Općenite informacije
Modeli
- Forest 1 - slučajna šuma na svim redovnim studentima
- Forest 2 - slučajna šuma na redovnim studentima koji su pisali esej
- Bayes NET 1 - Bayesove mreže na svim redovnim studentima
- Bayes NET 2 - Bayesove mreže na redovnim studentima koji su pisali esej
Direktoriji koji sadrže spremljene modele
- model1 - modeli na svim redovnim studentima za akademsku godinu 2022 / 2023
- model2 - modeli na redovnim studentima koji su pisali esej za akademsku godinu 2022 / 2023
- model3 - modeli na svim redovnim studentima za akademsku godinu 2021 / 2022
- model4 - modeli na redovnim studentima koji su pisali esej za akademsku godinu 2021 / 2022
Esej
Column
četvrtine 1
kvartili 1
četvrtine 2
kvartili 2
Info
| Kategorija | BROJ | MEAN | SD |
|---|---|---|---|
| 0 ≤ TOTAL POINTS < 25 | 15 | 3.766667 | 1.533747 |
| 25 ≤ TOTAL POINTS < 50 | 94 | 5.335106 | 1.786130 |
| 50 ≤ TOTAL POINTS < 75 | 114 | 7.039474 | 1.668480 |
| 75 ≤ TOTAL POINTS ≤ 100 | 6 | 8.083333 | 1.744037 |
| SVI | 229 | 6.152838 | 2.008371 |
| Kat_kvartil | BROJ | MEAN | SD |
|---|---|---|---|
| 10.48 ≤ TOTAL POINTS < 41.27 | 57 | 4.412281 | 1.561601 |
| 41.27 ≤ TOTAL POINTS < 50.16 | 57 | 5.885965 | 1.750045 |
| 50.16 ≤ TOTAL POINTS < 57.11 | 57 | 6.833333 | 1.530445 |
| 57.11 ≤ TOTAL POINTS ≤ 82.82 | 58 | 7.456897 | 1.770332 |
| SVI | 229 | 6.152838 | 2.008371 |
| Kategorija | BROJ | MEAN | SD |
|---|---|---|---|
| 0 ≤ TOTAL POINTS < 25 | 85 | 0.7352941 | 1.675432 |
| 25 ≤ TOTAL POINTS < 50 | 123 | 4.4756098 | 2.582137 |
| 50 ≤ TOTAL POINTS < 75 | 120 | 6.9291667 | 1.872283 |
| 75 ≤ TOTAL POINTS ≤ 100 | 6 | 8.0833333 | 1.744037 |
| SVI | 334 | 4.4700599 | 3.228626 |
| Kat_kvartil | BROJ | MEAN | SD |
|---|---|---|---|
| 0 ≤ TOTAL POINTS < 24.465 | 84 | 0.7083333 | 1.666842 |
| 24.465 ≤ TOTAL POINTS < 43.985 | 83 | 3.6626506 | 2.502570 |
| 43.985 ≤ TOTAL POINTS < 53.12 | 83 | 6.1987952 | 1.842817 |
| 53.12 ≤ TOTAL POINTS ≤ 82.82 | 84 | 7.3214286 | 1.819643 |
| SVI | 334 | 4.4700599 | 3.228626 |
Column
četvrtine 1
kvartili 1
četvrtine 2
kvartili 2
Info
| Kategorija | BROJ | MEAN | SD |
|---|---|---|---|
| 0 ≤ TOTAL POINTS < 25 | 11 | 3.727273 | 1.489356 |
| 25 ≤ TOTAL POINTS < 50 | 62 | 5.266129 | 2.325408 |
| 50 ≤ TOTAL POINTS < 75 | 130 | 7.166692 | 1.902990 |
| 75 ≤ TOTAL POINTS ≤ 100 | 15 | 9.066667 | 1.387015 |
| SVI | 218 | 6.583349 | 2.332079 |
| Kat_kvartil | BROJ | MEAN | SD |
|---|---|---|---|
| 6.59 ≤ TOTAL POINTS < 44.65 | 55 | 4.845454 | 2.341005 |
| 44.65 ≤ TOTAL POINTS < 54.48 | 54 | 6.185185 | 1.802243 |
| 54.48 ≤ TOTAL POINTS < 61.73 | 54 | 6.919815 | 2.112058 |
| 61.73 ≤ TOTAL POINTS ≤ 89.73 | 55 | 8.381818 | 1.471846 |
| SVI | 218 | 6.583349 | 2.332079 |
| Kategorija | BROJ | MEAN | SD |
|---|---|---|---|
| 0 ≤ TOTAL POINTS < 25 | 80 | 0.512500 | 1.396141 |
| 25 ≤ TOTAL POINTS < 50 | 81 | 4.030864 | 3.027319 |
| 50 ≤ TOTAL POINTS < 75 | 137 | 6.800511 | 2.437931 |
| 75 ≤ TOTAL POINTS ≤ 100 | 15 | 9.066667 | 1.387015 |
| SVI | 313 | 4.585208 | 3.601925 |
| Kat_kvartil | BROJ | MEAN | SD |
|---|---|---|---|
| 0 ≤ TOTAL POINTS < 24.72 | 78 | 0.4871795 | 1.383986 |
| 24.72 ≤ TOTAL POINTS < 48.73 | 78 | 3.9679487 | 3.036937 |
| 48.73 ≤ TOTAL POINTS < 58.51 | 78 | 6.1367949 | 2.323369 |
| 58.51 ≤ TOTAL POINTS ≤ 89.73 | 79 | 7.7088608 | 2.471125 |
| SVI | 313 | 4.5852077 | 3.601925 |
Korelacije
Column 1
svi redovni (2021 / 2022)
redovni koji su pisali esej (2021 / 2022)
Column 2
svi redovni (2022 / 2023)
redovni koji su pisali esej (2022 / 2023)
Značajnost korelacija
Column 1
svi redovni (2021 / 2022)
redovni koji su pisali esej (2021 / 2022)
Column 2
svi redovni (2022 / 2023)
redovni koji su pisali esej (2022 / 2023)
Korelacije - verzija 2
Column 1
svi redovni (2021 / 2022)
redovni koji su pisali esej (2021 / 2022)
Column 2
svi redovni (2022 / 2023)
redovni koji su pisali esej (2022 / 2023)
Distribucije eseja
Column 1
svi redovni (2021 / 2022)
redovni koji su pisali esej (2021 / 2022)
Column 2
svi redovni (2022 / 2023)
redovni koji su pisali esej (2022 / 2023)
Opis modela
Opis modela - svi redovni studenti
Prediktori
- KVIZ - suma bodova na kvizovima
- DZ - suma bodova na domaćim zadaćama
- KOL1 - broj bodova na prvom kolokviju
- KOL2 - broj bodova na drugom kolokviju
- KOL3 - broj bodova na trećem kolokviju
Response - Klasifikacija studenata na temelju broja bodova eseju.
- 1 - ako je na eseju ukupni broj bodova unutar intervala [0, 2.5]
- 2 - ako je na eseju ukupni broj bodova unutar intervala (2.5, 5]
- 3 - ako je na eseju ukupni broj bodova unutar intervala (5, 7.5]
- 4 - ako je na eseju ukupni broj bodova unutar intervala (7.5, 10]
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.
Hiperparametri - GOD 2022_2023
Column 1
Testirani hiperparametri - GOD 2022 / 2023
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 2 777 6 roc_auc hand_till 0.7714 10 0.01703 Preprocessor1_Mod…
2 2 455 11 roc_auc hand_till 0.7712 10 0.01660 Preprocessor1_Mod…
3 2 782 12 roc_auc hand_till 0.7700 10 0.01742 Preprocessor1_Mod…
4 2 693 8 roc_auc hand_till 0.7699 10 0.01757 Preprocessor1_Mod…
5 3 401 11 roc_auc hand_till 0.7699 10 0.01721 Preprocessor1_Mod…
6 2 469 2 roc_auc hand_till 0.7697 10 0.01712 Preprocessor1_Mod…
7 2 1170 9 roc_auc hand_till 0.7697 10 0.01827 Preprocessor1_Mod…
8 2 934 5 roc_auc hand_till 0.7696 10 0.01769 Preprocessor1_Mod…
9 3 976 2 roc_auc hand_till 0.7695 10 0.01833 Preprocessor1_Mod…
10 2 899 3 roc_auc hand_till 0.7694 10 0.01592 Preprocessor1_Mod…
11 2 1045 5 roc_auc hand_till 0.7692 10 0.01623 Preprocessor1_Mod…
12 2 1015 4 roc_auc hand_till 0.7691 10 0.01691 Preprocessor1_Mod…
13 2 858 8 roc_auc hand_till 0.7690 10 0.01749 Preprocessor1_Mod…
14 2 971 10 roc_auc hand_till 0.7690 10 0.01714 Preprocessor1_Mod…
15 2 1310 3 roc_auc hand_till 0.7688 10 0.01669 Preprocessor1_Mod…
16 2 802 12 roc_auc hand_till 0.7686 10 0.01648 Preprocessor1_Mod…
17 2 1318 6 roc_auc hand_till 0.7686 10 0.01626 Preprocessor1_Mod…
18 2 1343 8 roc_auc hand_till 0.7686 10 0.01624 Preprocessor1_Mod…
19 2 1166 3 roc_auc hand_till 0.7684 10 0.01626 Preprocessor1_Mod…
20 2 1152 6 roc_auc hand_till 0.7684 10 0.01623 Preprocessor1_Mod…
21 2 1287 6 roc_auc hand_till 0.7683 10 0.01641 Preprocessor1_Mod…
22 2 765 6 roc_auc hand_till 0.7681 10 0.01679 Preprocessor1_Mod…
23 2 782 9 roc_auc hand_till 0.7681 10 0.01716 Preprocessor1_Mod…
24 2 1481 7 roc_auc hand_till 0.7681 10 0.01746 Preprocessor1_Mod…
25 2 1394 11 roc_auc hand_till 0.7680 10 0.01703 Preprocessor1_Mod…
26 2 1398 9 roc_auc hand_till 0.7680 10 0.01681 Preprocessor1_Mod…
27 2 488 6 roc_auc hand_till 0.7679 10 0.01722 Preprocessor1_Mod…
28 2 658 9 roc_auc hand_till 0.7678 10 0.01820 Preprocessor1_Mod…
29 2 1364 10 roc_auc hand_till 0.7677 10 0.01727 Preprocessor1_Mod…
30 2 1279 9 roc_auc hand_till 0.7676 10 0.01726 Preprocessor1_Mod…
31 2 1473 5 roc_auc hand_till 0.7675 10 0.01622 Preprocessor1_Mod…
32 3 494 4 roc_auc hand_till 0.7674 10 0.01709 Preprocessor1_Mod…
33 2 788 8 roc_auc hand_till 0.7674 10 0.01729 Preprocessor1_Mod…
34 2 1348 8 roc_auc hand_till 0.7674 10 0.01745 Preprocessor1_Mod…
35 4 763 5 roc_auc hand_till 0.7674 10 0.01758 Preprocessor1_Mod…
36 2 1080 2 roc_auc hand_till 0.7673 10 0.01540 Preprocessor1_Mod…
37 2 528 4 roc_auc hand_till 0.7673 10 0.01604 Preprocessor1_Mod…
38 4 1193 5 roc_auc hand_till 0.7673 10 0.01797 Preprocessor1_Mod…
39 2 1248 11 roc_auc hand_till 0.7672 10 0.01806 Preprocessor1_Mod…
40 2 1086 15 roc_auc hand_till 0.7671 10 0.01842 Preprocessor1_Mod…
41 2 669 15 roc_auc hand_till 0.7671 10 0.01920 Preprocessor1_Mod…
42 3 1392 5 roc_auc hand_till 0.7670 10 0.01744 Preprocessor1_Mod…
43 2 614 10 roc_auc hand_till 0.7669 10 0.01715 Preprocessor1_Mod…
44 2 881 7 roc_auc hand_till 0.7668 10 0.01733 Preprocessor1_Mod…
45 3 1170 6 roc_auc hand_till 0.7667 10 0.01646 Preprocessor1_Mod…
46 3 733 6 roc_auc hand_till 0.7666 10 0.01659 Preprocessor1_Mod…
47 2 665 18 roc_auc hand_till 0.7666 10 0.02003 Preprocessor1_Mod…
48 2 744 5 roc_auc hand_till 0.7666 10 0.01620 Preprocessor1_Mod…
49 2 681 23 roc_auc hand_till 0.7665 10 0.02122 Preprocessor1_Mod…
50 2 720 3 roc_auc hand_till 0.7665 10 0.01605 Preprocessor1_Mod…
51 2 658 10 roc_auc hand_till 0.7665 10 0.01752 Preprocessor1_Mod…
52 2 864 9 roc_auc hand_till 0.7664 10 0.01584 Preprocessor1_Mod…
53 2 732 4 roc_auc hand_till 0.7664 10 0.01621 Preprocessor1_Mod…
54 2 900 10 roc_auc hand_till 0.7664 10 0.01646 Preprocessor1_Mod…
55 2 935 2 roc_auc hand_till 0.7663 10 0.01655 Preprocessor1_Mod…
56 3 455 9 roc_auc hand_till 0.7662 10 0.01844 Preprocessor1_Mod…
57 2 472 11 roc_auc hand_till 0.7662 10 0.01465 Preprocessor1_Mod…
58 2 991 10 roc_auc hand_till 0.7662 10 0.01714 Preprocessor1_Mod…
59 2 901 2 roc_auc hand_till 0.7662 10 0.01606 Preprocessor1_Mod…
60 2 1176 7 roc_auc hand_till 0.7662 10 0.01738 Preprocessor1_Mod…
61 3 757 3 roc_auc hand_till 0.7661 10 0.01725 Preprocessor1_Mod…
62 2 1408 4 roc_auc hand_till 0.7661 10 0.01635 Preprocessor1_Mod…
63 2 817 9 roc_auc hand_till 0.7660 10 0.01631 Preprocessor1_Mod…
64 3 1045 7 roc_auc hand_till 0.7659 10 0.01693 Preprocessor1_Mod…
65 2 893 16 roc_auc hand_till 0.7659 10 0.01893 Preprocessor1_Mod…
66 2 1012 5 roc_auc hand_till 0.7659 10 0.01561 Preprocessor1_Mod…
67 2 1404 16 roc_auc hand_till 0.7658 10 0.01762 Preprocessor1_Mod…
68 2 531 14 roc_auc hand_till 0.7658 10 0.02001 Preprocessor1_Mod…
69 2 434 17 roc_auc hand_till 0.7658 10 0.01918 Preprocessor1_Mod…
70 3 1026 6 roc_auc hand_till 0.7657 10 0.01809 Preprocessor1_Mod…
71 2 631 3 roc_auc hand_till 0.7656 10 0.01609 Preprocessor1_Mod…
72 3 1226 2 roc_auc hand_till 0.7656 10 0.01541 Preprocessor1_Mod…
73 2 587 30 roc_auc hand_till 0.7656 10 0.02229 Preprocessor1_Mod…
74 3 465 6 roc_auc hand_till 0.7656 10 0.01873 Preprocessor1_Mod…
75 3 409 7 roc_auc hand_till 0.7656 10 0.01597 Preprocessor1_Mod…
76 3 1221 8 roc_auc hand_till 0.7656 10 0.01697 Preprocessor1_Mod…
77 3 499 7 roc_auc hand_till 0.7656 10 0.01756 Preprocessor1_Mod…
78 2 1277 2 roc_auc hand_till 0.7655 10 0.01494 Preprocessor1_Mod…
79 2 596 17 roc_auc hand_till 0.7655 10 0.01756 Preprocessor1_Mod…
80 2 1485 10 roc_auc hand_till 0.7655 10 0.01496 Preprocessor1_Mod…
81 4 550 9 roc_auc hand_till 0.7654 10 0.01853 Preprocessor1_Mod…
82 4 402 16 roc_auc hand_till 0.7654 10 0.01996 Preprocessor1_Mod…
83 2 650 30 roc_auc hand_till 0.7653 10 0.02088 Preprocessor1_Mod…
84 2 694 4 roc_auc hand_till 0.7653 10 0.01755 Preprocessor1_Mod…
85 4 1173 2 roc_auc hand_till 0.7652 10 0.01768 Preprocessor1_Mod…
86 2 770 9 roc_auc hand_till 0.7651 10 0.01782 Preprocessor1_Mod…
87 3 1303 11 roc_auc hand_till 0.7651 10 0.01790 Preprocessor1_Mod…
88 2 687 2 roc_auc hand_till 0.7651 10 0.01606 Preprocessor1_Mod…
89 3 863 7 roc_auc hand_till 0.7650 10 0.01712 Preprocessor1_Mod…
90 2 671 2 roc_auc hand_till 0.7650 10 0.01657 Preprocessor1_Mod…
91 2 411 18 roc_auc hand_till 0.7650 10 0.01730 Preprocessor1_Mod…
92 2 1198 3 roc_auc hand_till 0.7650 10 0.01688 Preprocessor1_Mod…
93 3 962 3 roc_auc hand_till 0.7650 10 0.01538 Preprocessor1_Mod…
94 4 1371 4 roc_auc hand_till 0.7649 10 0.01670 Preprocessor1_Mod…
95 4 637 5 roc_auc hand_till 0.7649 10 0.01764 Preprocessor1_Mod…
96 3 1267 9 roc_auc hand_till 0.7648 10 0.01807 Preprocessor1_Mod…
97 4 915 4 roc_auc hand_till 0.7648 10 0.01742 Preprocessor1_Mod…
98 2 1154 23 roc_auc hand_till 0.7648 10 0.02090 Preprocessor1_Mod…
99 4 1408 7 roc_auc hand_till 0.7648 10 0.01752 Preprocessor1_Mod…
100 4 799 6 roc_auc hand_till 0.7648 10 0.01773 Preprocessor1_Mod…
101 3 1096 7 roc_auc hand_till 0.7648 10 0.01830 Preprocessor1_Mod…
102 4 1250 7 roc_auc hand_till 0.7647 10 0.01739 Preprocessor1_Mod…
103 4 452 4 roc_auc hand_till 0.7647 10 0.01728 Preprocessor1_Mod…
104 2 769 16 roc_auc hand_till 0.7647 10 0.01761 Preprocessor1_Mod…
105 2 443 12 roc_auc hand_till 0.7647 10 0.01606 Preprocessor1_Mod…
106 3 674 3 roc_auc hand_till 0.7647 10 0.01664 Preprocessor1_Mod…
107 3 537 7 roc_auc hand_till 0.7647 10 0.01629 Preprocessor1_Mod…
108 3 486 11 roc_auc hand_till 0.7647 10 0.01865 Preprocessor1_Mod…
109 2 1112 8 roc_auc hand_till 0.7646 10 0.01809 Preprocessor1_Mod…
110 3 1486 4 roc_auc hand_till 0.7646 10 0.01788 Preprocessor1_Mod…
111 2 718 2 roc_auc hand_till 0.7646 10 0.01681 Preprocessor1_Mod…
112 2 1222 4 roc_auc hand_till 0.7646 10 0.01662 Preprocessor1_Mod…
113 3 1363 5 roc_auc hand_till 0.7646 10 0.01649 Preprocessor1_Mod…
114 3 1137 2 roc_auc hand_till 0.7645 10 0.01648 Preprocessor1_Mod…
115 3 975 10 roc_auc hand_till 0.7645 10 0.01841 Preprocessor1_Mod…
116 2 1069 14 roc_auc hand_till 0.7645 10 0.01851 Preprocessor1_Mod…
117 2 582 2 roc_auc hand_till 0.7645 10 0.01620 Preprocessor1_Mod…
118 2 1013 16 roc_auc hand_till 0.7645 10 0.01856 Preprocessor1_Mod…
119 3 1035 3 roc_auc hand_till 0.7645 10 0.01743 Preprocessor1_Mod…
120 2 1462 14 roc_auc hand_till 0.7645 10 0.01852 Preprocessor1_Mod…
121 4 1410 4 roc_auc hand_till 0.7645 10 0.01911 Preprocessor1_Mod…
122 4 1066 2 roc_auc hand_till 0.7644 10 0.01733 Preprocessor1_Mod…
123 4 881 6 roc_auc hand_till 0.7644 10 0.01783 Preprocessor1_Mod…
124 3 992 3 roc_auc hand_till 0.7644 10 0.01627 Preprocessor1_Mod…
125 3 1251 11 roc_auc hand_till 0.7644 10 0.01946 Preprocessor1_Mod…
126 2 1061 16 roc_auc hand_till 0.7643 10 0.01888 Preprocessor1_Mod…
127 2 1014 12 roc_auc hand_till 0.7643 10 0.01842 Preprocessor1_Mod…
128 4 1130 7 roc_auc hand_till 0.7643 10 0.01843 Preprocessor1_Mod…
129 4 1027 8 roc_auc hand_till 0.7643 10 0.01739 Preprocessor1_Mod…
130 4 1238 4 roc_auc hand_till 0.7643 10 0.01802 Preprocessor1_Mod…
131 3 533 6 roc_auc hand_till 0.7643 10 0.01791 Preprocessor1_Mod…
132 2 739 25 roc_auc hand_till 0.7643 10 0.02050 Preprocessor1_Mod…
133 3 1149 11 roc_auc hand_till 0.7642 10 0.01783 Preprocessor1_Mod…
134 2 405 11 roc_auc hand_till 0.7642 10 0.01527 Preprocessor1_Mod…
135 2 1001 13 roc_auc hand_till 0.7642 10 0.01799 Preprocessor1_Mod…
136 3 547 3 roc_auc hand_till 0.7642 10 0.01755 Preprocessor1_Mod…
137 4 1005 3 roc_auc hand_till 0.7642 10 0.01695 Preprocessor1_Mod…
138 3 595 6 roc_auc hand_till 0.7641 10 0.01661 Preprocessor1_Mod…
139 4 1060 2 roc_auc hand_till 0.7641 10 0.01677 Preprocessor1_Mod…
140 3 1434 5 roc_auc hand_till 0.7641 10 0.01709 Preprocessor1_Mod…
141 3 440 17 roc_auc hand_till 0.7641 10 0.01980 Preprocessor1_Mod…
142 3 899 5 roc_auc hand_till 0.7641 10 0.01577 Preprocessor1_Mod…
143 2 612 8 roc_auc hand_till 0.7641 10 0.01631 Preprocessor1_Mod…
144 2 974 10 roc_auc hand_till 0.7641 10 0.01711 Preprocessor1_Mod…
145 2 655 19 roc_auc hand_till 0.7640 10 0.01839 Preprocessor1_Mod…
146 3 1478 7 roc_auc hand_till 0.7640 10 0.01803 Preprocessor1_Mod…
147 3 611 6 roc_auc hand_till 0.7640 10 0.01794 Preprocessor1_Mod…
148 2 704 14 roc_auc hand_till 0.7640 10 0.01757 Preprocessor1_Mod…
149 2 427 3 roc_auc hand_till 0.7640 10 0.01557 Preprocessor1_Mod…
150 3 1189 2 roc_auc hand_till 0.7640 10 0.01637 Preprocessor1_Mod…
151 3 532 6 roc_auc hand_till 0.7639 10 0.01699 Preprocessor1_Mod…
152 2 687 18 roc_auc hand_till 0.7639 10 0.01861 Preprocessor1_Mod…
153 2 621 10 roc_auc hand_till 0.7639 10 0.01970 Preprocessor1_Mod…
154 2 1298 10 roc_auc hand_till 0.7639 10 0.01618 Preprocessor1_Mod…
