Kolokviji, kvizovi, zadaće
Distribucije pojedinih aktivnosti po akademskim godinama
Video, materijali, dolasci
Column 1
Oznake
- VID_1 - ukupni broj logova na video materijale vezane za prvi kolokvij
- VID_2 - ukupni broj logova na video materijale vezane za drugi kolokvij
- VID_3 - ukupni broj logova na video materijale vezane za treći kolokvij
- D1 - ukupni broj dolazaka na predavanja do prvog kolokvija
- D2 - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
- D3 - ukupni broj dolazaka na predavanja između drugog i trećeg kolokvija
- M1 - ukupni broj logova na pdf materijale vezane za prvi kolokvij
- M2 - ukupni broj logova na pdf materijale vezane za drugi kolokvij
- M3 - ukupni broj logova na pdf materijale vezane za treći kolokvij
Distribucije logova na video materijale po akademskim godinama
Column 2
Distribucije dolazaka na predavanja po akademskim godinama
Distribucije logova na PDF materijale po akademskim godinama
Distribucije kolokvijskih klasa
Column 1
dvije klase
četiri klase
Column 2
KOL1 tablice
Dvije klase (sve zajedno)
| klasa2 | n |
|---|---|
| 0 | 222 |
| 1 | 392 |
Dvije klase (po godinama)
| id | klasa2 | n |
|---|---|---|
| 2021 | 0 | 112 |
| 2021 | 1 | 190 |
| 2022 | 0 | 110 |
| 2022 | 1 | 202 |
Četiri klase (sve zajedno)
| klasa4 | n |
|---|---|
| 1 | 20 |
| 2 | 202 |
| 3 | 309 |
| 4 | 83 |
Četiri klase (po godinama)
| id | klasa4 | n |
|---|---|---|
| 2021 | 1 | 7 |
| 2021 | 2 | 105 |
| 2021 | 3 | 156 |
| 2021 | 4 | 34 |
| 2022 | 1 | 13 |
| 2022 | 2 | 97 |
| 2022 | 3 | 153 |
| 2022 | 4 | 49 |
KOL2 tablice
Dvije klase (sve zajedno)
| klasa2 | n |
|---|---|
| 0 | 264 |
| 1 | 350 |
Dvije klase (po godinama)
| id | klasa2 | n |
|---|---|---|
| 2021 | 0 | 161 |
| 2021 | 1 | 141 |
| 2022 | 0 | 103 |
| 2022 | 1 | 209 |
Četiri klase (sve zajedno)
| klasa4 | n |
|---|---|
| 1 | 60 |
| 2 | 204 |
| 3 | 269 |
| 4 | 81 |
Četiri klase (po godinama)
| id | klasa4 | n |
|---|---|---|
| 2021 | 1 | 41 |
| 2021 | 2 | 120 |
| 2021 | 3 | 100 |
| 2021 | 4 | 41 |
| 2022 | 1 | 19 |
| 2022 | 2 | 84 |
| 2022 | 3 | 169 |
| 2022 | 4 | 40 |
KOL3 tablice
Dvije klase (sve zajedno)
| klasa2 | n |
|---|---|
| 0 | 538 |
| 1 | 76 |
Dvije klase (po godinama)
| id | klasa2 | n |
|---|---|---|
| 2021 | 0 | 268 |
| 2021 | 1 | 34 |
| 2022 | 0 | 270 |
| 2022 | 1 | 42 |
Četiri klase (sve zajedno)
| klasa4 | n |
|---|---|
| 1 | 262 |
| 2 | 277 |
| 3 | 69 |
| 4 | 6 |
Četiri klase (po godinama)
| id | klasa4 | n |
|---|---|---|
| 2021 | 1 | 147 |
| 2021 | 2 | 122 |
| 2021 | 3 | 28 |
| 2021 | 4 | 5 |
| 2022 | 1 | 115 |
| 2022 | 2 | 155 |
| 2022 | 3 | 41 |
| 2022 | 4 | 1 |
Vizualizacija logova
Column 1
Slike logovi
Column 2
Slike logovi
Logovi po aktivnostima
Column 1
Line
Spline
Bump
Point
Bar
Density PDF
Density VIDEO
Density TEST
Column 2
Line
Spline
Bump
Point
Bar
Density PDF
Density VIDEO
Density TEST
Logovi po aktivnostima - GRID
Column
Line
Line (free y)
Spline
Spline (free y)
Bump
Logovi klase online/offline
Column
online/offline (postotak)
online/offline (brojčano)
Kolokvijske klase
Prijelazi između kolokvijskih klasa
Opisi modela
Column 1
1. model
Prediktori
- KVIZ - suma svih bodova na kvizovima do prvog kolokvija
- DZ - suma bodova na domaćim zadaćama do prvog kolokvija
- VIDEO - ukupni broj klikova na video materijale do prvog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale do prvog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja do prvog kolokvija
Response - binarna klasifikacija studenata na temelju broja bodova na prvom kolokviju.
- 1 (pozitivna klasa): ako je na prvom kolokviju ukupni broj bodova veći ili jednak od 10
- 0 (negativna klasa): ako je na prvom kolokviju ukupni broj bodova strogo manji od 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}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
2. model
Prediktori
- KVIZ - suma svih bodova na kvizovima do prvog kolokvija
- DZ - suma bodova na domaćim zadaćama do prvog kolokvija
- VIDEO - ukupni broj klikova na video materijale do prvog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale do prvog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja do prvog kolokvija
Response - Klasifikacija studenata na temelju broja bodova na prvom kolokviju.
- 1 - ako je na prvom kolokviju ukupni broj bodova unutar intervala [0,5]
- 2 - ako je na prvom kolokviju ukupni broj bodova unutar intervala (5,10]
- 3 - ako je na prvom kolokviju ukupni broj bodova unutar intervala (10,15]
- 4 - ako je na prvom kolokviju ukupni broj bodova unutar intervala (15,20]
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
1. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 517 40 roc_auc binary 0.730 10 0.0347 Preprocessor1_Mode…
2 3 1425 40 roc_auc binary 0.730 10 0.0340 Preprocessor1_Mode…
3 3 634 39 roc_auc binary 0.728 10 0.0353 Preprocessor1_Mode…
4 3 673 30 roc_auc binary 0.728 10 0.0328 Preprocessor1_Mode…
5 3 611 16 roc_auc binary 0.728 10 0.0322 Preprocessor1_Mode…
6 3 631 34 roc_auc binary 0.728 10 0.0334 Preprocessor1_Mode…
7 3 1222 39 roc_auc binary 0.727 10 0.0336 Preprocessor1_Mode…
8 3 540 38 roc_auc binary 0.727 10 0.0336 Preprocessor1_Mode…
9 3 1255 37 roc_auc binary 0.727 10 0.0352 Preprocessor1_Mode…
10 3 1185 39 roc_auc binary 0.727 10 0.0328 Preprocessor1_Mode…
11 3 793 39 roc_auc binary 0.727 10 0.0340 Preprocessor1_Mode…
12 3 1108 39 roc_auc binary 0.727 10 0.0338 Preprocessor1_Mode…
13 3 658 36 roc_auc binary 0.726 10 0.0332 Preprocessor1_Mode…
14 3 1031 39 roc_auc binary 0.726 10 0.0335 Preprocessor1_Mode…
15 3 1460 34 roc_auc binary 0.726 10 0.0331 Preprocessor1_Mode…
16 3 803 36 roc_auc binary 0.726 10 0.0330 Preprocessor1_Mode…
17 2 409 36 roc_auc binary 0.726 10 0.0324 Preprocessor1_Mode…
18 3 1004 20 roc_auc binary 0.726 10 0.0309 Preprocessor1_Mode…
19 3 1271 37 roc_auc binary 0.726 10 0.0337 Preprocessor1_Mode…
20 3 867 38 roc_auc binary 0.726 10 0.0347 Preprocessor1_Mode…
21 3 525 35 roc_auc binary 0.725 10 0.0337 Preprocessor1_Mode…
22 3 848 36 roc_auc binary 0.725 10 0.0329 Preprocessor1_Mode…
23 3 1015 39 roc_auc binary 0.725 10 0.0339 Preprocessor1_Mode…
24 3 1285 37 roc_auc binary 0.725 10 0.0331 Preprocessor1_Mode…
25 3 1227 39 roc_auc binary 0.725 10 0.0340 Preprocessor1_Mode…
26 3 1412 38 roc_auc binary 0.725 10 0.0335 Preprocessor1_Mode…
27 3 1264 36 roc_auc binary 0.725 10 0.0333 Preprocessor1_Mode…
28 3 1268 35 roc_auc binary 0.725 10 0.0329 Preprocessor1_Mode…
29 3 1301 16 roc_auc binary 0.725 10 0.0328 Preprocessor1_Mode…
30 3 979 31 roc_auc binary 0.725 10 0.0335 Preprocessor1_Mode…
31 2 757 40 roc_auc binary 0.725 10 0.0316 Preprocessor1_Mode…
32 3 434 36 roc_auc binary 0.725 10 0.0331 Preprocessor1_Mode…
33 3 450 35 roc_auc binary 0.725 10 0.0342 Preprocessor1_Mode…
34 2 555 33 roc_auc binary 0.725 10 0.0320 Preprocessor1_Mode…
35 3 680 19 roc_auc binary 0.725 10 0.0317 Preprocessor1_Mode…
36 3 1073 35 roc_auc binary 0.725 10 0.0340 Preprocessor1_Mode…
37 3 1485 37 roc_auc binary 0.725 10 0.0338 Preprocessor1_Mode…
38 3 1305 40 roc_auc binary 0.725 10 0.0340 Preprocessor1_Mode…
39 3 1215 39 roc_auc binary 0.725 10 0.0338 Preprocessor1_Mode…
40 3 1261 33 roc_auc binary 0.725 10 0.0341 Preprocessor1_Mode…
41 3 1225 37 roc_auc binary 0.725 10 0.0333 Preprocessor1_Mode…
42 3 525 34 roc_auc binary 0.725 10 0.0322 Preprocessor1_Mode…
43 3 1296 32 roc_auc binary 0.724 10 0.0326 Preprocessor1_Mode…
44 3 1104 40 roc_auc binary 0.724 10 0.0322 Preprocessor1_Mode…
45 3 702 25 roc_auc binary 0.724 10 0.0298 Preprocessor1_Mode…
46 3 598 29 roc_auc binary 0.724 10 0.0321 Preprocessor1_Mode…
47 3 1106 38 roc_auc binary 0.724 10 0.0345 Preprocessor1_Mode…
48 3 995 35 roc_auc binary 0.724 10 0.0324 Preprocessor1_Mode…
49 3 412 39 roc_auc binary 0.724 10 0.0340 Preprocessor1_Mode…
50 3 945 40 roc_auc binary 0.724 10 0.0343 Preprocessor1_Mode…
51 3 970 32 roc_auc binary 0.724 10 0.0339 Preprocessor1_Mode…
52 3 672 28 roc_auc binary 0.724 10 0.0325 Preprocessor1_Mode…
53 2 1311 36 roc_auc binary 0.724 10 0.0307 Preprocessor1_Mode…
54 3 1180 27 roc_auc binary 0.724 10 0.0323 Preprocessor1_Mode…
55 2 663 38 roc_auc binary 0.724 10 0.0316 Preprocessor1_Mode…
56 2 1472 40 roc_auc binary 0.724 10 0.0312 Preprocessor1_Mode…
57 3 972 40 roc_auc binary 0.724 10 0.0338 Preprocessor1_Mode…
58 3 1168 38 roc_auc binary 0.724 10 0.0324 Preprocessor1_Mode…
59 3 1115 30 roc_auc binary 0.724 10 0.0334 Preprocessor1_Mode…
60 3 798 34 roc_auc binary 0.724 10 0.0339 Preprocessor1_Mode…
61 3 1204 36 roc_auc binary 0.724 10 0.0335 Preprocessor1_Mode…
62 3 1346 35 roc_auc binary 0.724 10 0.0343 Preprocessor1_Mode…
63 3 449 19 roc_auc binary 0.724 10 0.0321 Preprocessor1_Mode…
64 3 1456 40 roc_auc binary 0.724 10 0.0336 Preprocessor1_Mode…
65 3 523 17 roc_auc binary 0.724 10 0.0340 Preprocessor1_Mode…
66 3 832 23 roc_auc binary 0.724 10 0.0312 Preprocessor1_Mode…
67 3 1303 19 roc_auc binary 0.724 10 0.0309 Preprocessor1_Mode…
68 3 599 32 roc_auc binary 0.724 10 0.0318 Preprocessor1_Mode…
69 2 861 35 roc_auc binary 0.724 10 0.0301 Preprocessor1_Mode…
70 3 406 34 roc_auc binary 0.724 10 0.0345 Preprocessor1_Mode…
71 2 1339 32 roc_auc binary 0.723 10 0.0312 Preprocessor1_Mode…
72 3 775 35 roc_auc binary 0.723 10 0.0339 Preprocessor1_Mode…
73 3 1488 40 roc_auc binary 0.723 10 0.0325 Preprocessor1_Mode…
74 3 1499 34 roc_auc binary 0.723 10 0.0335 Preprocessor1_Mode…
75 3 453 21 roc_auc binary 0.723 10 0.0308 Preprocessor1_Mode…
76 3 1338 39 roc_auc binary 0.723 10 0.0337 Preprocessor1_Mode…
77 3 1422 34 roc_auc binary 0.723 10 0.0327 Preprocessor1_Mode…
78 3 1003 32 roc_auc binary 0.723 10 0.0334 Preprocessor1_Mode…
79 3 1418 25 roc_auc binary 0.723 10 0.0329 Preprocessor1_Mode…
