 0.639 6 0.125 Preprocessor1_Mode…
50 2 641 32 roc_auc binary 0.630 6 0.142 Preprocessor1_Mode…
51 4 1076 24 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
52 2 974 37 roc_auc binary 0.630 6 0.142 Preprocessor1_Mode…
53 4 442 28 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
54 3 1482 28 roc_auc binary 0.630 6 0.142 Preprocessor1_Mode…
55 3 832 18 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
56 4 1046 21 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
57 2 1233 31 roc_auc binary 0.630 6 0.130 Preprocessor1_Mode…
58 4 462 25 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
59 3 1136 26 roc_auc binary 0.630 6 0.121 Preprocessor1_Mode…
60 4 520 27 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
61 4 544 31 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
62 4 582 26 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
63 4 1366 19 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
64 3 655 19 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
65 2 640 38 roc_auc binary 0.630 6 0.142 Preprocessor1_Mode…
66 2 777 34 roc_auc binary 0.630 6 0.130 Preprocessor1_Mode…
67 2 562 37 roc_auc binary 0.630 6 0.130 Preprocessor1_Mode…
68 3 1332 36 roc_auc binary 0.630 6 0.142 Preprocessor1_Mode…
69 3 418 32 roc_auc binary 0.630 6 0.142 Preprocessor1_Mode…
70 4 504 31 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
71 4 1118 29 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
72 2 584 27 roc_auc binary 0.630 6 0.110 Preprocessor1_Mode…
73 4 931 23 roc_auc binary 0.630 6 0.133 Preprocessor1_Mode…
74 3 1359 38 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
75 3 1154 34 roc_auc binary 0.620 6 0.149 Preprocessor1_Mode…
76 4 944 23 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
77 4 1055 34 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
78 4 1136 35 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
79 3 566 32 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
80 3 442 37 roc_auc binary 0.620 6 0.149 Preprocessor1_Mode…
81 4 404 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
82 3 408 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
83 4 1090 34 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
84 4 1340 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
85 3 824 31 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
86 4 1497 22 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
87 3 969 21 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
88 4 1403 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
89 4 467 27 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
90 3 796 37 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
91 4 1115 24 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
92 3 1009 33 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
93 4 1268 30 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
94 4 1378 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
95 3 440 21 roc_auc binary 0.620 6 0.149 Preprocessor1_Mode…
96 4 1222 35 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
97 4 803 33 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
98 4 945 29 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
99 3 804 36 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
100 3 703 33 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
101 3 787 39 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
102 4 836 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
103 4 1206 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
104 4 570 31 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
105 3 1289 18 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
106 3 652 28 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
107 3 719 26 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
108 4 437 29 roc_auc binary 0.620 6 0.119 Preprocessor1_Mode…
109 4 571 26 roc_auc binary 0.620 6 0.119 Preprocessor1_Mode…
110 3 660 26 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
111 4 1422 28 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
112 4 798 36 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
113 3 1385 20 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
114 3 1125 25 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
115 3 756 18 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
116 3 508 28 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
117 2 1429 35 roc_auc binary 0.620 6 0.149 Preprocessor1_Mode…
118 2 954 40 roc_auc binary 0.620 6 0.149 Preprocessor1_Mode…
119 3 1185 39 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
120 3 1108 21 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
121 2 566 34 roc_auc binary 0.620 6 0.149 Preprocessor1_Mode…
122 4 595 35 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
123 4 833 38 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
124 3 643 18 roc_auc binary 0.620 6 0.149 Preprocessor1_Mode…
125 4 1243 27 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
126 4 769 34 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
127 3 1372 36 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
128 3 703 24 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
129 3 884 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
130 4 555 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
131 4 680 29 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
132 3 1067 39 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
133 3 632 37 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
134 4 1494 39 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
135 3 878 35 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
136 3 1438 31 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
137 3 970 18 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
138 4 465 33 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
139 4 495 24 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