155 2 654 19 roc_auc hand_till 0.7639 10 0.01861 Preprocessor1_Mod…
156 2 954 3 roc_auc hand_till 0.7639 10 0.01672 Preprocessor1_Mod…
157 2 536 10 roc_auc hand_till 0.7638 10 0.01889 Preprocessor1_Mod…
158 3 533 2 roc_auc hand_till 0.7638 10 0.01760 Preprocessor1_Mod…
159 2 1120 16 roc_auc hand_till 0.7638 10 0.01956 Preprocessor1_Mod…
160 3 1488 6 roc_auc hand_till 0.7638 10 0.01736 Preprocessor1_Mod…
161 3 1057 21 roc_auc hand_till 0.7637 10 0.02119 Preprocessor1_Mod…
162 2 512 16 roc_auc hand_till 0.7637 10 0.01950 Preprocessor1_Mod…
163 3 1165 5 roc_auc hand_till 0.7637 10 0.01721 Preprocessor1_Mod…
164 4 423 7 roc_auc hand_till 0.7637 10 0.01758 Preprocessor1_Mod…
165 2 445 18 roc_auc hand_till 0.7637 10 0.01984 Preprocessor1_Mod…
166 3 1242 8 roc_auc hand_till 0.7637 10 0.01852 Preprocessor1_Mod…
167 3 1041 3 roc_auc hand_till 0.7637 10 0.01668 Preprocessor1_Mod…
168 2 1062 25 roc_auc hand_till 0.7636 10 0.01867 Preprocessor1_Mod…
169 3 805 3 roc_auc hand_till 0.7636 10 0.01699 Preprocessor1_Mod…
170 2 937 17 roc_auc hand_till 0.7636 10 0.01987 Preprocessor1_Mod…
171 4 1049 4 roc_auc hand_till 0.7636 10 0.01803 Preprocessor1_Mod…
172 2 492 30 roc_auc hand_till 0.7636 10 0.02082 Preprocessor1_Mod…
173 2 1304 10 roc_auc hand_till 0.7636 10 0.01668 Preprocessor1_Mod…
174 2 562 36 roc_auc hand_till 0.7635 10 0.02068 Preprocessor1_Mod…
175 3 829 9 roc_auc hand_till 0.7635 10 0.01716 Preprocessor1_Mod…
176 3 990 7 roc_auc hand_till 0.7635 10 0.01786 Preprocessor1_Mod…
177 4 1204 4 roc_auc hand_till 0.7635 10 0.01839 Preprocessor1_Mod…
178 2 923 13 roc_auc hand_till 0.7635 10 0.01727 Preprocessor1_Mod…
179 2 1354 12 roc_auc hand_till 0.7634 10 0.01785 Preprocessor1_Mod…
180 2 1445 28 roc_auc hand_till 0.7634 10 0.02191 Preprocessor1_Mod…
181 2 847 34 roc_auc hand_till 0.7633 10 0.02144 Preprocessor1_Mod…
182 4 759 2 roc_auc hand_till 0.7633 10 0.01944 Preprocessor1_Mod…
183 3 1040 3 roc_auc hand_till 0.7633 10 0.01726 Preprocessor1_Mod…
184 2 1021 16 roc_auc hand_till 0.7633 10 0.01891 Preprocessor1_Mod…
185 3 972 3 roc_auc hand_till 0.7633 10 0.01613 Preprocessor1_Mod…
186 4 1062 9 roc_auc hand_till 0.7632 10 0.01779 Preprocessor1_Mod…
187 2 1102 17 roc_auc hand_till 0.7632 10 0.01873 Preprocessor1_Mod…
188 3 1412 13 roc_auc hand_till 0.7632 10 0.01962 Preprocessor1_Mod…
189 2 568 10 roc_auc hand_till 0.7632 10 0.01725 Preprocessor1_Mod…
190 3 674 11 roc_auc hand_till 0.7632 10 0.01772 Preprocessor1_Mod…
191 2 1168 10 roc_auc hand_till 0.7631 10 0.01682 Preprocessor1_Mod…
192 3 1130 3 roc_auc hand_till 0.7631 10 0.01634 Preprocessor1_Mod…
193 4 1238 3 roc_auc hand_till 0.7631 10 0.01789 Preprocessor1_Mod…
194 2 790 15 roc_auc hand_till 0.7631 10 0.01797 Preprocessor1_Mod…
195 2 1290 16 roc_auc hand_till 0.7631 10 0.01815 Preprocessor1_Mod…
196 2 1312 13 roc_auc hand_till 0.7631 10 0.01788 Preprocessor1_Mod…
197 2 485 17 roc_auc hand_till 0.7630 10 0.01900 Preprocessor1_Mod…
198 2 1070 15 roc_auc hand_till 0.7630 10 0.01906 Preprocessor1_Mod…
199 4 478 12 roc_auc hand_till 0.7630 10 0.01723 Preprocessor1_Mod…
200 4 571 4 roc_auc hand_till 0.7630 10 0.01900 Preprocessor1_Mod…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 3 486 27 mcc multiclass 0.3440 10 0.04231 Preprocessor1_Mod…
2 2 847 34 mcc multiclass 0.3425 10 0.04481 Preprocessor1_Mod…
3 2 862 33 mcc multiclass 0.3420 10 0.04647 Preprocessor1_Mod…
4 3 691 26 mcc multiclass 0.3388 10 0.04742 Preprocessor1_Mod…
5 2 1232 36 mcc multiclass 0.3385 10 0.04236 Preprocessor1_Mod…
6 2 1088 38 mcc multiclass 0.3385 10 0.04736 Preprocessor1_Mod…
7 4 563 38 mcc multiclass 0.3383 10 0.04152 Preprocessor1_Mod…
8 3 905 38 mcc multiclass 0.3382 10 0.04269 Preprocessor1_Mod…
9 2 736 40 mcc multiclass 0.3377 10 0.04334 Preprocessor1_Mod…
10 3 1056 37 mcc multiclass 0.3372 10 0.04520 Preprocessor1_Mod…
11 2 1065 33 mcc multiclass 0.3372 10 0.05084 Preprocessor1_Mod…
12 3 771 32 mcc multiclass 0.3365 10 0.04816 Preprocessor1_Mod…
13 2 1102 17 mcc multiclass 0.3363 10 0.05645 Preprocessor1_Mod…
14 2 469 2 mcc multiclass 0.3335 10 0.04206 Preprocessor1_Mod…
15 2 1276 36 mcc multiclass 0.3330 10 0.04602 Preprocessor1_Mod…
16 2 802 29 mcc multiclass 0.3323 10 0.04407 Preprocessor1_Mod…
17 2 1181 39 mcc multiclass 0.3321 10 0.04589 Preprocessor1_Mod…
18 2 1313 40 mcc multiclass 0.3320 10 0.04464 Preprocessor1_Mod…
19 2 1214 40 mcc multiclass 0.3317 10 0.04100 Preprocessor1_Mod…
20 4 786 40 mcc multiclass 0.3317 10 0.04443 Preprocessor1_Mod…
21 3 929 37 mcc multiclass 0.3316 10 0.03887 Preprocessor1_Mod…
22 4 1029 32 mcc multiclass 0.3315 10 0.05043 Preprocessor1_Mod…
23 2 851 22 mcc multiclass 0.3315 10 0.04457 Preprocessor1_Mod…
24 3 1342 29 mcc multiclass 0.3315 10 0.04595 Preprocessor1_Mod…
25 2 568 27 mcc multiclass 0.3313 10 0.03866 Preprocessor1_Mod…
26 3 775 35 mcc multiclass 0.3313 10 0.04351 Preprocessor1_Mod…
27 2 602 35 mcc multiclass 0.3312 10 0.04028 Preprocessor1_Mod…
28 3 1286 37 mcc multiclass 0.3311 10 0.04739 Preprocessor1_Mod…
29 2 752 30 mcc multiclass 0.3310 10 0.03864 Preprocessor1_Mod…
30 3 1132 39 mcc multiclass 0.3309 10 0.04329 Preprocessor1_Mod…
31 4 860 37 mcc multiclass 0.3302 10 0.03713 Preprocessor1_Mod…
32 3 1044 27 mcc multiclass 0.3302 10 0.04706 Preprocessor1_Mod…
33 2 730 40 mcc multiclass 0.3301 10 0.03874 Preprocessor1_Mod…
34 3 1057 21 mcc multiclass 0.3301 10 0.04581 Preprocessor1_Mod…
35 4 1383 30 mcc multiclass 0.3296 10 0.04697 Preprocessor1_Mod…
36 3 716 27 mcc multiclass 0.3289 10 0.04798 Preprocessor1_Mod…
37 2 947 37 mcc multiclass 0.3282 10 0.04501 Preprocessor1_Mod…
38 3 1147 39 mcc multiclass 0.3281 10 0.04434 Preprocessor1_Mod…
39 2 1380 39 mcc multiclass 0.3273 10 0.04474 Preprocessor1_Mod…
40 3 1429 40 mcc multiclass 0.3273 10 0.04623 Preprocessor1_Mod…
41 4 1434 39 mcc multiclass 0.3269 10 0.03669 Preprocessor1_Mod…
42 2 521 37 mcc multiclass 0.3269 10 0.04078 Preprocessor1_Mod…
43 2 1145 30 mcc multiclass 0.3268 10 0.04486 Preprocessor1_Mod…
44 2 761 9 mcc multiclass 0.3268 10 0.03967 Preprocessor1_Mod…
45 2 747 33 mcc multiclass 0.3268 10 0.04420 Preprocessor1_Mod…
46 3 1373 40 mcc multiclass 0.3266 10 0.04660 Preprocessor1_Mod…
47 4 646 38 mcc multiclass 0.3265 10 0.03748 Preprocessor1_Mod…
48 2 1386 19 mcc multiclass 0.3265 10 0.04699 Preprocessor1_Mod…
49 2 1359 29 mcc multiclass 0.3264 10 0.04649 Preprocessor1_Mod…
50 2 1075 39 mcc multiclass 0.3263 10 0.04233 Preprocessor1_Mod…
51 3 607 35 mcc multiclass 0.3262 10 0.04661 Preprocessor1_Mod…
52 2 677 13 mcc multiclass 0.3262 10 0.04383 Preprocessor1_Mod…
53 2 633 37 mcc multiclass 0.3262 10 0.03815 Preprocessor1_Mod…
54 4 745 38 mcc multiclass 0.3262 10 0.04703 Preprocessor1_Mod…
55 3 1372 23 mcc multiclass 0.3262 10 0.04838 Preprocessor1_Mod…
56 2 979 30 mcc multiclass 0.3261 10 0.04251 Preprocessor1_Mod…
57 2 1462 37 mcc multiclass 0.3261 10 0.04185 Preprocessor1_Mod…
58 4 968 27 mcc multiclass 0.3261 10 0.04939 Preprocessor1_Mod…
59 3 1394 22 mcc multiclass 0.3260 10 0.04978 Preprocessor1_Mod…
60 2 514 36 mcc multiclass 0.3260 10 0.04164 Preprocessor1_Mod…
61 3 421 40 mcc multiclass 0.3260 10 0.03831 Preprocessor1_Mod…
62 3 785 30 mcc multiclass 0.3259 10 0.04536 Preprocessor1_Mod…
63 3 921 35 mcc multiclass 0.3259 10 0.04237 Preprocessor1_Mod…
64 2 892 25 mcc multiclass 0.3259 10 0.04159 Preprocessor1_Mod…
65 4 939 39 mcc multiclass 0.3257 10 0.04550 Preprocessor1_Mod…
66 3 1071 24 mcc multiclass 0.3257 10 0.04753 Preprocessor1_Mod…
67 4 873 27 mcc multiclass 0.3257 10 0.05021 Preprocessor1_Mod…
68 3 558 33 mcc multiclass 0.3257 10 0.04493 Preprocessor1_Mod…
69 3 665 39 mcc multiclass 0.3257 10 0.04271 Preprocessor1_Mod…
70 3 618 31 mcc multiclass 0.3257 10 0.04519 Preprocessor1_Mod…
71 4 1067 36 mcc multiclass 0.3256 10 0.04129 Preprocessor1_Mod…
72 2 1244 37 mcc multiclass 0.3256 10 0.03890 Preprocessor1_Mod…
73 3 873 24 mcc multiclass 0.3255 10 0.04779 Preprocessor1_Mod…
74 4 871 30 mcc multiclass 0.3254 10 0.04531 Preprocessor1_Mod…
75 2 593 33 mcc multiclass 0.3254 10 0.04384 Preprocessor1_Mod…
76 2 1078 33 mcc multiclass 0.3254 10 0.03770 Preprocessor1_Mod…
77 2 514 34 mcc multiclass 0.3254 10 0.04286 Preprocessor1_Mod…
78 4 1286 26 mcc multiclass 0.3253 10 0.04841 Preprocessor1_Mod…
79 2 1055 29 mcc multiclass 0.3253 10 0.04250 Preprocessor1_Mod…
80 3 1341 37 mcc multiclass 0.3251 10 0.04617 Preprocessor1_Mod…
81 3 1410 30 mcc multiclass 0.3250 10 0.04547 Preprocessor1_Mod…
82 4 708 33 mcc multiclass 0.3250 10 0.04546 Preprocessor1_Mod…
83 2 1070 34 mcc multiclass 0.3250 10 0.04261 Preprocessor1_Mod…
84 4 1165 27 mcc multiclass 0.3250 10 0.04789 Preprocessor1_Mod…
85 3 531 27 mcc multiclass 0.3249 10 0.05028 Preprocessor1_Mod…
86 2 687 18 mcc multiclass 0.3249 10 0.05071 Preprocessor1_Mod…
87 2 1304 40 mcc multiclass 0.3248 10 0.04134 Preprocessor1_Mod…
88 3 1306 25 mcc multiclass 0.3247 10 0.04770 Preprocessor1_Mod…
89 2 718 2 mcc multiclass 0.3247 10 0.03824 Preprocessor1_Mod…
90 2 495 33 mcc multiclass 0.3245 10 0.03732 Preprocessor1_Mod…
91 2 934 5 mcc multiclass 0.3245 10 0.04052 Preprocessor1_Mod…
92 2 937 21 mcc multiclass 0.3245 10 0.04548 Preprocessor1_Mod…
93 3 947 26 mcc multiclass 0.3244 10 0.04752 Preprocessor1_Mod…
94 3 1146 28 mcc multiclass 0.3244 10 0.04675 Preprocessor1_Mod…
95 3 1361 29 mcc multiclass 0.3244 10 0.04513 Preprocessor1_Mod…
96 3 1092 29 mcc multiclass 0.3244 10 0.04513 Preprocessor1_Mod…
97 4 1120 29 mcc multiclass 0.3244 10 0.04592 Preprocessor1_Mod…
98 4 704 25 mcc multiclass 0.3244 10 0.04776 Preprocessor1_Mod…
99 4 537 26 mcc multiclass 0.3244 10 0.04776 Preprocessor1_Mod…
100 3 924 28 mcc multiclass 0.3243 10 0.04776 Preprocessor1_Mod…
101 4 1447 30 mcc multiclass 0.3243 10 0.04671 Preprocessor1_Mod…
102 3 1159 28 mcc multiclass 0.3243 10 0.04671 Preprocessor1_Mod…
103 2 977 22 mcc multiclass 0.3242 10 0.04533 Preprocessor1_Mod…
104 3 887 24 mcc multiclass 0.3242 10 0.04960 Preprocessor1_Mod…
105 3 992 28 mcc multiclass 0.3241 10 0.04758 Preprocessor1_Mod…
106 2 739 25 mcc multiclass 0.3237 10 0.04574 Preprocessor1_Mod…
107 3 1374 27 mcc multiclass 0.3234 10 0.04670 Preprocessor1_Mod…
108 3 1367 27 mcc multiclass 0.3234 10 0.04960 Preprocessor1_Mod…
109 3 528 24 mcc multiclass 0.3232 10 0.04874 Preprocessor1_Mod…
110 4 759 2 mcc multiclass 0.3231 10 0.04531 Preprocessor1_Mod…
111 3 554 10 mcc multiclass 0.3227 10 0.04370 Preprocessor1_Mod…
112 4 449 25 mcc multiclass 0.3226 10 0.04835 Preprocessor1_Mod…
113 4 620 40 mcc multiclass 0.3218 10 0.04047 Preprocessor1_Mod…
114 3 402 38 mcc multiclass 0.3218 10 0.04510 Preprocessor1_Mod…
115 4 799 6 mcc multiclass 0.3217 10 0.03955 Preprocessor1_Mod…
116 4 1083 40 mcc multiclass 0.3215 10 0.04384 Preprocessor1_Mod…
117 2 562 36 mcc multiclass 0.3215 10 0.04878 Preprocessor1_Mod…
118 2 826 37 mcc multiclass 0.3213 10 0.04247 Preprocessor1_Mod…
119 2 993 35 mcc multiclass 0.3212 10 0.04696 Preprocessor1_Mod…
120 2 743 15 mcc multiclass 0.3212 10 0.04657 Preprocessor1_Mod…
121 2 1343 8 mcc multiclass 0.3212 10 0.03345 Preprocessor1_Mod…
122 2 789 37 mcc multiclass 0.3211 10 0.04151 Preprocessor1_Mod…
123 3 1461 38 mcc multiclass 0.3211 10 0.04249 Preprocessor1_Mod…
124 2 1167 32 mcc multiclass 0.3210 10 0.04065 Preprocessor1_Mod…
125 2 1407 34 mcc multiclass 0.3210 10 0.04709 Preprocessor1_Mod…
126 4 1292 27 mcc multiclass 0.3210 10 0.04625 Preprocessor1_Mod…
127 2 1214 31 mcc multiclass 0.3210 10 0.04248 Preprocessor1_Mod…
128 4 956 36 mcc multiclass 0.3209 10 0.04450 Preprocessor1_Mod…
129 4 1119 17 mcc multiclass 0.3208 10 0.04245 Preprocessor1_Mod…
130 2 956 38 mcc multiclass 0.3207 10 0.04378 Preprocessor1_Mod…
131 2 881 30 mcc multiclass 0.3207 10 0.04155 Preprocessor1_Mod…
132 4 1293 23 mcc multiclass 0.3207 10 0.04516 Preprocessor1_Mod…
133 3 1012 36 mcc multiclass 0.3206 10 0.04661 Preprocessor1_Mod…
134 2 422 36 mcc multiclass 0.3206 10 0.04940 Preprocessor1_Mod…
135 2 1288 22 mcc multiclass 0.3205 10 0.04443 Preprocessor1_Mod…
136 2 871 37 mcc multiclass 0.3205 10 0.05039 Preprocessor1_Mod…
137 3 920 37 mcc multiclass 0.3205 10 0.04741 Preprocessor1_Mod…
138 3 1253 35 mcc multiclass 0.3205 10 0.04493 Preprocessor1_Mod…
139 3 1265 28 mcc multiclass 0.3205 10 0.04261 Preprocessor1_Mod…
140 2 933 31 mcc multiclass 0.3204 10 0.04694 Preprocessor1_Mod…
141 3 1193 27 mcc multiclass 0.3204 10 0.04414 Preprocessor1_Mod…
142 3 1273 21 mcc multiclass 0.3204 10 0.05151 Preprocessor1_Mod…
143 2 1042 25 mcc multiclass 0.3204 10 0.04565 Preprocessor1_Mod…
144 2 956 34 mcc multiclass 0.3203 10 0.04703 Preprocessor1_Mod…
145 3 725 38 mcc multiclass 0.3203 10 0.04135 Preprocessor1_Mod…
146 4 690 24 mcc multiclass 0.3203 10 0.05164 Preprocessor1_Mod…
147 2 633 36 mcc multiclass 0.3203 10 0.04748 Preprocessor1_Mod…
148 2 1451 22 mcc multiclass 0.3202 10 0.04353 Preprocessor1_Mod…
149 4 1144 26 mcc multiclass 0.3202 10 0.04800 Preprocessor1_Mod…
150 2 1420 34 mcc multiclass 0.3202 10 0.04068 Preprocessor1_Mod…
151 4 1436 39 mcc multiclass 0.3202 10 0.04135 Preprocessor1_Mod…
152 3 1467 20 mcc multiclass 0.3202 10 0.05048 Preprocessor1_Mod…
153 2 672 31 mcc multiclass 0.3201 10 0.04313 Preprocessor1_Mod…
154 4 649 31 mcc multiclass 0.3201 10 0.05219 Preprocessor1_Mod…
155 3 516 36 mcc multiclass 0.3201 10 0.04302 Preprocessor1_Mod…
156 3 1416 26 mcc multiclass 0.3201 10 0.04622 Preprocessor1_Mod…
157 4 1056 38 mcc multiclass 0.3201 10 0.04338 Preprocessor1_Mod…
158 2 1457 22 mcc multiclass 0.3201 10 0.04506 Preprocessor1_Mod…
159 4 567 29 mcc multiclass 0.3201 10 0.04416 Preprocessor1_Mod…
160 4 563 36 mcc multiclass 0.3201 10 0.03805 Preprocessor1_Mod…
161 2 458 37 mcc multiclass 0.3201 10 0.03746 Preprocessor1_Mod…
162 2 585 20 mcc multiclass 0.3200 10 0.04497 Preprocessor1_Mod…
163 2 979 32 mcc multiclass 0.3200 10 0.03855 Preprocessor1_Mod…
164 3 1345 30 mcc multiclass 0.3200 10 0.04339 Preprocessor1_Mod…
165 3 668 25 mcc multiclass 0.3200 10 0.05003 Preprocessor1_Mod…
166 2 566 26 mcc multiclass 0.3200 10 0.04224 Preprocessor1_Mod…
167 2 1005 24 mcc multiclass 0.3200 10 0.04596 Preprocessor1_Mod…
168 2 536 28 mcc multiclass 0.3199 10 0.04386 Preprocessor1_Mod…
169 4 613 36 mcc multiclass 0.3199 10 0.04363 Preprocessor1_Mod…
170 2 685 38 mcc multiclass 0.3199 10 0.04283 Preprocessor1_Mod…
171 3 830 38 mcc multiclass 0.3199 10 0.04008 Preprocessor1_Mod…
172 2 590 18 mcc multiclass 0.3198 10 0.05252 Preprocessor1_Mod…
173 2 1092 23 mcc multiclass 0.3198 10 0.04341 Preprocessor1_Mod…
174 2 1031 38 mcc multiclass 0.3198 10 0.04876 Preprocessor1_Mod…
175 3 811 39 mcc multiclass 0.3198 10 0.04501 Preprocessor1_Mod…
176 2 1459 21 mcc multiclass 0.3198 10 0.04538 Preprocessor1_Mod…
177 2 1186 35 mcc multiclass 0.3198 10 0.04711 Preprocessor1_Mod…
178 3 1278 24 mcc multiclass 0.3198 10 0.04513 Preprocessor1_Mod…
179 3 508 39 mcc multiclass 0.3197 10 0.03898 Preprocessor1_Mod…
180 4 1113 34 mcc multiclass 0.3197 10 0.04496 Preprocessor1_Mod…
181 2 730 38 mcc multiclass 0.3197 10 0.04652 Preprocessor1_Mod…
182 4 465 27 mcc multiclass 0.3197 10 0.04805 Preprocessor1_Mod…
183 4 700 35 mcc multiclass 0.3196 10 0.04485 Preprocessor1_Mod…
184 3 1396 26 mcc multiclass 0.3196 10 0.04609 Preprocessor1_Mod…