80 3 1475 31 roc_auc binary 0.723 10 0.0330 Preprocessor1_Mode…
81 3 731 36 roc_auc binary 0.723 10 0.0331 Preprocessor1_Mode…
82 3 655 37 roc_auc binary 0.723 10 0.0344 Preprocessor1_Mode…
83 3 728 26 roc_auc binary 0.723 10 0.0307 Preprocessor1_Mode…
84 3 1485 40 roc_auc binary 0.723 10 0.0321 Preprocessor1_Mode…
85 2 839 29 roc_auc binary 0.723 10 0.0308 Preprocessor1_Mode…
86 3 443 35 roc_auc binary 0.723 10 0.0334 Preprocessor1_Mode…
87 3 860 30 roc_auc binary 0.723 10 0.0327 Preprocessor1_Mode…
88 2 730 39 roc_auc binary 0.723 10 0.0312 Preprocessor1_Mode…
89 3 954 17 roc_auc binary 0.723 10 0.0303 Preprocessor1_Mode…
90 3 846 33 roc_auc binary 0.723 10 0.0339 Preprocessor1_Mode…
91 3 444 17 roc_auc binary 0.723 10 0.0303 Preprocessor1_Mode…
92 3 1038 30 roc_auc binary 0.723 10 0.0314 Preprocessor1_Mode…
93 3 450 34 roc_auc binary 0.723 10 0.0340 Preprocessor1_Mode…
94 2 1257 33 roc_auc binary 0.723 10 0.0332 Preprocessor1_Mode…
95 3 1252 30 roc_auc binary 0.723 10 0.0338 Preprocessor1_Mode…
96 3 1216 39 roc_auc binary 0.723 10 0.0334 Preprocessor1_Mode…
97 3 1453 34 roc_auc binary 0.723 10 0.0343 Preprocessor1_Mode…
98 3 994 28 roc_auc binary 0.723 10 0.0321 Preprocessor1_Mode…
99 3 964 29 roc_auc binary 0.723 10 0.0334 Preprocessor1_Mode…
100 2 828 36 roc_auc binary 0.723 10 0.0316 Preprocessor1_Mode…
101 2 964 35 roc_auc binary 0.723 10 0.0319 Preprocessor1_Mode…
102 2 710 30 roc_auc binary 0.723 10 0.0304 Preprocessor1_Mode…
103 2 531 40 roc_auc binary 0.722 10 0.0309 Preprocessor1_Mode…
104 2 1400 30 roc_auc binary 0.722 10 0.0316 Preprocessor1_Mode…
105 2 467 29 roc_auc binary 0.722 10 0.0302 Preprocessor1_Mode…
106 3 855 36 roc_auc binary 0.722 10 0.0329 Preprocessor1_Mode…
107 3 1433 30 roc_auc binary 0.722 10 0.0334 Preprocessor1_Mode…
108 3 421 35 roc_auc binary 0.722 10 0.0328 Preprocessor1_Mode…
109 3 1249 40 roc_auc binary 0.722 10 0.0349 Preprocessor1_Mode…
110 3 617 33 roc_auc binary 0.722 10 0.0331 Preprocessor1_Mode…
111 3 457 27 roc_auc binary 0.722 10 0.0343 Preprocessor1_Mode…
112 3 1091 18 roc_auc binary 0.722 10 0.0322 Preprocessor1_Mode…
113 3 817 20 roc_auc binary 0.722 10 0.0319 Preprocessor1_Mode…
114 2 424 33 roc_auc binary 0.722 10 0.0305 Preprocessor1_Mode…
115 3 1294 34 roc_auc binary 0.722 10 0.0341 Preprocessor1_Mode…
116 3 464 36 roc_auc binary 0.722 10 0.0334 Preprocessor1_Mode…
117 2 990 29 roc_auc binary 0.722 10 0.0291 Preprocessor1_Mode…
118 3 1067 21 roc_auc binary 0.722 10 0.0315 Preprocessor1_Mode…
119 2 670 38 roc_auc binary 0.722 10 0.0306 Preprocessor1_Mode…
120 3 1309 30 roc_auc binary 0.722 10 0.0322 Preprocessor1_Mode…
121 2 1331 36 roc_auc binary 0.722 10 0.0318 Preprocessor1_Mode…
122 2 1011 32 roc_auc binary 0.722 10 0.0311 Preprocessor1_Mode…
123 2 1073 28 roc_auc binary 0.722 10 0.0299 Preprocessor1_Mode…
124 2 1069 32 roc_auc binary 0.722 10 0.0319 Preprocessor1_Mode…
125 2 674 39 roc_auc binary 0.722 10 0.0322 Preprocessor1_Mode…
126 3 1340 21 roc_auc binary 0.722 10 0.0312 Preprocessor1_Mode…
127 3 1396 29 roc_auc binary 0.722 10 0.0323 Preprocessor1_Mode…
128 3 929 28 roc_auc binary 0.722 10 0.0297 Preprocessor1_Mode…
129 3 1451 16 roc_auc binary 0.722 10 0.0311 Preprocessor1_Mode…
130 3 1433 17 roc_auc binary 0.722 10 0.0313 Preprocessor1_Mode…
131 3 1090 37 roc_auc binary 0.722 10 0.0325 Preprocessor1_Mode…
132 3 1438 26 roc_auc binary 0.722 10 0.0332 Preprocessor1_Mode…
133 3 1174 25 roc_auc binary 0.722 10 0.0323 Preprocessor1_Mode…
134 3 1382 29 roc_auc binary 0.722 10 0.0324 Preprocessor1_Mode…
135 3 536 31 roc_auc binary 0.722 10 0.0327 Preprocessor1_Mode…
136 3 857 37 roc_auc binary 0.722 10 0.0338 Preprocessor1_Mode…
137 3 685 40 roc_auc binary 0.722 10 0.0335 Preprocessor1_Mode…
138 3 1250 32 roc_auc binary 0.722 10 0.0350 Preprocessor1_Mode…
139 3 792 15 roc_auc binary 0.722 10 0.0317 Preprocessor1_Mode…
140 3 1068 32 roc_auc binary 0.722 10 0.0327 Preprocessor1_Mode…
141 3 1232 26 roc_auc binary 0.722 10 0.0329 Preprocessor1_Mode…
142 3 481 39 roc_auc binary 0.722 10 0.0341 Preprocessor1_Mode…
143 3 1277 30 roc_auc binary 0.722 10 0.0332 Preprocessor1_Mode…
144 2 480 37 roc_auc binary 0.722 10 0.0312 Preprocessor1_Mode…
145 3 548 35 roc_auc binary 0.722 10 0.0337 Preprocessor1_Mode…
146 2 608 27 roc_auc binary 0.722 10 0.0317 Preprocessor1_Mode…
147 2 479 39 roc_auc binary 0.722 10 0.0319 Preprocessor1_Mode…
148 2 1245 27 roc_auc binary 0.722 10 0.0303 Preprocessor1_Mode…
149 3 1010 22 roc_auc binary 0.722 10 0.0325 Preprocessor1_Mode…
150 3 1135 32 roc_auc binary 0.721 10 0.0324 Preprocessor1_Mode…
151 3 620 34 roc_auc binary 0.721 10 0.0353 Preprocessor1_Mode…
152 3 1187 29 roc_auc binary 0.721 10 0.0322 Preprocessor1_Mode…
153 3 1163 39 roc_auc binary 0.721 10 0.0343 Preprocessor1_Mode…
154 2 500 37 roc_auc binary 0.721 10 0.0308 Preprocessor1_Mode…
155 2 565 32 roc_auc binary 0.721 10 0.0317 Preprocessor1_Mode…
156 3 727 36 roc_auc binary 0.721 10 0.0334 Preprocessor1_Mode…
157 3 839 33 roc_auc binary 0.721 10 0.0345 Preprocessor1_Mode…
158 3 1269 37 roc_auc binary 0.721 10 0.0342 Preprocessor1_Mode…
159 3 1199 34 roc_auc binary 0.721 10 0.0329 Preprocessor1_Mode…
160 3 1418 32 roc_auc binary 0.721 10 0.0342 Preprocessor1_Mode…
161 3 1447 30 roc_auc binary 0.721 10 0.0333 Preprocessor1_Mode…
162 3 423 15 roc_auc binary 0.721 10 0.0317 Preprocessor1_Mode…
163 2 888 39 roc_auc binary 0.721 10 0.0324 Preprocessor1_Mode…
164 2 1397 33 roc_auc binary 0.721 10 0.0308 Preprocessor1_Mode…
165 3 1246 16 roc_auc binary 0.721 10 0.0311 Preprocessor1_Mode…
166 3 610 36 roc_auc binary 0.721 10 0.0334 Preprocessor1_Mode…
167 2 500 35 roc_auc binary 0.721 10 0.0308 Preprocessor1_Mode…
168 2 468 29 roc_auc binary 0.721 10 0.0318 Preprocessor1_Mode…
169 3 1149 23 roc_auc binary 0.721 10 0.0332 Preprocessor1_Mode…
170 2 1412 32 roc_auc binary 0.721 10 0.0302 Preprocessor1_Mode…
171 2 1262 39 roc_auc binary 0.721 10 0.0324 Preprocessor1_Mode…
172 2 968 31 roc_auc binary 0.721 10 0.0306 Preprocessor1_Mode…
173 2 998 39 roc_auc binary 0.721 10 0.0312 Preprocessor1_Mode…
174 3 478 26 roc_auc binary 0.721 10 0.0311 Preprocessor1_Mode…
175 2 588 32 roc_auc binary 0.721 10 0.0306 Preprocessor1_Mode…
176 2 1070 32 roc_auc binary 0.721 10 0.0312 Preprocessor1_Mode…
177 2 1388 30 roc_auc binary 0.721 10 0.0307 Preprocessor1_Mode…
178 2 1331 37 roc_auc binary 0.721 10 0.0311 Preprocessor1_Mode…
179 3 591 22 roc_auc binary 0.721 10 0.0313 Preprocessor1_Mode…
180 2 939 26 roc_auc binary 0.721 10 0.0301 Preprocessor1_Mode…
181 3 524 36 roc_auc binary 0.721 10 0.0326 Preprocessor1_Mode…
182 2 1237 33 roc_auc binary 0.721 10 0.0331 Preprocessor1_Mode…
183 3 1306 18 roc_auc binary 0.721 10 0.0310 Preprocessor1_Mode…
184 3 1184 31 roc_auc binary 0.721 10 0.0326 Preprocessor1_Mode…
185 3 751 38 roc_auc binary 0.721 10 0.0327 Preprocessor1_Mode…
186 3 1342 26 roc_auc binary 0.721 10 0.0325 Preprocessor1_Mode…
187 3 560 16 roc_auc binary 0.721 10 0.0321 Preprocessor1_Mode…
188 2 525 32 roc_auc binary 0.721 10 0.0302 Preprocessor1_Mode…
189 3 859 34 roc_auc binary 0.721 10 0.0323 Preprocessor1_Mode…
190 3 1450 30 roc_auc binary 0.721 10 0.0339 Preprocessor1_Mode…
191 3 1445 20 roc_auc binary 0.721 10 0.0310 Preprocessor1_Mode…
192 3 1278 26 roc_auc binary 0.721 10 0.0324 Preprocessor1_Mode…
193 3 816 33 roc_auc binary 0.721 10 0.0321 Preprocessor1_Mode…
194 3 1448 34 roc_auc binary 0.721 10 0.0340 Preprocessor1_Mode…
195 3 1075 31 roc_auc binary 0.721 10 0.0343 Preprocessor1_Mode…
196 3 1322 29 roc_auc binary 0.721 10 0.0346 Preprocessor1_Mode…
197 2 577 38 roc_auc binary 0.721 10 0.0307 Preprocessor1_Mode…
198 3 1324 39 roc_auc binary 0.721 10 0.0324 Preprocessor1_Mode…
199 2 1152 35 roc_auc binary 0.721 10 0.0317 Preprocessor1_Mode…
200 2 1404 26 roc_auc binary 0.721 10 0.0304 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 540 11 mcc binary 0.391 10 0.0320 Preprocessor1_Mode…
2 3 753 10 mcc binary 0.381 10 0.0394 Preprocessor1_Mode…
3 3 1037 11 mcc binary 0.381 10 0.0268 Preprocessor1_Mode…
4 3 703 9 mcc binary 0.379 10 0.0396 Preprocessor1_Mode…
5 3 799 9 mcc binary 0.375 10 0.0290 Preprocessor1_Mode…
6 3 421 35 mcc binary 0.373 10 0.0461 Preprocessor1_Mode…
7 3 1348 9 mcc binary 0.372 10 0.0384 Preprocessor1_Mode…
8 3 859 4 mcc binary 0.371 10 0.0321 Preprocessor1_Mode…
9 3 950 9 mcc binary 0.370 10 0.0470 Preprocessor1_Mode…
10 3 861 9 mcc binary 0.370 10 0.0398 Preprocessor1_Mode…
11 3 1176 11 mcc binary 0.368 10 0.0418 Preprocessor1_Mode…
12 3 1013 9 mcc binary 0.368 10 0.0320 Preprocessor1_Mode…
13 3 408 8 mcc binary 0.367 10 0.0287 Preprocessor1_Mode…
14 3 1059 9 mcc binary 0.364 10 0.0364 Preprocessor1_Mode…
15 2 906 5 mcc binary 0.364 10 0.0384 Preprocessor1_Mode…
16 3 1202 7 mcc binary 0.364 10 0.0319 Preprocessor1_Mode…
17 3 548 10 mcc binary 0.363 10 0.0410 Preprocessor1_Mode…
18 3 1198 12 mcc binary 0.362 10 0.0314 Preprocessor1_Mode…
19 3 871 10 mcc binary 0.361 10 0.0271 Preprocessor1_Mode…
20 3 1061 12 mcc binary 0.361 10 0.0366 Preprocessor1_Mode…
21 3 650 5 mcc binary 0.361 10 0.0283 Preprocessor1_Mode…
22 3 1179 3 mcc binary 0.360 10 0.0241 Preprocessor1_Mode…
23 3 1435 10 mcc binary 0.360 10 0.0328 Preprocessor1_Mode…
24 3 1022 7 mcc binary 0.359 10 0.0357 Preprocessor1_Mode…
25 3 1406 9 mcc binary 0.358 10 0.0401 Preprocessor1_Mode…
26 3 515 12 mcc binary 0.358 10 0.0287 Preprocessor1_Mode…
27 3 718 6 mcc binary 0.357 10 0.0330 Preprocessor1_Mode…
28 3 1319 12 mcc binary 0.357 10 0.0301 Preprocessor1_Mode…
29 3 905 29 mcc binary 0.357 10 0.0397 Preprocessor1_Mode…
30 3 798 10 mcc binary 0.357 10 0.0364 Preprocessor1_Mode…
31 3 1198 8 mcc binary 0.356 10 0.0389 Preprocessor1_Mode…