140 4 743 29 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
141 3 1257 22 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
142 3 543 37 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
143 3 1248 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
144 3 1408 24 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
145 4 487 23 roc_auc binary 0.620 6 0.119 Preprocessor1_Mode…
146 4 983 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
147 4 582 28 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
148 2 483 29 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
149 3 1326 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
150 4 1002 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
151 4 882 29 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
152 3 489 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
153 4 753 34 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
154 3 852 17 roc_auc binary 0.620 6 0.122 Preprocessor1_Mode…
155 4 1152 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
156 4 712 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
157 4 981 24 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
158 3 1065 24 roc_auc binary 0.620 6 0.129 Preprocessor1_Mode…
159 3 1109 24 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
160 3 648 39 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
161 3 868 38 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
162 3 496 34 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
163 3 904 35 roc_auc binary 0.620 6 0.149 Preprocessor1_Mode…
164 3 1330 39 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
165 3 989 25 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
166 3 1140 23 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
167 3 879 30 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
168 3 1380 37 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
169 3 456 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
170 4 1181 36 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
171 4 1488 33 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
172 4 468 36 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
173 3 1347 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
174 3 1471 24 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
175 4 1347 34 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
176 3 982 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
177 3 462 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
178 3 832 28 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
179 4 1013 36 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
180 4 441 30 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
181 3 1111 28 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
182 4 1186 31 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
183 4 966 37 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
184 3 1336 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
185 3 1052 27 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
186 3 817 34 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
187 3 733 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
188 3 1463 28 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
189 3 584 30 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
190 4 1166 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
191 3 1462 38 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
192 3 1045 37 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
193 4 498 40 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
194 4 970 38 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
195 3 1446 32 roc_auc binary 0.620 6 0.141 Preprocessor1_Mode…
196 3 806 35 roc_auc binary 0.611 6 0.137 Preprocessor1_Mode…
197 3 1351 28 roc_auc binary 0.611 6 0.137 Preprocessor1_Mode…
198 4 599 22 roc_auc binary 0.611 6 0.127 Preprocessor1_Mode…
199 3 1122 39 roc_auc binary 0.611 6 0.137 Preprocessor1_Mode…
200 4 516 16 roc_auc binary 0.611 6 0.127 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 2 517 24 mcc binary NaN 0 NA Preprocessor1_Mode…
2 3 1184 7 mcc binary NaN 0 NA Preprocessor1_Mode…
3 3 1359 38 mcc binary NaN 0 NA Preprocessor1_Mode…
4 2 848 8 mcc binary NaN 0 NA Preprocessor1_Mode…
5 3 1177 7 mcc binary NaN 0 NA Preprocessor1_Mode…
6 4 886 9 mcc binary NaN 0 NA Preprocessor1_Mode…
7 2 1273 22 mcc binary NaN 0 NA Preprocessor1_Mode…
8 2 710 2 mcc binary NaN 0 NA Preprocessor1_Mode…
9 2 1424 31 mcc binary NaN 0 NA Preprocessor1_Mode…
10 2 479 29 mcc binary NaN 0 NA Preprocessor1_Mode…
11 3 548 15 mcc binary NaN 0 NA Preprocessor1_Mode…
12 4 1317 5 mcc binary NaN 0 NA Preprocessor1_Mode…
13 2 641 32 mcc binary NaN 0 NA Preprocessor1_Mode…
14 4 755 7 mcc binary NaN 0 NA Preprocessor1_Mode…
15 3 1235 31 mcc binary NaN 0 NA Preprocessor1_Mode…
16 2 1368 36 mcc binary NaN 0 NA Preprocessor1_Mode…
17 2 1376 29 mcc binary NaN 0 NA Preprocessor1_Mode…
18 4 556 16 mcc binary NaN 0 NA Preprocessor1_Mode…
19 2 614 21 mcc binary NaN 0 NA Preprocessor1_Mode…
20 4 956 24 mcc binary NaN 0 NA Preprocessor1_Mode…
21 3 1154 34 mcc binary NaN 0 NA Preprocessor1_Mode…
22 2 1234 16 mcc binary NaN 0 NA Preprocessor1_Mode…
23 4 602 40 mcc binary NaN 0 NA Preprocessor1_Mode…
24 4 1481 12 mcc binary NaN 0 NA Preprocessor1_Mode…
25 4 758 8 mcc binary NaN 0 NA Preprocessor1_Mode…
26 4 1462 25 mcc binary NaN 0 NA Preprocessor1_Mode…
27 4 552 24 mcc binary NaN 0 NA Preprocessor1_Mode…
28 3 806 35 mcc binary NaN 0 NA Preprocessor1_Mode…
29 4 944 23 mcc binary NaN 0 NA Preprocessor1_Mode…
30 4 1055 34 mcc binary NaN 0 NA Preprocessor1_Mode…
31 3 1351 28 mcc binary NaN 0 NA Preprocessor1_Mode…
32 3 533 29 mcc binary NaN 0 NA Preprocessor1_Mode…
33 4 643 25 mcc binary NaN 0 NA Preprocessor1_Mode…
34 2 960 32 mcc binary NaN 0 NA Preprocessor1_Mode…
35 3 407 22 mcc binary NaN 0 NA Preprocessor1_Mode…