185 3 1194 37 mcc multiclass 0.3196 10 0.04840 Preprocessor1_Mod…
186 3 547 3 mcc multiclass 0.3196 10 0.04181 Preprocessor1_Mod…
187 2 503 30 mcc multiclass 0.3196 10 0.05030 Preprocessor1_Mod…
188 4 1386 31 mcc multiclass 0.3195 10 0.04708 Preprocessor1_Mod…
189 4 442 27 mcc multiclass 0.3195 10 0.04977 Preprocessor1_Mod…
190 3 1126 39 mcc multiclass 0.3195 10 0.04479 Preprocessor1_Mod…
191 4 958 40 mcc multiclass 0.3195 10 0.04322 Preprocessor1_Mod…
192 3 467 40 mcc multiclass 0.3194 10 0.04567 Preprocessor1_Mod…
193 2 802 12 mcc multiclass 0.3194 10 0.04688 Preprocessor1_Mod…
194 3 767 22 mcc multiclass 0.3194 10 0.04952 Preprocessor1_Mod…
195 3 1400 21 mcc multiclass 0.3194 10 0.05046 Preprocessor1_Mod…
196 2 741 29 mcc multiclass 0.3194 10 0.04333 Preprocessor1_Mod…
197 3 1129 30 mcc multiclass 0.3193 10 0.04562 Preprocessor1_Mod…
198 4 1375 28 mcc multiclass 0.3193 10 0.04496 Preprocessor1_Mod…
199 2 539 18 mcc multiclass 0.3193 10 0.03989 Preprocessor1_Mod…
200 2 1218 30 mcc multiclass 0.3192 10 0.04339 Preprocessor1_Mod…Efikasnost - GOD 2022_2023
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.9966 0.5163
2 precision macro 0.9970 0.5484
3 spec macro 0.9985 0.8461
4 accuracy multiclass 0.9960 0.5647
5 f_meas macro 0.9968 0.5017
6 mcc multiclass 0.9945 0.4020
7 kap multiclass 0.9945 0.3880
8 roc_auc hand_till 0.9994 0.7621
9 mn_log_loss multiclass 0.3920 1.016 Confusion matrix
Column 2
ROC curve
Gain curve
Važnost prediktora - GOD 2022_2023
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
Hiperparametri - GOD_2021_2022
Column 1
Testirani hiperparametri - GOD 2022 / 2023
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 1264 40 roc_auc hand_till 0.7244 10 0.01830 Preprocessor1_Mod…
2 2 422 36 roc_auc hand_till 0.7227 10 0.01832 Preprocessor1_Mod…
3 2 468 38 roc_auc hand_till 0.7226 10 0.01780 Preprocessor1_Mod…
4 2 689 33 roc_auc hand_till 0.7223 10 0.01841 Preprocessor1_Mod…
5 2 623 31 roc_auc hand_till 0.7223 10 0.01947 Preprocessor1_Mod…
6 2 1019 40 roc_auc hand_till 0.7222 10 0.01861 Preprocessor1_Mod…
7 2 835 34 roc_auc hand_till 0.7221 10 0.01944 Preprocessor1_Mod…
8 2 1104 37 roc_auc hand_till 0.7219 10 0.01818 Preprocessor1_Mod…
9 3 505 40 roc_auc hand_till 0.7218 10 0.01711 Preprocessor1_Mod…
10 2 1044 35 roc_auc hand_till 0.7218 10 0.01667 Preprocessor1_Mod…
11 2 1019 35 roc_auc hand_till 0.7215 10 0.02000 Preprocessor1_Mod…
12 2 969 40 roc_auc hand_till 0.7213 10 0.01910 Preprocessor1_Mod…
13 2 773 38 roc_auc hand_till 0.7212 10 0.01793 Preprocessor1_Mod…
14 2 939 32 roc_auc hand_till 0.7212 10 0.01852 Preprocessor1_Mod…
15 2 1054 34 roc_auc hand_till 0.7210 10 0.01892 Preprocessor1_Mod…
16 2 984 29 roc_auc hand_till 0.7209 10 0.01770 Preprocessor1_Mod…
17 2 932 35 roc_auc hand_till 0.7205 10 0.01803 Preprocessor1_Mod…
18 3 1174 40 roc_auc hand_till 0.7205 10 0.01810 Preprocessor1_Mod…
19 2 1240 36 roc_auc hand_till 0.7204 10 0.01924 Preprocessor1_Mod…
20 2 515 38 roc_auc hand_till 0.7203 10 0.01960 Preprocessor1_Mod…
21 2 1354 37 roc_auc hand_till 0.7202 10 0.01956 Preprocessor1_Mod…
22 2 908 31 roc_auc hand_till 0.7202 10 0.01885 Preprocessor1_Mod…
23 2 869 38 roc_auc hand_till 0.7202 10 0.01963 Preprocessor1_Mod…
24 2 1378 32 roc_auc hand_till 0.7201 10 0.01811 Preprocessor1_Mod…
25 2 1222 38 roc_auc hand_till 0.7201 10 0.01910 Preprocessor1_Mod…
26 2 813 33 roc_auc hand_till 0.7200 10 0.01748 Preprocessor1_Mod…
27 2 1496 34 roc_auc hand_till 0.7200 10 0.01822 Preprocessor1_Mod…
28 3 841 40 roc_auc hand_till 0.7200 10 0.01786 Preprocessor1_Mod…
29 2 806 37 roc_auc hand_till 0.7200 10 0.01878 Preprocessor1_Mod…
30 2 1112 38 roc_auc hand_till 0.7199 10 0.01815 Preprocessor1_Mod…
31 2 952 34 roc_auc hand_till 0.7197 10 0.01682 Preprocessor1_Mod…
32 3 829 38 roc_auc hand_till 0.7196 10 0.01799 Preprocessor1_Mod…
33 2 787 36 roc_auc hand_till 0.7195 10 0.01784 Preprocessor1_Mod…
34 3 906 39 roc_auc hand_till 0.7195 10 0.01803 Preprocessor1_Mod…
35 2 869 39 roc_auc hand_till 0.7195 10 0.01853 Preprocessor1_Mod…
36 2 1039 34 roc_auc hand_till 0.7194 10 0.01813 Preprocessor1_Mod…
37 2 743 29 roc_auc hand_till 0.7194 10 0.01751 Preprocessor1_Mod…
38 2 1411 37 roc_auc hand_till 0.7194 10 0.01916 Preprocessor1_Mod…
39 2 921 39 roc_auc hand_till 0.7194 10 0.01854 Preprocessor1_Mod…
40 3 499 36 roc_auc hand_till 0.7193 10 0.01743 Preprocessor1_Mod…
41 3 707 38 roc_auc hand_till 0.7193 10 0.01714 Preprocessor1_Mod…
42 2 665 36 roc_auc hand_till 0.7193 10 0.01934 Preprocessor1_Mod…
43 2 785 31 roc_auc hand_till 0.7193 10 0.01823 Preprocessor1_Mod…
44 3 418 34 roc_auc hand_till 0.7193 10 0.01852 Preprocessor1_Mod…
45 2 1493 33 roc_auc hand_till 0.7192 10 0.01827 Preprocessor1_Mod…
46 3 1019 38 roc_auc hand_till 0.7192 10 0.01783 Preprocessor1_Mod…
47 2 417 30 roc_auc hand_till 0.7192 10 0.01822 Preprocessor1_Mod…
48 3 1275 39 roc_auc hand_till 0.7192 10 0.01826 Preprocessor1_Mod…
49 2 890 38 roc_auc hand_till 0.7191 10 0.01830 Preprocessor1_Mod…
50 2 1241 38 roc_auc hand_till 0.7191 10 0.01864 Preprocessor1_Mod…
51 2 537 33 roc_auc hand_till 0.7191 10 0.01948 Preprocessor1_Mod…
52 2 1065 40 roc_auc hand_till 0.7190 10 0.01877 Preprocessor1_Mod…
53 2 1313 29 roc_auc hand_till 0.7189 10 0.01826 Preprocessor1_Mod…
54 3 1116 40 roc_auc hand_till 0.7188 10 0.01849 Preprocessor1_Mod…
55 2 1230 37 roc_auc hand_till 0.7188 10 0.01928 Preprocessor1_Mod…
56 2 1342 28 roc_auc hand_till 0.7188 10 0.01898 Preprocessor1_Mod…
57 3 1203 40 roc_auc hand_till 0.7188 10 0.01715 Preprocessor1_Mod…
58 3 573 32 roc_auc hand_till 0.7188 10 0.01776 Preprocessor1_Mod…
59 3 671 37 roc_auc hand_till 0.7188 10 0.01771 Preprocessor1_Mod…
60 2 1495 39 roc_auc hand_till 0.7188 10 0.01942 Preprocessor1_Mod…
61 2 1078 39 roc_auc hand_till 0.7188 10 0.01916 Preprocessor1_Mod…
62 3 1405 37 roc_auc hand_till 0.7188 10 0.01791 Preprocessor1_Mod…
63 2 902 38 roc_auc hand_till 0.7187 10 0.01803 Preprocessor1_Mod…
64 3 1311 40 roc_auc hand_till 0.7187 10 0.01756 Preprocessor1_Mod…
65 3 852 40 roc_auc hand_till 0.7187 10 0.01752 Preprocessor1_Mod…
66 2 1035 29 roc_auc hand_till 0.7186 10 0.01854 Preprocessor1_Mod…
67 2 1209 40 roc_auc hand_till 0.7185 10 0.01906 Preprocessor1_Mod…
68 2 709 37 roc_auc hand_till 0.7185 10 0.01886 Preprocessor1_Mod…
69 2 739 30 roc_auc hand_till 0.7185 10 0.01791 Preprocessor1_Mod…
70 2 1449 37 roc_auc hand_till 0.7185 10 0.01880 Preprocessor1_Mod…
71 4 412 40 roc_auc hand_till 0.7184 10 0.01972 Preprocessor1_Mod…
72 2 536 29 roc_auc hand_till 0.7184 10 0.01792 Preprocessor1_Mod…
73 3 650 34 roc_auc hand_till 0.7184 10 0.01865 Preprocessor1_Mod…
74 2 1395 30 roc_auc hand_till 0.7184 10 0.01772 Preprocessor1_Mod…
75 3 480 37 roc_auc hand_till 0.7183 10 0.01755 Preprocessor1_Mod…
76 3 947 39 roc_auc hand_till 0.7182 10 0.01752 Preprocessor1_Mod…
77 2 1005 39 roc_auc hand_till 0.7181 10 0.01803 Preprocessor1_Mod…
78 2 646 29 roc_auc hand_till 0.7180 10 0.01910 Preprocessor1_Mod…
79 2 1281 35 roc_auc hand_till 0.7180 10 0.01751 Preprocessor1_Mod…
80 2 438 29 roc_auc hand_till 0.7180 10 0.01824 Preprocessor1_Mod…
81 4 732 40 roc_auc hand_till 0.7179 10 0.01876 Preprocessor1_Mod…
82 2 1200 31 roc_auc hand_till 0.7179 10 0.01800 Preprocessor1_Mod…
83 3 997 38 roc_auc hand_till 0.7178 10 0.01901 Preprocessor1_Mod…
84 3 620 39 roc_auc hand_till 0.7178 10 0.01887 Preprocessor1_Mod…
85 2 972 34 roc_auc hand_till 0.7177 10 0.01855 Preprocessor1_Mod…
86 2 668 40 roc_auc hand_till 0.7176 10 0.01801 Preprocessor1_Mod…
87 2 1347 38 roc_auc hand_till 0.7176 10 0.01814 Preprocessor1_Mod…
88 4 770 39 roc_auc hand_till 0.7176 10 0.01826 Preprocessor1_Mod…
89 3 1358 35 roc_auc hand_till 0.7176 10 0.01777 Preprocessor1_Mod…
90 2 1426 36 roc_auc hand_till 0.7175 10 0.01831 Preprocessor1_Mod…
91 2 1262 32 roc_auc hand_till 0.7175 10 0.01829 Preprocessor1_Mod…
92 2 1026 33 roc_auc hand_till 0.7175 10 0.01869 Preprocessor1_Mod…
93 2 1116 40 roc_auc hand_till 0.7175 10 0.01930 Preprocessor1_Mod…
94 3 1229 36 roc_auc hand_till 0.7174 10 0.01711 Preprocessor1_Mod…
95 3 762 32 roc_auc hand_till 0.7174 10 0.01786 Preprocessor1_Mod…
96 2 748 30 roc_auc hand_till 0.7174 10 0.01861 Preprocessor1_Mod…
97 3 952 37 roc_auc hand_till 0.7173 10 0.01760 Preprocessor1_Mod…
98 3 496 39 roc_auc hand_till 0.7173 10 0.01875 Preprocessor1_Mod…
99 3 1387 36 roc_auc hand_till 0.7173 10 0.01723 Preprocessor1_Mod…
100 3 915 37 roc_auc hand_till 0.7173 10 0.01861 Preprocessor1_Mod…
101 2 1350 30 roc_auc hand_till 0.7172 10 0.01720 Preprocessor1_Mod…
102 3 1066 29 roc_auc hand_till 0.7172 10 0.01745 Preprocessor1_Mod…
103 4 513 40 roc_auc hand_till 0.7172 10 0.01835 Preprocessor1_Mod…
104 2 613 30 roc_auc hand_till 0.7172 10 0.01928 Preprocessor1_Mod…
105 2 1284 34 roc_auc hand_till 0.7172 10 0.01865 Preprocessor1_Mod…
106 2 956 31 roc_auc hand_till 0.7171 10 0.01764 Preprocessor1_Mod…
107 4 665 40 roc_auc hand_till 0.7171 10 0.01679 Preprocessor1_Mod…
108 2 828 32 roc_auc hand_till 0.7170 10 0.01821 Preprocessor1_Mod…
109 2 1206 32 roc_auc hand_till 0.7169 10 0.01870 Preprocessor1_Mod…
110 3 532 39 roc_auc hand_till 0.7169 10 0.01812 Preprocessor1_Mod…
111 2 1294 30 roc_auc hand_till 0.7169 10 0.01783 Preprocessor1_Mod…
112 4 815 40 roc_auc hand_till 0.7169 10 0.01850 Preprocessor1_Mod…
113 3 1166 38 roc_auc hand_till 0.7168 10 0.01786 Preprocessor1_Mod…
114 2 1450 35 roc_auc hand_till 0.7168 10 0.01910 Preprocessor1_Mod…
115 2 748 37 roc_auc hand_till 0.7168 10 0.01823 Preprocessor1_Mod…
116 3 957 30 roc_auc hand_till 0.7168 10 0.01845 Preprocessor1_Mod…
117 2 1208 33 roc_auc hand_till 0.7168 10 0.01881 Preprocessor1_Mod…
118 3 1122 31 roc_auc hand_till 0.7168 10 0.01767 Preprocessor1_Mod…
119 2 1022 23 roc_auc hand_till 0.7168 10 0.01733 Preprocessor1_Mod…
120 2 1483 29 roc_auc hand_till 0.7167 10 0.01864 Preprocessor1_Mod…
121 3 450 35 roc_auc hand_till 0.7166 10 0.01870 Preprocessor1_Mod…
122 3 833 40 roc_auc hand_till 0.7166 10 0.01753 Preprocessor1_Mod…
123 2 666 26 roc_auc hand_till 0.7166 10 0.01781 Preprocessor1_Mod…
124 2 478 31 roc_auc hand_till 0.7164 10 0.01744 Preprocessor1_Mod…
125 2 1414 38 roc_auc hand_till 0.7164 10 0.01868 Preprocessor1_Mod…
126 2 824 30 roc_auc hand_till 0.7163 10 0.01711 Preprocessor1_Mod…
127 2 674 34 roc_auc hand_till 0.7163 10 0.01748 Preprocessor1_Mod…
128 2 615 25 roc_auc hand_till 0.7163 10 0.01882 Preprocessor1_Mod…
129 4 1224 40 roc_auc hand_till 0.7163 10 0.01681 Preprocessor1_Mod…
130 3 914 33 roc_auc hand_till 0.7161 10 0.01799 Preprocessor1_Mod…
131 3 1426 40 roc_auc hand_till 0.7161 10 0.01785 Preprocessor1_Mod…
132 3 1003 34 roc_auc hand_till 0.7161 10 0.01749 Preprocessor1_Mod…
133 2 1066 36 roc_auc hand_till 0.7161 10 0.01920 Preprocessor1_Mod…
134 2 727 29 roc_auc hand_till 0.7161 10 0.01841 Preprocessor1_Mod…
135 3 532 33 roc_auc hand_till 0.7161 10 0.01783 Preprocessor1_Mod…
136 4 726 38 roc_auc hand_till 0.7161 10 0.01778 Preprocessor1_Mod…
137 2 1449 33 roc_auc hand_till 0.7161 10 0.01842 Preprocessor1_Mod…
138 2 1188 36 roc_auc hand_till 0.7161 10 0.01771 Preprocessor1_Mod…
139 3 1370 36 roc_auc hand_till 0.7160 10 0.01859 Preprocessor1_Mod…
140 2 626 23 roc_auc hand_till 0.7160 10 0.01836 Preprocessor1_Mod…
141 4 444 37 roc_auc hand_till 0.7160 10 0.01714 Preprocessor1_Mod…
142 2 484 29 roc_auc hand_till 0.7160 10 0.01818 Preprocessor1_Mod…
143 3 505 38 roc_auc hand_till 0.7159 10 0.01765 Preprocessor1_Mod…
144 3 480 33 roc_auc hand_till 0.7159 10 0.01768 Preprocessor1_Mod…
145 3 1025 33 roc_auc hand_till 0.7159 10 0.01814 Preprocessor1_Mod…
146 3 972 40 roc_auc hand_till 0.7159 10 0.01824 Preprocessor1_Mod…
147 2 1272 26 roc_auc hand_till 0.7158 10 0.01763 Preprocessor1_Mod…
148 3 1075 28 roc_auc hand_till 0.7158 10 0.01660 Preprocessor1_Mod…
149 3 1111 31 roc_auc hand_till 0.7158 10 0.01701 Preprocessor1_Mod…
150 3 1253 29 roc_auc hand_till 0.7158 10 0.01771 Preprocessor1_Mod…
151 2 1476 38 roc_auc hand_till 0.7158 10 0.01856 Preprocessor1_Mod…
152 3 939 32 roc_auc hand_till 0.7158 10 0.01790 Preprocessor1_Mod…
153 3 1294 38 roc_auc hand_till 0.7157 10 0.01809 Preprocessor1_Mod…
154 3 1242 31 roc_auc hand_till 0.7157 10 0.01670 Preprocessor1_Mod…
155 4 955 36 roc_auc hand_till 0.7156 10 0.01782 Preprocessor1_Mod…
156 3 973 36 roc_auc hand_till 0.7156 10 0.01763 Preprocessor1_Mod…
157 3 659 34 roc_auc hand_till 0.7156 10 0.01681 Preprocessor1_Mod…
158 3 1120 31 roc_auc hand_till 0.7156 10 0.01760 Preprocessor1_Mod…
159 3 1236 30 roc_auc hand_till 0.7156 10 0.01782 Preprocessor1_Mod…
160 3 461 31 roc_auc hand_till 0.7155 10 0.01700 Preprocessor1_Mod…
161 3 903 36 roc_auc hand_till 0.7155 10 0.01715 Preprocessor1_Mod…
162 2 1118 29 roc_auc hand_till 0.7155 10 0.01791 Preprocessor1_Mod…
163 4 1195 40 roc_auc hand_till 0.7155 10 0.01698 Preprocessor1_Mod…
164 3 1311 29 roc_auc hand_till 0.7154 10 0.01790 Preprocessor1_Mod…
165 3 731 36 roc_auc hand_till 0.7154 10 0.01764 Preprocessor1_Mod…
166 3 1174 38 roc_auc hand_till 0.7154 10 0.01823 Preprocessor1_Mod…
167 3 894 31 roc_auc hand_till 0.7154 10 0.01794 Preprocessor1_Mod…
168 2 1195 33 roc_auc hand_till 0.7153 10 0.01888 Preprocessor1_Mod…
169 2 823 36 roc_auc hand_till 0.7153 10 0.01799 Preprocessor1_Mod…
170 4 728 40 roc_auc hand_till 0.7153 10 0.01706 Preprocessor1_Mod…
171 2 1420 25 roc_auc hand_till 0.7152 10 0.01727 Preprocessor1_Mod…
172 2 1281 28 roc_auc hand_till 0.7152 10 0.01760 Preprocessor1_Mod…
173 2 1458 27 roc_auc hand_till 0.7152 10 0.01778 Preprocessor1_Mod…
174 2 1088 29 roc_auc hand_till 0.7152 10 0.01811 Preprocessor1_Mod…
175 4 1472 39 roc_auc hand_till 0.7151 10 0.01724 Preprocessor1_Mod…
176 3 662 39 roc_auc hand_till 0.7151 10 0.01836 Preprocessor1_Mod…
177 2 771 31 roc_auc hand_till 0.7151 10 0.01715 Preprocessor1_Mod…
178 3 1172 34 roc_auc hand_till 0.7151 10 0.01863 Preprocessor1_Mod…
179 3 790 33 roc_auc hand_till 0.7150 10 0.01801 Preprocessor1_Mod…
180 2 472 34 roc_auc hand_till 0.7150 10 0.01733 Preprocessor1_Mod…
181 2 1164 26 roc_auc hand_till 0.7150 10 0.01830 Preprocessor1_Mod…
182 3 1293 29 roc_auc hand_till 0.7149 10 0.01765 Preprocessor1_Mod…
183 3 1023 37 roc_auc hand_till 0.7149 10 0.01900 Preprocessor1_Mod…
184 4 741 37 roc_auc hand_till 0.7149 10 0.01732 Preprocessor1_Mod…
185 2 1343 28 roc_auc hand_till 0.7149 10 0.01874 Preprocessor1_Mod…
186 3 1047 37 roc_auc hand_till 0.7149 10 0.01761 Preprocessor1_Mod…
187 3 565 36 roc_auc hand_till 0.7149 10 0.01744 Preprocessor1_Mod…
188 3 536 35 roc_auc hand_till 0.7148 10 0.01953 Preprocessor1_Mod…
189 2 822 26 roc_auc hand_till 0.7148 10 0.01835 Preprocessor1_Mod…
190 2 999 24 roc_auc hand_till 0.7148 10 0.01701 Preprocessor1_Mod…
191 2 503 31 roc_auc hand_till 0.7148 10 0.01755 Preprocessor1_Mod…
192 2 1454 25 roc_auc hand_till 0.7146 10 0.01815 Preprocessor1_Mod…
193 4 1489 37 roc_auc hand_till 0.7146 10 0.01812 Preprocessor1_Mod…
194 3 1475 33 roc_auc hand_till 0.7146 10 0.01851 Preprocessor1_Mod…
195 2 818 36 roc_auc hand_till 0.7146 10 0.01699 Preprocessor1_Mod…
196 4 642 34 roc_auc hand_till 0.7146 10 0.01748 Preprocessor1_Mod…
197 3 1415 37 roc_auc hand_till 0.7146 10 0.01842 Preprocessor1_Mod…
198 2 992 22 roc_auc hand_till 0.7146 10 0.01761 Preprocessor1_Mod…