32 3 662 12 mcc binary 0.356 10 0.0415 Preprocessor1_Mode…
33 3 748 8 mcc binary 0.356 10 0.0356 Preprocessor1_Mode…
34 3 1109 7 mcc binary 0.356 10 0.0395 Preprocessor1_Mode…
35 3 631 12 mcc binary 0.356 10 0.0326 Preprocessor1_Mode…
36 3 619 2 mcc binary 0.355 10 0.0359 Preprocessor1_Mode…
37 3 468 10 mcc binary 0.355 10 0.0292 Preprocessor1_Mode…
38 3 1396 12 mcc binary 0.355 10 0.0351 Preprocessor1_Mode…
39 3 1475 9 mcc binary 0.354 10 0.0318 Preprocessor1_Mode…
40 3 1068 13 mcc binary 0.354 10 0.0375 Preprocessor1_Mode…
41 3 546 4 mcc binary 0.354 10 0.0411 Preprocessor1_Mode…
42 3 767 8 mcc binary 0.353 10 0.0436 Preprocessor1_Mode…
43 3 1056 8 mcc binary 0.353 10 0.0416 Preprocessor1_Mode…
44 3 1242 12 mcc binary 0.352 10 0.0252 Preprocessor1_Mode…
45 3 1435 4 mcc binary 0.352 10 0.0404 Preprocessor1_Mode…
46 3 981 31 mcc binary 0.352 10 0.0471 Preprocessor1_Mode…
47 3 1459 34 mcc binary 0.352 10 0.0447 Preprocessor1_Mode…
48 3 536 31 mcc binary 0.352 10 0.0440 Preprocessor1_Mode…
49 3 1455 8 mcc binary 0.352 10 0.0354 Preprocessor1_Mode…
50 3 747 10 mcc binary 0.352 10 0.0346 Preprocessor1_Mode…
51 3 1324 2 mcc binary 0.351 10 0.0329 Preprocessor1_Mode…
52 3 525 35 mcc binary 0.351 10 0.0401 Preprocessor1_Mode…
53 2 456 30 mcc binary 0.351 10 0.0423 Preprocessor1_Mode…
54 3 943 13 mcc binary 0.351 10 0.0360 Preprocessor1_Mode…
55 3 447 2 mcc binary 0.351 10 0.0349 Preprocessor1_Mode…
56 3 1434 10 mcc binary 0.351 10 0.0315 Preprocessor1_Mode…
57 3 1290 7 mcc binary 0.351 10 0.0349 Preprocessor1_Mode…
58 3 900 8 mcc binary 0.351 10 0.0371 Preprocessor1_Mode…
59 3 1141 6 mcc binary 0.351 10 0.0371 Preprocessor1_Mode…
60 3 1485 13 mcc binary 0.351 10 0.0328 Preprocessor1_Mode…
61 3 812 6 mcc binary 0.350 10 0.0288 Preprocessor1_Mode…
62 3 450 35 mcc binary 0.350 10 0.0520 Preprocessor1_Mode…
63 3 520 23 mcc binary 0.350 10 0.0492 Preprocessor1_Mode…
64 3 524 26 mcc binary 0.350 10 0.0492 Preprocessor1_Mode…
65 3 1035 13 mcc binary 0.349 10 0.0287 Preprocessor1_Mode…
66 2 539 39 mcc binary 0.349 10 0.0439 Preprocessor1_Mode…
67 3 880 13 mcc binary 0.349 10 0.0448 Preprocessor1_Mode…
68 3 1478 10 mcc binary 0.349 10 0.0315 Preprocessor1_Mode…
69 3 667 19 mcc binary 0.349 10 0.0537 Preprocessor1_Mode…
70 3 1337 14 mcc binary 0.349 10 0.0361 Preprocessor1_Mode…
71 2 892 3 mcc binary 0.349 10 0.0543 Preprocessor1_Mode…
72 3 683 3 mcc binary 0.348 10 0.0454 Preprocessor1_Mode…
73 3 1185 39 mcc binary 0.348 10 0.0428 Preprocessor1_Mode…
74 3 528 31 mcc binary 0.348 10 0.0428 Preprocessor1_Mode…
75 3 769 8 mcc binary 0.347 10 0.0382 Preprocessor1_Mode…
76 3 836 9 mcc binary 0.347 10 0.0358 Preprocessor1_Mode…
77 3 478 26 mcc binary 0.347 10 0.0385 Preprocessor1_Mode…
78 3 453 14 mcc binary 0.346 10 0.0427 Preprocessor1_Mode…
79 3 867 38 mcc binary 0.346 10 0.0454 Preprocessor1_Mode…
80 3 536 4 mcc binary 0.346 10 0.0467 Preprocessor1_Mode…
81 3 1416 6 mcc binary 0.346 10 0.0305 Preprocessor1_Mode…
82 3 1135 32 mcc binary 0.346 10 0.0453 Preprocessor1_Mode…
83 3 862 6 mcc binary 0.346 10 0.0323 Preprocessor1_Mode…
84 3 1227 39 mcc binary 0.345 10 0.0415 Preprocessor1_Mode…
85 3 1184 31 mcc binary 0.345 10 0.0497 Preprocessor1_Mode…
86 3 1003 32 mcc binary 0.345 10 0.0497 Preprocessor1_Mode…
87 2 882 9 mcc binary 0.345 10 0.0387 Preprocessor1_Mode…
88 3 417 7 mcc binary 0.345 10 0.0449 Preprocessor1_Mode…
89 3 1015 39 mcc binary 0.345 10 0.0462 Preprocessor1_Mode…
90 3 1115 30 mcc binary 0.345 10 0.0462 Preprocessor1_Mode…
91 3 1229 8 mcc binary 0.345 10 0.0387 Preprocessor1_Mode…
92 2 501 38 mcc binary 0.345 10 0.0431 Preprocessor1_Mode…
93 3 1396 14 mcc binary 0.345 10 0.0210 Preprocessor1_Mode…
94 3 1408 3 mcc binary 0.345 10 0.0336 Preprocessor1_Mode…
95 3 1147 5 mcc binary 0.345 10 0.0360 Preprocessor1_Mode…
96 3 1250 32 mcc binary 0.345 10 0.0472 Preprocessor1_Mode…
97 3 498 11 mcc binary 0.345 10 0.0445 Preprocessor1_Mode…
98 2 1244 32 mcc binary 0.344 10 0.0499 Preprocessor1_Mode…
99 3 1253 5 mcc binary 0.344 10 0.0374 Preprocessor1_Mode…
100 3 1288 9 mcc binary 0.344 10 0.0314 Preprocessor1_Mode…
101 3 989 12 mcc binary 0.344 10 0.0362 Preprocessor1_Mode…
102 3 928 33 mcc binary 0.344 10 0.0476 Preprocessor1_Mode…
103 3 1163 6 mcc binary 0.344 10 0.0399 Preprocessor1_Mode…
104 3 1118 32 mcc binary 0.344 10 0.0440 Preprocessor1_Mode…
105 3 854 24 mcc binary 0.343 10 0.0452 Preprocessor1_Mode…
106 2 814 6 mcc binary 0.343 10 0.0418 Preprocessor1_Mode…
107 3 793 39 mcc binary 0.343 10 0.0485 Preprocessor1_Mode…
108 3 1399 6 mcc binary 0.343 10 0.0338 Preprocessor1_Mode…
109 3 972 10 mcc binary 0.343 10 0.0374 Preprocessor1_Mode…
110 3 579 4 mcc binary 0.342 10 0.0299 Preprocessor1_Mode…
111 2 424 33 mcc binary 0.342 10 0.0436 Preprocessor1_Mode…
112 3 1499 8 mcc binary 0.342 10 0.0430 Preprocessor1_Mode…
113 2 998 39 mcc binary 0.342 10 0.0460 Preprocessor1_Mode…
114 3 1044 12 mcc binary 0.342 10 0.0323 Preprocessor1_Mode…
115 2 883 40 mcc binary 0.342 10 0.0503 Preprocessor1_Mode…
116 3 548 35 mcc binary 0.342 10 0.0526 Preprocessor1_Mode…
117 3 1293 4 mcc binary 0.342 10 0.0422 Preprocessor1_Mode…
118 3 743 15 mcc binary 0.342 10 0.0455 Preprocessor1_Mode…
119 2 404 14 mcc binary 0.342 10 0.0501 Preprocessor1_Mode…
120 3 1322 29 mcc binary 0.341 10 0.0488 Preprocessor1_Mode…
121 2 500 15 mcc binary 0.341 10 0.0631 Preprocessor1_Mode…
122 3 956 13 mcc binary 0.341 10 0.0428 Preprocessor1_Mode…
123 3 662 2 mcc binary 0.341 10 0.0381 Preprocessor1_Mode…
124 3 425 6 mcc binary 0.341 10 0.0333 Preprocessor1_Mode…
125 2 893 37 mcc binary 0.341 10 0.0486 Preprocessor1_Mode…
126 3 644 3 mcc binary 0.341 10 0.0391 Preprocessor1_Mode…
127 2 1044 7 mcc binary 0.341 10 0.0385 Preprocessor1_Mode…
128 3 1445 20 mcc binary 0.341 10 0.0479 Preprocessor1_Mode…
129 3 606 34 mcc binary 0.341 10 0.0527 Preprocessor1_Mode…
130 2 656 35 mcc binary 0.341 10 0.0507 Preprocessor1_Mode…
131 3 1170 6 mcc binary 0.341 10 0.0420 Preprocessor1_Mode…
132 3 450 34 mcc binary 0.340 10 0.0489 Preprocessor1_Mode…
133 3 1162 9 mcc binary 0.340 10 0.0427 Preprocessor1_Mode…
134 2 579 4 mcc binary 0.340 10 0.0316 Preprocessor1_Mode…
135 3 976 4 mcc binary 0.340 10 0.0460 Preprocessor1_Mode…
136 3 1254 13 mcc binary 0.340 10 0.0326 Preprocessor1_Mode…
137 2 468 29 mcc binary 0.340 10 0.0511 Preprocessor1_Mode…
138 3 999 8 mcc binary 0.340 10 0.0340 Preprocessor1_Mode…
139 3 591 5 mcc binary 0.340 10 0.0394 Preprocessor1_Mode…
140 3 798 34 mcc binary 0.340 10 0.0451 Preprocessor1_Mode…
141 3 1451 16 mcc binary 0.340 10 0.0367 Preprocessor1_Mode…
142 2 1471 15 mcc binary 0.340 10 0.0471 Preprocessor1_Mode…
143 3 1448 34 mcc binary 0.339 10 0.0419 Preprocessor1_Mode…
144 3 413 39 mcc binary 0.339 10 0.0482 Preprocessor1_Mode…
145 3 821 4 mcc binary 0.339 10 0.0417 Preprocessor1_Mode…
146 2 1160 37 mcc binary 0.339 10 0.0535 Preprocessor1_Mode…
147 3 680 31 mcc binary 0.339 10 0.0435 Preprocessor1_Mode…
148 2 722 3 mcc binary 0.339 10 0.0365 Preprocessor1_Mode…
149 3 848 13 mcc binary 0.339 9 0.0455 Preprocessor1_Mode…
150 2 579 25 mcc binary 0.339 10 0.0441 Preprocessor1_Mode…
151 3 434 36 mcc binary 0.339 10 0.0566 Preprocessor1_Mode…
152 3 703 32 mcc binary 0.339 10 0.0389 Preprocessor1_Mode…
153 3 412 25 mcc binary 0.339 10 0.0459 Preprocessor1_Mode…
154 3 839 2 mcc binary 0.338 10 0.0280 Preprocessor1_Mode…
155 3 596 24 mcc binary 0.338 10 0.0478 Preprocessor1_Mode…
156 2 826 2 mcc binary 0.338 10 0.0411 Preprocessor1_Mode…
157 3 1106 7 mcc binary 0.338 10 0.0356 Preprocessor1_Mode…
158 2 412 36 mcc binary 0.338 10 0.0556 Preprocessor1_Mode…
159 3 1073 35 mcc binary 0.338 10 0.0466 Preprocessor1_Mode…
160 3 921 7 mcc binary 0.338 10 0.0376 Preprocessor1_Mode…
161 2 861 11 mcc binary 0.338 10 0.0465 Preprocessor1_Mode…
162 2 558 6 mcc binary 0.338 10 0.0292 Preprocessor1_Mode…
163 3 1149 11 mcc binary 0.338 10 0.0338 Preprocessor1_Mode…
164 3 780 19 mcc binary 0.338 10 0.0498 Preprocessor1_Mode…
165 3 548 34 mcc binary 0.338 10 0.0407 Preprocessor1_Mode…
166 3 911 10 mcc binary 0.338 10 0.0392 Preprocessor1_Mode…
167 3 599 9 mcc binary 0.338 10 0.0394 Preprocessor1_Mode…
168 3 1338 32 mcc binary 0.338 10 0.0444 Preprocessor1_Mode…
169 3 610 36 mcc binary 0.338 10 0.0444 Preprocessor1_Mode…
170 3 908 6 mcc binary 0.338 10 0.0445 Preprocessor1_Mode…
171 3 431 11 mcc binary 0.337 10 0.0482 Preprocessor1_Mode…
172 3 1261 33 mcc binary 0.337 10 0.0444 Preprocessor1_Mode…
173 3 1082 20 mcc binary 0.337 10 0.0451 Preprocessor1_Mode…
174 3 702 25 mcc binary 0.337 10 0.0398 Preprocessor1_Mode…
175 3 1301 16 mcc binary 0.337 10 0.0365 Preprocessor1_Mode…
176 2 1343 5 mcc binary 0.337 10 0.0385 Preprocessor1_Mode…
177 2 521 6 mcc binary 0.337 10 0.0443 Preprocessor1_Mode…
178 2 1107 26 mcc binary 0.337 10 0.0429 Preprocessor1_Mode…
179 3 1084 9 mcc binary 0.337 10 0.0477 Preprocessor1_Mode…
180 3 1225 37 mcc binary 0.337 10 0.0489 Preprocessor1_Mode…
181 3 685 40 mcc binary 0.337 10 0.0489 Preprocessor1_Mode…
182 3 1108 39 mcc binary 0.337 10 0.0489 Preprocessor1_Mode…
183 3 1104 40 mcc binary 0.337 10 0.0489 Preprocessor1_Mode…
184 3 1255 37 mcc binary 0.337 10 0.0489 Preprocessor1_Mode…
185 3 964 29 mcc binary 0.337 10 0.0399 Preprocessor1_Mode…
186 3 727 36 mcc binary 0.337 10 0.0468 Preprocessor1_Mode…
187 2 843 36 mcc binary 0.337 10 0.0409 Preprocessor1_Mode…
188 3 1457 11 mcc binary 0.337 10 0.0380 Preprocessor1_Mode…
189 3 620 34 mcc binary 0.337 10 0.0424 Preprocessor1_Mode…
190 3 765 7 mcc binary 0.337 10 0.0397 Preprocessor1_Mode…
191 2 536 6 mcc binary 0.336 10 0.0378 Preprocessor1_Mode…
192 3 1096 15 mcc binary 0.336 10 0.0322 Preprocessor1_Mode…
193 3 817 30 mcc binary 0.336 10 0.0488 Preprocessor1_Mode…