36 3 1358 36 mcc binary NaN 0 NA Preprocessor1_Mode…
37 3 1011 11 mcc binary NaN 0 NA Preprocessor1_Mode…
38 4 1136 35 mcc binary NaN 0 NA Preprocessor1_Mode…
39 3 566 32 mcc binary NaN 0 NA Preprocessor1_Mode…
40 2 707 20 mcc binary NaN 0 NA Preprocessor1_Mode…
41 3 860 5 mcc binary NaN 0 NA Preprocessor1_Mode…
42 4 703 8 mcc binary NaN 0 NA Preprocessor1_Mode…
43 2 1089 6 mcc binary NaN 0 NA Preprocessor1_Mode…
44 3 442 37 mcc binary NaN 0 NA Preprocessor1_Mode…
45 2 883 2 mcc binary NaN 0 NA Preprocessor1_Mode…
46 3 606 38 mcc binary NaN 0 NA Preprocessor1_Mode…
47 2 445 13 mcc binary NaN 0 NA Preprocessor1_Mode…
48 2 948 37 mcc binary NaN 0 NA Preprocessor1_Mode…
49 4 599 22 mcc binary NaN 0 NA Preprocessor1_Mode…
50 3 534 26 mcc binary NaN 0 NA Preprocessor1_Mode…
51 4 404 32 mcc binary NaN 0 NA Preprocessor1_Mode…
52 2 1132 17 mcc binary NaN 0 NA Preprocessor1_Mode…
53 4 1394 20 mcc binary NaN 0 NA Preprocessor1_Mode…
54 3 408 40 mcc binary NaN 0 NA Preprocessor1_Mode…
55 3 850 10 mcc binary NaN 0 NA Preprocessor1_Mode…
56 4 1076 24 mcc binary NaN 0 NA Preprocessor1_Mode…
57 3 965 12 mcc binary NaN 0 NA Preprocessor1_Mode…
58 3 1053 3 mcc binary NaN 0 NA Preprocessor1_Mode…
59 4 667 34 mcc binary NaN 0 NA Preprocessor1_Mode…
60 4 1114 3 mcc binary NaN 0 NA Preprocessor1_Mode…
61 4 1348 17 mcc binary NaN 0 NA Preprocessor1_Mode…
62 2 818 38 mcc binary NaN 0 NA Preprocessor1_Mode…
63 2 463 34 mcc binary NaN 0 NA Preprocessor1_Mode…
64 4 822 29 mcc binary NaN 0 NA Preprocessor1_Mode…
65 2 631 21 mcc binary NaN 0 NA Preprocessor1_Mode…
66 2 1497 7 mcc binary NaN 0 NA Preprocessor1_Mode…
67 2 1449 20 mcc binary NaN 0 NA Preprocessor1_Mode…
68 2 923 32 mcc binary NaN 0 NA Preprocessor1_Mode…
69 4 1090 34 mcc binary NaN 0 NA Preprocessor1_Mode…
70 2 974 37 mcc binary NaN 0 NA Preprocessor1_Mode…
71 4 1340 32 mcc binary NaN 0 NA Preprocessor1_Mode…
72 4 1276 7 mcc binary NaN 0 NA Preprocessor1_Mode…
73 2 1395 2 mcc binary NaN 0 NA Preprocessor1_Mode…
74 4 983 37 mcc binary NaN 0 NA Preprocessor1_Mode…
75 3 927 10 mcc binary NaN 0 NA Preprocessor1_Mode…
76 2 590 16 mcc binary NaN 0 NA Preprocessor1_Mode…
77 3 1213 3 mcc binary NaN 0 NA Preprocessor1_Mode…
78 4 600 33 mcc binary NaN 0 NA Preprocessor1_Mode…
79 2 628 14 mcc binary NaN 0 NA Preprocessor1_Mode…
80 3 501 25 mcc binary NaN 0 NA Preprocessor1_Mode…
81 2 417 34 mcc binary NaN 0 NA Preprocessor1_Mode…
82 3 842 12 mcc binary NaN 0 NA Preprocessor1_Mode…
83 4 652 35 mcc binary NaN 0 NA Preprocessor1_Mode…
84 3 936 37 mcc binary NaN 0 NA Preprocessor1_Mode…
85 2 852 26 mcc binary NaN 0 NA Preprocessor1_Mode…
86 2 511 36 mcc binary NaN 0 NA Preprocessor1_Mode…
87 2 943 24 mcc binary NaN 0 NA Preprocessor1_Mode…
88 3 1122 39 mcc binary NaN 0 NA Preprocessor1_Mode…
89 3 824 31 mcc binary NaN 0 NA Preprocessor1_Mode…
90 3 807 37 mcc binary NaN 0 NA Preprocessor1_Mode…
91 2 717 11 mcc binary NaN 0 NA Preprocessor1_Mode…
92 4 624 5 mcc binary NaN 0 NA Preprocessor1_Mode…
93 3 771 29 mcc binary NaN 0 NA Preprocessor1_Mode…
94 3 801 18 mcc binary NaN 0 NA Preprocessor1_Mode…
95 2 555 16 mcc binary NaN 0 NA Preprocessor1_Mode…
96 3 485 12 mcc binary NaN 0 NA Preprocessor1_Mode…
97 4 1108 9 mcc binary NaN 0 NA Preprocessor1_Mode…
98 3 832 23 mcc binary NaN 0 NA Preprocessor1_Mode…
99 2 1106 6 mcc binary NaN 0 NA Preprocessor1_Mode…
100 4 661 30 mcc binary NaN 0 NA Preprocessor1_Mode…
101 2 1155 11 mcc binary NaN 0 NA Preprocessor1_Mode…
102 2 410 9 mcc binary NaN 0 NA Preprocessor1_Mode…
103 3 1212 4 mcc binary NaN 0 NA Preprocessor1_Mode…
104 4 1497 22 mcc binary NaN 0 NA Preprocessor1_Mode…
105 3 454 22 mcc binary NaN 0 NA Preprocessor1_Mode…
106 2 719 22 mcc binary NaN 0 NA Preprocessor1_Mode…
107 4 1223 31 mcc binary NaN 0 NA Preprocessor1_Mode…
108 3 1475 4 mcc binary NaN 0 NA Preprocessor1_Mode…
109 4 874 9 mcc binary NaN 0 NA Preprocessor1_Mode…
110 2 977 36 mcc binary NaN 0 NA Preprocessor1_Mode…
111 4 942 21 mcc binary NaN 0 NA Preprocessor1_Mode…
112 2 632 38 mcc binary NaN 0 NA Preprocessor1_Mode…
113 4 1218 16 mcc binary NaN 0 NA Preprocessor1_Mode…
114 3 953 19 mcc binary NaN 0 NA Preprocessor1_Mode…
115 4 663 22 mcc binary NaN 0 NA Preprocessor1_Mode…
116 4 856 28 mcc binary NaN 0 NA Preprocessor1_Mode…
117 3 891 3 mcc binary NaN 0 NA Preprocessor1_Mode…
118 3 672 22 mcc binary NaN 0 NA Preprocessor1_Mode…
119 3 1094 19 mcc binary NaN 0 NA Preprocessor1_Mode…
120 3 942 11 mcc binary NaN 0 NA Preprocessor1_Mode…
121 3 969 21 mcc binary NaN 0 NA Preprocessor1_Mode…
122 4 1239 9 mcc binary NaN 0 NA Preprocessor1_Mode…
123 4 413 25 mcc binary NaN 0 NA Preprocessor1_Mode…
124 4 454 31 mcc binary NaN 0 NA Preprocessor1_Mode…
125 2 1103 15 mcc binary NaN 0 NA Preprocessor1_Mode…
126 4 486 23 mcc binary NaN 0 NA Preprocessor1_Mode…
127 3 487 24 mcc binary NaN 0 NA Preprocessor1_Mode…
128 2 1462 10 mcc binary NaN 0 NA Preprocessor1_Mode…
129 3 1305 10 mcc binary NaN 0 NA Preprocessor1_Mode…
130 4 1403 32 mcc binary NaN 0 NA Preprocessor1_Mode…
131 4 442 28 mcc binary NaN 0 NA Preprocessor1_Mode…
132 4 715 28 mcc binary NaN 0 NA Preprocessor1_Mode…
133 2 582 15 mcc binary NaN 0 NA Preprocessor1_Mode…
134 3 944 18 mcc binary NaN 0 NA Preprocessor1_Mode…
135 4 510 12 mcc binary NaN 0 NA Preprocessor1_Mode…
136 4 1220 21 mcc binary NaN 0 NA Preprocessor1_Mode…
137 4 516 16 mcc binary NaN 0 NA Preprocessor1_Mode…
138 2 687 34 mcc binary NaN 0 NA Preprocessor1_Mode…
139 4 490 3 mcc binary NaN 0 NA Preprocessor1_Mode…
140 2 1441 7 mcc binary NaN 0 NA Preprocessor1_Mode…
141 3 1271 27 mcc binary NaN 0 NA Preprocessor1_Mode…
142 4 1000 11 mcc binary NaN 0 NA Preprocessor1_Mode…
143 4 467 27 mcc binary NaN 0 NA Preprocessor1_Mode…
144 3 1420 14 mcc binary NaN 0 NA Preprocessor1_Mode…
145 3 835 17 mcc binary NaN 0 NA Preprocessor1_Mode…
146 4 949 9 mcc binary NaN 0 NA Preprocessor1_Mode…
147 3 1034 29 mcc binary NaN 0 NA Preprocessor1_Mode…
148 2 882 8 mcc binary NaN 0 NA Preprocessor1_Mode…