199 3 884 31 roc_auc hand_till 0.7145 10 0.01673 Preprocessor1_Mod…
200 2 401 28 roc_auc hand_till 0.7145 10 0.01833 Preprocessor1_Mod…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 2 422 36 mcc multiclass 0.3906 10 0.02657 Preprocessor1_Mod…
2 2 1078 29 mcc multiclass 0.3905 10 0.02974 Preprocessor1_Mod…
3 2 1262 32 mcc multiclass 0.3899 10 0.02684 Preprocessor1_Mod…
4 2 689 33 mcc multiclass 0.3855 10 0.03279 Preprocessor1_Mod…
5 2 748 30 mcc multiclass 0.3849 10 0.03377 Preprocessor1_Mod…
6 2 515 38 mcc multiclass 0.3846 10 0.02759 Preprocessor1_Mod…
7 2 613 30 mcc multiclass 0.3844 10 0.03468 Preprocessor1_Mod…
8 2 1342 28 mcc multiclass 0.3842 10 0.02999 Preprocessor1_Mod…
9 2 1088 29 mcc multiclass 0.3841 10 0.03406 Preprocessor1_Mod…
10 2 623 31 mcc multiclass 0.3840 10 0.02999 Preprocessor1_Mod…
11 2 1054 34 mcc multiclass 0.3840 10 0.03543 Preprocessor1_Mod…
12 2 581 27 mcc multiclass 0.3831 10 0.02571 Preprocessor1_Mod…
13 2 785 31 mcc multiclass 0.3829 10 0.02979 Preprocessor1_Mod…
14 2 1136 21 mcc multiclass 0.3823 10 0.03175 Preprocessor1_Mod…
15 2 475 21 mcc multiclass 0.3823 10 0.03206 Preprocessor1_Mod…
16 3 450 35 mcc multiclass 0.3810 10 0.02575 Preprocessor1_Mod…
17 2 665 36 mcc multiclass 0.3792 10 0.03349 Preprocessor1_Mod…
18 3 957 30 mcc multiclass 0.3791 10 0.03165 Preprocessor1_Mod…
19 2 1066 36 mcc multiclass 0.3788 10 0.03422 Preprocessor1_Mod…
20 2 1476 38 mcc multiclass 0.3787 10 0.03344 Preprocessor1_Mod…
21 3 1122 31 mcc multiclass 0.3787 10 0.03034 Preprocessor1_Mod…
22 2 972 34 mcc multiclass 0.3785 10 0.03873 Preprocessor1_Mod…
23 2 952 34 mcc multiclass 0.3784 10 0.03188 Preprocessor1_Mod…
24 2 932 35 mcc multiclass 0.3783 10 0.03562 Preprocessor1_Mod…
25 3 536 35 mcc multiclass 0.3782 10 0.02787 Preprocessor1_Mod…
26 2 1493 33 mcc multiclass 0.3782 10 0.03595 Preprocessor1_Mod…
27 2 828 32 mcc multiclass 0.3781 10 0.03005 Preprocessor1_Mod…
28 2 1104 37 mcc multiclass 0.3781 10 0.03714 Preprocessor1_Mod…
29 2 886 29 mcc multiclass 0.3780 10 0.02784 Preprocessor1_Mod…
30 2 1272 26 mcc multiclass 0.3779 10 0.02403 Preprocessor1_Mod…
31 3 914 33 mcc multiclass 0.3776 10 0.03197 Preprocessor1_Mod…
32 2 1347 38 mcc multiclass 0.3776 10 0.02978 Preprocessor1_Mod…
33 2 823 36 mcc multiclass 0.3776 10 0.03844 Preprocessor1_Mod…
34 2 939 32 mcc multiclass 0.3774 10 0.03463 Preprocessor1_Mod…
35 2 690 25 mcc multiclass 0.3774 10 0.02877 Preprocessor1_Mod…
36 2 1293 24 mcc multiclass 0.3773 10 0.02908 Preprocessor1_Mod…
37 2 669 20 mcc multiclass 0.3770 10 0.03346 Preprocessor1_Mod…
38 2 626 23 mcc multiclass 0.3768 10 0.02943 Preprocessor1_Mod…
39 2 1473 21 mcc multiclass 0.3767 10 0.02555 Preprocessor1_Mod…
40 2 1496 19 mcc multiclass 0.3765 10 0.02731 Preprocessor1_Mod…
41 2 560 25 mcc multiclass 0.3763 10 0.03417 Preprocessor1_Mod…
42 2 671 20 mcc multiclass 0.3759 10 0.03213 Preprocessor1_Mod…
43 2 1019 40 mcc multiclass 0.3740 10 0.03253 Preprocessor1_Mod…
44 2 835 34 mcc multiclass 0.3735 10 0.02911 Preprocessor1_Mod…
45 2 869 39 mcc multiclass 0.3732 10 0.02957 Preprocessor1_Mod…
46 3 942 34 mcc multiclass 0.3731 10 0.02797 Preprocessor1_Mod…
47 2 1281 35 mcc multiclass 0.3731 10 0.03344 Preprocessor1_Mod…
48 2 1116 40 mcc multiclass 0.3729 10 0.02974 Preprocessor1_Mod…
49 2 1230 37 mcc multiclass 0.3729 10 0.03735 Preprocessor1_Mod…
50 2 969 40 mcc multiclass 0.3727 10 0.03175 Preprocessor1_Mod…
51 2 806 37 mcc multiclass 0.3726 10 0.03353 Preprocessor1_Mod…
52 2 1496 34 mcc multiclass 0.3726 10 0.03159 Preprocessor1_Mod…
53 2 869 38 mcc multiclass 0.3726 10 0.03075 Preprocessor1_Mod…
54 2 1208 33 mcc multiclass 0.3725 10 0.03184 Preprocessor1_Mod…
55 2 1005 39 mcc multiclass 0.3725 10 0.03358 Preprocessor1_Mod…
56 2 1188 36 mcc multiclass 0.3725 10 0.03648 Preprocessor1_Mod…
57 2 1495 39 mcc multiclass 0.3724 10 0.03667 Preprocessor1_Mod…
58 2 1483 29 mcc multiclass 0.3722 10 0.03101 Preprocessor1_Mod…
59 2 498 8 mcc multiclass 0.3721 10 0.02670 Preprocessor1_Mod…
60 2 1281 28 mcc multiclass 0.3721 10 0.03121 Preprocessor1_Mod…
61 3 1293 29 mcc multiclass 0.3721 10 0.03058 Preprocessor1_Mod…
62 2 773 38 mcc multiclass 0.3721 10 0.03926 Preprocessor1_Mod…
63 3 537 30 mcc multiclass 0.3721 10 0.02732 Preprocessor1_Mod…
64 2 1411 37 mcc multiclass 0.3720 10 0.02917 Preprocessor1_Mod…
65 2 902 38 mcc multiclass 0.3720 10 0.03652 Preprocessor1_Mod…
66 2 1303 22 mcc multiclass 0.3719 10 0.03212 Preprocessor1_Mod…
67 2 1284 34 mcc multiclass 0.3719 10 0.03880 Preprocessor1_Mod…
68 3 1111 31 mcc multiclass 0.3719 10 0.03101 Preprocessor1_Mod…
69 2 787 36 mcc multiclass 0.3718 10 0.03301 Preprocessor1_Mod…
70 2 1065 40 mcc multiclass 0.3718 10 0.03282 Preprocessor1_Mod…
71 3 754 24 mcc multiclass 0.3717 10 0.02415 Preprocessor1_Mod…
72 2 1019 35 mcc multiclass 0.3717 10 0.03064 Preprocessor1_Mod…
73 2 783 23 mcc multiclass 0.3716 10 0.02873 Preprocessor1_Mod…
74 2 771 31 mcc multiclass 0.3716 10 0.03180 Preprocessor1_Mod…
75 2 1449 33 mcc multiclass 0.3716 10 0.03134 Preprocessor1_Mod…
76 2 1294 30 mcc multiclass 0.3716 10 0.03134 Preprocessor1_Mod…
77 2 921 39 mcc multiclass 0.3715 10 0.03528 Preprocessor1_Mod…
78 2 1206 32 mcc multiclass 0.3714 10 0.03887 Preprocessor1_Mod…
79 2 744 33 mcc multiclass 0.3714 10 0.03463 Preprocessor1_Mod…
80 2 1164 26 mcc multiclass 0.3714 10 0.03272 Preprocessor1_Mod…
81 2 1343 28 mcc multiclass 0.3714 10 0.03206 Preprocessor1_Mod…
82 2 888 23 mcc multiclass 0.3713 10 0.02612 Preprocessor1_Mod…
83 2 1035 29 mcc multiclass 0.3713 10 0.03062 Preprocessor1_Mod…
84 4 1331 23 mcc multiclass 0.3713 10 0.03060 Preprocessor1_Mod…
85 2 518 17 mcc multiclass 0.3713 10 0.02890 Preprocessor1_Mod…
86 3 1022 30 mcc multiclass 0.3712 10 0.02777 Preprocessor1_Mod…
87 2 646 29 mcc multiclass 0.3712 10 0.03175 Preprocessor1_Mod…
88 2 1219 21 mcc multiclass 0.3711 10 0.02673 Preprocessor1_Mod…
89 2 1350 30 mcc multiclass 0.3711 10 0.03048 Preprocessor1_Mod…
90 2 1356 23 mcc multiclass 0.3711 10 0.03275 Preprocessor1_Mod…
91 2 1388 22 mcc multiclass 0.3711 10 0.03280 Preprocessor1_Mod…
92 3 1311 29 mcc multiclass 0.3711 10 0.03005 Preprocessor1_Mod…
93 2 438 29 mcc multiclass 0.3709 10 0.03358 Preprocessor1_Mod…
94 2 726 17 mcc multiclass 0.3709 10 0.03113 Preprocessor1_Mod…
95 3 1099 26 mcc multiclass 0.3708 10 0.03049 Preprocessor1_Mod…
96 2 1458 27 mcc multiclass 0.3708 10 0.02651 Preprocessor1_Mod…
97 2 1450 35 mcc multiclass 0.3708 10 0.03709 Preprocessor1_Mod…
98 2 548 15 mcc multiclass 0.3708 10 0.02380 Preprocessor1_Mod…
99 2 636 18 mcc multiclass 0.3708 10 0.03155 Preprocessor1_Mod…
100 2 727 29 mcc multiclass 0.3707 10 0.03147 Preprocessor1_Mod…
101 2 671 27 mcc multiclass 0.3706 10 0.03530 Preprocessor1_Mod…
102 2 1499 18 mcc multiclass 0.3706 10 0.03321 Preprocessor1_Mod…
103 2 1339 27 mcc multiclass 0.3705 10 0.02745 Preprocessor1_Mod…
104 2 666 26 mcc multiclass 0.3703 10 0.03056 Preprocessor1_Mod…
105 2 1450 20 mcc multiclass 0.3702 10 0.03065 Preprocessor1_Mod…
106 2 888 18 mcc multiclass 0.3701 10 0.02477 Preprocessor1_Mod…
107 2 1492 19 mcc multiclass 0.3699 10 0.03316 Preprocessor1_Mod…
108 2 765 19 mcc multiclass 0.3698 10 0.03313 Preprocessor1_Mod…
109 2 1027 14 mcc multiclass 0.3698 10 0.02688 Preprocessor1_Mod…
110 2 1403 17 mcc multiclass 0.3697 10 0.02519 Preprocessor1_Mod…
111 2 1370 21 mcc multiclass 0.3696 10 0.02691 Preprocessor1_Mod…
112 2 778 21 mcc multiclass 0.3696 10 0.03411 Preprocessor1_Mod…
113 2 1317 22 mcc multiclass 0.3693 10 0.02740 Preprocessor1_Mod…
114 2 1098 26 mcc multiclass 0.3693 10 0.03550 Preprocessor1_Mod…
115 3 841 40 mcc multiclass 0.3687 10 0.03074 Preprocessor1_Mod…
116 2 822 26 mcc multiclass 0.3686 10 0.03118 Preprocessor1_Mod…
117 3 1174 38 mcc multiclass 0.3683 10 0.03003 Preprocessor1_Mod…
118 4 552 35 mcc multiclass 0.3679 10 0.02491 Preprocessor1_Mod…
119 3 1275 39 mcc multiclass 0.3672 10 0.02950 Preprocessor1_Mod…
120 3 1116 40 mcc multiclass 0.3670 10 0.03198 Preprocessor1_Mod…
121 3 707 38 mcc multiclass 0.3668 10 0.02914 Preprocessor1_Mod…
122 3 617 29 mcc multiclass 0.3668 10 0.03515 Preprocessor1_Mod…
123 4 952 35 mcc multiclass 0.3667 10 0.02556 Preprocessor1_Mod…
124 2 1112 38 mcc multiclass 0.3666 10 0.03874 Preprocessor1_Mod…
125 3 894 31 mcc multiclass 0.3665 10 0.02900 Preprocessor1_Mod…
126 2 1241 38 mcc multiclass 0.3664 10 0.03259 Preprocessor1_Mod…
127 2 478 31 mcc multiclass 0.3664 10 0.03991 Preprocessor1_Mod…
128 2 551 23 mcc multiclass 0.3663 10 0.03261 Preprocessor1_Mod…
129 3 659 34 mcc multiclass 0.3663 10 0.02525 Preprocessor1_Mod…
130 3 662 39 mcc multiclass 0.3663 10 0.03106 Preprocessor1_Mod…
131 3 1248 27 mcc multiclass 0.3662 10 0.03006 Preprocessor1_Mod…
132 3 1113 34 mcc multiclass 0.3661 10 0.02861 Preprocessor1_Mod…
133 3 650 34 mcc multiclass 0.3659 10 0.02985 Preprocessor1_Mod…
134 2 1195 33 mcc multiclass 0.3659 10 0.02943 Preprocessor1_Mod…
135 3 480 33 mcc multiclass 0.3659 10 0.02941 Preprocessor1_Mod…
136 3 693 29 mcc multiclass 0.3658 10 0.02850 Preprocessor1_Mod…
137 2 536 29 mcc multiclass 0.3658 10 0.02366 Preprocessor1_Mod…
138 3 1358 35 mcc multiclass 0.3656 10 0.02762 Preprocessor1_Mod…
139 2 824 30 mcc multiclass 0.3656 10 0.02861 Preprocessor1_Mod…
140 2 468 38 mcc multiclass 0.3656 10 0.03942 Preprocessor1_Mod…
141 2 709 37 mcc multiclass 0.3656 10 0.03732 Preprocessor1_Mod…
142 3 844 23 mcc multiclass 0.3655 10 0.02928 Preprocessor1_Mod…
143 2 884 24 mcc multiclass 0.3655 10 0.02851 Preprocessor1_Mod…
144 2 579 25 mcc multiclass 0.3655 10 0.02863 Preprocessor1_Mod…
145 3 1393 29 mcc multiclass 0.3654 10 0.02815 Preprocessor1_Mod…
146 2 537 33 mcc multiclass 0.3654 10 0.03460 Preprocessor1_Mod…
147 2 1039 34 mcc multiclass 0.3654 10 0.02577 Preprocessor1_Mod…
148 2 890 38 mcc multiclass 0.3654 10 0.03418 Preprocessor1_Mod…
149 3 835 28 mcc multiclass 0.3653 10 0.02973 Preprocessor1_Mod…
150 3 1009 23 mcc multiclass 0.3653 10 0.02906 Preprocessor1_Mod…
151 3 1339 26 mcc multiclass 0.3653 10 0.02967 Preprocessor1_Mod…
152 2 1264 40 mcc multiclass 0.3653 10 0.03106 Preprocessor1_Mod…
153 2 990 17 mcc multiclass 0.3653 10 0.02995 Preprocessor1_Mod…
154 3 997 27 mcc multiclass 0.3653 10 0.02419 Preprocessor1_Mod…
155 2 1495 25 mcc multiclass 0.3653 10 0.02884 Preprocessor1_Mod…
156 2 1219 14 mcc multiclass 0.3653 10 0.02985 Preprocessor1_Mod…
157 2 743 29 mcc multiclass 0.3652 10 0.02764 Preprocessor1_Mod…
158 2 1426 36 mcc multiclass 0.3652 10 0.03943 Preprocessor1_Mod…
159 2 1395 30 mcc multiclass 0.3651 10 0.03268 Preprocessor1_Mod…
160 3 1019 38 mcc multiclass 0.3651 10 0.03194 Preprocessor1_Mod…
161 3 939 32 mcc multiclass 0.3651 10 0.03208 Preprocessor1_Mod…
162 3 1402 31 mcc multiclass 0.3651 10 0.03208 Preprocessor1_Mod…
163 2 1454 25 mcc multiclass 0.3651 10 0.03027 Preprocessor1_Mod…
164 2 1240 36 mcc multiclass 0.3651 10 0.02937 Preprocessor1_Mod…
165 2 903 19 mcc multiclass 0.3649 10 0.03290 Preprocessor1_Mod…
166 2 758 23 mcc multiclass 0.3649 10 0.03227 Preprocessor1_Mod…
167 2 839 20 mcc multiclass 0.3649 10 0.02615 Preprocessor1_Mod…
168 2 956 31 mcc multiclass 0.3649 10 0.03324 Preprocessor1_Mod…
169 3 1376 23 mcc multiclass 0.3648 10 0.02986 Preprocessor1_Mod…
170 2 1078 39 mcc multiclass 0.3648 10 0.03596 Preprocessor1_Mod…
171 2 424 15 mcc multiclass 0.3648 10 0.02559 Preprocessor1_Mod…
172 2 1378 32 mcc multiclass 0.3648 10 0.03259 Preprocessor1_Mod…
173 2 1420 25 mcc multiclass 0.3648 10 0.02908 Preprocessor1_Mod…
174 2 1014 21 mcc multiclass 0.3648 10 0.02873 Preprocessor1_Mod…
175 2 472 34 mcc multiclass 0.3648 10 0.02825 Preprocessor1_Mod…
176 2 966 17 mcc multiclass 0.3647 10 0.02591 Preprocessor1_Mod…
177 2 651 11 mcc multiclass 0.3647 10 0.02920 Preprocessor1_Mod…
178 2 1194 26 mcc multiclass 0.3647 10 0.02838 Preprocessor1_Mod…
179 2 1490 23 mcc multiclass 0.3646 10 0.02618 Preprocessor1_Mod…
180 2 807 23 mcc multiclass 0.3646 10 0.02597 Preprocessor1_Mod…
181 3 731 36 mcc multiclass 0.3646 10 0.02936 Preprocessor1_Mod…
182 2 992 19 mcc multiclass 0.3645 10 0.02560 Preprocessor1_Mod…
183 2 1354 37 mcc multiclass 0.3645 10 0.03136 Preprocessor1_Mod…
184 2 1242 18 mcc multiclass 0.3645 10 0.03238 Preprocessor1_Mod…
185 2 1022 23 mcc multiclass 0.3644 10 0.03230 Preprocessor1_Mod…
186 2 615 25 mcc multiclass 0.3644 10 0.03246 Preprocessor1_Mod…
187 2 852 17 mcc multiclass 0.3643 10 0.02875 Preprocessor1_Mod…
188 2 478 17 mcc multiclass 0.3643 10 0.03498 Preprocessor1_Mod…
189 2 796 21 mcc multiclass 0.3643 10 0.02721 Preprocessor1_Mod…
190 2 1261 17 mcc multiclass 0.3643 10 0.03246 Preprocessor1_Mod…
191 2 1039 19 mcc multiclass 0.3640 10 0.02610 Preprocessor1_Mod…
192 2 1348 20 mcc multiclass 0.3640 10 0.02799 Preprocessor1_Mod…
193 2 940 16 mcc multiclass 0.3638 10 0.02556 Preprocessor1_Mod…
194 2 783 22 mcc multiclass 0.3637 10 0.03048 Preprocessor1_Mod…
195 2 1064 24 mcc multiclass 0.3636 10 0.02912 Preprocessor1_Mod…
196 2 1429 22 mcc multiclass 0.3634 10 0.02847 Preprocessor1_Mod…
197 3 1110 37 mcc multiclass 0.3626 10 0.02794 Preprocessor1_Mod…
198 3 915 37 mcc multiclass 0.3626 10 0.02914 Preprocessor1_Mod…
199 4 566 34 mcc multiclass 0.3625 10 0.02378 Preprocessor1_Mod…
200 3 1047 37 mcc multiclass 0.3624 10 0.03139 Preprocessor1_Mod…Efikasnost - GOD_2021_2022
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.6543 0.4213
2 precision macro 0.7305 0.3985
3 spec macro 0.8993 0.8287
4 accuracy multiclass 0.7124 0.5
5 f_meas macro 0.6573 0.3973
6 mcc multiclass 0.6100 0.3070
7 kap multiclass 0.5975 0.2996
8 roc_auc hand_till 0.8871 0.7266
9 mn_log_loss multiclass 0.8327 1.088 Confusion matrix
Column 2
ROC curve
Gain curve
Važnost prediktora - GOD_2021_2022
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
Usporedba modela
Column 1
Metrike: Model_2021 na podacima iz GOD_2021
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.6543 0.4213
2 precision macro 0.7305 0.3985
3 spec macro 0.8993 0.8287
4 accuracy multiclass 0.7124 0.5
5 f_meas macro 0.6573 0.3973
6 mcc multiclass 0.6100 0.3070
7 kap multiclass 0.5975 0.2996
8 roc_auc hand_till 0.8871 0.7266
9 mn_log_loss multiclass 0.8327 1.088 Confusion matrix: Model_2021 na testnim podacima iz GOD_2021
Column 2
Metrike: Model_2021 na podacima iz GOD_2022
# A tibble: 9 × 3
.metric .estimator .estimate
<chr> <chr> <dbl>
1 sens macro 0.4547
2 precision macro 0.3984
3 spec macro 0.8180
4 accuracy multiclass 0.4461
5 f_meas macro 0.3493
6 mcc multiclass 0.3000
7 kap multiclass 0.2642
8 roc_auc hand_till 0.7234
9 mn_log_loss multiclass 1.200 Confusion matrix: Model_2021 na podacima iz GOD_2022
Opis modela
Opis modela - redovni studenti koji su pisali esej
Prediktori
- KVIZ - suma bodova na kvizovima
- DZ - suma bodova na domaćim zadaćama
- KOL1 - broj bodova na prvom kolokviju
- KOL2 - broj bodova na drugom kolokviju
- KOL3 - broj bodova na trećem kolokviju
Response - Klasifikacija studenata na temelju broja bodova eseju.
- 1 - ako je na eseju ukupni broj bodova unutar intervala [0, 2.5]
- 2 - ako je na eseju ukupni broj bodova unutar intervala (2.5, 5]
- 3 - ako je na eseju ukupni broj bodova unutar intervala (5, 7.5]
- 4 - ako je na eseju ukupni broj bodova unutar intervala (7.5, 10]
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.