194 3 435 32 mcc binary 0.336 10 0.0528 Preprocessor1_Mode…
195 2 987 11 mcc binary 0.336 10 0.0453 Preprocessor1_Mode…
196 3 673 9 mcc binary 0.336 10 0.0372 Preprocessor1_Mode…
197 3 963 3 mcc binary 0.336 10 0.0494 Preprocessor1_Mode…
198 3 1356 30 mcc binary 0.336 10 0.0453 Preprocessor1_Mode…
199 3 1422 34 mcc binary 0.336 10 0.0453 Preprocessor1_Mode…
200 3 655 37 mcc binary 0.336 10 0.0529 Preprocessor1_Mode…1. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.912 0.827
2 precision binary 0.817 0.743
3 spec binary 0.639 0.5
4 accuracy binary 0.813 0.708
5 f_meas binary 0.862 0.783
6 mcc binary 0.584 0.345
7 kap binary 0.576 0.341
8 roc_auc binary 0.901 0.730
9 mn_log_loss binary 0.429 0.594Confusion matrix
Column 2
ROC curve
Gain curve
1. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
1. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
2. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 876 37 roc_auc hand_till 0.698 10 0.0162 Preprocessor1_Mode…
2 3 557 39 roc_auc hand_till 0.697 10 0.0134 Preprocessor1_Mode…
3 3 584 30 roc_auc hand_till 0.696 10 0.0142 Preprocessor1_Mode…
4 3 1421 32 roc_auc hand_till 0.693 10 0.0149 Preprocessor1_Mode…
5 3 1139 38 roc_auc hand_till 0.692 10 0.0135 Preprocessor1_Mode…
6 3 863 38 roc_auc hand_till 0.692 10 0.0151 Preprocessor1_Mode…
7 3 416 29 roc_auc hand_till 0.691 10 0.0169 Preprocessor1_Mode…
8 3 597 27 roc_auc hand_till 0.691 10 0.0154 Preprocessor1_Mode…
9 3 1221 39 roc_auc hand_till 0.691 10 0.0153 Preprocessor1_Mode…
10 2 550 40 roc_auc hand_till 0.691 10 0.0141 Preprocessor1_Mode…
11 3 1352 31 roc_auc hand_till 0.690 10 0.0178 Preprocessor1_Mode…
12 3 609 29 roc_auc hand_till 0.690 10 0.0161 Preprocessor1_Mode…
13 3 1212 32 roc_auc hand_till 0.690 10 0.0169 Preprocessor1_Mode…
14 3 1329 32 roc_auc hand_till 0.690 10 0.0149 Preprocessor1_Mode…
15 3 461 40 roc_auc hand_till 0.690 10 0.0142 Preprocessor1_Mode…
16 3 820 37 roc_auc hand_till 0.690 10 0.0159 Preprocessor1_Mode…
17 3 1218 38 roc_auc hand_till 0.690 10 0.0135 Preprocessor1_Mode…
18 3 1208 29 roc_auc hand_till 0.690 10 0.0163 Preprocessor1_Mode…
19 3 1440 40 roc_auc hand_till 0.690 10 0.0158 Preprocessor1_Mode…
20 3 1072 28 roc_auc hand_till 0.689 10 0.0179 Preprocessor1_Mode…
21 3 631 30 roc_auc hand_till 0.689 10 0.0141 Preprocessor1_Mode…
22 3 564 35 roc_auc hand_till 0.689 10 0.0170 Preprocessor1_Mode…
23 3 1332 30 roc_auc hand_till 0.689 10 0.0166 Preprocessor1_Mode…
24 3 1391 34 roc_auc hand_till 0.689 10 0.0136 Preprocessor1_Mode…
25 3 1367 40 roc_auc hand_till 0.689 10 0.0146 Preprocessor1_Mode…
26 3 832 28 roc_auc hand_till 0.689 10 0.0143 Preprocessor1_Mode…
27 3 1182 36 roc_auc hand_till 0.688 10 0.0132 Preprocessor1_Mode…
28 3 698 22 roc_auc hand_till 0.688 10 0.0175 Preprocessor1_Mode…
29 3 1210 35 roc_auc hand_till 0.688 10 0.0144 Preprocessor1_Mode…
30 3 987 40 roc_auc hand_till 0.688 10 0.0154 Preprocessor1_Mode…
31 3 1046 24 roc_auc hand_till 0.688 10 0.0146 Preprocessor1_Mode…
32 3 870 39 roc_auc hand_till 0.688 10 0.0148 Preprocessor1_Mode…
33 3 1353 33 roc_auc hand_till 0.688 10 0.0147 Preprocessor1_Mode…
34 3 437 33 roc_auc hand_till 0.688 10 0.0176 Preprocessor1_Mode…
35 3 1445 25 roc_auc hand_till 0.688 10 0.0171 Preprocessor1_Mode…
36 3 1446 38 roc_auc hand_till 0.688 10 0.0137 Preprocessor1_Mode…
37 3 1472 38 roc_auc hand_till 0.688 10 0.0156 Preprocessor1_Mode…
38 3 1232 32 roc_auc hand_till 0.688 10 0.0166 Preprocessor1_Mode…
39 3 522 32 roc_auc hand_till 0.688 10 0.0141 Preprocessor1_Mode…
40 3 1042 39 roc_auc hand_till 0.688 10 0.0151 Preprocessor1_Mode…
41 3 658 40 roc_auc hand_till 0.688 10 0.0148 Preprocessor1_Mode…
42 3 723 22 roc_auc hand_till 0.688 10 0.0186 Preprocessor1_Mode…
43 3 1187 27 roc_auc hand_till 0.688 10 0.0151 Preprocessor1_Mode…
44 3 1044 39 roc_auc hand_till 0.687 10 0.0141 Preprocessor1_Mode…
45 3 818 26 roc_auc hand_till 0.687 10 0.0171 Preprocessor1_Mode…
46 3 1443 37 roc_auc hand_till 0.687 10 0.0163 Preprocessor1_Mode…
47 3 815 19 roc_auc hand_till 0.687 10 0.0170 Preprocessor1_Mode…
48 3 839 32 roc_auc hand_till 0.687 10 0.0149 Preprocessor1_Mode…
49 2 826 36 roc_auc hand_till 0.687 10 0.0150 Preprocessor1_Mode…
50 3 752 33 roc_auc hand_till 0.687 10 0.0149 Preprocessor1_Mode…
51 2 513 19 roc_auc hand_till 0.687 10 0.0153 Preprocessor1_Mode…
52 3 514 28 roc_auc hand_till 0.687 10 0.0171 Preprocessor1_Mode…
53 3 1086 30 roc_auc hand_till 0.687 10 0.0158 Preprocessor1_Mode…
54 3 539 36 roc_auc hand_till 0.687 10 0.0188 Preprocessor1_Mode…
55 3 933 34 roc_auc hand_till 0.687 10 0.0150 Preprocessor1_Mode…
56 3 738 39 roc_auc hand_till 0.687 10 0.0166 Preprocessor1_Mode…
57 3 1151 37 roc_auc hand_till 0.687 10 0.0166 Preprocessor1_Mode…
58 2 794 23 roc_auc hand_till 0.687 10 0.0172 Preprocessor1_Mode…
59 2 487 40 roc_auc hand_till 0.687 10 0.0129 Preprocessor1_Mode…
60 3 1029 38 roc_auc hand_till 0.687 10 0.0131 Preprocessor1_Mode…
61 3 1007 33 roc_auc hand_till 0.687 10 0.0145 Preprocessor1_Mode…
62 3 831 33 roc_auc hand_till 0.687 10 0.0156 Preprocessor1_Mode…
63 3 1261 26 roc_auc hand_till 0.686 10 0.0162 Preprocessor1_Mode…
64 3 469 36 roc_auc hand_till 0.686 10 0.0150 Preprocessor1_Mode…
65 3 645 31 roc_auc hand_till 0.686 10 0.0158 Preprocessor1_Mode…
66 3 1051 37 roc_auc hand_till 0.686 10 0.0180 Preprocessor1_Mode…
67 2 1383 38 roc_auc hand_till 0.686 10 0.0128 Preprocessor1_Mode…
68 3 958 34 roc_auc hand_till 0.686 10 0.0163 Preprocessor1_Mode…
69 3 948 35 roc_auc hand_till 0.686 10 0.0165 Preprocessor1_Mode…
70 3 936 28 roc_auc hand_till 0.686 10 0.0180 Preprocessor1_Mode…
71 2 1444 34 roc_auc hand_till 0.686 10 0.0139 Preprocessor1_Mode…
72 3 1071 20 roc_auc hand_till 0.686 10 0.0181 Preprocessor1_Mode…
73 2 438 22 roc_auc hand_till 0.686 10 0.0184 Preprocessor1_Mode…
74 2 838 19 roc_auc hand_till 0.686 10 0.0183 Preprocessor1_Mode…
75 3 1241 37 roc_auc hand_till 0.686 10 0.0161 Preprocessor1_Mode…
76 3 865 26 roc_auc hand_till 0.686 10 0.0160 Preprocessor1_Mode…
77 3 458 30 roc_auc hand_till 0.686 10 0.0165 Preprocessor1_Mode…
78 3 807 28 roc_auc hand_till 0.686 10 0.0178 Preprocessor1_Mode…
79 3 692 34 roc_auc hand_till 0.686 10 0.0153 Preprocessor1_Mode…
80 3 1487 35 roc_auc hand_till 0.686 10 0.0144 Preprocessor1_Mode…
81 2 453 33 roc_auc hand_till 0.686 10 0.0167 Preprocessor1_Mode…
82 2 549 36 roc_auc hand_till 0.686 10 0.0147 Preprocessor1_Mode…
83 3 1345 30 roc_auc hand_till 0.686 10 0.0189 Preprocessor1_Mode…
84 3 1331 24 roc_auc hand_till 0.686 10 0.0159 Preprocessor1_Mode…
85 3 525 39 roc_auc hand_till 0.685 10 0.0144 Preprocessor1_Mode…
86 3 990 29 roc_auc hand_till 0.685 10 0.0169 Preprocessor1_Mode…
87 3 1197 22 roc_auc hand_till 0.685 10 0.0186 Preprocessor1_Mode…
88 3 654 23 roc_auc hand_till 0.685 10 0.0155 Preprocessor1_Mode…
89 3 770 29 roc_auc hand_till 0.685 10 0.0169 Preprocessor1_Mode…
90 3 1492 37 roc_auc hand_till 0.685 10 0.0150 Preprocessor1_Mode…
91 3 838 38 roc_auc hand_till 0.685 10 0.0149 Preprocessor1_Mode…
92 3 643 31 roc_auc hand_till 0.685 10 0.0157 Preprocessor1_Mode…
93 3 1097 39 roc_auc hand_till 0.685 10 0.0151 Preprocessor1_Mode…
94 3 1349 25 roc_auc hand_till 0.685 10 0.0163 Preprocessor1_Mode…
95 3 1308 31 roc_auc hand_till 0.685 10 0.0155 Preprocessor1_Mode…
96 2 420 27 roc_auc hand_till 0.685 10 0.0181 Preprocessor1_Mode…
97 2 1400 37 roc_auc hand_till 0.685 10 0.0127 Preprocessor1_Mode…
98 3 1415 38 roc_auc hand_till 0.685 10 0.0147 Preprocessor1_Mode…
99 3 1203 32 roc_auc hand_till 0.685 10 0.0152 Preprocessor1_Mode…
100 2 776 27 roc_auc hand_till 0.685 10 0.0178 Preprocessor1_Mode…
101 2 1291 21 roc_auc hand_till 0.685 10 0.0184 Preprocessor1_Mode…
102 2 431 26 roc_auc hand_till 0.685 10 0.0144 Preprocessor1_Mode…
103 3 591 32 roc_auc hand_till 0.685 10 0.0167 Preprocessor1_Mode…
104 2 941 18 roc_auc hand_till 0.685 10 0.0171 Preprocessor1_Mode…
105 3 673 32 roc_auc hand_till 0.685 10 0.0158 Preprocessor1_Mode…
106 3 1331 27 roc_auc hand_till 0.685 10 0.0169 Preprocessor1_Mode…
107 3 590 17 roc_auc hand_till 0.685 10 0.0155 Preprocessor1_Mode…
108 3 927 15 roc_auc hand_till 0.685 10 0.0174 Preprocessor1_Mode…
109 2 446 29 roc_auc hand_till 0.685 10 0.0144 Preprocessor1_Mode…
110 2 672 37 roc_auc hand_till 0.685 10 0.0146 Preprocessor1_Mode…
111 3 484 38 roc_auc hand_till 0.685 10 0.0158 Preprocessor1_Mode…
112 2 495 34 roc_auc hand_till 0.685 10 0.0136 Preprocessor1_Mode…
113 3 1251 39 roc_auc hand_till 0.685 10 0.0147 Preprocessor1_Mode…
114 3 1198 30 roc_auc hand_till 0.685 10 0.0142 Preprocessor1_Mode…
115 3 580 37 roc_auc hand_till 0.684 10 0.0174 Preprocessor1_Mode…
116 3 1305 21 roc_auc hand_till 0.684 10 0.0169 Preprocessor1_Mode…
117 3 1211 30 roc_auc hand_till 0.684 10 0.0149 Preprocessor1_Mode…
118 3 621 39 roc_auc hand_till 0.684 10 0.0176 Preprocessor1_Mode…
119 2 551 40 roc_auc hand_till 0.684 10 0.0116 Preprocessor1_Mode…
120 3 976 26 roc_auc hand_till 0.684 10 0.0154 Preprocessor1_Mode…
121 2 1243 38 roc_auc hand_till 0.684 10 0.0136 Preprocessor1_Mode…
122 2 833 19 roc_auc hand_till 0.684 10 0.0177 Preprocessor1_Mode…
123 2 987 12 roc_auc hand_till 0.684 10 0.0201 Preprocessor1_Mode…
124 3 1245 33 roc_auc hand_till 0.684 10 0.0144 Preprocessor1_Mode…
125 3 681 25 roc_auc hand_till 0.684 10 0.0168 Preprocessor1_Mode…
126 2 471 30 roc_auc hand_till 0.684 10 0.0152 Preprocessor1_Mode…
127 2 404 21 roc_auc hand_till 0.684 10 0.0157 Preprocessor1_Mode…
128 3 1448 20 roc_auc hand_till 0.684 10 0.0155 Preprocessor1_Mode…
129 2 686 36 roc_auc hand_till 0.684 10 0.0139 Preprocessor1_Mode…
130 3 1389 36 roc_auc hand_till 0.684 10 0.0155 Preprocessor1_Mode…
131 2 450 19 roc_auc hand_till 0.684 10 0.0156 Preprocessor1_Mode…