149 4 1277 5 mcc binary NaN 0 NA Preprocessor1_Mode…
150 2 910 8 mcc binary NaN 0 NA Preprocessor1_Mode…
151 2 635 19 mcc binary NaN 0 NA Preprocessor1_Mode…
152 4 902 30 mcc binary NaN 0 NA Preprocessor1_Mode…
153 3 595 9 mcc binary NaN 0 NA Preprocessor1_Mode…
154 4 1237 27 mcc binary NaN 0 NA Preprocessor1_Mode…
155 4 515 4 mcc binary NaN 0 NA Preprocessor1_Mode…
156 4 1215 39 mcc binary NaN 0 NA Preprocessor1_Mode…
157 2 636 23 mcc binary NaN 0 NA Preprocessor1_Mode…
158 3 948 23 mcc binary NaN 0 NA Preprocessor1_Mode…
159 3 796 37 mcc binary NaN 0 NA Preprocessor1_Mode…
160 4 1115 24 mcc binary NaN 0 NA Preprocessor1_Mode…
161 2 662 9 mcc binary NaN 0 NA Preprocessor1_Mode…
162 4 978 34 mcc binary NaN 0 NA Preprocessor1_Mode…
163 4 405 6 mcc binary NaN 0 NA Preprocessor1_Mode…
164 4 1004 30 mcc binary NaN 0 NA Preprocessor1_Mode…
165 2 1282 10 mcc binary NaN 0 NA Preprocessor1_Mode…
166 3 989 19 mcc binary NaN 0 NA Preprocessor1_Mode…
167 3 1009 33 mcc binary NaN 0 NA Preprocessor1_Mode…
168 2 1349 25 mcc binary NaN 0 NA Preprocessor1_Mode…
169 2 541 33 mcc binary NaN 0 NA Preprocessor1_Mode…
170 3 446 35 mcc binary NaN 0 NA Preprocessor1_Mode…
171 3 585 6 mcc binary NaN 0 NA Preprocessor1_Mode…
172 4 1268 30 mcc binary NaN 0 NA Preprocessor1_Mode…
173 2 582 3 mcc binary NaN 0 NA Preprocessor1_Mode…
174 4 1378 32 mcc binary NaN 0 NA Preprocessor1_Mode…
175 3 440 21 mcc binary NaN 0 NA Preprocessor1_Mode…
176 2 620 16 mcc binary NaN 0 NA Preprocessor1_Mode…
177 3 780 31 mcc binary NaN 0 NA Preprocessor1_Mode…
178 4 1222 35 mcc binary NaN 0 NA Preprocessor1_Mode…
179 2 665 2 mcc binary NaN 0 NA Preprocessor1_Mode…
180 2 1054 14 mcc binary NaN 0 NA Preprocessor1_Mode…
181 4 1011 22 mcc binary NaN 0 NA Preprocessor1_Mode…
182 4 1348 9 mcc binary NaN 0 NA Preprocessor1_Mode…
183 3 426 10 mcc binary NaN 0 NA Preprocessor1_Mode…
184 3 1167 2 mcc binary NaN 0 NA Preprocessor1_Mode…
185 3 505 38 mcc binary NaN 0 NA Preprocessor1_Mode…
186 4 1315 6 mcc binary NaN 0 NA Preprocessor1_Mode…
187 4 1177 37 mcc binary NaN 0 NA Preprocessor1_Mode…
188 4 803 33 mcc binary NaN 0 NA Preprocessor1_Mode…
189 2 546 29 mcc binary NaN 0 NA Preprocessor1_Mode…
190 3 888 18 mcc binary NaN 0 NA Preprocessor1_Mode…
191 2 415 38 mcc binary NaN 0 NA Preprocessor1_Mode…
192 2 806 31 mcc binary NaN 0 NA Preprocessor1_Mode…
193 2 952 6 mcc binary NaN 0 NA Preprocessor1_Mode…
194 2 1096 13 mcc binary NaN 0 NA Preprocessor1_Mode…
195 3 1101 15 mcc binary NaN 0 NA Preprocessor1_Mode…
196 4 788 11 mcc binary NaN 0 NA Preprocessor1_Mode…
197 4 609 7 mcc binary NaN 0 NA Preprocessor1_Mode…
198 2 600 5 mcc binary NaN 0 NA Preprocessor1_Mode…
199 3 1477 5 mcc binary NaN 0 NA Preprocessor1_Mode…
200 2 1223 3 mcc binary NaN 0 NA Preprocessor1_Mode…IU5 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 1 1
2 precision binary 0.899 0.882
3 spec binary 0 0
4 accuracy binary 0.899 0.882
5 f_meas binary 0.947 0.938
6 mcc binary NA NA
7 kap binary 0 0
8 roc_auc binary 0.982 0.656
9 mn_log_loss binary 0.190 0.363Confusion matrix
Column 2
ROC curve
Gain curve
IU5 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU5 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
IU6 - 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 3 945 14 roc_auc binary 0.610 10 0.0606 Preprocessor1_Mode…
2 2 599 7 roc_auc binary 0.610 10 0.0602 Preprocessor1_Mode…
3 4 1465 31 roc_auc binary 0.610 10 0.0654 Preprocessor1_Mode…
4 4 867 34 roc_auc binary 0.605 10 0.0615 Preprocessor1_Mode…
5 4 473 16 roc_auc binary 0.605 10 0.0598 Preprocessor1_Mode…
6 4 421 16 roc_auc binary 0.605 10 0.0577 Preprocessor1_Mode…
7 2 597 4 roc_auc binary 0.605 10 0.0541 Preprocessor1_Mode…
8 4 1214 32 roc_auc binary 0.6 10 0.0607 Preprocessor1_Mode…
9 4 865 32 roc_auc binary 0.6 10 0.0644 Preprocessor1_Mode…
10 3 1124 25 roc_auc binary 0.6 10 0.0591 Preprocessor1_Mode…
11 3 764 22 roc_auc binary 0.6 10 0.0607 Preprocessor1_Mode…
12 4 1168 39 roc_auc binary 0.6 10 0.0647 Preprocessor1_Mode…
13 4 775 26 roc_auc binary 0.6 10 0.0564 Preprocessor1_Mode…
14 4 1333 20 roc_auc binary 0.6 10 0.0569 Preprocessor1_Mode…
15 3 787 16 roc_auc binary 0.6 10 0.0591 Preprocessor1_Mode…
16 4 869 38 roc_auc binary 0.6 10 0.0640 Preprocessor1_Mode…
17 4 734 20 roc_auc binary 0.6 10 0.0569 Preprocessor1_Mode…
18 2 685 9 roc_auc binary 0.595 10 0.0537 Preprocessor1_Mode…
19 3 888 27 roc_auc binary 0.595 10 0.0628 Preprocessor1_Mode…
20 3 651 4 roc_auc binary 0.595 10 0.0560 Preprocessor1_Mode…
21 4 1432 36 roc_auc binary 0.595 10 0.0569 Preprocessor1_Mode…
22 4 1243 35 roc_auc binary 0.595 10 0.0616 Preprocessor1_Mode…
23 4 853 23 roc_auc binary 0.595 10 0.0573 Preprocessor1_Mode…
24 4 474 39 roc_auc binary 0.595 10 0.0620 Preprocessor1_Mode…
25 4 1495 35 roc_auc binary 0.595 10 0.0599 Preprocessor1_Mode…
26 3 565 33 roc_auc binary 0.595 10 0.0599 Preprocessor1_Mode…
27 2 706 10 roc_auc binary 0.595 10 0.0503 Preprocessor1_Mode…
28 4 1246 26 roc_auc binary 0.595 10 0.0612 Preprocessor1_Mode…
29 3 1088 20 roc_auc binary 0.595 10 0.0528 Preprocessor1_Mode…
30 3 421 17 roc_auc binary 0.595 10 0.0472 Preprocessor1_Mode…
31 2 845 15 roc_auc binary 0.595 10 0.0560 Preprocessor1_Mode…
32 3 592 19 roc_auc binary 0.595 10 0.0595 Preprocessor1_Mode…
33 3 1123 15 roc_auc binary 0.595 10 0.0528 Preprocessor1_Mode…
34 4 851 31 roc_auc binary 0.595 10 0.0616 Preprocessor1_Mode…
35 3 526 4 roc_auc binary 0.595 10 0.0488 Preprocessor1_Mode…
36 3 696 30 roc_auc binary 0.595 10 0.0632 Preprocessor1_Mode…
37 2 774 5 roc_auc binary 0.595 10 0.0542 Preprocessor1_Mode…
38 4 1055 35 roc_auc binary 0.595 10 0.0599 Preprocessor1_Mode…
39 3 963 17 roc_auc binary 0.595 10 0.0578 Preprocessor1_Mode…
40 4 1474 32 roc_auc binary 0.595 10 0.0603 Preprocessor1_Mode…
41 2 1410 7 roc_auc binary 0.590 10 0.0542 Preprocessor1_Mode…
42 4 512 24 roc_auc binary 0.590 10 0.0599 Preprocessor1_Mode…