Hiperparametri - GOD 2022_2023
Column 1
Testirani hiperparametri - GOD 2022 / 2023
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 38 roc_auc hand_till 0.7065 10 0.02583 Preprocessor1_Mod…
2 2 715 35 roc_auc hand_till 0.7001 10 0.02392 Preprocessor1_Mod…
3 4 1070 40 roc_auc hand_till 0.7000 10 0.02670 Preprocessor1_Mod…
4 4 1270 35 roc_auc hand_till 0.6998 10 0.02763 Preprocessor1_Mod…
5 3 434 33 roc_auc hand_till 0.6992 10 0.02451 Preprocessor1_Mod…
6 2 1419 39 roc_auc hand_till 0.6992 10 0.02327 Preprocessor1_Mod…
7 3 409 28 roc_auc hand_till 0.6989 10 0.02418 Preprocessor1_Mod…
8 4 579 39 roc_auc hand_till 0.6988 10 0.02706 Preprocessor1_Mod…
9 4 928 31 roc_auc hand_till 0.6988 10 0.02648 Preprocessor1_Mod…
10 2 597 26 roc_auc hand_till 0.6987 10 0.02500 Preprocessor1_Mod…
11 4 780 38 roc_auc hand_till 0.6983 10 0.02855 Preprocessor1_Mod…
12 4 1045 38 roc_auc hand_till 0.6983 10 0.02695 Preprocessor1_Mod…
13 3 616 36 roc_auc hand_till 0.6981 10 0.02421 Preprocessor1_Mod…
14 2 1278 38 roc_auc hand_till 0.6981 10 0.02433 Preprocessor1_Mod…
15 3 1449 34 roc_auc hand_till 0.6980 10 0.02487 Preprocessor1_Mod…
16 3 1396 40 roc_auc hand_till 0.6980 10 0.02590 Preprocessor1_Mod…
17 3 908 32 roc_auc hand_till 0.6977 10 0.02503 Preprocessor1_Mod…
18 4 994 30 roc_auc hand_till 0.6976 10 0.02657 Preprocessor1_Mod…
19 4 415 32 roc_auc hand_till 0.6975 10 0.02793 Preprocessor1_Mod…
20 4 1364 36 roc_auc hand_till 0.6973 10 0.02833 Preprocessor1_Mod…
21 3 413 31 roc_auc hand_till 0.6972 10 0.02749 Preprocessor1_Mod…
22 4 1356 35 roc_auc hand_till 0.6971 10 0.02649 Preprocessor1_Mod…
23 4 1444 36 roc_auc hand_till 0.6971 10 0.02674 Preprocessor1_Mod…
24 4 956 31 roc_auc hand_till 0.6970 10 0.02747 Preprocessor1_Mod…
25 3 1383 24 roc_auc hand_till 0.6965 10 0.02499 Preprocessor1_Mod…
26 2 1039 37 roc_auc hand_till 0.6964 10 0.02456 Preprocessor1_Mod…
27 4 769 29 roc_auc hand_till 0.6964 10 0.02743 Preprocessor1_Mod…
28 4 1294 26 roc_auc hand_till 0.6963 10 0.02569 Preprocessor1_Mod…
29 2 849 32 roc_auc hand_till 0.6963 10 0.02531 Preprocessor1_Mod…
30 2 1372 40 roc_auc hand_till 0.6962 10 0.02535 Preprocessor1_Mod…
31 4 1191 33 roc_auc hand_till 0.6962 10 0.02679 Preprocessor1_Mod…
32 4 730 22 roc_auc hand_till 0.6962 10 0.02519 Preprocessor1_Mod…
33 3 749 38 roc_auc hand_till 0.6961 10 0.02575 Preprocessor1_Mod…
34 3 435 27 roc_auc hand_till 0.6961 10 0.02501 Preprocessor1_Mod…
35 3 1251 29 roc_auc hand_till 0.6960 10 0.02488 Preprocessor1_Mod…
36 4 488 32 roc_auc hand_till 0.6960 10 0.02564 Preprocessor1_Mod…
37 4 932 26 roc_auc hand_till 0.6959 10 0.02374 Preprocessor1_Mod…
38 2 890 23 roc_auc hand_till 0.6959 10 0.02177 Preprocessor1_Mod…
39 2 1165 34 roc_auc hand_till 0.6958 10 0.02419 Preprocessor1_Mod…
40 4 476 34 roc_auc hand_till 0.6957 10 0.02786 Preprocessor1_Mod…
41 4 1164 27 roc_auc hand_till 0.6957 10 0.02522 Preprocessor1_Mod…
42 4 1429 19 roc_auc hand_till 0.6957 10 0.02449 Preprocessor1_Mod…
43 4 1117 30 roc_auc hand_till 0.6956 10 0.02752 Preprocessor1_Mod…
44 2 840 37 roc_auc hand_till 0.6956 10 0.02523 Preprocessor1_Mod…
45 3 949 28 roc_auc hand_till 0.6956 10 0.02613 Preprocessor1_Mod…
46 4 1331 36 roc_auc hand_till 0.6956 10 0.02764 Preprocessor1_Mod…
47 2 1431 36 roc_auc hand_till 0.6955 10 0.02313 Preprocessor1_Mod…
48 3 759 33 roc_auc hand_till 0.6955 10 0.02767 Preprocessor1_Mod…
49 4 698 35 roc_auc hand_till 0.6954 10 0.02638 Preprocessor1_Mod…
50 3 402 28 roc_auc hand_till 0.6954 10 0.02500 Preprocessor1_Mod…
51 4 1165 37 roc_auc hand_till 0.6954 10 0.02739 Preprocessor1_Mod…
52 2 1358 38 roc_auc hand_till 0.6954 10 0.02578 Preprocessor1_Mod…
53 3 1490 24 roc_auc hand_till 0.6953 10 0.02466 Preprocessor1_Mod…
54 3 943 40 roc_auc hand_till 0.6952 10 0.02799 Preprocessor1_Mod…
55 3 1282 27 roc_auc hand_till 0.6952 10 0.02561 Preprocessor1_Mod…
56 3 588 40 roc_auc hand_till 0.6951 10 0.02580 Preprocessor1_Mod…
57 4 970 24 roc_auc hand_till 0.6951 10 0.02561 Preprocessor1_Mod…
58 3 998 38 roc_auc hand_till 0.6951 10 0.02606 Preprocessor1_Mod…
59 4 1149 33 roc_auc hand_till 0.6951 10 0.02738 Preprocessor1_Mod…
60 4 1261 39 roc_auc hand_till 0.6950 10 0.02675 Preprocessor1_Mod…
61 3 929 24 roc_auc hand_till 0.6950 10 0.02250 Preprocessor1_Mod…
62 4 864 28 roc_auc hand_till 0.6949 10 0.02577 Preprocessor1_Mod…
63 4 1450 35 roc_auc hand_till 0.6949 10 0.02821 Preprocessor1_Mod…
64 2 424 20 roc_auc hand_till 0.6949 10 0.02185 Preprocessor1_Mod…
65 4 1338 22 roc_auc hand_till 0.6949 10 0.02491 Preprocessor1_Mod…
66 2 828 37 roc_auc hand_till 0.6948 10 0.02450 Preprocessor1_Mod…
67 4 847 21 roc_auc hand_till 0.6948 10 0.02459 Preprocessor1_Mod…
68 4 1149 23 roc_auc hand_till 0.6948 10 0.02524 Preprocessor1_Mod…
69 2 531 40 roc_auc hand_till 0.6948 10 0.02249 Preprocessor1_Mod…
70 3 799 36 roc_auc hand_till 0.6947 10 0.02664 Preprocessor1_Mod…
71 3 785 30 roc_auc hand_till 0.6946 10 0.02400 Preprocessor1_Mod…
72 4 1044 36 roc_auc hand_till 0.6946 10 0.02654 Preprocessor1_Mod…
73 3 605 16 roc_auc hand_till 0.6944 10 0.02766 Preprocessor1_Mod…
74 3 849 21 roc_auc hand_till 0.6944 10 0.02555 Preprocessor1_Mod…
75 4 1008 27 roc_auc hand_till 0.6943 10 0.02526 Preprocessor1_Mod…
76 4 1425 32 roc_auc hand_till 0.6943 10 0.02662 Preprocessor1_Mod…
77 3 650 37 roc_auc hand_till 0.6943 10 0.02720 Preprocessor1_Mod…
78 4 1109 35 roc_auc hand_till 0.6942 10 0.02683 Preprocessor1_Mod…
79 2 760 38 roc_auc hand_till 0.6941 10 0.02349 Preprocessor1_Mod…
80 4 770 29 roc_auc hand_till 0.6940 10 0.02532 Preprocessor1_Mod…
81 3 453 26 roc_auc hand_till 0.6940 10 0.02584 Preprocessor1_Mod…
82 2 526 34 roc_auc hand_till 0.6939 10 0.02466 Preprocessor1_Mod…
83 4 1133 24 roc_auc hand_till 0.6939 10 0.02653 Preprocessor1_Mod…
84 2 475 33 roc_auc hand_till 0.6939 10 0.02403 Preprocessor1_Mod…
85 2 1252 23 roc_auc hand_till 0.6938 10 0.02410 Preprocessor1_Mod…
86 4 459 32 roc_auc hand_till 0.6938 10 0.02649 Preprocessor1_Mod…
87 4 420 26 roc_auc hand_till 0.6938 10 0.02615 Preprocessor1_Mod…
88 3 483 34 roc_auc hand_till 0.6938 10 0.02608 Preprocessor1_Mod…
89 3 945 35 roc_auc hand_till 0.6937 10 0.02707 Preprocessor1_Mod…
90 2 1350 30 roc_auc hand_till 0.6936 10 0.02430 Preprocessor1_Mod…
91 3 405 17 roc_auc hand_till 0.6936 10 0.02342 Preprocessor1_Mod…
92 4 740 40 roc_auc hand_till 0.6936 10 0.02643 Preprocessor1_Mod…
93 3 1019 36 roc_auc hand_till 0.6936 10 0.02732 Preprocessor1_Mod…
94 2 1247 28 roc_auc hand_till 0.6935 10 0.02534 Preprocessor1_Mod…
95 2 1093 33 roc_auc hand_till 0.6935 10 0.02518 Preprocessor1_Mod…
96 2 1148 28 roc_auc hand_till 0.6935 10 0.02334 Preprocessor1_Mod…
97 2 1460 26 roc_auc hand_till 0.6934 10 0.02545 Preprocessor1_Mod…
98 3 1365 34 roc_auc hand_till 0.6934 10 0.02558 Preprocessor1_Mod…
99 3 706 31 roc_auc hand_till 0.6934 10 0.02538 Preprocessor1_Mod…
100 2 1130 38 roc_auc hand_till 0.6934 10 0.02507 Preprocessor1_Mod…
101 4 1189 35 roc_auc hand_till 0.6933 10 0.02772 Preprocessor1_Mod…
102 4 912 40 roc_auc hand_till 0.6933 10 0.02794 Preprocessor1_Mod…
103 3 1465 34 roc_auc hand_till 0.6932 10 0.02600 Preprocessor1_Mod…
104 3 570 23 roc_auc hand_till 0.6932 10 0.02086 Preprocessor1_Mod…
105 3 1021 32 roc_auc hand_till 0.6932 10 0.02573 Preprocessor1_Mod…
106 4 1066 26 roc_auc hand_till 0.6931 10 0.02542 Preprocessor1_Mod…
107 2 417 40 roc_auc hand_till 0.6931 10 0.02534 Preprocessor1_Mod…
108 4 1092 20 roc_auc hand_till 0.6931 10 0.02365 Preprocessor1_Mod…
109 3 744 29 roc_auc hand_till 0.6931 10 0.02509 Preprocessor1_Mod…
110 4 643 37 roc_auc hand_till 0.6931 10 0.02742 Preprocessor1_Mod…
111 4 1109 32 roc_auc hand_till 0.6931 10 0.02691 Preprocessor1_Mod…
112 4 505 29 roc_auc hand_till 0.6930 10 0.02407 Preprocessor1_Mod…
113 4 1224 36 roc_auc hand_till 0.6930 10 0.02693 Preprocessor1_Mod…
114 2 892 38 roc_auc hand_till 0.6930 10 0.02500 Preprocessor1_Mod…
115 3 568 30 roc_auc hand_till 0.6930 10 0.02538 Preprocessor1_Mod…
116 3 1428 31 roc_auc hand_till 0.6930 10 0.02531 Preprocessor1_Mod…
117 3 564 28 roc_auc hand_till 0.6930 10 0.02539 Preprocessor1_Mod…
118 4 1259 35 roc_auc hand_till 0.6929 10 0.02737 Preprocessor1_Mod…
119 2 932 29 roc_auc hand_till 0.6929 10 0.02444 Preprocessor1_Mod…
120 2 612 29 roc_auc hand_till 0.6929 10 0.02353 Preprocessor1_Mod…
121 3 476 33 roc_auc hand_till 0.6929 10 0.02711 Preprocessor1_Mod…
122 3 1189 24 roc_auc hand_till 0.6929 10 0.02685 Preprocessor1_Mod…
123 3 1314 30 roc_auc hand_till 0.6929 10 0.02619 Preprocessor1_Mod…
124 2 1068 25 roc_auc hand_till 0.6928 10 0.02515 Preprocessor1_Mod…
125 3 1207 33 roc_auc hand_till 0.6928 10 0.02647 Preprocessor1_Mod…
126 4 1006 34 roc_auc hand_till 0.6928 10 0.02513 Preprocessor1_Mod…
127 4 585 24 roc_auc hand_till 0.6928 10 0.02638 Preprocessor1_Mod…
128 2 404 28 roc_auc hand_till 0.6928 10 0.02496 Preprocessor1_Mod…
129 2 1150 24 roc_auc hand_till 0.6928 10 0.02279 Preprocessor1_Mod…
130 2 1259 37 roc_auc hand_till 0.6927 10 0.02469 Preprocessor1_Mod…
131 4 1459 21 roc_auc hand_till 0.6927 10 0.02536 Preprocessor1_Mod…
132 4 405 25 roc_auc hand_till 0.6927 10 0.02654 Preprocessor1_Mod…
133 4 1476 27 roc_auc hand_till 0.6927 10 0.02673 Preprocessor1_Mod…
134 2 866 34 roc_auc hand_till 0.6927 10 0.02337 Preprocessor1_Mod…
135 4 1172 30 roc_auc hand_till 0.6927 10 0.02762 Preprocessor1_Mod…
136 3 807 38 roc_auc hand_till 0.6926 10 0.02717 Preprocessor1_Mod…
137 2 1232 26 roc_auc hand_till 0.6926 10 0.02209 Preprocessor1_Mod…
138 2 819 9 roc_auc hand_till 0.6926 10 0.02431 Preprocessor1_Mod…
139 4 910 35 roc_auc hand_till 0.6926 10 0.02887 Preprocessor1_Mod…
140 2 659 37 roc_auc hand_till 0.6926 10 0.02530 Preprocessor1_Mod…
141 4 877 24 roc_auc hand_till 0.6925 10 0.02773 Preprocessor1_Mod…
142 2 1466 37 roc_auc hand_till 0.6925 10 0.02416 Preprocessor1_Mod…
143 3 873 31 roc_auc hand_till 0.6925 10 0.02546 Preprocessor1_Mod…
144 4 1361 28 roc_auc hand_till 0.6925 10 0.02651 Preprocessor1_Mod…
145 4 1260 39 roc_auc hand_till 0.6925 10 0.02805 Preprocessor1_Mod…
146 3 1329 20 roc_auc hand_till 0.6924 10 0.02317 Preprocessor1_Mod…
147 4 507 18 roc_auc hand_till 0.6924 10 0.02447 Preprocessor1_Mod…
148 4 468 31 roc_auc hand_till 0.6923 10 0.02454 Preprocessor1_Mod…
149 2 824 30 roc_auc hand_till 0.6923 10 0.02460 Preprocessor1_Mod…
150 4 492 29 roc_auc hand_till 0.6923 10 0.02573 Preprocessor1_Mod…
151 3 874 31 roc_auc hand_till 0.6923 10 0.02638 Preprocessor1_Mod…
152 3 1064 31 roc_auc hand_till 0.6923 10 0.02482 Preprocessor1_Mod…
153 4 1189 32 roc_auc hand_till 0.6922 10 0.02678 Preprocessor1_Mod…
154 3 639 29 roc_auc hand_till 0.6922 10 0.02526 Preprocessor1_Mod…
155 2 775 39 roc_auc hand_till 0.6922 10 0.02321 Preprocessor1_Mod…
156 3 1094 31 roc_auc hand_till 0.6922 10 0.02662 Preprocessor1_Mod…
157 3 594 33 roc_auc hand_till 0.6922 10 0.02667 Preprocessor1_Mod…
158 3 519 13 roc_auc hand_till 0.6922 10 0.02306 Preprocessor1_Mod…
159 3 1089 37 roc_auc hand_till 0.6921 10 0.02560 Preprocessor1_Mod…
160 2 1219 23 roc_auc hand_till 0.6921 10 0.02321 Preprocessor1_Mod…
161 3 1067 27 roc_auc hand_till 0.6921 10 0.02529 Preprocessor1_Mod…
162 2 1478 39 roc_auc hand_till 0.6920 10 0.02425 Preprocessor1_Mod…
163 3 1028 25 roc_auc hand_till 0.6920 10 0.02434 Preprocessor1_Mod…
164 3 1178 17 roc_auc hand_till 0.6920 10 0.02403 Preprocessor1_Mod…
165 3 1092 20 roc_auc hand_till 0.6920 10 0.02102 Preprocessor1_Mod…
166 2 1414 37 roc_auc hand_till 0.6919 10 0.02461 Preprocessor1_Mod…
167 2 1092 39 roc_auc hand_till 0.6919 10 0.02369 Preprocessor1_Mod…
168 2 1100 39 roc_auc hand_till 0.6919 10 0.02533 Preprocessor1_Mod…
169 3 1499 37 roc_auc hand_till 0.6919 10 0.02678 Preprocessor1_Mod…
170 3 1348 36 roc_auc hand_till 0.6918 10 0.02545 Preprocessor1_Mod…
171 4 1032 28 roc_auc hand_till 0.6918 10 0.02598 Preprocessor1_Mod…
172 3 420 36 roc_auc hand_till 0.6918 10 0.02386 Preprocessor1_Mod…
173 3 1169 30 roc_auc hand_till 0.6918 10 0.02482 Preprocessor1_Mod…
174 4 1131 23 roc_auc hand_till 0.6917 10 0.02630 Preprocessor1_Mod…
175 4 1368 34 roc_auc hand_till 0.6917 10 0.02695 Preprocessor1_Mod…
176 3 1098 30 roc_auc hand_till 0.6917 10 0.02757 Preprocessor1_Mod…
177 4 1057 20 roc_auc hand_till 0.6917 10 0.02324 Preprocessor1_Mod…
178 3 515 32 roc_auc hand_till 0.6917 10 0.02617 Preprocessor1_Mod…
179 2 809 6 roc_auc hand_till 0.6916 10 0.02963 Preprocessor1_Mod…
180 3 1477 30 roc_auc hand_till 0.6916 10 0.02485 Preprocessor1_Mod…
181 4 854 30 roc_auc hand_till 0.6916 10 0.02594 Preprocessor1_Mod…
182 2 914 34 roc_auc hand_till 0.6916 10 0.02624 Preprocessor1_Mod…
183 4 1489 37 roc_auc hand_till 0.6916 10 0.02852 Preprocessor1_Mod…
184 3 1155 36 roc_auc hand_till 0.6916 10 0.02621 Preprocessor1_Mod…
185 3 894 37 roc_auc hand_till 0.6916 10 0.02652 Preprocessor1_Mod…
186 3 779 25 roc_auc hand_till 0.6915 10 0.02516 Preprocessor1_Mod…
187 2 1284 22 roc_auc hand_till 0.6915 10 0.02230 Preprocessor1_Mod…
188 4 573 23 roc_auc hand_till 0.6915 10 0.02305 Preprocessor1_Mod…
189 2 729 37 roc_auc hand_till 0.6914 10 0.02643 Preprocessor1_Mod…
190 2 1315 23 roc_auc hand_till 0.6914 10 0.02280 Preprocessor1_Mod…
191 2 1282 35 roc_auc hand_till 0.6914 10 0.02430 Preprocessor1_Mod…
192 3 556 26 roc_auc hand_till 0.6914 10 0.02816 Preprocessor1_Mod…
193 2 789 39 roc_auc hand_till 0.6914 10 0.02471 Preprocessor1_Mod…
194 4 432 29 roc_auc hand_till 0.6914 10 0.02770 Preprocessor1_Mod…
195 4 612 23 roc_auc hand_till 0.6914 10 0.02515 Preprocessor1_Mod…
196 3 955 19 roc_auc hand_till 0.6913 10 0.02233 Preprocessor1_Mod…
197 2 1092 36 roc_auc hand_till 0.6912 10 0.02463 Preprocessor1_Mod…
198 3 557 19 roc_auc hand_till 0.6912 10 0.02874 Preprocessor1_Mod…
199 2 1321 36 roc_auc hand_till 0.6912 10 0.02621 Preprocessor1_Mod…
200 3 716 34 roc_auc hand_till 0.6912 10 0.02441 Preprocessor1_Mod…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 3 617 5 mcc multiclass 0.2702 10 0.04830 Preprocessor1_Mod…
2 4 456 2 mcc multiclass 0.2660 10 0.03729 Preprocessor1_Mod…
3 3 1192 2 mcc multiclass 0.2632 10 0.04003 Preprocessor1_Mod…
4 4 1413 10 mcc multiclass 0.2629 10 0.04236 Preprocessor1_Mod…
5 4 1446 10 mcc multiclass 0.2608 10 0.04634 Preprocessor1_Mod…
6 4 580 3 mcc multiclass 0.2582 10 0.04566 Preprocessor1_Mod…
7 4 1089 12 mcc multiclass 0.2554 10 0.04087 Preprocessor1_Mod…
8 4 1303 9 mcc multiclass 0.2549 10 0.04711 Preprocessor1_Mod…
9 4 761 4 mcc multiclass 0.2548 10 0.04471 Preprocessor1_Mod…
10 3 432 2 mcc multiclass 0.2546 10 0.03074 Preprocessor1_Mod…
11 4 954 4 mcc multiclass 0.2546 10 0.04554 Preprocessor1_Mod…
12 4 1429 10 mcc multiclass 0.2543 10 0.05362 Preprocessor1_Mod…
13 4 499 6 mcc multiclass 0.2541 10 0.04457 Preprocessor1_Mod…
14 4 745 7 mcc multiclass 0.2531 10 0.04902 Preprocessor1_Mod…
15 4 571 12 mcc multiclass 0.2506 10 0.05677 Preprocessor1_Mod…
16 4 531 2 mcc multiclass 0.2500 10 0.04258 Preprocessor1_Mod…
17 4 942 2 mcc multiclass 0.2492 10 0.04337 Preprocessor1_Mod…
18 4 1493 5 mcc multiclass 0.2486 10 0.03969 Preprocessor1_Mod…
19 4 1095 9 mcc multiclass 0.2480 10 0.03562 Preprocessor1_Mod…
20 4 1016 5 mcc multiclass 0.2466 10 0.05146 Preprocessor1_Mod…
21 3 1179 7 mcc multiclass 0.2459 10 0.04603 Preprocessor1_Mod…
22 4 1373 10 mcc multiclass 0.2455 10 0.04165 Preprocessor1_Mod…
23 2 604 3 mcc multiclass 0.2455 10 0.05320 Preprocessor1_Mod…
24 3 790 2 mcc multiclass 0.2452 10 0.04666 Preprocessor1_Mod…
25 4 610 8 mcc multiclass 0.2450 10 0.04543 Preprocessor1_Mod…
26 3 700 3 mcc multiclass 0.2445 10 0.04850 Preprocessor1_Mod…
27 4 1418 10 mcc multiclass 0.2444 10 0.03734 Preprocessor1_Mod…
28 3 482 4 mcc multiclass 0.2441 10 0.04408 Preprocessor1_Mod…
29 4 1380 4 mcc multiclass 0.2437 10 0.04992 Preprocessor1_Mod…
30 4 472 13 mcc multiclass 0.2432 10 0.04850 Preprocessor1_Mod…
31 4 1154 11 mcc multiclass 0.2431 10 0.04266 Preprocessor1_Mod…
32 4 1266 9 mcc multiclass 0.2431 10 0.05500 Preprocessor1_Mod…
33 4 1109 10 mcc multiclass 0.2427 10 0.03659 Preprocessor1_Mod…
34 4 1061 2 mcc multiclass 0.2426 10 0.03838 Preprocessor1_Mod…
35 4 584 2 mcc multiclass 0.2423 10 0.02473 Preprocessor1_Mod…
36 4 430 7 mcc multiclass 0.2422 10 0.05030 Preprocessor1_Mod…
37 3 1100 10 mcc multiclass 0.2421 10 0.03970 Preprocessor1_Mod…
38 4 767 7 mcc multiclass 0.2417 10 0.05193 Preprocessor1_Mod…
39 4 1458 4 mcc multiclass 0.2416 10 0.03893 Preprocessor1_Mod…
40 4 1492 4 mcc multiclass 0.2410 10 0.03836 Preprocessor1_Mod…
41 4 774 6 mcc multiclass 0.2408 10 0.04064 Preprocessor1_Mod…
42 4 1037 3 mcc multiclass 0.2405 10 0.03543 Preprocessor1_Mod…