132 3 1207 40 roc_auc hand_till 0.684 10 0.0146 Preprocessor1_Mode…
133 3 829 35 roc_auc hand_till 0.684 10 0.0157 Preprocessor1_Mode…
134 3 925 26 roc_auc hand_till 0.684 10 0.0163 Preprocessor1_Mode…
135 3 979 32 roc_auc hand_till 0.684 10 0.0147 Preprocessor1_Mode…
136 3 1401 38 roc_auc hand_till 0.684 10 0.0147 Preprocessor1_Mode…
137 3 481 40 roc_auc hand_till 0.684 10 0.0157 Preprocessor1_Mode…
138 3 1483 33 roc_auc hand_till 0.684 10 0.0147 Preprocessor1_Mode…
139 3 496 31 roc_auc hand_till 0.684 10 0.0157 Preprocessor1_Mode…
140 3 1310 25 roc_auc hand_till 0.684 10 0.0176 Preprocessor1_Mode…
141 3 993 20 roc_auc hand_till 0.684 10 0.0161 Preprocessor1_Mode…
142 3 710 18 roc_auc hand_till 0.684 10 0.0145 Preprocessor1_Mode…
143 3 585 27 roc_auc hand_till 0.684 10 0.0153 Preprocessor1_Mode…
144 3 794 34 roc_auc hand_till 0.684 10 0.0154 Preprocessor1_Mode…
145 3 1060 24 roc_auc hand_till 0.684 10 0.0160 Preprocessor1_Mode…
146 2 1357 34 roc_auc hand_till 0.684 10 0.0148 Preprocessor1_Mode…
147 3 896 30 roc_auc hand_till 0.684 10 0.0190 Preprocessor1_Mode…
148 2 1364 20 roc_auc hand_till 0.684 10 0.0173 Preprocessor1_Mode…
149 3 1020 32 roc_auc hand_till 0.683 10 0.0144 Preprocessor1_Mode…
150 2 732 12 roc_auc hand_till 0.683 10 0.0151 Preprocessor1_Mode…
151 2 1282 27 roc_auc hand_till 0.683 10 0.0158 Preprocessor1_Mode…
152 3 1180 30 roc_auc hand_till 0.683 10 0.0156 Preprocessor1_Mode…
153 3 1472 30 roc_auc hand_till 0.683 10 0.0167 Preprocessor1_Mode…
154 3 1054 40 roc_auc hand_till 0.683 10 0.0169 Preprocessor1_Mode…
155 3 1311 30 roc_auc hand_till 0.683 10 0.0185 Preprocessor1_Mode…
156 3 516 25 roc_auc hand_till 0.683 10 0.0174 Preprocessor1_Mode…
157 3 508 26 roc_auc hand_till 0.683 10 0.0184 Preprocessor1_Mode…
158 3 1483 21 roc_auc hand_till 0.683 10 0.0174 Preprocessor1_Mode…
159 2 1138 23 roc_auc hand_till 0.683 10 0.0169 Preprocessor1_Mode…
160 2 629 31 roc_auc hand_till 0.683 10 0.0157 Preprocessor1_Mode…
161 3 1463 30 roc_auc hand_till 0.683 10 0.0155 Preprocessor1_Mode…
162 3 954 37 roc_auc hand_till 0.683 10 0.0140 Preprocessor1_Mode…
163 3 1019 16 roc_auc hand_till 0.683 10 0.0164 Preprocessor1_Mode…
164 2 1088 39 roc_auc hand_till 0.683 10 0.0138 Preprocessor1_Mode…
165 3 1484 39 roc_auc hand_till 0.683 10 0.0155 Preprocessor1_Mode…
166 2 1315 24 roc_auc hand_till 0.683 10 0.0180 Preprocessor1_Mode…
167 2 745 30 roc_auc hand_till 0.683 10 0.0152 Preprocessor1_Mode…
168 3 778 19 roc_auc hand_till 0.683 10 0.0144 Preprocessor1_Mode…
169 3 441 22 roc_auc hand_till 0.683 10 0.0173 Preprocessor1_Mode…
170 3 1004 35 roc_auc hand_till 0.683 10 0.0188 Preprocessor1_Mode…
171 3 627 33 roc_auc hand_till 0.683 10 0.0157 Preprocessor1_Mode…
172 3 752 23 roc_auc hand_till 0.683 10 0.0164 Preprocessor1_Mode…
173 3 946 19 roc_auc hand_till 0.683 10 0.0158 Preprocessor1_Mode…
174 2 518 19 roc_auc hand_till 0.683 10 0.0182 Preprocessor1_Mode…
175 2 621 30 roc_auc hand_till 0.683 10 0.0151 Preprocessor1_Mode…
176 3 436 27 roc_auc hand_till 0.683 10 0.0172 Preprocessor1_Mode…
177 3 877 38 roc_auc hand_till 0.683 10 0.0177 Preprocessor1_Mode…
178 3 1128 32 roc_auc hand_till 0.683 10 0.0160 Preprocessor1_Mode…
179 3 1140 38 roc_auc hand_till 0.683 10 0.0175 Preprocessor1_Mode…
180 3 631 33 roc_auc hand_till 0.683 10 0.0173 Preprocessor1_Mode…
181 3 415 18 roc_auc hand_till 0.683 10 0.0194 Preprocessor1_Mode…
182 3 1205 26 roc_auc hand_till 0.683 10 0.0176 Preprocessor1_Mode…
183 2 664 18 roc_auc hand_till 0.683 10 0.0197 Preprocessor1_Mode…
184 3 1187 16 roc_auc hand_till 0.683 10 0.0166 Preprocessor1_Mode…
185 3 1389 39 roc_auc hand_till 0.683 10 0.0145 Preprocessor1_Mode…
186 3 1068 18 roc_auc hand_till 0.683 10 0.0151 Preprocessor1_Mode…
187 3 765 25 roc_auc hand_till 0.683 10 0.0169 Preprocessor1_Mode…
188 3 1126 29 roc_auc hand_till 0.683 10 0.0163 Preprocessor1_Mode…
189 3 716 20 roc_auc hand_till 0.683 10 0.0174 Preprocessor1_Mode…
190 3 1347 18 roc_auc hand_till 0.683 10 0.0161 Preprocessor1_Mode…
191 3 1282 24 roc_auc hand_till 0.683 10 0.0168 Preprocessor1_Mode…
192 2 915 33 roc_auc hand_till 0.682 10 0.0155 Preprocessor1_Mode…
193 3 816 37 roc_auc hand_till 0.682 10 0.0164 Preprocessor1_Mode…
194 3 783 23 roc_auc hand_till 0.682 10 0.0210 Preprocessor1_Mode…
195 2 1075 39 roc_auc hand_till 0.682 10 0.0139 Preprocessor1_Mode…
196 2 813 25 roc_auc hand_till 0.682 10 0.0155 Preprocessor1_Mode…
197 3 588 28 roc_auc hand_till 0.682 10 0.0166 Preprocessor1_Mode…
198 2 1246 15 roc_auc hand_till 0.682 10 0.0149 Preprocessor1_Mode…
199 3 1258 35 roc_auc hand_till 0.682 10 0.0151 Preprocessor1_Mode…
200 2 1096 10 roc_auc hand_till 0.682 10 0.0164 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 942 36 mcc multiclass 0.269 10 0.0569 Preprocessor1_Mode…
2 2 599 37 mcc multiclass 0.265 10 0.0584 Preprocessor1_Mode…
3 2 919 33 mcc multiclass 0.263 10 0.0545 Preprocessor1_Mode…
4 2 670 14 mcc multiclass 0.263 10 0.0595 Preprocessor1_Mode…
5 2 1065 36 mcc multiclass 0.262 10 0.0596 Preprocessor1_Mode…
6 2 997 15 mcc multiclass 0.261 10 0.0557 Preprocessor1_Mode…
7 2 915 33 mcc multiclass 0.261 10 0.0557 Preprocessor1_Mode…
8 2 621 30 mcc multiclass 0.261 10 0.0559 Preprocessor1_Mode…
9 2 971 40 mcc multiclass 0.261 10 0.0581 Preprocessor1_Mode…
10 2 986 16 mcc multiclass 0.261 10 0.0556 Preprocessor1_Mode…
11 2 538 30 mcc multiclass 0.260 10 0.0568 Preprocessor1_Mode…
12 2 935 12 mcc multiclass 0.260 10 0.0585 Preprocessor1_Mode…
13 2 1077 34 mcc multiclass 0.260 10 0.0581 Preprocessor1_Mode…
14 2 1013 27 mcc multiclass 0.258 10 0.0623 Preprocessor1_Mode…
15 3 879 14 mcc multiclass 0.258 10 0.0622 Preprocessor1_Mode…
16 2 801 34 mcc multiclass 0.258 10 0.0578 Preprocessor1_Mode…
17 2 692 19 mcc multiclass 0.257 10 0.0550 Preprocessor1_Mode…
18 2 840 33 mcc multiclass 0.257 10 0.0612 Preprocessor1_Mode…
19 2 1324 13 mcc multiclass 0.256 10 0.0570 Preprocessor1_Mode…
20 3 621 39 mcc multiclass 0.256 10 0.0537 Preprocessor1_Mode…
21 2 1286 27 mcc multiclass 0.256 10 0.0596 Preprocessor1_Mode…
22 2 402 14 mcc multiclass 0.255 10 0.0616 Preprocessor1_Mode…
23 2 876 30 mcc multiclass 0.255 10 0.0591 Preprocessor1_Mode…
24 2 923 34 mcc multiclass 0.255 10 0.0546 Preprocessor1_Mode…
25 2 1153 26 mcc multiclass 0.255 10 0.0605 Preprocessor1_Mode…
26 2 559 34 mcc multiclass 0.255 10 0.0575 Preprocessor1_Mode…
27 2 1349 11 mcc multiclass 0.254 10 0.0579 Preprocessor1_Mode…
28 2 487 40 mcc multiclass 0.254 10 0.0560 Preprocessor1_Mode…
29 2 401 15 mcc multiclass 0.254 10 0.0570 Preprocessor1_Mode…
30 2 1106 36 mcc multiclass 0.254 10 0.0600 Preprocessor1_Mode…
31 2 971 36 mcc multiclass 0.254 10 0.0600 Preprocessor1_Mode…
32 2 492 32 mcc multiclass 0.254 10 0.0616 Preprocessor1_Mode…
33 3 1261 26 mcc multiclass 0.254 10 0.0564 Preprocessor1_Mode…
34 2 1379 20 mcc multiclass 0.254 10 0.0567 Preprocessor1_Mode…
35 2 1080 39 mcc multiclass 0.254 10 0.0531 Preprocessor1_Mode…
36 2 524 31 mcc multiclass 0.254 10 0.0531 Preprocessor1_Mode…
37 2 446 29 mcc multiclass 0.254 10 0.0575 Preprocessor1_Mode…
38 2 830 31 mcc multiclass 0.254 10 0.0588 Preprocessor1_Mode…
39 3 1151 37 mcc multiclass 0.254 10 0.0574 Preprocessor1_Mode…
40 3 1054 40 mcc multiclass 0.254 10 0.0574 Preprocessor1_Mode…
41 2 997 40 mcc multiclass 0.254 10 0.0554 Preprocessor1_Mode…
42 2 778 32 mcc multiclass 0.253 10 0.0617 Preprocessor1_Mode…
43 2 460 17 mcc multiclass 0.253 10 0.0589 Preprocessor1_Mode…
44 2 1009 34 mcc multiclass 0.253 10 0.0596 Preprocessor1_Mode…
45 3 738 39 mcc multiclass 0.253 10 0.0523 Preprocessor1_Mode…
46 3 756 30 mcc multiclass 0.252 10 0.0523 Preprocessor1_Mode…
47 2 739 9 mcc multiclass 0.252 10 0.0576 Preprocessor1_Mode…
48 2 548 25 mcc multiclass 0.252 10 0.0585 Preprocessor1_Mode…
49 2 1156 38 mcc multiclass 0.252 10 0.0583 Preprocessor1_Mode…
50 2 638 15 mcc multiclass 0.252 10 0.0554 Preprocessor1_Mode…
51 3 876 38 mcc multiclass 0.251 10 0.0528 Preprocessor1_Mode…
52 2 1361 21 mcc multiclass 0.251 10 0.0574 Preprocessor1_Mode…
53 2 562 13 mcc multiclass 0.251 10 0.0580 Preprocessor1_Mode…
54 2 1217 18 mcc multiclass 0.251 10 0.0599 Preprocessor1_Mode…
55 3 1367 40 mcc multiclass 0.251 10 0.0600 Preprocessor1_Mode…
56 3 870 39 mcc multiclass 0.251 10 0.0566 Preprocessor1_Mode…
57 2 916 12 mcc multiclass 0.250 10 0.0630 Preprocessor1_Mode…
58 2 1284 14 mcc multiclass 0.250 10 0.0629 Preprocessor1_Mode…
59 2 952 11 mcc multiclass 0.250 10 0.0588 Preprocessor1_Mode…
60 2 867 31 mcc multiclass 0.250 10 0.0585 Preprocessor1_Mode…
61 2 1257 35 mcc multiclass 0.250 10 0.0611 Preprocessor1_Mode…
62 2 420 27 mcc multiclass 0.250 10 0.0624 Preprocessor1_Mode…
63 3 1034 12 mcc multiclass 0.250 10 0.0597 Preprocessor1_Mode…
64 2 778 15 mcc multiclass 0.250 10 0.0579 Preprocessor1_Mode…
65 2 1492 12 mcc multiclass 0.250 10 0.0601 Preprocessor1_Mode…
66 3 1440 40 mcc multiclass 0.250 10 0.0569 Preprocessor1_Mode…
67 3 1472 38 mcc multiclass 0.250 10 0.0603 Preprocessor1_Mode…
68 2 704 8 mcc multiclass 0.249 10 0.0542 Preprocessor1_Mode…
69 2 772 21 mcc multiclass 0.249 10 0.0566 Preprocessor1_Mode…
70 3 987 40 mcc multiclass 0.249 10 0.0580 Preprocessor1_Mode…
71 3 1462 14 mcc multiclass 0.249 10 0.0612 Preprocessor1_Mode…
72 2 917 30 mcc multiclass 0.249 10 0.0627 Preprocessor1_Mode…
73 2 1074 16 mcc multiclass 0.249 10 0.0584 Preprocessor1_Mode…
74 2 498 15 mcc multiclass 0.249 10 0.0566 Preprocessor1_Mode…
75 2 762 27 mcc multiclass 0.249 10 0.0608 Preprocessor1_Mode…
76 3 816 37 mcc multiclass 0.249 10 0.0597 Preprocessor1_Mode…
77 2 599 14 mcc multiclass 0.249 10 0.0627 Preprocessor1_Mode…
78 2 1409 11 mcc multiclass 0.249 10 0.0590 Preprocessor1_Mode…