43 3 601 36 roc_auc binary 0.590 10 0.0640 Preprocessor1_Mode…
44 4 1182 13 roc_auc binary 0.590 10 0.0591 Preprocessor1_Mode…
45 4 983 23 roc_auc binary 0.590 10 0.0603 Preprocessor1_Mode…
46 4 413 3 roc_auc binary 0.590 10 0.0560 Preprocessor1_Mode…
47 3 1078 35 roc_auc binary 0.590 10 0.0620 Preprocessor1_Mode…
48 4 1490 40 roc_auc binary 0.590 10 0.0616 Preprocessor1_Mode…
49 4 786 38 roc_auc binary 0.590 10 0.0564 Preprocessor1_Mode…
50 4 1366 38 roc_auc binary 0.590 10 0.0603 Preprocessor1_Mode…
51 4 1140 33 roc_auc binary 0.590 10 0.0599 Preprocessor1_Mode…
52 2 1448 5 roc_auc binary 0.590 10 0.0560 Preprocessor1_Mode…
53 3 1387 26 roc_auc binary 0.590 10 0.0591 Preprocessor1_Mode…
54 4 985 39 roc_auc binary 0.590 10 0.0607 Preprocessor1_Mode…
55 4 1274 37 roc_auc binary 0.590 10 0.0591 Preprocessor1_Mode…
56 4 495 35 roc_auc binary 0.590 10 0.0644 Preprocessor1_Mode…
57 4 1483 28 roc_auc binary 0.590 10 0.0616 Preprocessor1_Mode…
58 3 911 26 roc_auc binary 0.590 10 0.0582 Preprocessor1_Mode…
59 3 780 19 roc_auc binary 0.590 10 0.0560 Preprocessor1_Mode…
60 2 978 15 roc_auc binary 0.590 10 0.0527 Preprocessor1_Mode…
61 4 965 36 roc_auc binary 0.590 10 0.0607 Preprocessor1_Mode…
62 4 942 37 roc_auc binary 0.590 10 0.0644 Preprocessor1_Mode…
63 2 612 26 roc_auc binary 0.590 10 0.0564 Preprocessor1_Mode…
64 2 625 9 roc_auc binary 0.590 10 0.0560 Preprocessor1_Mode…
65 2 1031 9 roc_auc binary 0.590 10 0.0537 Preprocessor1_Mode…
66 4 882 40 roc_auc binary 0.590 10 0.0640 Preprocessor1_Mode…
67 4 636 22 roc_auc binary 0.590 10 0.0607 Preprocessor1_Mode…
68 2 972 11 roc_auc binary 0.590 10 0.0599 Preprocessor1_Mode…
69 4 532 26 roc_auc binary 0.590 10 0.0651 Preprocessor1_Mode…
70 4 1144 29 roc_auc binary 0.590 10 0.0595 Preprocessor1_Mode…
71 4 983 32 roc_auc binary 0.590 10 0.0599 Preprocessor1_Mode…
72 3 1298 18 roc_auc binary 0.586 10 0.0541 Preprocessor1_Mode…
73 4 1017 30 roc_auc binary 0.586 10 0.0590 Preprocessor1_Mode…
74 4 1392 34 roc_auc binary 0.586 10 0.0631 Preprocessor1_Mode…
75 4 1478 40 roc_auc binary 0.586 10 0.0581 Preprocessor1_Mode…
76 3 691 35 roc_auc binary 0.586 10 0.0555 Preprocessor1_Mode…
77 3 640 9 roc_auc binary 0.586 10 0.0581 Preprocessor1_Mode…
78 3 727 15 roc_auc binary 0.586 10 0.0559 Preprocessor1_Mode…
79 4 682 5 roc_auc binary 0.586 10 0.0590 Preprocessor1_Mode…
80 3 622 35 roc_auc binary 0.586 10 0.0615 Preprocessor1_Mode…
81 3 1119 21 roc_auc binary 0.586 10 0.0564 Preprocessor1_Mode…
82 4 1401 37 roc_auc binary 0.586 10 0.0564 Preprocessor1_Mode…
83 4 1159 6 roc_auc binary 0.586 10 0.0502 Preprocessor1_Mode…
84 3 650 29 roc_auc binary 0.586 10 0.0619 Preprocessor1_Mode…
85 3 649 24 roc_auc binary 0.586 10 0.0603 Preprocessor1_Mode…
86 3 1062 28 roc_auc binary 0.586 10 0.0522 Preprocessor1_Mode…
87 4 1118 28 roc_auc binary 0.586 10 0.0611 Preprocessor1_Mode…
88 2 899 17 roc_auc binary 0.586 10 0.0522 Preprocessor1_Mode…
89 3 461 12 roc_auc binary 0.586 10 0.0577 Preprocessor1_Mode…
90 4 779 38 roc_auc binary 0.586 10 0.0559 Preprocessor1_Mode…
91 3 609 16 roc_auc binary 0.586 10 0.0536 Preprocessor1_Mode…
92 4 532 28 roc_auc binary 0.586 10 0.0639 Preprocessor1_Mode…
93 4 489 28 roc_auc binary 0.586 10 0.0615 Preprocessor1_Mode…
94 2 617 24 roc_auc binary 0.586 10 0.0586 Preprocessor1_Mode…
95 2 712 13 roc_auc binary 0.586 10 0.0522 Preprocessor1_Mode…
96 2 810 11 roc_auc binary 0.586 10 0.0564 Preprocessor1_Mode…
97 4 979 29 roc_auc binary 0.586 10 0.0594 Preprocessor1_Mode…
98 2 1012 18 roc_auc binary 0.586 10 0.0564 Preprocessor1_Mode…
99 4 1057 18 roc_auc binary 0.586 10 0.0581 Preprocessor1_Mode…
100 3 1253 17 roc_auc binary 0.586 10 0.0590 Preprocessor1_Mode…
101 3 1271 21 roc_auc binary 0.586 10 0.0568 Preprocessor1_Mode…
102 2 1354 9 roc_auc binary 0.586 10 0.0531 Preprocessor1_Mode…
103 4 1428 14 roc_auc binary 0.586 10 0.0527 Preprocessor1_Mode…
104 3 1005 13 roc_auc binary 0.586 10 0.0577 Preprocessor1_Mode…
105 4 1010 20 roc_auc binary 0.586 10 0.0497 Preprocessor1_Mode…
106 3 433 22 roc_auc binary 0.586 10 0.0568 Preprocessor1_Mode…
107 4 914 29 roc_auc binary 0.586 10 0.0635 Preprocessor1_Mode…
108 4 1467 40 roc_auc binary 0.586 10 0.0627 Preprocessor1_Mode…
109 4 1159 31 roc_auc binary 0.586 10 0.0559 Preprocessor1_Mode…
110 4 980 20 roc_auc binary 0.586 10 0.0598 Preprocessor1_Mode…
111 3 1378 16 roc_auc binary 0.586 10 0.0517 Preprocessor1_Mode…
112 4 488 39 roc_auc binary 0.586 10 0.0619 Preprocessor1_Mode…
113 3 1031 29 roc_auc binary 0.586 10 0.0619 Preprocessor1_Mode…
114 4 449 27 roc_auc binary 0.586 10 0.0619 Preprocessor1_Mode…
115 3 1076 28 roc_auc binary 0.586 10 0.0564 Preprocessor1_Mode…
116 3 1002 32 roc_auc binary 0.586 10 0.0607 Preprocessor1_Mode…
117 3 1014 24 roc_auc binary 0.586 10 0.0586 Preprocessor1_Mode…
118 4 685 16 roc_auc binary 0.586 10 0.0545 Preprocessor1_Mode…
119 3 1101 17 roc_auc binary 0.586 10 0.0598 Preprocessor1_Mode…
120 4 1116 38 roc_auc binary 0.586 10 0.0655 Preprocessor1_Mode…
121 4 1481 33 roc_auc binary 0.586 10 0.0635 Preprocessor1_Mode…
122 2 447 2 roc_auc binary 0.586 10 0.0619 Preprocessor1_Mode…
123 3 448 2 roc_auc binary 0.586 10 0.0590 Preprocessor1_Mode…
124 3 1385 32 roc_auc binary 0.586 10 0.0603 Preprocessor1_Mode…
125 4 744 35 roc_auc binary 0.586 10 0.0607 Preprocessor1_Mode…
126 2 1452 6 roc_auc binary 0.586 10 0.0512 Preprocessor1_Mode…
127 2 642 13 roc_auc binary 0.586 10 0.0502 Preprocessor1_Mode…
128 4 687 27 roc_auc binary 0.586 10 0.0577 Preprocessor1_Mode…
129 4 836 15 roc_auc binary 0.586 10 0.0497 Preprocessor1_Mode…
130 2 702 19 roc_auc binary 0.586 10 0.0527 Preprocessor1_Mode…
131 3 1316 33 roc_auc binary 0.586 10 0.0577 Preprocessor1_Mode…
132 3 880 32 roc_auc binary 0.586 10 0.0631 Preprocessor1_Mode…
133 4 923 22 roc_auc binary 0.586 10 0.0541 Preprocessor1_Mode…
134 3 929 39 roc_auc binary 0.581 10 0.0585 Preprocessor1_Mode…
135 4 1366 15 roc_auc binary 0.581 10 0.0544 Preprocessor1_Mode…