43 4 767 9 mcc multiclass 0.2393 10 0.04085 Preprocessor1_Mod…
44 3 493 4 mcc multiclass 0.2393 10 0.04359 Preprocessor1_Mod…
45 4 831 15 mcc multiclass 0.2390 10 0.06551 Preprocessor1_Mod…
46 4 791 4 mcc multiclass 0.2390 10 0.04206 Preprocessor1_Mod…
47 3 747 11 mcc multiclass 0.2386 10 0.04298 Preprocessor1_Mod…
48 3 948 12 mcc multiclass 0.2383 10 0.05731 Preprocessor1_Mod…
49 4 595 9 mcc multiclass 0.2383 10 0.04793 Preprocessor1_Mod…
50 4 791 13 mcc multiclass 0.2371 10 0.04345 Preprocessor1_Mod…
51 4 620 2 mcc multiclass 0.2370 10 0.04722 Preprocessor1_Mod…
52 2 1073 3 mcc multiclass 0.2369 10 0.05354 Preprocessor1_Mod…
53 4 695 9 mcc multiclass 0.2367 10 0.05229 Preprocessor1_Mod…
54 4 822 4 mcc multiclass 0.2365 10 0.05035 Preprocessor1_Mod…
55 4 1061 5 mcc multiclass 0.2365 10 0.04267 Preprocessor1_Mod…
56 4 1471 14 mcc multiclass 0.2359 10 0.03984 Preprocessor1_Mod…
57 4 712 9 mcc multiclass 0.2359 10 0.04466 Preprocessor1_Mod…
58 4 1166 5 mcc multiclass 0.2357 10 0.03909 Preprocessor1_Mod…
59 3 425 2 mcc multiclass 0.2355 10 0.05538 Preprocessor1_Mod…
60 2 682 2 mcc multiclass 0.2352 10 0.06152 Preprocessor1_Mod…
61 4 1264 11 mcc multiclass 0.2350 10 0.04424 Preprocessor1_Mod…
62 3 426 9 mcc multiclass 0.2348 10 0.07095 Preprocessor1_Mod…
63 4 1386 5 mcc multiclass 0.2347 10 0.04131 Preprocessor1_Mod…
64 4 699 6 mcc multiclass 0.2345 10 0.04139 Preprocessor1_Mod…
65 4 1332 8 mcc multiclass 0.2345 10 0.04305 Preprocessor1_Mod…
66 4 1286 10 mcc multiclass 0.2336 10 0.04418 Preprocessor1_Mod…
67 4 1275 12 mcc multiclass 0.2332 10 0.05129 Preprocessor1_Mod…
68 4 1105 4 mcc multiclass 0.2329 10 0.03304 Preprocessor1_Mod…
69 4 812 13 mcc multiclass 0.2329 10 0.04693 Preprocessor1_Mod…
70 2 698 3 mcc multiclass 0.2329 10 0.06235 Preprocessor1_Mod…
71 2 1415 2 mcc multiclass 0.2326 10 0.05791 Preprocessor1_Mod…
72 3 847 3 mcc multiclass 0.2323 10 0.04887 Preprocessor1_Mod…
73 4 1096 3 mcc multiclass 0.2321 10 0.04734 Preprocessor1_Mod…
74 3 1449 2 mcc multiclass 0.2321 10 0.03531 Preprocessor1_Mod…
75 4 1023 13 mcc multiclass 0.2320 10 0.04756 Preprocessor1_Mod…
76 3 951 10 mcc multiclass 0.2320 10 0.04712 Preprocessor1_Mod…
77 2 595 3 mcc multiclass 0.2318 10 0.06011 Preprocessor1_Mod…
78 4 1355 2 mcc multiclass 0.2317 10 0.04480 Preprocessor1_Mod…
79 4 1446 2 mcc multiclass 0.2316 10 0.03883 Preprocessor1_Mod…
80 4 744 2 mcc multiclass 0.2313 10 0.02659 Preprocessor1_Mod…
81 4 1131 11 mcc multiclass 0.2304 10 0.05280 Preprocessor1_Mod…
82 3 1013 8 mcc multiclass 0.2302 10 0.05600 Preprocessor1_Mod…
83 4 1242 17 mcc multiclass 0.2299 10 0.05447 Preprocessor1_Mod…
84 4 987 4 mcc multiclass 0.2297 10 0.03907 Preprocessor1_Mod…
85 2 477 4 mcc multiclass 0.2296 10 0.05050 Preprocessor1_Mod…
86 3 1426 12 mcc multiclass 0.2293 10 0.05553 Preprocessor1_Mod…
87 4 801 12 mcc multiclass 0.2288 10 0.04888 Preprocessor1_Mod…
88 4 1369 9 mcc multiclass 0.2287 10 0.04803 Preprocessor1_Mod…
89 3 739 11 mcc multiclass 0.2286 10 0.05355 Preprocessor1_Mod…
90 4 1315 20 mcc multiclass 0.2281 10 0.06352 Preprocessor1_Mod…
91 4 1110 13 mcc multiclass 0.2281 10 0.04587 Preprocessor1_Mod…
92 4 821 12 mcc multiclass 0.2280 10 0.04649 Preprocessor1_Mod…
93 4 503 11 mcc multiclass 0.2278 10 0.04297 Preprocessor1_Mod…
94 2 789 10 mcc multiclass 0.2275 10 0.04795 Preprocessor1_Mod…
95 3 992 4 mcc multiclass 0.2275 10 0.03598 Preprocessor1_Mod…
96 4 1279 14 mcc multiclass 0.2274 10 0.05535 Preprocessor1_Mod…
97 3 1447 9 mcc multiclass 0.2274 10 0.05014 Preprocessor1_Mod…
98 4 566 15 mcc multiclass 0.2272 10 0.04989 Preprocessor1_Mod…
99 3 842 6 mcc multiclass 0.2271 10 0.05195 Preprocessor1_Mod…
100 4 1281 8 mcc multiclass 0.2264 10 0.03691 Preprocessor1_Mod…
101 3 439 6 mcc multiclass 0.2262 10 0.04798 Preprocessor1_Mod…
102 4 1404 10 mcc multiclass 0.2261 10 0.03864 Preprocessor1_Mod…
103 3 670 8 mcc multiclass 0.2254 10 0.03609 Preprocessor1_Mod…
104 3 537 3 mcc multiclass 0.2248 10 0.04594 Preprocessor1_Mod…
105 3 492 10 mcc multiclass 0.2244 10 0.05687 Preprocessor1_Mod…
106 4 1082 6 mcc multiclass 0.2240 10 0.03667 Preprocessor1_Mod…
107 4 684 5 mcc multiclass 0.2239 10 0.04204 Preprocessor1_Mod…
108 2 1399 5 mcc multiclass 0.2239 10 0.05024 Preprocessor1_Mod…
109 4 1062 10 mcc multiclass 0.2239 10 0.06554 Preprocessor1_Mod…
110 3 957 9 mcc multiclass 0.2236 10 0.04451 Preprocessor1_Mod…
111 3 994 3 mcc multiclass 0.2236 10 0.04712 Preprocessor1_Mod…
112 4 1049 4 mcc multiclass 0.2233 10 0.04038 Preprocessor1_Mod…
113 3 464 20 mcc multiclass 0.2227 10 0.04905 Preprocessor1_Mod…
114 3 1368 13 mcc multiclass 0.2227 10 0.05551 Preprocessor1_Mod…
115 4 537 2 mcc multiclass 0.2224 10 0.04264 Preprocessor1_Mod…
116 2 502 3 mcc multiclass 0.2216 10 0.05033 Preprocessor1_Mod…
117 4 1321 17 mcc multiclass 0.2213 10 0.05706 Preprocessor1_Mod…
118 3 511 6 mcc multiclass 0.2209 10 0.05347 Preprocessor1_Mod…
119 2 719 3 mcc multiclass 0.2207 10 0.04273 Preprocessor1_Mod…
120 4 904 14 mcc multiclass 0.2206 10 0.05705 Preprocessor1_Mod…
121 3 446 13 mcc multiclass 0.2205 10 0.04572 Preprocessor1_Mod…
122 4 919 13 mcc multiclass 0.2204 10 0.04863 Preprocessor1_Mod…
123 2 1422 7 mcc multiclass 0.2200 10 0.05164 Preprocessor1_Mod…
124 4 481 7 mcc multiclass 0.2199 10 0.04667 Preprocessor1_Mod…
125 3 1461 8 mcc multiclass 0.2199 10 0.05063 Preprocessor1_Mod…
126 3 1062 6 mcc multiclass 0.2196 10 0.05638 Preprocessor1_Mod…
127 4 835 13 mcc multiclass 0.2196 10 0.03325 Preprocessor1_Mod…
128 2 991 2 mcc multiclass 0.2195 10 0.05920 Preprocessor1_Mod…
129 2 546 5 mcc multiclass 0.2195 10 0.04499 Preprocessor1_Mod…
130 3 1013 9 mcc multiclass 0.2194 10 0.04256 Preprocessor1_Mod…
131 3 924 11 mcc multiclass 0.2192 10 0.06206 Preprocessor1_Mod…
132 3 717 10 mcc multiclass 0.2191 10 0.05714 Preprocessor1_Mod…
133 2 642 7 mcc multiclass 0.2186 10 0.04419 Preprocessor1_Mod…
134 3 744 8 mcc multiclass 0.2186 10 0.05331 Preprocessor1_Mod…
135 3 1235 2 mcc multiclass 0.2184 10 0.04807 Preprocessor1_Mod…
136 4 641 11 mcc multiclass 0.2181 10 0.03841 Preprocessor1_Mod…
137 3 688 3 mcc multiclass 0.2180 10 0.05443 Preprocessor1_Mod…
138 2 1196 3 mcc multiclass 0.2178 10 0.05537 Preprocessor1_Mod…
139 3 1048 3 mcc multiclass 0.2178 10 0.04648 Preprocessor1_Mod…
140 4 451 10 mcc multiclass 0.2177 10 0.06664 Preprocessor1_Mod…
141 4 970 8 mcc multiclass 0.2176 10 0.05116 Preprocessor1_Mod…
142 2 1298 4 mcc multiclass 0.2174 10 0.06136 Preprocessor1_Mod…
143 2 806 3 mcc multiclass 0.2173 10 0.05645 Preprocessor1_Mod…
144 2 1195 8 mcc multiclass 0.2172 10 0.04492 Preprocessor1_Mod…
145 3 476 7 mcc multiclass 0.2172 10 0.05159 Preprocessor1_Mod…
146 4 650 7 mcc multiclass 0.2169 10 0.04376 Preprocessor1_Mod…
147 2 425 14 mcc multiclass 0.2169 10 0.05032 Preprocessor1_Mod…
148 2 1382 2 mcc multiclass 0.2168 10 0.04682 Preprocessor1_Mod…
149 3 1357 18 mcc multiclass 0.2167 10 0.05822 Preprocessor1_Mod…
150 3 976 2 mcc multiclass 0.2166 10 0.03369 Preprocessor1_Mod…
151 4 441 15 mcc multiclass 0.2166 10 0.04702 Preprocessor1_Mod…
152 2 443 7 mcc multiclass 0.2164 10 0.05485 Preprocessor1_Mod…
153 4 705 21 mcc multiclass 0.2161 10 0.05615 Preprocessor1_Mod…
154 4 528 16 mcc multiclass 0.2159 10 0.05705 Preprocessor1_Mod…
155 2 775 3 mcc multiclass 0.2159 10 0.05705 Preprocessor1_Mod…
156 3 1154 3 mcc multiclass 0.2157 10 0.04315 Preprocessor1_Mod…
157 2 996 3 mcc multiclass 0.2157 10 0.05036 Preprocessor1_Mod…
158 3 1182 2 mcc multiclass 0.2156 10 0.03628 Preprocessor1_Mod…
159 4 422 13 mcc multiclass 0.2155 10 0.05870 Preprocessor1_Mod…
160 4 1178 9 mcc multiclass 0.2153 10 0.05624 Preprocessor1_Mod…
161 3 687 17 mcc multiclass 0.2150 10 0.05816 Preprocessor1_Mod…
162 3 1438 5 mcc multiclass 0.2147 10 0.04336 Preprocessor1_Mod…
163 3 983 2 mcc multiclass 0.2147 10 0.03940 Preprocessor1_Mod…
164 4 697 9 mcc multiclass 0.2140 10 0.04712 Preprocessor1_Mod…
165 3 1445 14 mcc multiclass 0.2139 10 0.06273 Preprocessor1_Mod…
166 4 406 13 mcc multiclass 0.2138 10 0.05353 Preprocessor1_Mod…
167 4 713 2 mcc multiclass 0.2137 10 0.04472 Preprocessor1_Mod…
168 4 1216 14 mcc multiclass 0.2136 10 0.05439 Preprocessor1_Mod…
169 2 1066 7 mcc multiclass 0.2136 10 0.02668 Preprocessor1_Mod…
170 4 907 8 mcc multiclass 0.2135 10 0.05731 Preprocessor1_Mod…
171 3 539 8 mcc multiclass 0.2130 10 0.06191 Preprocessor1_Mod…
172 3 836 11 mcc multiclass 0.2130 10 0.05495 Preprocessor1_Mod…
173 3 515 7 mcc multiclass 0.2128 10 0.04639 Preprocessor1_Mod…
174 4 409 3 mcc multiclass 0.2115 10 0.04756 Preprocessor1_Mod…
175 4 1173 16 mcc multiclass 0.2110 10 0.05696 Preprocessor1_Mod…
176 2 612 29 mcc multiclass 0.2108 10 0.05950 Preprocessor1_Mod…
177 2 683 10 mcc multiclass 0.2107 10 0.05708 Preprocessor1_Mod…
178 3 1085 4 mcc multiclass 0.2107 10 0.05452 Preprocessor1_Mod…
179 2 1152 3 mcc multiclass 0.2107 10 0.05104 Preprocessor1_Mod…
180 4 1429 19 mcc multiclass 0.2106 10 0.06166 Preprocessor1_Mod…
181 2 993 7 mcc multiclass 0.2105 10 0.04419 Preprocessor1_Mod…
182 4 1247 16 mcc multiclass 0.2105 10 0.05544 Preprocessor1_Mod…
183 3 1313 7 mcc multiclass 0.2104 10 0.04519 Preprocessor1_Mod…
184 3 1411 4 mcc multiclass 0.2104 10 0.04508 Preprocessor1_Mod…
185 4 1352 13 mcc multiclass 0.2102 10 0.05494 Preprocessor1_Mod…
186 3 566 5 mcc multiclass 0.2101 10 0.04955 Preprocessor1_Mod…
187 3 659 15 mcc multiclass 0.2100 10 0.05425 Preprocessor1_Mod…
188 2 1469 4 mcc multiclass 0.2100 10 0.05592 Preprocessor1_Mod…
189 2 664 2 mcc multiclass 0.2099 10 0.04034 Preprocessor1_Mod…
190 3 891 7 mcc multiclass 0.2099 10 0.05411 Preprocessor1_Mod…
191 3 478 7 mcc multiclass 0.2098 10 0.04521 Preprocessor1_Mod…
192 3 796 6 mcc multiclass 0.2097 10 0.04532 Preprocessor1_Mod…
193 3 561 12 mcc multiclass 0.2097 10 0.04930 Preprocessor1_Mod…
194 4 1405 17 mcc multiclass 0.2096 10 0.05111 Preprocessor1_Mod…
195 4 648 20 mcc multiclass 0.2096 10 0.06024 Preprocessor1_Mod…
196 4 1133 24 mcc multiclass 0.2095 10 0.05448 Preprocessor1_Mod…
197 3 794 12 mcc multiclass 0.2095 10 0.04505 Preprocessor1_Mod…
198 2 587 16 mcc multiclass 0.2094 10 0.05054 Preprocessor1_Mod…
199 3 1475 5 mcc multiclass 0.2094 10 0.04366 Preprocessor1_Mod…
200 3 1287 18 mcc multiclass 0.2094 10 0.04535 Preprocessor1_Mod…Efikasnost - GOD 2022_2023
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.5702 0.4140
2 precision macro 0.7925 0.5472
3 spec macro 0.9012 0.8173
4 accuracy multiclass 0.7588 0.5424
5 f_meas macro 0.7677 0.5487
6 mcc multiclass 0.6320 0.2880
7 kap multiclass 0.6226 0.2869
8 roc_auc hand_till 0.9133 0.7179
9 mn_log_loss multiclass 0.7939 1.027 Confusion matrix
Column 2
ROC curve
Gain curve
Važnost prediktora - GOD 2022_2023
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
Hiperparametri - GOD_2021_2022
Column 1
Testirani hiperparametri - GOD 2022 / 2023
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 2 576 40 roc_auc hand_till 0.6338 10 0.03244 Preprocessor1_Mod…
2 2 1256 38 roc_auc hand_till 0.6329 10 0.03292 Preprocessor1_Mod…
3 2 753 39 roc_auc hand_till 0.6326 10 0.03257 Preprocessor1_Mod…
4 2 412 39 roc_auc hand_till 0.6326 10 0.03218 Preprocessor1_Mod…
5 2 564 37 roc_auc hand_till 0.6322 10 0.03447 Preprocessor1_Mod…
6 2 1409 40 roc_auc hand_till 0.6319 10 0.03356 Preprocessor1_Mod…
7 2 612 40 roc_auc hand_till 0.6318 10 0.03486 Preprocessor1_Mod…
8 2 448 40 roc_auc hand_till 0.6317 10 0.03295 Preprocessor1_Mod…
9 2 761 39 roc_auc hand_till 0.6308 10 0.03625 Preprocessor1_Mod…
10 2 1460 36 roc_auc hand_till 0.6297 10 0.03567 Preprocessor1_Mod…
11 2 429 37 roc_auc hand_till 0.6292 10 0.03188 Preprocessor1_Mod…
12 2 1166 40 roc_auc hand_till 0.6290 10 0.03226 Preprocessor1_Mod…
13 2 1008 38 roc_auc hand_till 0.6290 10 0.03189 Preprocessor1_Mod…
14 2 995 36 roc_auc hand_till 0.6289 10 0.03516 Preprocessor1_Mod…
15 2 616 35 roc_auc hand_till 0.6288 10 0.03364 Preprocessor1_Mod…
16 2 566 38 roc_auc hand_till 0.6283 10 0.03114 Preprocessor1_Mod…
17 2 501 40 roc_auc hand_till 0.6282 10 0.03403 Preprocessor1_Mod…
18 2 703 36 roc_auc hand_till 0.6282 10 0.03392 Preprocessor1_Mod…
19 2 1155 37 roc_auc hand_till 0.6280 10 0.03454 Preprocessor1_Mod…
20 2 527 36 roc_auc hand_till 0.6279 10 0.03359 Preprocessor1_Mod…
21 2 588 35 roc_auc hand_till 0.6276 10 0.03261 Preprocessor1_Mod…
22 2 771 35 roc_auc hand_till 0.6275 10 0.03544 Preprocessor1_Mod…
23 2 1481 37 roc_auc hand_till 0.6274 10 0.03275 Preprocessor1_Mod…
24 3 411 36 roc_auc hand_till 0.6267 10 0.03615 Preprocessor1_Mod…
25 2 1499 35 roc_auc hand_till 0.6267 10 0.03463 Preprocessor1_Mod…
26 2 501 35 roc_auc hand_till 0.6267 10 0.03366 Preprocessor1_Mod…
27 2 569 39 roc_auc hand_till 0.6263 10 0.03066 Preprocessor1_Mod…
28 2 1277 37 roc_auc hand_till 0.6263 10 0.02975 Preprocessor1_Mod…
29 2 989 35 roc_auc hand_till 0.6262 10 0.03400 Preprocessor1_Mod…
30 3 1218 38 roc_auc hand_till 0.6253 10 0.03629 Preprocessor1_Mod…
31 2 847 36 roc_auc hand_till 0.6252 10 0.03081 Preprocessor1_Mod…
32 2 499 37 roc_auc hand_till 0.6252 10 0.03244 Preprocessor1_Mod…
33 2 857 37 roc_auc hand_till 0.6249 10 0.03445 Preprocessor1_Mod…
34 2 740 34 roc_auc hand_till 0.6248 10 0.03447 Preprocessor1_Mod…
35 2 930 37 roc_auc hand_till 0.6248 10 0.03422 Preprocessor1_Mod…
36 2 1223 37 roc_auc hand_till 0.6246 10 0.03562 Preprocessor1_Mod…
37 2 1175 36 roc_auc hand_till 0.6245 10 0.03189 Preprocessor1_Mod…
38 2 1445 34 roc_auc hand_till 0.6244 10 0.03498 Preprocessor1_Mod…
39 3 1072 38 roc_auc hand_till 0.6244 10 0.03385 Preprocessor1_Mod…
40 2 1266 33 roc_auc hand_till 0.6244 10 0.03447 Preprocessor1_Mod…
41 2 1451 33 roc_auc hand_till 0.6242 10 0.03539 Preprocessor1_Mod…
42 3 1274 40 roc_auc hand_till 0.6240 10 0.03589 Preprocessor1_Mod…
43 2 959 34 roc_auc hand_till 0.6239 10 0.03323 Preprocessor1_Mod…
44 2 1441 31 roc_auc hand_till 0.6237 10 0.03582 Preprocessor1_Mod…
45 2 492 31 roc_auc hand_till 0.6236 10 0.03628 Preprocessor1_Mod…
46 2 1243 39 roc_auc hand_till 0.6234 10 0.02959 Preprocessor1_Mod…
47 3 1130 38 roc_auc hand_till 0.6230 10 0.03432 Preprocessor1_Mod…
48 2 938 32 roc_auc hand_till 0.6230 10 0.03560 Preprocessor1_Mod…
49 4 1324 39 roc_auc hand_till 0.6229 10 0.03320 Preprocessor1_Mod…
50 4 638 39 roc_auc hand_till 0.6228 10 0.03570 Preprocessor1_Mod…
51 2 1068 37 roc_auc hand_till 0.6225 10 0.03366 Preprocessor1_Mod…
52 2 1181 35 roc_auc hand_till 0.6225 10 0.03409 Preprocessor1_Mod…
53 3 897 39 roc_auc hand_till 0.6225 10 0.03412 Preprocessor1_Mod…
54 2 1265 37 roc_auc hand_till 0.6224 10 0.03438 Preprocessor1_Mod…
55 2 1462 32 roc_auc hand_till 0.6222 10 0.03365 Preprocessor1_Mod…
56 2 1277 29 roc_auc hand_till 0.6221 10 0.03738 Preprocessor1_Mod…
57 2 1337 35 roc_auc hand_till 0.6220 10 0.03619 Preprocessor1_Mod…
58 4 723 40 roc_auc hand_till 0.6220 10 0.03263 Preprocessor1_Mod…
59 2 1402 33 roc_auc hand_till 0.6218 10 0.03276 Preprocessor1_Mod…
60 2 663 39 roc_auc hand_till 0.6216 10 0.03381 Preprocessor1_Mod…
61 3 1374 38 roc_auc hand_till 0.6216 10 0.03476 Preprocessor1_Mod…
62 3 1381 40 roc_auc hand_till 0.6213 10 0.03308 Preprocessor1_Mod…
63 4 481 39 roc_auc hand_till 0.6210 10 0.03350 Preprocessor1_Mod…
64 2 861 34 roc_auc hand_till 0.6209 10 0.03496 Preprocessor1_Mod…
65 2 1458 33 roc_auc hand_till 0.6206 10 0.03532 Preprocessor1_Mod…
66 3 1489 37 roc_auc hand_till 0.6204 10 0.03485 Preprocessor1_Mod…
67 3 490 37 roc_auc hand_till 0.6203 10 0.03612 Preprocessor1_Mod…
68 2 495 38 roc_auc hand_till 0.6202 10 0.03392 Preprocessor1_Mod…
69 3 900 39 roc_auc hand_till 0.6200 10 0.03258 Preprocessor1_Mod…
70 2 1176 35 roc_auc hand_till 0.6199 10 0.03102 Preprocessor1_Mod…
71 2 624 33 roc_auc hand_till 0.6199 10 0.03706 Preprocessor1_Mod…
72 2 995 33 roc_auc hand_till 0.6199 10 0.03627 Preprocessor1_Mod…
73 3 1493 38 roc_auc hand_till 0.6199 10 0.03425 Preprocessor1_Mod…
74 3 1240 38 roc_auc hand_till 0.6197 10 0.03536 Preprocessor1_Mod…
75 2 433 36 roc_auc hand_till 0.6197 10 0.03431 Preprocessor1_Mod…
76 3 752 40 roc_auc hand_till 0.6194 10 0.03316 Preprocessor1_Mod…
77 2 1422 33 roc_auc hand_till 0.6194 10 0.03518 Preprocessor1_Mod…
78 3 550 39 roc_auc hand_till 0.6194 10 0.03130 Preprocessor1_Mod…
79 2 404 35 roc_auc hand_till 0.6190 10 0.03313 Preprocessor1_Mod…
80 2 1083 30 roc_auc hand_till 0.6190 10 0.03619 Preprocessor1_Mod…
81 2 423 37 roc_auc hand_till 0.6189 10 0.03448 Preprocessor1_Mod…
82 3 741 36 roc_auc hand_till 0.6189 10 0.03369 Preprocessor1_Mod…
83 2 1373 34 roc_auc hand_till 0.6188 10 0.03445 Preprocessor1_Mod…
84 4 1271 38 roc_auc hand_till 0.6188 10 0.03603 Preprocessor1_Mod…