79 2 1145 8 mcc multiclass 0.249 10 0.0576 Preprocessor1_Mode…
80 2 946 35 mcc multiclass 0.249 10 0.0591 Preprocessor1_Mode…
81 3 491 30 mcc multiclass 0.249 10 0.0597 Preprocessor1_Mode…
82 2 754 39 mcc multiclass 0.249 10 0.0593 Preprocessor1_Mode…
83 2 989 38 mcc multiclass 0.249 10 0.0547 Preprocessor1_Mode…
84 2 709 32 mcc multiclass 0.249 10 0.0555 Preprocessor1_Mode…
85 3 469 36 mcc multiclass 0.248 10 0.0530 Preprocessor1_Mode…
86 3 1484 39 mcc multiclass 0.248 10 0.0582 Preprocessor1_Mode…
87 2 1401 35 mcc multiclass 0.248 10 0.0558 Preprocessor1_Mode…
88 2 1188 33 mcc multiclass 0.248 10 0.0548 Preprocessor1_Mode…
89 2 1426 38 mcc multiclass 0.248 10 0.0564 Preprocessor1_Mode…
90 2 1328 38 mcc multiclass 0.248 10 0.0564 Preprocessor1_Mode…
91 2 874 36 mcc multiclass 0.248 10 0.0564 Preprocessor1_Mode…
92 2 1400 37 mcc multiclass 0.248 10 0.0564 Preprocessor1_Mode…
93 2 750 28 mcc multiclass 0.248 10 0.0592 Preprocessor1_Mode…
94 2 549 36 mcc multiclass 0.248 10 0.0631 Preprocessor1_Mode…
95 2 1412 28 mcc multiclass 0.248 10 0.0610 Preprocessor1_Mode…
96 3 682 26 mcc multiclass 0.248 10 0.0608 Preprocessor1_Mode…
97 2 976 8 mcc multiclass 0.248 10 0.0578 Preprocessor1_Mode…
98 2 1227 33 mcc multiclass 0.248 10 0.0594 Preprocessor1_Mode…
99 3 515 20 mcc multiclass 0.248 10 0.0503 Preprocessor1_Mode…
100 2 1301 33 mcc multiclass 0.248 10 0.0584 Preprocessor1_Mode…
101 2 800 16 mcc multiclass 0.248 10 0.0566 Preprocessor1_Mode…
102 2 1383 38 mcc multiclass 0.248 10 0.0592 Preprocessor1_Mode…
103 3 1178 12 mcc multiclass 0.248 10 0.0598 Preprocessor1_Mode…
104 2 1479 14 mcc multiclass 0.248 10 0.0568 Preprocessor1_Mode…
105 2 1402 36 mcc multiclass 0.247 10 0.0610 Preprocessor1_Mode…
106 3 455 11 mcc multiclass 0.247 10 0.0497 Preprocessor1_Mode…
107 2 1312 9 mcc multiclass 0.247 10 0.0597 Preprocessor1_Mode…
108 3 588 28 mcc multiclass 0.247 10 0.0579 Preprocessor1_Mode…
109 2 1165 33 mcc multiclass 0.247 10 0.0545 Preprocessor1_Mode…
110 2 1000 17 mcc multiclass 0.247 10 0.0590 Preprocessor1_Mode…
111 3 461 40 mcc multiclass 0.247 10 0.0499 Preprocessor1_Mode…
112 2 575 37 mcc multiclass 0.247 10 0.0593 Preprocessor1_Mode…
113 2 835 35 mcc multiclass 0.247 10 0.0593 Preprocessor1_Mode…
114 2 1152 28 mcc multiclass 0.247 10 0.0593 Preprocessor1_Mode…
115 2 681 37 mcc multiclass 0.247 10 0.0593 Preprocessor1_Mode…
116 2 672 32 mcc multiclass 0.247 10 0.0517 Preprocessor1_Mode…
117 2 1049 24 mcc multiclass 0.247 10 0.0614 Preprocessor1_Mode…
118 2 932 16 mcc multiclass 0.247 10 0.0561 Preprocessor1_Mode…
119 2 1497 34 mcc multiclass 0.247 10 0.0619 Preprocessor1_Mode…
120 2 1076 27 mcc multiclass 0.246 10 0.0602 Preprocessor1_Mode…
121 2 1082 17 mcc multiclass 0.246 10 0.0568 Preprocessor1_Mode…
122 2 1261 25 mcc multiclass 0.246 10 0.0588 Preprocessor1_Mode…
123 2 1142 38 mcc multiclass 0.246 10 0.0546 Preprocessor1_Mode…
124 2 1380 37 mcc multiclass 0.246 10 0.0546 Preprocessor1_Mode…
125 3 961 12 mcc multiclass 0.246 10 0.0621 Preprocessor1_Mode…
126 2 671 19 mcc multiclass 0.246 10 0.0606 Preprocessor1_Mode…
127 2 1077 25 mcc multiclass 0.246 10 0.0571 Preprocessor1_Mode…
128 3 1232 32 mcc multiclass 0.246 10 0.0607 Preprocessor1_Mode…
129 2 1209 38 mcc multiclass 0.246 10 0.0544 Preprocessor1_Mode…
130 3 1051 37 mcc multiclass 0.246 10 0.0616 Preprocessor1_Mode…
131 3 1218 38 mcc multiclass 0.246 10 0.0616 Preprocessor1_Mode…
132 3 1446 38 mcc multiclass 0.246 10 0.0616 Preprocessor1_Mode…
133 3 877 38 mcc multiclass 0.246 10 0.0616 Preprocessor1_Mode…
134 3 1289 32 mcc multiclass 0.246 10 0.0616 Preprocessor1_Mode…
135 3 1140 38 mcc multiclass 0.246 10 0.0522 Preprocessor1_Mode…
136 2 852 25 mcc multiclass 0.246 10 0.0624 Preprocessor1_Mode…
137 3 1251 39 mcc multiclass 0.246 10 0.0580 Preprocessor1_Mode…
138 2 739 11 mcc multiclass 0.246 10 0.0586 Preprocessor1_Mode…
139 2 405 19 mcc multiclass 0.246 10 0.0510 Preprocessor1_Mode…
140 2 1403 35 mcc multiclass 0.246 10 0.0585 Preprocessor1_Mode…
141 2 488 25 mcc multiclass 0.246 10 0.0578 Preprocessor1_Mode…
142 2 1420 26 mcc multiclass 0.245 10 0.0589 Preprocessor1_Mode…
143 2 1197 31 mcc multiclass 0.245 10 0.0644 Preprocessor1_Mode…
144 2 405 22 mcc multiclass 0.245 10 0.0652 Preprocessor1_Mode…
145 2 551 40 mcc multiclass 0.245 10 0.0538 Preprocessor1_Mode…
146 2 1400 38 mcc multiclass 0.245 10 0.0492 Preprocessor1_Mode…
147 2 1409 9 mcc multiclass 0.245 10 0.0540 Preprocessor1_Mode…
148 2 813 25 mcc multiclass 0.245 10 0.0607 Preprocessor1_Mode…
149 2 847 21 mcc multiclass 0.245 10 0.0607 Preprocessor1_Mode…
150 2 701 23 mcc multiclass 0.245 10 0.0569 Preprocessor1_Mode…
151 2 1081 17 mcc multiclass 0.245 10 0.0583 Preprocessor1_Mode…
152 2 1460 21 mcc multiclass 0.245 10 0.0587 Preprocessor1_Mode…
153 2 420 24 mcc multiclass 0.244 10 0.0536 Preprocessor1_Mode…
154 3 481 40 mcc multiclass 0.244 10 0.0538 Preprocessor1_Mode…
155 3 1042 39 mcc multiclass 0.244 10 0.0593 Preprocessor1_Mode…
156 3 1389 39 mcc multiclass 0.244 10 0.0593 Preprocessor1_Mode…
157 3 642 17 mcc multiclass 0.244 10 0.0583 Preprocessor1_Mode…
158 3 1198 37 mcc multiclass 0.244 10 0.0559 Preprocessor1_Mode…
159 2 1414 15 mcc multiclass 0.244 10 0.0610 Preprocessor1_Mode…
160 3 858 11 mcc multiclass 0.244 10 0.0571 Preprocessor1_Mode…
161 3 643 31 mcc multiclass 0.244 10 0.0563 Preprocessor1_Mode…
162 3 439 12 mcc multiclass 0.244 10 0.0562 Preprocessor1_Mode…
163 2 815 29 mcc multiclass 0.244 10 0.0548 Preprocessor1_Mode…
164 2 515 11 mcc multiclass 0.244 10 0.0572 Preprocessor1_Mode…
165 3 865 22 mcc multiclass 0.244 10 0.0568 Preprocessor1_Mode…
166 3 596 23 mcc multiclass 0.244 10 0.0562 Preprocessor1_Mode…
167 2 1188 26 mcc multiclass 0.244 10 0.0603 Preprocessor1_Mode…
168 2 1247 26 mcc multiclass 0.244 10 0.0603 Preprocessor1_Mode…
169 3 1203 38 mcc multiclass 0.244 10 0.0573 Preprocessor1_Mode…
170 2 479 30 mcc multiclass 0.244 10 0.0638 Preprocessor1_Mode…
171 2 920 11 mcc multiclass 0.244 10 0.0607 Preprocessor1_Mode…
172 2 682 11 mcc multiclass 0.244 10 0.0566 Preprocessor1_Mode…
173 2 556 31 mcc multiclass 0.244 10 0.0607 Preprocessor1_Mode…
174 2 1089 29 mcc multiclass 0.243 10 0.0581 Preprocessor1_Mode…
175 2 867 11 mcc multiclass 0.243 10 0.0611 Preprocessor1_Mode…
176 3 1210 35 mcc multiclass 0.243 10 0.0592 Preprocessor1_Mode…
177 3 960 23 mcc multiclass 0.243 10 0.0602 Preprocessor1_Mode…
178 3 1078 38 mcc multiclass 0.243 10 0.0561 Preprocessor1_Mode…
179 3 948 35 mcc multiclass 0.243 10 0.0596 Preprocessor1_Mode…
180 2 1388 12 mcc multiclass 0.243 10 0.0583 Preprocessor1_Mode…
181 2 626 11 mcc multiclass 0.243 10 0.0560 Preprocessor1_Mode…
182 2 1355 12 mcc multiclass 0.243 10 0.0556 Preprocessor1_Mode…
183 2 1214 34 mcc multiclass 0.243 10 0.0603 Preprocessor1_Mode…
184 2 844 32 mcc multiclass 0.243 10 0.0603 Preprocessor1_Mode…
185 2 863 35 mcc multiclass 0.243 10 0.0613 Preprocessor1_Mode…
186 2 654 28 mcc multiclass 0.243 10 0.0576 Preprocessor1_Mode…
187 3 1305 21 mcc multiclass 0.243 10 0.0585 Preprocessor1_Mode…
188 2 1177 15 mcc multiclass 0.243 10 0.0576 Preprocessor1_Mode…
189 2 1497 12 mcc multiclass 0.243 10 0.0602 Preprocessor1_Mode…
190 3 624 15 mcc multiclass 0.243 10 0.0572 Preprocessor1_Mode…
191 2 1422 30 mcc multiclass 0.243 10 0.0590 Preprocessor1_Mode…
192 2 630 30 mcc multiclass 0.243 10 0.0607 Preprocessor1_Mode…
193 2 1240 32 mcc multiclass 0.243 10 0.0607 Preprocessor1_Mode…
194 3 1350 13 mcc multiclass 0.242 10 0.0628 Preprocessor1_Mode…
195 3 940 18 mcc multiclass 0.242 10 0.0582 Preprocessor1_Mode…
196 3 945 20 mcc multiclass 0.242 10 0.0593 Preprocessor1_Mode…
197 2 1178 30 mcc multiclass 0.242 10 0.0631 Preprocessor1_Mode…
198 2 797 33 mcc multiclass 0.242 10 0.0595 Preprocessor1_Mode…
199 2 958 35 mcc multiclass 0.242 10 0.0595 Preprocessor1_Mode…
200 3 1258 35 mcc multiclass 0.242 10 0.0546 Preprocessor1_Mode…2. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.469 0.328
2 precision macro 0.746 0.586
3 spec macro 0.861 0.794
4 accuracy multiclass 0.7 0.552
5 f_meas macro 0.496 0.430
6 mcc multiclass 0.487 0.207
7 kap multiclass 0.467 0.190
8 roc_auc hand_till 0.914 0.710
9 mn_log_loss multiclass 0.723 1.03 Confusion matrix
Column 2
ROC curve
Gain curve
2. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
2. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
Boruta history
Column 1
KOL1 - 1. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 27.11724 | 17.86662 | -2.3154407 | 4.173323 | 0.6060688 | 1.1824790 | 0.2318848 | -2.3890725 |
| 25.41703 | 19.88137 | -1.7035932 | 3.578735 | 0.4786561 | 3.3354367 | 1.5095098 | -0.9153386 |
| 26.93237 | 22.04869 | -0.9988189 | 3.505752 | 2.1373784 | 5.4493325 | 2.1101638 | -1.7104793 |
| 24.62401 | 21.80406 | 3.6453127 | 2.932244 | 1.5643785 | 3.3110463 | 1.0257857 | -0.3591608 |
| 23.57678 | 22.09155 | 1.7203759 | 4.496410 | 3.7919122 | 4.7676294 | 2.5305695 | -1.8219127 |
| 26.56676 | 17.66702 | -2.2298378 | 3.335994 | 0.7443031 | 3.4327819 | 1.1976278 | -0.7591688 |
| 24.91808 | 19.78874 | 0.7980925 | 3.934672 | -0.9788114 | 5.5111318 | 0.4395635 | -2.0317918 |
| 21.57872 | 18.11414 | 1.4868593 | 2.471841 | 0.2743366 | 1.6396331 | -1.2884379 | -4.5214335 |
| 22.32903 | 18.47515 | -0.1621145 | 4.720490 | 0.4052748 | 0.6220690 | -1.6995226 | -4.2740159 |
| 24.96651 | 17.26790 | -0.4116976 | 2.930539 | -Inf | 1.7769607 | -0.8043368 | -3.6379929 |
| 28.79566 | 19.81054 | -4.5269521 | 3.455347 | -Inf | 2.5145071 | -0.0398390 | -3.3639581 |
| 21.85089 | 16.48138 | -1.1997774 | 5.113047 | -Inf | 1.7363399 | -0.5763019 | -1.6488688 |
| 24.55020 | 16.76113 | -1.4596875 | 5.868856 | -Inf | 3.2282426 | -0.0122518 | -3.9082210 |