136 3 1426 10 roc_auc binary 0.581 10 0.0549 Preprocessor1_Mode…
137 4 736 14 roc_auc binary 0.581 10 0.0496 Preprocessor1_Mode…
138 4 573 25 roc_auc binary 0.581 10 0.0618 Preprocessor1_Mode…
139 2 1115 5 roc_auc binary 0.581 10 0.0540 Preprocessor1_Mode…
140 3 1367 26 roc_auc binary 0.581 10 0.0618 Preprocessor1_Mode…
141 2 754 16 roc_auc binary 0.581 10 0.0540 Preprocessor1_Mode…
142 4 847 38 roc_auc binary 0.581 10 0.0589 Preprocessor1_Mode…
143 2 1030 13 roc_auc binary 0.581 10 0.0511 Preprocessor1_Mode…
144 4 648 11 roc_auc binary 0.581 10 0.0496 Preprocessor1_Mode…
145 2 1385 7 roc_auc binary 0.581 10 0.0554 Preprocessor1_Mode…
146 2 1440 11 roc_auc binary 0.581 10 0.0511 Preprocessor1_Mode…
147 2 1308 6 roc_auc binary 0.581 10 0.0549 Preprocessor1_Mode…
148 4 1339 11 roc_auc binary 0.581 10 0.0525 Preprocessor1_Mode…
149 3 1252 6 roc_auc binary 0.581 10 0.0558 Preprocessor1_Mode…
150 2 1207 13 roc_auc binary 0.581 10 0.0549 Preprocessor1_Mode…
151 2 1135 8 roc_auc binary 0.581 10 0.0521 Preprocessor1_Mode…
152 4 1418 40 roc_auc binary 0.581 10 0.0634 Preprocessor1_Mode…
153 3 947 13 roc_auc binary 0.581 10 0.0549 Preprocessor1_Mode…
154 4 1284 24 roc_auc binary 0.581 10 0.0530 Preprocessor1_Mode…
155 4 1477 32 roc_auc binary 0.581 10 0.0606 Preprocessor1_Mode…
156 2 591 2 roc_auc binary 0.581 10 0.0614 Preprocessor1_Mode…
157 2 1485 11 roc_auc binary 0.581 10 0.0525 Preprocessor1_Mode…
158 3 898 12 roc_auc binary 0.581 10 0.0511 Preprocessor1_Mode…
159 2 1223 4 roc_auc binary 0.581 10 0.0554 Preprocessor1_Mode…
160 3 1043 10 roc_auc binary 0.581 10 0.0475 Preprocessor1_Mode…
161 4 943 8 roc_auc binary 0.581 10 0.0549 Preprocessor1_Mode…
162 2 1341 17 roc_auc binary 0.581 10 0.0516 Preprocessor1_Mode…
163 2 1437 3 roc_auc binary 0.581 10 0.0634 Preprocessor1_Mode…
164 3 560 13 roc_auc binary 0.581 10 0.0516 Preprocessor1_Mode…
165 3 820 12 roc_auc binary 0.581 10 0.0530 Preprocessor1_Mode…
166 3 1499 10 roc_auc binary 0.581 10 0.0554 Preprocessor1_Mode…
167 3 457 22 roc_auc binary 0.581 10 0.0614 Preprocessor1_Mode…
168 3 1440 16 roc_auc binary 0.581 10 0.0525 Preprocessor1_Mode…
169 3 1311 14 roc_auc binary 0.581 10 0.0530 Preprocessor1_Mode…
170 4 733 11 roc_auc binary 0.581 10 0.0516 Preprocessor1_Mode…
171 4 950 25 roc_auc binary 0.581 10 0.0618 Preprocessor1_Mode…
172 4 1472 30 roc_auc binary 0.581 10 0.0554 Preprocessor1_Mode…
173 2 895 7 roc_auc binary 0.581 10 0.0544 Preprocessor1_Mode…
174 2 1436 10 roc_auc binary 0.581 10 0.0563 Preprocessor1_Mode…
175 2 804 7 roc_auc binary 0.581 10 0.0567 Preprocessor1_Mode…
176 2 776 16 roc_auc binary 0.581 10 0.0540 Preprocessor1_Mode…
177 3 1434 36 roc_auc binary 0.581 10 0.0567 Preprocessor1_Mode…
178 3 1257 27 roc_auc binary 0.581 10 0.0571 Preprocessor1_Mode…
179 2 1188 17 roc_auc binary 0.581 10 0.0506 Preprocessor1_Mode…
180 3 773 7 roc_auc binary 0.581 10 0.0576 Preprocessor1_Mode…
181 3 1048 16 roc_auc binary 0.581 10 0.0580 Preprocessor1_Mode…
182 4 1459 20 roc_auc binary 0.581 10 0.0530 Preprocessor1_Mode…
183 3 1153 24 roc_auc binary 0.581 10 0.0585 Preprocessor1_Mode…
184 3 1016 27 roc_auc binary 0.581 10 0.0646 Preprocessor1_Mode…
185 3 1109 25 roc_auc binary 0.581 10 0.0530 Preprocessor1_Mode…
186 4 1094 21 roc_auc binary 0.581 10 0.0576 Preprocessor1_Mode…
187 3 1065 28 roc_auc binary 0.581 10 0.0614 Preprocessor1_Mode…
188 3 899 20 roc_auc binary 0.581 10 0.0544 Preprocessor1_Mode…
189 4 871 17 roc_auc binary 0.581 10 0.0563 Preprocessor1_Mode…
190 4 1144 14 roc_auc binary 0.581 10 0.0491 Preprocessor1_Mode…
191 4 1009 31 roc_auc binary 0.581 10 0.0576 Preprocessor1_Mode…
192 3 1281 37 roc_auc binary 0.581 10 0.0540 Preprocessor1_Mode…
193 2 988 11 roc_auc binary 0.581 10 0.0558 Preprocessor1_Mode…
194 3 777 7 roc_auc binary 0.581 10 0.0459 Preprocessor1_Mode…
195 3 1077 9 roc_auc binary 0.581 10 0.0580 Preprocessor1_Mode…
196 3 1441 30 roc_auc binary 0.581 10 0.0622 Preprocessor1_Mode…
197 4 993 25 roc_auc binary 0.581 10 0.0597 Preprocessor1_Mode…
198 3 771 31 roc_auc binary 0.581 10 0.0597 Preprocessor1_Mode…
199 2 715 7 roc_auc binary 0.581 10 0.0501 Preprocessor1_Mode…
200 4 761 10 roc_auc binary 0.581 10 0.0511 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 2 718 34 mcc binary 0.313 6 0.131 Preprocessor1_Mode…
2 2 1072 25 mcc binary 0.295 6 0.146 Preprocessor1_Mode…
3 3 670 36 mcc binary 0.295 6 0.146 Preprocessor1_Mode…
4 3 1201 35 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
5 3 1281 37 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
6 2 1222 24 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
7 2 643 22 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
8 3 979 32 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
9 3 771 31 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
10 3 987 33 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
11 3 633 36 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
12 3 565 33 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
13 3 544 39 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
14 2 614 22 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
15 2 706 28 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
16 3 1093 38 mcc binary 0.267 6 0.140 Preprocessor1_Mode…
17 2 1276 26 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
18 2 946 30 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
19 3 1255 37 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
20 3 897 39 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
21 2 1373 31 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
22 3 706 40 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
23 2 601 28 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
24 3 630 39 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
25 2 827 31 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
26 2 964 26 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