85 2 409 36 roc_auc hand_till 0.6188 10 0.03374 Preprocessor1_Mod…
86 3 1000 38 roc_auc hand_till 0.6186 10 0.03549 Preprocessor1_Mod…
87 3 1326 37 roc_auc hand_till 0.6185 10 0.03190 Preprocessor1_Mod…
88 2 1137 33 roc_auc hand_till 0.6185 10 0.03423 Preprocessor1_Mod…
89 2 756 32 roc_auc hand_till 0.6185 10 0.03514 Preprocessor1_Mod…
90 2 1088 32 roc_auc hand_till 0.6185 10 0.03478 Preprocessor1_Mod…
91 3 681 37 roc_auc hand_till 0.6185 10 0.03449 Preprocessor1_Mod…
92 3 1268 37 roc_auc hand_till 0.6184 10 0.03555 Preprocessor1_Mod…
93 4 1207 39 roc_auc hand_till 0.6182 10 0.03628 Preprocessor1_Mod…
94 3 1134 39 roc_auc hand_till 0.6181 10 0.03553 Preprocessor1_Mod…
95 4 788 39 roc_auc hand_till 0.6180 10 0.03501 Preprocessor1_Mod…
96 2 1312 31 roc_auc hand_till 0.6180 10 0.03728 Preprocessor1_Mod…
97 3 1236 38 roc_auc hand_till 0.6179 10 0.03298 Preprocessor1_Mod…
98 2 1115 34 roc_auc hand_till 0.6179 10 0.03407 Preprocessor1_Mod…
99 4 1243 40 roc_auc hand_till 0.6179 10 0.03152 Preprocessor1_Mod…
100 4 545 39 roc_auc hand_till 0.6179 10 0.03375 Preprocessor1_Mod…
101 3 1449 38 roc_auc hand_till 0.6178 10 0.03378 Preprocessor1_Mod…
102 4 975 40 roc_auc hand_till 0.6178 10 0.03369 Preprocessor1_Mod…
103 4 607 40 roc_auc hand_till 0.6177 10 0.03336 Preprocessor1_Mod…
104 3 1391 40 roc_auc hand_till 0.6176 10 0.03233 Preprocessor1_Mod…
105 4 1433 40 roc_auc hand_till 0.6176 10 0.03415 Preprocessor1_Mod…
106 2 1468 31 roc_auc hand_till 0.6175 10 0.03806 Preprocessor1_Mod…
107 3 1316 39 roc_auc hand_till 0.6175 10 0.03311 Preprocessor1_Mod…
108 2 582 27 roc_auc hand_till 0.6175 10 0.03433 Preprocessor1_Mod…
109 3 442 35 roc_auc hand_till 0.6174 10 0.03639 Preprocessor1_Mod…
110 4 857 37 roc_auc hand_till 0.6174 10 0.03328 Preprocessor1_Mod…
111 3 922 40 roc_auc hand_till 0.6173 10 0.03073 Preprocessor1_Mod…
112 2 1095 36 roc_auc hand_till 0.6172 10 0.03642 Preprocessor1_Mod…
113 2 635 33 roc_auc hand_till 0.6172 10 0.03585 Preprocessor1_Mod…
114 3 1423 40 roc_auc hand_till 0.6172 10 0.03472 Preprocessor1_Mod…
115 3 544 33 roc_auc hand_till 0.6171 10 0.03392 Preprocessor1_Mod…
116 2 1135 27 roc_auc hand_till 0.6171 10 0.03474 Preprocessor1_Mod…
117 3 1343 39 roc_auc hand_till 0.6171 10 0.03281 Preprocessor1_Mod…
118 2 847 29 roc_auc hand_till 0.6169 10 0.04033 Preprocessor1_Mod…
119 2 1455 32 roc_auc hand_till 0.6168 10 0.03490 Preprocessor1_Mod…
120 2 966 33 roc_auc hand_till 0.6167 10 0.03028 Preprocessor1_Mod…
121 2 786 29 roc_auc hand_till 0.6165 10 0.03545 Preprocessor1_Mod…
122 3 816 40 roc_auc hand_till 0.6163 10 0.03304 Preprocessor1_Mod…
123 3 1071 39 roc_auc hand_till 0.6163 10 0.03225 Preprocessor1_Mod…
124 4 951 40 roc_auc hand_till 0.6162 10 0.03327 Preprocessor1_Mod…
125 2 584 30 roc_auc hand_till 0.6162 10 0.03342 Preprocessor1_Mod…
126 3 831 34 roc_auc hand_till 0.6161 10 0.03623 Preprocessor1_Mod…
127 2 452 32 roc_auc hand_till 0.6161 10 0.03666 Preprocessor1_Mod…
128 3 810 32 roc_auc hand_till 0.6159 10 0.03672 Preprocessor1_Mod…
129 3 1319 37 roc_auc hand_till 0.6159 10 0.03490 Preprocessor1_Mod…
130 4 742 40 roc_auc hand_till 0.6159 10 0.03243 Preprocessor1_Mod…
131 3 686 34 roc_auc hand_till 0.6158 10 0.03707 Preprocessor1_Mod…
132 3 1395 35 roc_auc hand_till 0.6158 10 0.03465 Preprocessor1_Mod…
133 2 807 29 roc_auc hand_till 0.6158 10 0.03277 Preprocessor1_Mod…
134 2 618 31 roc_auc hand_till 0.6157 10 0.03826 Preprocessor1_Mod…
135 3 426 36 roc_auc hand_till 0.6156 10 0.03320 Preprocessor1_Mod…
136 4 1480 40 roc_auc hand_till 0.6156 10 0.03154 Preprocessor1_Mod…
137 2 719 31 roc_auc hand_till 0.6156 10 0.03544 Preprocessor1_Mod…
138 2 1150 33 roc_auc hand_till 0.6154 10 0.03384 Preprocessor1_Mod…
139 3 965 40 roc_auc hand_till 0.6153 10 0.03399 Preprocessor1_Mod…
140 4 426 39 roc_auc hand_till 0.6153 10 0.03534 Preprocessor1_Mod…
141 2 1232 33 roc_auc hand_till 0.6153 10 0.03561 Preprocessor1_Mod…
142 4 1408 36 roc_auc hand_till 0.6152 10 0.03638 Preprocessor1_Mod…
143 3 832 30 roc_auc hand_till 0.6151 10 0.03770 Preprocessor1_Mod…
144 2 674 31 roc_auc hand_till 0.6150 10 0.03686 Preprocessor1_Mod…
145 2 1175 37 roc_auc hand_till 0.6150 10 0.03201 Preprocessor1_Mod…
146 3 1330 40 roc_auc hand_till 0.6149 10 0.03386 Preprocessor1_Mod…
147 4 763 40 roc_auc hand_till 0.6149 10 0.03817 Preprocessor1_Mod…
148 2 1169 33 roc_auc hand_till 0.6148 10 0.03293 Preprocessor1_Mod…
149 2 1129 31 roc_auc hand_till 0.6148 10 0.03584 Preprocessor1_Mod…
150 4 1339 39 roc_auc hand_till 0.6148 10 0.03503 Preprocessor1_Mod…
151 4 1382 38 roc_auc hand_till 0.6148 10 0.03512 Preprocessor1_Mod…
152 3 1109 31 roc_auc hand_till 0.6146 10 0.03507 Preprocessor1_Mod…
153 2 1483 27 roc_auc hand_till 0.6145 10 0.03599 Preprocessor1_Mod…
154 4 1108 40 roc_auc hand_till 0.6144 10 0.03253 Preprocessor1_Mod…
155 4 1009 34 roc_auc hand_till 0.6144 10 0.03690 Preprocessor1_Mod…
156 3 1434 35 roc_auc hand_till 0.6144 10 0.03742 Preprocessor1_Mod…
157 3 754 35 roc_auc hand_till 0.6143 10 0.03226 Preprocessor1_Mod…
158 2 1179 32 roc_auc hand_till 0.6143 10 0.03620 Preprocessor1_Mod…
159 4 848 35 roc_auc hand_till 0.6142 10 0.03350 Preprocessor1_Mod…
160 4 1435 38 roc_auc hand_till 0.6141 10 0.03423 Preprocessor1_Mod…
161 3 1454 37 roc_auc hand_till 0.6141 10 0.03379 Preprocessor1_Mod…
162 3 714 35 roc_auc hand_till 0.6140 10 0.03685 Preprocessor1_Mod…
163 3 687 29 roc_auc hand_till 0.6140 10 0.03806 Preprocessor1_Mod…
164 2 1054 36 roc_auc hand_till 0.6140 10 0.03313 Preprocessor1_Mod…
165 2 634 31 roc_auc hand_till 0.6139 10 0.03648 Preprocessor1_Mod…
166 3 671 34 roc_auc hand_till 0.6139 10 0.03332 Preprocessor1_Mod…
167 3 1422 38 roc_auc hand_till 0.6139 10 0.03333 Preprocessor1_Mod…
168 2 1358 26 roc_auc hand_till 0.6139 10 0.03684 Preprocessor1_Mod…
169 2 492 38 roc_auc hand_till 0.6138 10 0.03274 Preprocessor1_Mod…
170 4 1021 39 roc_auc hand_till 0.6138 10 0.03368 Preprocessor1_Mod…
171 3 1441 39 roc_auc hand_till 0.6137 10 0.03173 Preprocessor1_Mod…
172 3 1242 32 roc_auc hand_till 0.6136 10 0.03635 Preprocessor1_Mod…
173 2 690 28 roc_auc hand_till 0.6134 10 0.03473 Preprocessor1_Mod…
174 2 725 29 roc_auc hand_till 0.6133 10 0.03654 Preprocessor1_Mod…
175 2 520 30 roc_auc hand_till 0.6132 10 0.03560 Preprocessor1_Mod…
176 3 1404 34 roc_auc hand_till 0.6132 10 0.03295 Preprocessor1_Mod…
177 4 605 33 roc_auc hand_till 0.6131 10 0.03325 Preprocessor1_Mod…
178 2 912 28 roc_auc hand_till 0.6131 10 0.03488 Preprocessor1_Mod…
179 3 1150 36 roc_auc hand_till 0.6131 10 0.03544 Preprocessor1_Mod…
180 3 1218 35 roc_auc hand_till 0.6131 10 0.03434 Preprocessor1_Mod…
181 4 767 37 roc_auc hand_till 0.6131 10 0.03256 Preprocessor1_Mod…
182 4 922 36 roc_auc hand_till 0.6129 10 0.03514 Preprocessor1_Mod…
183 3 439 32 roc_auc hand_till 0.6128 10 0.03307 Preprocessor1_Mod…
184 4 653 36 roc_auc hand_till 0.6128 10 0.03589 Preprocessor1_Mod…
185 3 870 35 roc_auc hand_till 0.6127 10 0.03583 Preprocessor1_Mod…
186 4 1181 32 roc_auc hand_till 0.6127 10 0.03660 Preprocessor1_Mod…
187 3 1194 35 roc_auc hand_till 0.6124 10 0.03610 Preprocessor1_Mod…
188 4 584 33 roc_auc hand_till 0.6123 10 0.03411 Preprocessor1_Mod…
189 3 1148 35 roc_auc hand_till 0.6123 10 0.03482 Preprocessor1_Mod…
190 3 883 33 roc_auc hand_till 0.6123 10 0.03560 Preprocessor1_Mod…
191 2 1064 30 roc_auc hand_till 0.6122 10 0.03639 Preprocessor1_Mod…
192 3 1075 35 roc_auc hand_till 0.6122 10 0.03563 Preprocessor1_Mod…
193 4 1059 36 roc_auc hand_till 0.6121 10 0.03528 Preprocessor1_Mod…
194 3 1101 34 roc_auc hand_till 0.6119 10 0.03575 Preprocessor1_Mod…
195 2 1188 27 roc_auc hand_till 0.6119 10 0.03383 Preprocessor1_Mod…
196 4 1008 36 roc_auc hand_till 0.6119 10 0.03605 Preprocessor1_Mod…
197 3 1455 35 roc_auc hand_till 0.6119 10 0.03539 Preprocessor1_Mod…
198 2 705 28 roc_auc hand_till 0.6118 10 0.03391 Preprocessor1_Mod…
199 3 841 34 roc_auc hand_till 0.6118 10 0.03461 Preprocessor1_Mod…
200 4 1185 35 roc_auc hand_till 0.6116 10 0.03564 Preprocessor1_Mod…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 35 mcc multiclass 0.1060 10 0.04739 Preprocessor1_Mo…
2 2 635 33 mcc multiclass 0.1051 10 0.05487 Preprocessor1_Mo…
3 4 742 40 mcc multiclass 0.09196 10 0.04300 Preprocessor1_Mo…
4 2 576 40 mcc multiclass 0.09063 10 0.04849 Preprocessor1_Mo…
5 3 752 40 mcc multiclass 0.08787 10 0.05421 Preprocessor1_Mo…
6 3 1128 38 mcc multiclass 0.08262 10 0.05274 Preprocessor1_Mo…
7 2 501 40 mcc multiclass 0.08244 10 0.05271 Preprocessor1_Mo…
8 2 930 37 mcc multiclass 0.08235 10 0.04599 Preprocessor1_Mo…
9 2 569 39 mcc multiclass 0.08201 10 0.04597 Preprocessor1_Mo…
10 2 1223 37 mcc multiclass 0.08107 10 0.04521 Preprocessor1_Mo…
11 2 1068 37 mcc multiclass 0.07961 10 0.04491 Preprocessor1_Mo…
12 2 582 35 mcc multiclass 0.07766 10 0.03843 Preprocessor1_Mo…
13 4 852 39 mcc multiclass 0.07749 10 0.03958 Preprocessor1_Mo…
14 3 405 29 mcc multiclass 0.07689 10 0.04664 Preprocessor1_Mo…
15 3 1374 38 mcc multiclass 0.07609 10 0.04595 Preprocessor1_Mo…
16 3 1423 40 mcc multiclass 0.07588 10 0.04791 Preprocessor1_Mo…
17 2 448 40 mcc multiclass 0.07535 10 0.04958 Preprocessor1_Mo…
18 2 1243 39 mcc multiclass 0.07532 10 0.04613 Preprocessor1_Mo…
19 4 622 28 mcc multiclass 0.07521 10 0.04522 Preprocessor1_Mo…
20 2 1155 37 mcc multiclass 0.07521 10 0.04148 Preprocessor1_Mo…
21 4 1434 37 mcc multiclass 0.07511 10 0.04371 Preprocessor1_Mo…
22 4 1000 37 mcc multiclass 0.07481 10 0.04529 Preprocessor1_Mo…
23 2 527 36 mcc multiclass 0.07464 10 0.04531 Preprocessor1_Mo…
24 2 1175 36 mcc multiclass 0.07463 10 0.04521 Preprocessor1_Mo…
25 4 751 34 mcc multiclass 0.07430 10 0.04553 Preprocessor1_Mo…
26 2 857 37 mcc multiclass 0.07405 10 0.04544 Preprocessor1_Mo…
27 2 495 38 mcc multiclass 0.07388 10 0.05224 Preprocessor1_Mo…
28 3 1218 38 mcc multiclass 0.07388 10 0.05224 Preprocessor1_Mo…
29 3 1441 39 mcc multiclass 0.07387 10 0.04550 Preprocessor1_Mo…
30 2 454 21 mcc multiclass 0.07387 10 0.06095 Preprocessor1_Mo…
31 2 1190 31 mcc multiclass 0.07378 10 0.04300 Preprocessor1_Mo…
32 2 725 29 mcc multiclass 0.07360 10 0.05185 Preprocessor1_Mo…
33 3 1274 40 mcc multiclass 0.07352 10 0.04636 Preprocessor1_Mo…
34 2 1409 40 mcc multiclass 0.07352 10 0.04636 Preprocessor1_Mo…
35 3 1391 40 mcc multiclass 0.07352 10 0.04636 Preprocessor1_Mo…
36 2 1166 40 mcc multiclass 0.07334 10 0.04632 Preprocessor1_Mo…
37 4 763 40 mcc multiclass 0.07319 10 0.03716 Preprocessor1_Mo…
38 4 1062 21 mcc multiclass 0.07303 10 0.04279 Preprocessor1_Mo…
39 4 496 35 mcc multiclass 0.07288 10 0.04713 Preprocessor1_Mo…
40 2 499 37 mcc multiclass 0.07285 10 0.03986 Preprocessor1_Mo…
41 2 588 35 mcc multiclass 0.07207 10 0.04572 Preprocessor1_Mo…
42 4 812 20 mcc multiclass 0.07201 10 0.04790 Preprocessor1_Mo…
43 4 756 17 mcc multiclass 0.07087 10 0.03876 Preprocessor1_Mo…
44 2 703 36 mcc multiclass 0.07063 10 0.05187 Preprocessor1_Mo…
45 2 520 30 mcc multiclass 0.07044 10 0.04768 Preprocessor1_Mo…
46 2 995 36 mcc multiclass 0.07043 10 0.04411 Preprocessor1_Mo…
47 2 429 37 mcc multiclass 0.07007 10 0.04782 Preprocessor1_Mo…
48 2 1232 33 mcc multiclass 0.06943 10 0.04413 Preprocessor1_Mo…
49 2 1451 33 mcc multiclass 0.06925 10 0.04419 Preprocessor1_Mo…
50 2 1277 37 mcc multiclass 0.06925 10 0.04419 Preprocessor1_Mo…
51 3 965 40 mcc multiclass 0.06892 10 0.05040 Preprocessor1_Mo…
52 3 1381 40 mcc multiclass 0.06843 10 0.04234 Preprocessor1_Mo…
53 4 796 31 mcc multiclass 0.06795 10 0.04013 Preprocessor1_Mo…
54 3 957 33 mcc multiclass 0.06786 10 0.05283 Preprocessor1_Mo…
55 3 891 26 mcc multiclass 0.06768 10 0.04382 Preprocessor1_Mo…
56 3 640 27 mcc multiclass 0.06751 10 0.04387 Preprocessor1_Mo…
57 2 1181 21 mcc multiclass 0.06747 10 0.04447 Preprocessor1_Mo…
58 4 725 28 mcc multiclass 0.06746 10 0.03885 Preprocessor1_Mo…
59 4 619 26 mcc multiclass 0.06723 10 0.03728 Preprocessor1_Mo…
60 4 1381 18 mcc multiclass 0.06666 10 0.03738 Preprocessor1_Mo…
61 4 1339 39 mcc multiclass 0.06664 10 0.03908 Preprocessor1_Mo…
62 3 805 32 mcc multiclass 0.06634 10 0.04402 Preprocessor1_Mo…
63 4 426 39 mcc multiclass 0.06624 10 0.04928 Preprocessor1_Mo…
64 4 1064 29 mcc multiclass 0.06595 10 0.04393 Preprocessor1_Mo…
65 3 1449 31 mcc multiclass 0.06595 10 0.04393 Preprocessor1_Mo…
66 4 938 21 mcc multiclass 0.06591 10 0.03875 Preprocessor1_Mo…
67 4 1384 26 mcc multiclass 0.06578 10 0.04399 Preprocessor1_Mo…
68 4 737 31 mcc multiclass 0.06578 10 0.04399 Preprocessor1_Mo…
69 4 681 33 mcc multiclass 0.06548 10 0.04628 Preprocessor1_Mo…
70 3 438 31 mcc multiclass 0.06542 10 0.04231 Preprocessor1_Mo…
71 3 922 40 mcc multiclass 0.06527 10 0.04468 Preprocessor1_Mo…
72 3 816 40 mcc multiclass 0.06509 10 0.04474 Preprocessor1_Mo…
73 4 944 37 mcc multiclass 0.06473 10 0.04716 Preprocessor1_Mo…
74 3 1130 38 mcc multiclass 0.06465 10 0.04530 Preprocessor1_Mo…
75 4 890 36 mcc multiclass 0.06465 10 0.04530 Preprocessor1_Mo…
76 2 1095 36 mcc multiclass 0.06443 10 0.05097 Preprocessor1_Mo…
77 3 442 35 mcc multiclass 0.06439 10 0.04379 Preprocessor1_Mo…
78 2 612 40 mcc multiclass 0.06434 10 0.04122 Preprocessor1_Mo…
79 2 1175 37 mcc multiclass 0.06414 10 0.04115 Preprocessor1_Mo…
80 3 1434 35 mcc multiclass 0.06399 10 0.04393 Preprocessor1_Mo…
81 2 1296 28 mcc multiclass 0.06397 10 0.04419 Preprocessor1_Mo…
82 4 586 30 mcc multiclass 0.06394 10 0.04459 Preprocessor1_Mo…
83 2 492 31 mcc multiclass 0.06368 10 0.04393 Preprocessor1_Mo…
84 2 1445 34 mcc multiclass 0.06350 10 0.04486 Preprocessor1_Mo…
85 4 1271 38 mcc multiclass 0.06346 10 0.04487 Preprocessor1_Mo…
86 3 686 34 mcc multiclass 0.06346 10 0.04645 Preprocessor1_Mo…
87 4 1413 37 mcc multiclass 0.06337 10 0.04456 Preprocessor1_Mo…
88 2 1481 37 mcc multiclass 0.06333 10 0.04492 Preprocessor1_Mo…
89 2 646 29 mcc multiclass 0.06324 10 0.03941 Preprocessor1_Mo…
90 2 892 29 mcc multiclass 0.06320 10 0.04462 Preprocessor1_Mo…
91 3 1276 23 mcc multiclass 0.06281 10 0.04625 Preprocessor1_Mo…
92 2 861 34 mcc multiclass 0.06276 10 0.04410 Preprocessor1_Mo…
93 3 870 35 mcc multiclass 0.06268 10 0.04737 Preprocessor1_Mo…
94 3 1330 40 mcc multiclass 0.06248 10 0.04490 Preprocessor1_Mo…
95 4 481 39 mcc multiclass 0.06236 10 0.03825 Preprocessor1_Mo…
96 4 467 36 mcc multiclass 0.06229 10 0.04415 Preprocessor1_Mo…
97 2 1266 33 mcc multiclass 0.06223 10 0.04411 Preprocessor1_Mo…
98 4 607 40 mcc multiclass 0.06220 10 0.04659 Preprocessor1_Mo…
99 2 616 35 mcc multiclass 0.06220 10 0.05297 Preprocessor1_Mo…
100 2 1458 33 mcc multiclass 0.06212 10 0.03933 Preprocessor1_Mo…
101 2 1499 35 mcc multiclass 0.06205 10 0.04417 Preprocessor1_Mo…
102 4 1192 17 mcc multiclass 0.06203 10 0.04530 Preprocessor1_Mo…
103 2 1312 31 mcc multiclass 0.06195 10 0.04653 Preprocessor1_Mo…
104 2 753 39 mcc multiclass 0.06178 10 0.04033 Preprocessor1_Mo…
105 2 644 22 mcc multiclass 0.06172 10 0.04379 Preprocessor1_Mo…
106 2 1181 35 mcc multiclass 0.06170 10 0.04504 Preprocessor1_Mo…
107 2 771 35 mcc multiclass 0.06152 10 0.04510 Preprocessor1_Mo…
108 3 1138 23 mcc multiclass 0.06136 10 0.03345 Preprocessor1_Mo…
109 4 1487 24 mcc multiclass 0.06131 10 0.04023 Preprocessor1_Mo…
110 2 566 38 mcc multiclass 0.06119 10 0.04413 Preprocessor1_Mo…
111 4 1333 25 mcc multiclass 0.06114 10 0.03625 Preprocessor1_Mo…
112 4 1108 40 mcc multiclass 0.06113 10 0.04020 Preprocessor1_Mo…
113 3 582 29 mcc multiclass 0.06112 10 0.03637 Preprocessor1_Mo…
114 2 1054 36 mcc multiclass 0.06107 10 0.04361 Preprocessor1_Mo…
115 3 431 25 mcc multiclass 0.06077 10 0.03913 Preprocessor1_Mo…
116 4 694 25 mcc multiclass 0.06067 10 0.03854 Preprocessor1_Mo…
117 2 412 39 mcc multiclass 0.06065 10 0.04450 Preprocessor1_Mo…
118 2 1083 30 mcc multiclass 0.06063 10 0.04638 Preprocessor1_Mo…
119 4 1480 40 mcc multiclass 0.06056 10 0.05077 Preprocessor1_Mo…
120 2 1256 38 mcc multiclass 0.06042 10 0.04429 Preprocessor1_Mo…
121 2 1176 35 mcc multiclass 0.06042 10 0.04429 Preprocessor1_Mo…
122 4 1438 30 mcc multiclass 0.06039 10 0.04012 Preprocessor1_Mo…
123 3 1345 26 mcc multiclass 0.06034 10 0.03910 Preprocessor1_Mo…
124 3 889 34 mcc multiclass 0.06028 10 0.04731 Preprocessor1_Mo…
125 4 1382 38 mcc multiclass 0.06027 10 0.04313 Preprocessor1_Mo…
126 2 1422 33 mcc multiclass 0.06025 10 0.04435 Preprocessor1_Mo…
127 2 761 39 mcc multiclass 0.06025 10 0.04435 Preprocessor1_Mo…
128 3 544 33 mcc multiclass 0.06023 10 0.03948 Preprocessor1_Mo…
129 4 675 38 mcc multiclass 0.06019 10 0.03477 Preprocessor1_Mo…
130 4 637 26 mcc multiclass 0.06008 10 0.04009 Preprocessor1_Mo…
131 4 1145 23 mcc multiclass 0.06007 10 0.03969 Preprocessor1_Mo…