| 27.40865 | 15.89348 | -Inf | 6.954649 | -Inf | 5.0540339 | 0.5662536 | -0.9855005 |
| 27.01894 | 18.24757 | -Inf | 3.946591 | -Inf | 2.9319697 | -1.0384454 | -4.8230452 |
| 25.72519 | 24.51168 | -Inf | 4.263871 | -Inf | 6.1351754 | 1.8719840 | -1.7201321 |
| 26.34107 | 19.93106 | -Inf | 7.406285 | -Inf | 1.6283949 | -1.0769818 | -4.5734894 |
| 25.66417 | 16.44775 | -Inf | 2.613079 | -Inf | 1.3074358 | -0.3572790 | -3.6715645 |
| 25.94237 | 20.90065 | -Inf | 6.050413 | -Inf | 5.3501535 | 1.0145632 | -5.5237534 |
| 29.54275 | 19.52937 | -Inf | 5.077848 | -Inf | 3.6829092 | 1.6141972 | -1.4078036 |
| 26.51176 | 21.12295 | -Inf | 3.224154 | -Inf | 2.0514940 | 0.0911467 | -1.7187384 |
| 27.54397 | 20.38659 | -Inf | 5.888084 | -Inf | 9.1472047 | 0.9893851 | -4.3157523 |
| 26.73518 | 19.10042 | -Inf | 4.329398 | -Inf | 0.1688157 | -1.6350069 | -2.8432434 |
| 25.63753 | 18.90883 | -Inf | 4.632670 | -Inf | 0.2038014 | -1.9456905 | -3.2993246 |
| 30.72790 | 25.94436 | -Inf | 8.156446 | -Inf | 4.7049235 | 2.0142543 | -1.5177632 |
| 24.82246 | 17.14805 | -Inf | 3.473120 | -Inf | 1.6625677 | -0.7582972 | -3.2537862 |
| 29.67897 | 19.67793 | -Inf | 6.098466 | -Inf | 3.2501458 | 0.3201496 | -2.1934185 |
| 26.91832 | 23.08020 | -Inf | 3.901117 | -Inf | 0.7919386 | -1.3720177 | -5.7424460 |
| 23.29461 | 17.16434 | -Inf | 2.491055 | -Inf | -0.7293974 | -2.6789307 | -5.1468935 |
| 24.04902 | 16.71334 | -Inf | 5.782955 | -Inf | 1.5158664 | -0.4089808 | -2.4461780 |
| 25.30570 | 18.55485 | -Inf | 3.080092 | -Inf | 3.2203474 | -0.8981351 | -4.1171231 |
| 26.15189 | 20.09967 | -Inf | 3.200712 | -Inf | 5.3409601 | 1.4604978 | -1.1341992 |
| 25.68154 | 23.92600 | -Inf | 6.288730 | -Inf | 6.0955220 | 1.3766594 | -3.0756829 |
| 25.33343 | 24.05142 | -Inf | 3.786344 | -Inf | 4.1054448 | 0.3416450 | -1.5958147 |
| 26.00627 | 18.90174 | -Inf | 3.192890 | -Inf | 2.2168957 | -1.4580808 | -3.2033874 |
| 28.69498 | 15.86258 | -Inf | 3.562627 | -Inf | 2.1361072 | -0.2051634 | -2.7909665 |
| 22.07034 | 16.90766 | -Inf | 4.294501 | -Inf | 2.5914684 | -0.8191130 | -2.9466176 |
| 24.83377 | 21.04282 | -Inf | 5.281189 | -Inf | 1.8695872 | -1.1317582 | -4.0664610 |
| 25.18371 | 18.81288 | -Inf | 4.639704 | -Inf | 2.0460479 | -0.8191573 | -3.2937441 |
Column 2
KOL1 - 2. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 19.63740 | 14.161014 | 0.8263562 | 5.5351245 | 0.8083548 | 4.2867793 | 1.1230717 | -0.9912216 |
| 16.96846 | 12.393592 | 2.1720153 | 2.6861799 | 1.0730181 | 2.9491141 | 1.0719970 | -0.9991654 |
| 16.40099 | 13.844006 | 2.3261843 | 5.5590542 | 1.9941118 | 4.0350689 | 0.8572192 | -2.7506460 |
| 17.40849 | 11.198693 | 2.4591472 | 3.6856980 | -1.3034328 | 1.1851556 | 0.3555153 | -0.4482998 |
| 15.74373 | 15.330288 | 1.7489344 | 3.3141255 | 1.6656957 | 5.5469754 | 1.8846548 | -1.4305022 |
| 17.42069 | 11.778286 | 1.5114247 | 2.7607092 | -0.1226437 | 1.9968947 | 0.4073227 | -1.3592852 |
| 19.79695 | 14.202371 | 2.2102955 | 5.6920284 | 0.5434330 | 9.0841905 | 2.6666114 | -0.4458251 |
| 16.42045 | 13.494332 | 0.2852583 | 2.3102051 | -2.3973646 | 1.1785330 | -0.9424048 | -3.0000053 |
| 14.19113 | 12.900478 | 0.4566320 | 5.2067330 | -1.5024728 | -0.2328684 | -1.6372787 | -3.0859712 |
| 19.11131 | 12.164627 | 2.0603459 | 4.1406479 | -Inf | 2.2409627 | -1.0532530 | -3.6274854 |
| 17.91815 | 12.080281 | -0.5806683 | 3.0646599 | -Inf | 2.8913932 | -0.3129157 | -2.2576738 |
| 18.38316 | 11.402419 | 0.3524925 | 3.6050441 | -Inf | 3.2461378 | 0.0082590 | -2.9625491 |
| 18.14228 | 12.130735 | 0.4267786 | 3.5477025 | -Inf | 2.9453768 | 0.2744908 | -0.9737500 |
| 19.84460 | 10.008353 | -2.5678611 | 3.0697262 | -Inf | 1.3332273 | -1.0891808 | -2.4687477 |
| 20.57605 | 12.918319 | 3.1456747 | 1.8513995 | -Inf | 2.7554601 | -0.0397665 | -1.3276927 |
| 16.71989 | 8.143297 | -1.1346774 | 5.0040195 | -Inf | 1.2543136 | -0.8097043 | -2.4550377 |
| 15.26363 | 11.993538 | 1.0782408 | 3.4175548 | -Inf | 2.4086196 | 0.0360710 | -2.1292927 |
| 23.21970 | 10.659232 | 2.2140051 | 5.0122029 | -Inf | 4.3167971 | 0.5900384 | -3.4692705 |
| 16.41408 | 10.511921 | 3.2637829 | 4.0079173 | -Inf | 0.4425676 | -0.9284086 | -3.5929404 |
| 20.08167 | 10.540234 | 4.2656025 | 4.4036222 | -Inf | 1.5670403 | 0.2230198 | -4.2077654 |
| 18.94109 | 13.362356 | 1.3095264 | 5.2004180 | -Inf | 3.2049814 | 0.4268908 | -1.1679399 |
| 14.05842 | 12.973938 | 1.2199144 | 6.2305143 | -Inf | 1.0505409 | -0.5116037 | -2.2670301 |
| 20.03457 | 11.291452 | 1.6153047 | 1.3347576 | -Inf | 1.9828935 | -0.2576191 | -2.4080077 |
| 19.39099 | 12.690199 | 4.0327299 | 2.9617860 | -Inf | 4.7150757 | 1.5706092 | -0.3731031 |
| 17.63961 | 12.806416 | -0.9042969 | 1.9316329 | -Inf | -0.1097395 | -1.2575116 | -2.7866834 |
| 15.73805 | 12.353594 | 3.3031484 | 5.9557374 | -Inf | 1.7538360 | -1.4103857 | -4.0690742 |
| 19.98758 | 12.034652 | 2.1302183 | 2.0421909 | -Inf | 1.4669474 | 0.2035275 | -1.3110685 |
| 18.02669 | 10.607938 | 4.8317425 | 2.1308706 | -Inf | 0.7818846 | -0.5712308 | -2.6010594 |
| 17.34695 | 15.190620 | 0.6716922 | 2.8628024 | -Inf | 5.6492032 | 0.8048371 | -2.3395626 |
| 18.96135 | 12.318373 | 2.5211525 | 2.9778252 | -Inf | 1.3088887 | -0.9485351 | -3.9723026 |
| 19.05976 | 11.367450 | 4.3558424 | 5.2098267 | -Inf | 1.0704959 | -1.4833666 | -4.6299066 |
| 16.67051 | 10.718500 | 2.7307893 | 7.1530844 | -Inf | 1.4387682 | -0.0601281 | -3.7333798 |
| 17.28585 | 12.244070 | -0.4086329 | 1.4215366 | -Inf | 4.0486568 | -0.1926889 | -2.4165797 |
| 20.59882 | 12.704458 | 2.6100606 | 7.1695978 | -Inf | 3.8838996 | 0.0224900 | -2.9005809 |
| 19.10911 | 13.948206 | 0.6107221 | 2.5314351 | -Inf | 2.8137522 | 0.1057031 | -2.7279336 |
| 16.60558 | 11.011365 | 2.4269003 | 2.6978722 | -Inf | 2.7028917 | -0.1147629 | -3.7846910 |
| 16.75068 | 11.783986 | 3.3504567 | 6.0921151 | -Inf | 2.5682042 | -0.1566268 | -4.3678056 |
| 18.60374 | 10.477320 | 1.0896149 | 4.7071225 | -Inf | 2.8388610 | 0.9098421 | -1.7072337 |
| 17.11422 | 12.165888 | 0.3907825 | 3.0593230 | -Inf | 1.4041252 | -0.9661224 | -3.6474973 |
| 16.00252 | 13.156022 | -0.0791386 | 4.6331126 | -Inf | 1.9578781 | -1.2719060 | -4.3045167 |
| 18.54881 | 14.036219 | -1.7651851 | 2.4132282 | -Inf | 4.3636906 | 0.5843387 | -2.1224117 |
| 17.25264 | 14.451587 | 2.0355659 | 2.7502668 | -Inf | 4.9984529 | 0.6088427 | -2.5633143 |
| 16.70872 | 12.874276 | -0.4818956 | 3.1049029 | -Inf | 3.8201676 | -0.7068479 | -3.1781718 |
| 19.60858 | 15.707155 | 3.8987760 | 5.5901031 | -Inf | 3.7282372 | 2.0349618 | -0.5734362 |
| 17.74530 | 11.886697 | 2.8523829 | 3.0652681 | -Inf | 2.0830804 | -0.0122571 | -3.4521815 |
| 15.93928 | 11.845558 | 0.5058940 | 3.1765520 | -Inf | 2.5639326 | -0.6411595 | -4.9681350 |
| 17.36302 | 10.247178 | 2.3589889 | 3.2462233 | -Inf | 0.8791087 | -1.5468498 | -3.6350318 |
| 24.27386 | 13.133197 | 1.3060744 | 6.5408927 | -Inf | 5.8128160 | 3.2305346 | -1.5302362 |
| 22.85992 | 12.576038 | 3.2661933 | 7.6646345 | -Inf | 5.7693118 | 1.9565991 | -0.7054936 |
| 18.08349 | 13.726817 | 1.9892857 | 5.4274188 | -Inf | 2.7215272 | 0.4456709 | -1.4974211 |
| 18.87186 | 11.359534 | 2.9748727 | 6.4225607 | -Inf | 2.2387305 | -1.5443508 | -5.0884707 |
| 16.63662 | 11.839771 | 0.1244559 | 0.4511771 | -Inf | 1.7859395 | -1.9782268 | -4.8760539 |
| 16.60572 | 10.279565 | 1.4614793 | 3.4930107 | -Inf | 1.1696522 | -1.4137482 | -4.4873474 |
| 16.84119 | 15.431881 | 2.6975884 | 5.7221584 | -Inf | 3.3019991 | 0.3316387 | -2.6418162 |
| 18.22543 | 10.651172 | 1.2452100 | 4.5182405 | -Inf | 2.1037362 | -0.2540202 | -1.8097708 |
| 17.85878 | 14.024342 | 3.9978838 | 3.2055894 | -Inf | 3.1640747 | 0.3778040 | -2.1003196 |
| 18.48577 | 12.071197 | -0.2403032 | 4.9262920 | -Inf | 3.6537198 | -0.0075332 | -3.3980132 |
| 14.50833 | 11.397110 | 2.8652975 | 3.9434157 | -Inf | 0.8317769 | -1.0607896 | -3.2605664 |
| 16.64005 | 16.810008 | 3.7864026 | 1.7642691 | -Inf | 3.2640609 | 0.1354976 | -4.1196744 |
| 16.34944 | 10.037181 | 1.9348793 | 2.4317473 | -Inf | 3.4439743 | 0.1699618 | -1.4644692 |
| 19.23087 | 11.368997 | 1.8935035 | 4.0952407 | -Inf | 4.2170856 | -0.2244057 | -4.5561396 |
| 18.05841 | 11.526873 | 2.1847162 | 3.3625637 | -Inf | 3.2452327 | 0.1168184 | -2.0139909 |
| 21.41534 | 13.961380 | 6.7529224 | 3.2893281 | -Inf | 1.8944211 | -0.4520518 | -2.6991797 |
| 14.66420 | 11.146495 | 0.5126488 | 1.7026314 | -Inf | 0.4693771 | -0.9317262 | -2.7937240 |
| 18.42084 | 13.427628 | 3.7226661 | 2.9864306 | -Inf | 5.5490122 | 0.6661672 | -2.8641860 |
| 17.68766 | 10.151056 | 1.2787603 | 1.6509818 | -Inf | 3.1252278 | -0.4659090 | -2.3682670 |
| 19.32459 | 11.150391 | 0.7341437 | 2.8442342 | -Inf | 0.6128649 | -0.6157409 | -1.9665830 |
| 20.46170 | 13.032293 | 2.9747262 | 3.4017481 | -Inf | 3.2476933 | 0.1947798 | -2.6803654 |
| 16.11000 | 9.020281 | 3.2022443 | 2.6517679 | -Inf | 4.3872632 | -0.5417609 | -2.5769200 |
| 18.36215 | 9.383911 | 0.8296886 | 1.0690457 | -Inf | 2.7363231 | -1.1664686 | -3.5553365 |
| 18.35762 | 13.609643 | 0.8422138 | 1.0911869 | -Inf | 6.1040374 | -0.3304275 | -3.8202595 |
| 14.62835 | 10.976682 | 1.3930414 | 4.8937728 | -Inf | 3.4719557 | -0.5565042 | -4.0226395 |
| 18.51621 | 13.392163 | 2.4533061 | 2.4310846 | -Inf | 4.1426836 | 0.6958123 | -2.2504158 |
| 17.17345 | 8.734921 | 1.0273387 | 4.9105159 | -Inf | 2.9618869 | -0.4230435 | -3.9296531 |
Opisi modela
Column 1
1. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- DZ - suma bodova na domaćim zadaćama između prvog i drugog kolokvija
- VIDEO - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
Response - binarna klasifikacija studenata na temelju broja bodova na drugom kolokviju.