27 2 1061 29 mcc binary 0.252 5 0.171 Preprocessor1_Mode…
28 3 691 35 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
29 3 1062 28 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
30 4 1406 39 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
31 3 745 34 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
32 3 1294 32 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
33 3 524 33 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
34 3 455 31 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
35 3 611 24 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
36 3 1061 28 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
37 3 1076 28 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
38 3 472 36 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
39 3 1385 32 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
40 4 1055 35 mcc binary 0.244 6 0.139 Preprocessor1_Mode…
41 2 444 15 mcc binary 0.237 8 0.125 Preprocessor1_Mode…
42 2 1282 32 mcc binary 0.233 6 0.177 Preprocessor1_Mode…
43 2 967 30 mcc binary 0.233 6 0.177 Preprocessor1_Mode…
44 2 784 30 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
45 2 1237 17 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
46 3 929 39 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
47 3 404 33 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
48 2 947 19 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
49 4 932 37 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
50 3 622 35 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
51 2 1014 25 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
52 3 761 37 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
53 2 1073 22 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
54 2 1305 22 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
55 2 641 23 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
56 3 1005 32 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
57 2 905 27 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
58 3 1304 36 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
59 3 999 39 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
60 3 442 36 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
61 2 1365 23 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
62 4 1168 39 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
63 3 1174 37 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
64 3 692 39 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
65 3 1089 38 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
66 3 845 38 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
67 2 1392 22 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
68 3 550 32 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
69 2 1306 26 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
70 2 676 29 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
71 2 924 27 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
72 2 612 26 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
73 2 820 22 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
74 2 975 24 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
75 2 730 27 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
76 2 1276 24 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
77 3 1017 40 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
78 3 787 36 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
79 2 1091 26 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
80 3 809 33 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
81 2 423 20 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
82 2 402 28 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
83 3 1232 31 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
84 3 1203 34 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
85 3 1434 36 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
86 2 413 21 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
87 2 809 27 mcc binary 0.219 5 0.160 Preprocessor1_Mode…
88 3 940 28 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
89 3 1367 26 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
90 3 746 31 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
91 4 779 38 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
92 4 768 39 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
93 3 885 34 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
94 4 985 39 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
95 4 854 36 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
96 4 1118 38 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
97 4 1467 40 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
98 3 543 32 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
99 3 775 34 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
100 3 622 28 mcc binary 0.219 6 0.131 Preprocessor1_Mode…
101 2 1083 24 mcc binary 0.216 6 0.143 Preprocessor1_Mode…
102 2 904 24 mcc binary 0.216 6 0.143 Preprocessor1_Mode…
103 2 536 20 mcc binary 0.216 6 0.143 Preprocessor1_Mode…
104 2 716 23 mcc binary 0.216 6 0.143 Preprocessor1_Mode…
105 2 981 39 mcc binary 0.213 5 0.139 Preprocessor1_Mode…
106 2 1390 22 mcc binary 0.205 6 0.170 Preprocessor1_Mode…
107 2 1103 33 mcc binary 0.199 5 0.194 Preprocessor1_Mode…
108 2 1067 34 mcc binary 0.199 5 0.194 Preprocessor1_Mode…
109 2 1410 33 mcc binary 0.199 5 0.194 Preprocessor1_Mode…
110 2 1448 37 mcc binary 0.199 5 0.194 Preprocessor1_Mode…
111 2 865 32 mcc binary 0.199 5 0.194 Preprocessor1_Mode…
112 4 532 29 mcc binary 0.199 7 0.108 Preprocessor1_Mode…
113 4 1118 28 mcc binary 0.199 7 0.108 Preprocessor1_Mode…
114 3 1429 23 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
115 4 1276 33 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
116 4 1392 34 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
117 3 905 31 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