132 2 734 22 mcc multiclass 0.05997 10 0.03621 Preprocessor1_Mo…
133 3 498 37 mcc multiclass 0.05984 10 0.05041 Preprocessor1_Mo…
134 4 734 26 mcc multiclass 0.05968 10 0.03316 Preprocessor1_Mo…
135 4 1328 23 mcc multiclass 0.05959 10 0.04087 Preprocessor1_Mo…
136 2 1373 34 mcc multiclass 0.05953 10 0.04559 Preprocessor1_Mo…
137 2 1462 32 mcc multiclass 0.05953 10 0.04559 Preprocessor1_Mo…
138 2 1008 38 mcc multiclass 0.05940 10 0.04432 Preprocessor1_Mo…
139 2 423 37 mcc multiclass 0.05938 10 0.03996 Preprocessor1_Mo…
140 2 1468 31 mcc multiclass 0.05936 10 0.04565 Preprocessor1_Mo…
141 2 1337 35 mcc multiclass 0.05936 10 0.04565 Preprocessor1_Mo…
142 4 725 13 mcc multiclass 0.05935 10 0.04297 Preprocessor1_Mo…
143 4 1385 22 mcc multiclass 0.05934 10 0.04487 Preprocessor1_Mo…
144 4 1462 33 mcc multiclass 0.05933 10 0.04002 Preprocessor1_Mo…
145 3 1150 36 mcc multiclass 0.05926 10 0.05349 Preprocessor1_Mo…
146 4 530 28 mcc multiclass 0.05924 10 0.03851 Preprocessor1_Mo…
147 2 564 37 mcc multiclass 0.05923 10 0.04437 Preprocessor1_Mo…
148 4 962 33 mcc multiclass 0.05915 10 0.04198 Preprocessor1_Mo…
149 4 1469 19 mcc multiclass 0.05914 10 0.03544 Preprocessor1_Mo…
150 3 530 33 mcc multiclass 0.05910 10 0.04919 Preprocessor1_Mo…
151 2 525 23 mcc multiclass 0.05900 10 0.04543 Preprocessor1_Mo…
152 4 1028 19 mcc multiclass 0.05896 10 0.03231 Preprocessor1_Mo…
153 4 588 36 mcc multiclass 0.05886 10 0.05006 Preprocessor1_Mo…
154 3 660 30 mcc multiclass 0.05877 10 0.03772 Preprocessor1_Mo…
155 4 1252 31 mcc multiclass 0.05866 10 0.04022 Preprocessor1_Mo…
156 3 1319 26 mcc multiclass 0.05849 10 0.04028 Preprocessor1_Mo…
157 3 713 35 mcc multiclass 0.05844 10 0.04699 Preprocessor1_Mo…
158 2 1363 20 mcc multiclass 0.05828 10 0.03731 Preprocessor1_Mo…
159 2 522 23 mcc multiclass 0.05818 10 0.03228 Preprocessor1_Mo…
160 4 1307 32 mcc multiclass 0.05805 10 0.03916 Preprocessor1_Mo…
161 3 787 26 mcc multiclass 0.05805 10 0.03916 Preprocessor1_Mo…
162 4 1040 35 mcc multiclass 0.05805 10 0.03916 Preprocessor1_Mo…
163 3 929 34 mcc multiclass 0.05805 10 0.03916 Preprocessor1_Mo…
164 4 584 33 mcc multiclass 0.05803 10 0.04533 Preprocessor1_Mo…
165 3 1089 31 mcc multiclass 0.05799 10 0.04233 Preprocessor1_Mo…
166 4 1377 31 mcc multiclass 0.05788 10 0.03922 Preprocessor1_Mo…
167 3 1023 23 mcc multiclass 0.05781 10 0.04627 Preprocessor1_Mo…
168 2 989 35 mcc multiclass 0.05772 10 0.04609 Preprocessor1_Mo…
169 2 1429 18 mcc multiclass 0.05767 10 0.03996 Preprocessor1_Mo…
170 2 1033 28 mcc multiclass 0.05766 10 0.04534 Preprocessor1_Mo…
171 4 1021 39 mcc multiclass 0.05743 10 0.04575 Preprocessor1_Mo…
172 2 409 36 mcc multiclass 0.05742 10 0.03668 Preprocessor1_Mo…
173 4 420 35 mcc multiclass 0.05737 10 0.05021 Preprocessor1_Mo…
174 4 788 39 mcc multiclass 0.05735 10 0.03962 Preprocessor1_Mo…
175 4 975 40 mcc multiclass 0.05733 10 0.04006 Preprocessor1_Mo…
176 4 1322 34 mcc multiclass 0.05731 10 0.04577 Preprocessor1_Mo…
177 4 767 37 mcc multiclass 0.05730 10 0.03882 Preprocessor1_Mo…
178 3 810 32 mcc multiclass 0.05723 10 0.04469 Preprocessor1_Mo…
179 4 421 23 mcc multiclass 0.05719 10 0.04207 Preprocessor1_Mo…
180 4 1190 19 mcc multiclass 0.05719 10 0.03611 Preprocessor1_Mo…
181 4 731 32 mcc multiclass 0.05717 10 0.04212 Preprocessor1_Mo…
182 4 1450 31 mcc multiclass 0.05695 10 0.04547 Preprocessor1_Mo…
183 4 1207 39 mcc multiclass 0.05683 10 0.04300 Preprocessor1_Mo…
184 4 638 39 mcc multiclass 0.05683 10 0.05456 Preprocessor1_Mo…
185 2 731 25 mcc multiclass 0.05682 10 0.03881 Preprocessor1_Mo…
186 2 492 38 mcc multiclass 0.05675 10 0.03747 Preprocessor1_Mo…
187 3 1146 25 mcc multiclass 0.05668 10 0.04046 Preprocessor1_Mo…
188 4 930 30 mcc multiclass 0.05664 10 0.04479 Preprocessor1_Mo…
189 3 1167 29 mcc multiclass 0.05664 10 0.04479 Preprocessor1_Mo…
190 3 1001 19 mcc multiclass 0.05659 10 0.03703 Preprocessor1_Mo…
191 3 1268 37 mcc multiclass 0.05657 10 0.04071 Preprocessor1_Mo…
192 4 605 33 mcc multiclass 0.05630 10 0.04153 Preprocessor1_Mo…
193 4 569 18 mcc multiclass 0.05627 10 0.03324 Preprocessor1_Mo…
194 3 516 29 mcc multiclass 0.05625 10 0.03934 Preprocessor1_Mo…
195 3 1409 19 mcc multiclass 0.05617 10 0.03987 Preprocessor1_Mo…
196 3 1316 39 mcc multiclass 0.05614 10 0.04841 Preprocessor1_Mo…
197 3 1454 37 mcc multiclass 0.05586 10 0.03991 Preprocessor1_Mo…
198 3 882 35 mcc multiclass 0.05583 10 0.04587 Preprocessor1_Mo…
199 4 1433 40 mcc multiclass 0.05570 10 0.04852 Preprocessor1_Mo…
200 4 927 33 mcc multiclass 0.05568 10 0.04471 Preprocessor1_Mo…Efikasnost - GOD_2021_2022
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.5161 0.3730
2 precision macro 0.6735 0.4792
3 spec macro 0.8768 0.8064
4 accuracy multiclass 0.6728 0.4821
5 f_meas macro 0.6683 0.4707
6 mcc multiclass 0.5198 0.2369
7 kap multiclass 0.5065 0.2274
8 roc_auc hand_till 0.8770 0.6545
9 mn_log_loss multiclass 0.9152 1.158 Confusion matrix
Column 2
ROC curve
Gain curve
Važnost prediktora - GOD_2021_2022
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
Usporedba modela
Column 1
Metrike: Model_2021 na podacima iz GOD_2021
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.5161 0.3730
2 precision macro 0.6735 0.4792
3 spec macro 0.8768 0.8064
4 accuracy multiclass 0.6728 0.4821
5 f_meas macro 0.6683 0.4707
6 mcc multiclass 0.5198 0.2369
7 kap multiclass 0.5065 0.2274
8 roc_auc hand_till 0.8770 0.6545
9 mn_log_loss multiclass 0.9152 1.158 Confusion matrix: Model_2021 na testnim podacima iz GOD_2021
Column 2
Metrike: Model_2021 na podacima iz GOD_2022
# A tibble: 9 × 3
.metric .estimator .estimate
<chr> <chr> <dbl>
1 sens macro 0.3811
2 precision macro 0.4530
3 spec macro 0.7996
4 accuracy multiclass 0.4192
5 f_meas macro 0.4120
6 mcc multiclass 0.2302
7 kap multiclass 0.1962
8 roc_auc hand_till 0.6568
9 mn_log_loss multiclass 1.180 Confusion matrix: Model_2021 na podacima iz GOD_2022
Učenje - GOD 2022_2023
Column 1
struktura 1
struktura 2
struktura 3
struktura 4
Column 2
Info - svi redovni studenti (GOD 2022 / 2023)
Opisi varijabli
- KOL1 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na prvom kolokviju
- KOL2 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na drugom kolokviju
- KOL3 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na trećem kolokviju
- KVIZ1 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na kvizovima prije prvog kolokvija
- KVIZ2 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na kvizovima između prvog i drugog kolokvija
- KVIZ3 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na kvizovima nakon drugog kolokvija
- ESEJ - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na eseju
Opisi struktura
- struktura 1 - učenje pomoću hc algoritma na praznom digrafu
- struktura 2 - učenje pomoću hc algoritma na praznom digrafu uz zabranjene lukove (KOL1, KVIZ1), (KOL2, KVIZ1), (KOL3, KVIZ1), (ESEJ, KVIZ1), (KOL2, KVIZ2), (KOL3, KVIZ2), (KVIZ3, KVIZ2), (ESEJ, KVIZ2)
- struktura 3 - učenje pomoću gs algoritma na praznom digrafu, neki bridovi nemaju orijentaciju pa moramo sami odlučiti koju ćemo uzeti
- struktura 4 - odabrane orijentacije za bridove iz strukture 3
BIC score
struktura 1
[1] -2511.71struktura 2
[1] -2529.825struktura 4
[1] -3120.295Distribucije - struktura 1 (GOD 2022_2023)
Column 1
KOL1
KOL2 | KOL1
KOL3 | KOL2
KVIZ1 | KOL2
KVIZ2 | KOL2
KVIZ3 | ESEJ
ESEJ | KOL2
Column 2
struktura 1
marginalne distribucije
Distribucije - struktura 2 (GOD 2022_2023)
Column 1
KOL1 | KVIZ1
KOL2 | KOL1
KOL3 | KOL2
KVIZ1
KVIZ2 | KOL1
KVIZ3 | ESEJ
ESEJ | KOL2
Column 2
struktura 2
marginalne distribucije
Distribucije - struktura 4 (GOD 2022_2023)
Column 1
KOL1
KOL2 | KOL1,KVIZ1
KOL3 | KOL2,KVIZ2,KVIZ3
KVIZ1
KVIZ2
KVIZ3 | ESEJ
ESEJ
Column 2
struktura 4
marginalne distribucije
Postavljanje upita - struktura 2 (GOD 2022_2023)
Column 1
P(ESEJ | KOL1)
KOL1
ESEJ 1 2 3 4
1 0.56842726 0.3562066 0.1885628 0.1202602
2 0.21293904 0.2329936 0.2294782 0.1726975
3 0.17044617 0.2880833 0.3791959 0.4458639
4 0.04818753 0.1227166 0.2027631 0.2611784P(ESEJ | KVIZ1, KVIZ2)
, , KVIZ2 = 1
KVIZ1
ESEJ 1 2 3 4
1 0.4138881 0.3070431 0.2747756 0.3000248
2 0.2234528 0.2277231 0.2252362 0.2239481
3 0.2558795 0.3155638 0.3342412 0.3201728
4 0.1067796 0.1496700 0.1657470 0.1558543
, , KVIZ2 = 2
KVIZ1
ESEJ 1 2 3 4
1 0.3072485 0.2474179 0.2131826 0.2164595
2 0.2274193 0.2231080 0.2169238 0.2166479
3 0.3152255 0.3510001 0.3725951 0.3707727
4 0.1501067 0.1784740 0.1972985 0.1961199
, , KVIZ2 = 3
KVIZ1
ESEJ 1 2 3 4
1 0.2565847 0.2071432 0.1778105 0.1777907
2 0.2254103 0.2136154 0.2050629 0.2048948
3 0.3445401 0.3777065 0.3979112 0.3979637
4 0.1734649 0.2015348 0.2192154 0.2193508
, , KVIZ2 = 4
KVIZ1
ESEJ 1 2 3 4
1 0.2878171 0.1908386 0.1638417 0.1678984
2 0.2203711 0.2054186 0.1967098 0.1967563
3 0.3284708 0.3905390 0.4096851 0.4073182
4 0.1633410 0.2132038 0.2297634 0.2280271Column 2
P(ESEJ | KOL2)
KOL2
ESEJ 1 2 3 4
1 0.689306358 0.2108150 0.09242424 0.04032258
2 0.203757225 0.2547022 0.21363636 0.04032258
3 0.099710983 0.3738245 0.40757576 0.62096774
4 0.007225434 0.1606583 0.28636364 0.29838710P(ESEJ | KOL1, KOL2)
, , KOL2 = 1
KOL1
ESEJ 1 2 3 4
1 0.689306358 0.689306358 0.689306358 0.689306358
2 0.203757225 0.203757225 0.203757225 0.203757225
3 0.099710983 0.099710983 0.099710983 0.099710983
4 0.007225434 0.007225434 0.007225434 0.007225434
, , KOL2 = 2
KOL1
ESEJ 1 2 3 4
1 0.2108150 0.2108150 0.2108150 0.2108150
2 0.2547022 0.2547022 0.2547022 0.2547022
3 0.3738245 0.3738245 0.3738245 0.3738245
4 0.1606583 0.1606583 0.1606583 0.1606583
, , KOL2 = 3
KOL1
ESEJ 1 2 3 4
1 0.09242424 0.09242424 0.09242424 0.09242424
2 0.21363636 0.21363636 0.21363636 0.21363636
3 0.40757576 0.40757576 0.40757576 0.40757576
4 0.28636364 0.28636364 0.28636364 0.28636364
, , KOL2 = 4
KOL1
ESEJ 1 2 3 4
1 0.04032258 0.04032258 0.04032258 0.04032258
2 0.04032258 0.04032258 0.04032258 0.04032258
3 0.62096774 0.62096774 0.62096774 0.62096774
4 0.29838710 0.29838710 0.29838710 0.29838710Predikcije eseja - struktura 1 (GOD 2022_2023)
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.4071 0.3954
2 precision macro 0.4349 0.3356
3 spec macro 0.8184 0.8157
4 accuracy multiclass 0.4980 0.4941
5 f_meas macro 0.3396 0.4094
6 mcc multiclass 0.3025 0.2986
7 kap multiclass 0.2745 0.2634
8 roc_auc hand_till 0.7375 0.6566
9 mn_log_loss multiclass 1.046 1.238 Confusion matrix
Column 2
ROC curve
Gain curve
Predikcije eseja - struktura 2 (GOD 2022_2023)
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.3914 0.3864
2 precision macro 0.3037 0.3272
3 spec macro 0.8128 0.8116
4 accuracy multiclass 0.4819 0.4824
5 f_meas macro 0.3200 0.3999
6 mcc multiclass 0.2768 0.2790
7 kap multiclass 0.2515 0.2467
8 roc_auc hand_till 0.7312 0.6655
9 mn_log_loss multiclass 1.052 1.237 Confusion matrix
Column 2
ROC curve
Gain curve
Predikcije eseja - struktura 4 (GOD 2022_2023)
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.4057 0.3607
2 precision macro 0.5022 0.4472
3 spec macro 0.8188 0.7993
4 accuracy multiclass 0.5020 0.4471
5 f_meas macro 0.6201 0.5504
6 mcc multiclass 0.3151 0.2258
7 kap multiclass 0.2769 0.1978
8 roc_auc hand_till 0.6764 0.6566
9 mn_log_loss multiclass 1.157 1.238 Confusion matrix
Column 2
ROC curve
Gain curve
Učenje - GOD 2022_2023
Column 1
struktura 1
struktura 2
struktura 3
struktura 4
Column 2
Info - redovni studenti koji su pisali esej (GOD 2022 / 2023)
Opisi varijabli
- KOL1 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na prvom kolokviju
- KOL2 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na drugom kolokviju
- KOL3 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na trećem kolokviju
- KVIZ1 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na kvizovima prije prvog kolokvija
- KVIZ2 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na kvizovima između prvog i drugog kolokvija
- KVIZ3 - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na kvizovima nakon drugog kolokvija
- ESEJ - faktorska varijabla s 4 klase napravljene prema četvrtinama ukupnih bodova na eseju
Opisi struktura
- struktura 1 - učenje pomoću hc algoritma na praznom digrafu
- struktura 2 - učenje pomoću hc algoritma na praznom digrafu uz zabranjene lukove (KOL1, KVIZ1), (KOL2, KVIZ1), (KOL3, KVIZ1), (ESEJ, KVIZ1), (KOL2, KVIZ2), (KOL3, KVIZ2), (KVIZ3, KVIZ2), (ESEJ, KVIZ2)
- struktura 3 - učenje pomoću gs algoritma na praznom digrafu, neki bridovi nemaju orijentaciju pa moramo sami odlučiti koju ćemo uzeti
- struktura 4 - odabrane orijentacije za bridove iz strukture 3
BIC score
struktura 1
[1] -1811.749struktura 2
[1] -1812.567struktura 4
[1] -1967.687Distribucije - struktura 1 (GOD 2022_2023)
Column 1
KOL1
KOL2 | KOL1
KOL3 | KOL2
KVIZ1 | KOL2
KVIZ2 | KOL2
KVIZ3
ESEJ
Column 2
struktura 1
marginalne distribucije
Distribucije - struktura 2 (GOD 2022_2023)
Column 1
KOL1
KOL2 | KOL1
KOL3 | KOL2
KVIZ1
KVIZ2
KVIZ3
ESEJ
Column 2
struktura 2
marginalne distribucije
Distribucije - struktura 4 (GOD 2022_2023)
Column 1
KOL1
KOL2 | KOL1,KVIZ1
KOL3 | KOL2,KVIZ2
KVIZ1
KVIZ2
KVIZ3
ESEJ | KOL1
Column 2
struktura 4
marginalne distribucije
Postavljanje upita - struktura 4 (GOD 2022_2023)
Column 1
P(ESEJ | KOL1)
KOL1
ESEJ 1 2 3 4
1 0.2338710 0.02241379 0.03111588 0.01811594
2 0.5564516 0.43620690 0.24570815 0.16304348
3 0.1048387 0.47758621 0.42596567 0.45289855
4 0.1048387 0.06379310 0.29721030 0.36594203P(ESEJ | KVIZ1, KVIZ2)
, , KVIZ2 = 1
KVIZ1
ESEJ 1 2 3 4
1 0.03974895 0.03974895 0.03974895 0.03974895
2 0.31171548 0.31171548 0.31171548 0.31171548
3 0.42468619 0.42468619 0.42468619 0.42468619
4 0.22384937 0.22384937 0.22384937 0.22384937
, , KVIZ2 = 2
KVIZ1
ESEJ 1 2 3 4
1 0.03974895 0.03974895 0.03974895 0.03974895
2 0.31171548 0.31171548 0.31171548 0.31171548
3 0.42468619 0.42468619 0.42468619 0.42468619
4 0.22384937 0.22384937 0.22384937 0.22384937
, , KVIZ2 = 3
KVIZ1
ESEJ 1 2 3 4
1 0.03974895 0.03974895 0.03974895 0.03974895
2 0.31171548 0.31171548 0.31171548 0.31171548
3 0.42468619 0.42468619 0.42468619 0.42468619
4 0.22384937 0.22384937 0.22384937 0.22384937
, , KVIZ2 = 4
KVIZ1
ESEJ 1 2 3 4
1 0.03974895 0.03974895 0.03974895 0.03974895
2 0.31171548 0.31171548 0.31171548 0.31171548
3 0.42468619 0.42468619 0.42468619 0.42468619
4 0.22384937 0.22384937 0.22384937 0.22384937Column 2
P(ESEJ | KOL2)
KOL2
ESEJ 1 2 3 4
1 0.08126582 0.03727185 0.03070164 0.0442212
2 0.43579212 0.33025571 0.25548130 0.2464545
3 0.36874794 0.43122822 0.43290159 0.4109148
4 0.11419412 0.20124423 0.28091548 0.2984096P(ESEJ | KOL1, KOL2)
, , KOL2 = 1
KOL1
ESEJ 1 2 3 4
1 0.2338710 0.02241379 0.03111588 0.01811594
2 0.5564516 0.43620690 0.24570815 0.16304348
3 0.1048387 0.47758621 0.42596567 0.45289855
4 0.1048387 0.06379310 0.29721030 0.36594203
, , KOL2 = 2
KOL1
ESEJ 1 2 3 4
1 0.2338710 0.02241379 0.03111588 0.01811594
2 0.5564516 0.43620690 0.24570815 0.16304348
3 0.1048387 0.47758621 0.42596567 0.45289855
4 0.1048387 0.06379310 0.29721030 0.36594203
, , KOL2 = 3
KOL1
ESEJ 1 2 3 4
1 0.2338710 0.02241379 0.03111588 0.01811594
2 0.5564516 0.43620690 0.24570815 0.16304348
3 0.1048387 0.47758621 0.42596567 0.45289855
4 0.1048387 0.06379310 0.29721030 0.36594203
, , KOL2 = 4
KOL1
ESEJ 1 2 3 4
1 0.2338710 0.02241379 0.03111588 0.01811594
2 0.5564516 0.43620690 0.24570815 0.16304348
3 0.1048387 0.47758621 0.42596567 0.45289855
4 0.1048387 0.06379310 0.29721030 0.36594203Predikcije eseja - struktura 1 (GOD 2022_2023)
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.25 0.25
2 precision macro 0.4412 0.4068
3 spec macro 0.75 0.75
4 accuracy multiclass 0.4412 0.4068
5 f_meas macro 0.6122 0.5783
6 mcc multiclass NaN NaN
7 kap multiclass 0 0
8 roc_auc hand_till 0.4989 0.5302
9 mn_log_loss multiclass 1.133 1.280 Confusion matrix
Column 2
ROC curve
Gain curve
Predikcije eseja - struktura 2 (GOD 2022_2023)
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.25 0.25
2 precision macro 0.4412 0.4068
3 spec macro 0.75 0.75
4 accuracy multiclass 0.4412 0.4068
5 f_meas macro 0.6122 0.5783
6 mcc multiclass NaN NaN
7 kap multiclass 0 0
8 roc_auc hand_till 0.4579 0.5587
9 mn_log_loss multiclass 1.142 1.277 Confusion matrix
Column 2
ROC curve
Gain curve
Predikcije eseja - struktura 4 (GOD 2022_2023)
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.2789 0.3021
2 precision macro 0.4888 0.5143
3 spec macro 0.7658 0.7756
4 accuracy multiclass 0.4647 0.4576
5 f_meas macro 0.4576 0.5020
6 mcc multiclass 0.1029 0.1547
7 kap multiclass 0.06992 0.1115
8 roc_auc hand_till 0.6952 0.5302
9 mn_log_loss multiclass 1.041 1.280 Confusion matrix
Column 2
ROC curve
Gain curve