118 4 1386 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
119 4 457 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
120 3 1008 30 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
121 3 1345 31 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
122 3 1065 28 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
123 4 417 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
124 3 649 24 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
125 4 704 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
126 3 1085 32 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
127 3 619 31 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
128 4 927 39 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
129 4 1298 39 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
130 4 440 39 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
131 4 1243 35 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
132 4 871 37 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
133 4 1495 35 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
134 3 1327 32 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
135 3 1291 28 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
136 4 1490 40 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
137 4 786 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
138 4 1366 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
139 4 1140 33 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
140 3 1387 26 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
141 3 1298 29 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
142 3 1044 32 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
143 3 1027 28 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
144 4 520 39 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
145 3 911 26 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
146 4 1431 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
147 4 595 30 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
148 4 965 36 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
149 4 942 37 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
150 3 1141 28 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
151 3 1454 25 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
152 3 924 28 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
153 3 553 28 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
154 3 880 32 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
155 4 425 36 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
156 3 1454 24 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
157 4 488 39 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
158 4 882 40 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
159 3 1002 32 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
160 4 1116 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
161 4 1213 34 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
162 4 1481 33 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
163 4 1096 35 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
164 4 450 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
165 4 648 32 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
166 4 1416 35 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
167 4 744 35 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
168 4 869 38 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
169 3 1257 27 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
170 4 768 35 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
171 3 1019 31 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
172 3 1316 33 mcc binary 0.196 6 0.128 Preprocessor1_Mode…
173 3 477 33 mcc binary 0.194 5 0.158 Preprocessor1_Mode…
174 3 1112 40 mcc binary 0.194 5 0.158 Preprocessor1_Mode…
175 3 1016 27 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
176 2 815 31 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
177 2 712 29 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
178 2 1025 28 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
179 4 847 38 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
180 4 950 40 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
181 2 899 28 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
182 3 864 36 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
183 3 587 31 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
184 3 958 34 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
185 3 1078 35 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
186 3 755 34 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
187 3 1432 35 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
188 2 1221 31 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
189 2 1377 19 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
190 2 1177 30 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
191 2 1257 31 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
192 3 634 30 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
193 3 582 34 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
194 3 449 29 mcc binary 0.191 5 0.157 Preprocessor1_Mode…
195 2 543 12 mcc binary 0.186 9 0.121 Preprocessor1_Mode…
196 2 438 28 mcc binary 0.182 6 0.167 Preprocessor1_Mode…
197 4 687 27 mcc binary 0.178 7 0.135 Preprocessor1_Mode…
198 2 732 29 mcc binary 0.178 5 0.206 Preprocessor1_Mode…
199 2 751 39 mcc binary 0.178 5 0.206 Preprocessor1_Mode…
200 2 1321 33 mcc binary 0.178 5 0.206 Preprocessor1_Mode…IU6 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.827 0.222
2 precision binary 1 0.364
3 spec binary 1 0.788
4 accuracy binary 0.939 0.588
5 f_meas binary 0.905 0.276
6 mcc binary 0.870 0.0117
7 kap binary 0.861 0.0111
8 roc_auc binary 0.997 0.588
9 mn_log_loss binary 0.342 0.655 Confusion matrix
Column 2
ROC curve
Gain curve
IU6 - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
IU6 - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