- 1 (pozitivna klasa): ako je na drugom kolokviju ukupni broj bodova veći ili jednak od 10
- 0 (negativna klasa): ako je na drugom kolokviju ukupni broj bodova strogo manji od 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}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
2. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- DZ - suma bodova na domaćim zadaćama između prvog i drugog kolokvija
- VIDEO - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
Response - Klasifikacija studenata na temelju broja bodova na drugom kolokviju.
- 1 - ako je na drugom kolokviju ukupni broj bodova unutar intervala [0,5]
- 2 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (5,10]
- 3 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (10,15]
- 4 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (15,20]
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
3. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- DZ - suma bodova na domaćim zadaćama između prvog i drugog kolokvija
- VIDEO - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
- KOL1 - ukupni broj bodova na prvom kolokviju
Response - binarna klasifikacija studenata na temelju broja bodova na drugom kolokviju.
- 1 (pozitivna klasa): ako je na drugom kolokviju ukupni broj bodova veći ili jednak od 10
- 0 (negativna klasa): ako je na drugom kolokviju ukupni broj bodova strogo manji od 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}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
4. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- DZ - suma bodova na domaćim zadaćama između prvog i drugog kolokvija
- VIDEO - ukupni broj klikova na video materijale između prvog i drugog kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između prvog i drugog kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između prvog i drugog kolokvija
- KOL1 - ukupni broj bodova na prvom kolokviju
Response - Klasifikacija studenata na temelju broja bodova na drugom kolokviju.
- 1 - ako je na drugom kolokviju ukupni broj bodova unutar intervala [0,5]
- 2 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (5,10]
- 3 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (10,15]
- 4 - ako je na drugom kolokviju ukupni broj bodova unutar intervala (15,20]
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
1. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 494 40 roc_auc binary 0.798 10 0.0225 Preprocessor1_Mode…
2 2 613 39 roc_auc binary 0.797 10 0.0237 Preprocessor1_Mode…
3 2 1058 39 roc_auc binary 0.797 10 0.0229 Preprocessor1_Mode…
4 3 739 37 roc_auc binary 0.796 10 0.0232 Preprocessor1_Mode…
5 2 1429 39 roc_auc binary 0.796 10 0.0241 Preprocessor1_Mode…
6 2 1495 40 roc_auc binary 0.796 10 0.0230 Preprocessor1_Mode…
7 2 1407 40 roc_auc binary 0.796 10 0.0239 Preprocessor1_Mode…
8 2 519 39 roc_auc binary 0.796 10 0.0245 Preprocessor1_Mode…
9 3 1170 40 roc_auc binary 0.795 10 0.0234 Preprocessor1_Mode…
10 2 1391 39 roc_auc binary 0.795 10 0.0225 Preprocessor1_Mode…
11 2 886 39 roc_auc binary 0.795 10 0.0234 Preprocessor1_Mode…
12 2 967 36 roc_auc binary 0.795 10 0.0244 Preprocessor1_Mode…
13 2 832 38 roc_auc binary 0.795 10 0.0237 Preprocessor1_Mode…
14 2 758 39 roc_auc binary 0.795 10 0.0243 Preprocessor1_Mode…
15 2 1114 35 roc_auc binary 0.795 10 0.0242 Preprocessor1_Mode…
16 3 509 39 roc_auc binary 0.794 10 0.0240 Preprocessor1_Mode…
17 2 504 39 roc_auc binary 0.794 10 0.0245 Preprocessor1_Mode…
18 2 701 38 roc_auc binary 0.794 10 0.0240 Preprocessor1_Mode…
19 2 421 39 roc_auc binary 0.794 10 0.0241 Preprocessor1_Mode…
20 3 797 40 roc_auc binary 0.794 10 0.0232 Preprocessor1_Mode…
21 3 1407 40 roc_auc binary 0.794 10 0.0243 Preprocessor1_Mode…
22 3 1277 40 roc_auc binary 0.794 10 0.0232 Preprocessor1_Mode…
23 2 504 31 roc_auc binary 0.794 10 0.0235 Preprocessor1_Mode…
24 2 537 35 roc_auc binary 0.794 10 0.0230 Preprocessor1_Mode…
25 2 962 37 roc_auc binary 0.794 10 0.0230 Preprocessor1_Mode…
26 2 933 36 roc_auc binary 0.794 10 0.0237 Preprocessor1_Mode…
27 2 1463 37 roc_auc binary 0.794 10 0.0229 Preprocessor1_Mode…
28 2 781 39 roc_auc binary 0.794 10 0.0230 Preprocessor1_Mode…
29 2 1316 38 roc_auc binary 0.794 10 0.0243 Preprocessor1_Mode…
30 2 1068 36 roc_auc binary 0.794 10 0.0239 Preprocessor1_Mode…
31 2 983 38 roc_auc binary 0.794 10 0.0239 Preprocessor1_Mode…
32 2 491 32 roc_auc binary 0.794 10 0.0229 Preprocessor1_Mode…
33 3 908 37 roc_auc binary 0.794 10 0.0231 Preprocessor1_Mode…
34 3 963 40 roc_auc binary 0.793 10 0.0234 Preprocessor1_Mode…
35 3 1151 38 roc_auc binary 0.793 10 0.0224 Preprocessor1_Mode…
36 2 639 35 roc_auc binary 0.793 10 0.0241 Preprocessor1_Mode…
37 2 429 37 roc_auc binary 0.793 10 0.0234 Preprocessor1_Mode…
38 3 1014 38 roc_auc binary 0.793 10 0.0245 Preprocessor1_Mode…
39 2 751 36 roc_auc binary 0.793 10 0.0236 Preprocessor1_Mode…
40 2 507 33 roc_auc binary 0.793 10 0.0229 Preprocessor1_Mode…
41 2 976 36 roc_auc binary 0.793 10 0.0247 Preprocessor1_Mode…
42 2 1352 40 roc_auc binary 0.793 10 0.0234 Preprocessor1_Mode…
43 2 790 35 roc_auc binary 0.793 10 0.0246 Preprocessor1_Mode…
44 2 708 40 roc_auc binary 0.793 10 0.0238 Preprocessor1_Mode…
45 3 1430 39 roc_auc binary 0.793 10 0.0234 Preprocessor1_Mode…
46 2 664 38 roc_auc binary 0.793 10 0.0242 Preprocessor1_Mode…
47 3 697 36 roc_auc binary 0.793 10 0.0237 Preprocessor1_Mode…
48 3 916 39 roc_auc binary 0.793 10 0.0241 Preprocessor1_Mode…
49 2 1258 38 roc_auc binary 0.793 10 0.0242 Preprocessor1_Mode…
50 2 1384 39 roc_auc binary 0.793 10 0.0230 Preprocessor1_Mode…
51 2 1471 35 roc_auc binary 0.793 10 0.0250 Preprocessor1_Mode…
52 2 429 35 roc_auc binary 0.793 10 0.0231 Preprocessor1_Mode…
53 2 886 37 roc_auc binary 0.793 10 0.0249 Preprocessor1_Mode…
54 2 960 35 roc_auc binary 0.793 10 0.0236 Preprocessor1_Mode…
55 2 1215 35 roc_auc binary 0.793 10 0.0250 Preprocessor1_Mode…
56 2 1307 38 roc_auc binary 0.793 10 0.0237 Preprocessor1_Mode…
57 2 1435 40 roc_auc binary 0.793 10 0.0234 Preprocessor1_Mode…
58 2 534 38 roc_auc binary 0.793 10 0.0236 Preprocessor1_Mode…
59 2 617 35 roc_auc binary 0.793 10 0.0233 Preprocessor1_Mode…
60 2 571 33 roc_auc binary 0.793 10 0.0242 Preprocessor1_Mode…
61 3 927 40 roc_auc binary 0.793 10 0.0236 Preprocessor1_Mode…
62 3 1418 37 roc_auc binary 0.793 10 0.0232 Preprocessor1_Mode…
63 2 609 34 roc_auc binary 0.793 10 0.0244 Preprocessor1_Mode…
64 3 572 37 roc_auc binary 0.793 10 0.0242 Preprocessor1_Mode…
65 3 989 38 roc_auc binary 0.793 10 0.0235 Preprocessor1_Mode…
66 2 1448 37 roc_auc binary 0.792 10 0.0234 Preprocessor1_Mode…
67 3 591 39 roc_auc binary 0.792 10 0.0240 Preprocessor1_Mode…
68 2 651 36 roc_auc binary 0.792 10 0.0241 Preprocessor1_Mode…
69 2 1055 35 roc_auc binary 0.792 10 0.0244 Preprocessor1_Mode…
70 2 515 35 roc_auc binary 0.792 10 0.0235 Preprocessor1_Mode…
71 2 1050 38 roc_auc binary 0.792 10 0.0244 Preprocessor1_Mode…
72 2 1043 36 roc_auc binary 0.792 10 0.0240 Preprocessor1_Mode…
73 2 1163 39 roc_auc binary 0.792 10 0.0234 Preprocessor1_Mode…
74 2 1308 36 roc_auc binary 0.792 10 0.0240 Preprocessor1_Mode…
75 2 1150 38 roc_auc binary 0.792 10 0.0246 Preprocessor1_Mode…
76 3 759 39 roc_auc binary 0.792 10 0.0239 Preprocessor1_Mode…
77 2 408 32 roc_auc binary 0.792 10 0.0237 Preprocessor1_Mode…
78 2 1191 35 roc_auc binary 0.792 10 0.0233 Preprocessor1_Mode…
79 2 1346 38 roc_auc binary 0.792 10 0.0245 Preprocessor1_Mode…
80 3 855 39 roc_auc binary 0.792 10 0.0228 Preprocessor1_Mode…
81 2 1322 36 roc_auc binary 0.792 10 0.0240 Preprocessor1_Mode…
82 2 1415 39 roc_auc binary 0.792 10 0.0235 Preprocessor1_Mode…
83 2 680 33 roc_auc binary 0.792 10 0.0237 Preprocessor1_Mode…
84 3 652 39 roc_auc binary 0.792 10 0.0238 Preprocessor1_Mode…
85 2 1245 37 roc_auc binary 0.792 10 0.0238 Preprocessor1_Mode…
86 2 1213 36 roc_auc binary 0.792 10 0.0248 Preprocessor1_Mode…
87 2 742 35 roc_auc binary 0.792 10 0.0244 Preprocessor1_Mode…
88 3 656 35 roc_auc binary 0.792 10 0.0225 Preprocessor1_Mode…
89 2 659 29 roc_auc binary 0.792 10 0.0240 Preprocessor1_Mode…
90 2 1025 31 roc_auc binary 0.792 10 0.0236 Preprocessor1_Mode…
91 2 1062 32 roc_auc binary 0.792 10 0.0228 Preprocessor1_Mode…
92 2 1227 40 roc_auc binary 0.792 10 0.0249 Preprocessor1_Mode…
93 2 503 35 roc_auc binary 0.792 10 0.0235 Preprocessor1_Mode…
94 2 802 38 roc_auc binary 0.791 10 0.0247 Preprocessor1_Mode…
95 2 860 39 roc_auc binary 0.791 10 0.0238 Preprocessor1_Mode…
96 2 511 35 roc_auc binary 0.791 10 0.0240 Preprocessor1_Mode…
97 3 810 36 roc_auc binary 0.791 10 0.0234 Preprocessor1_Mode…
98 3 791 40 roc_auc binary 0.791 10 0.0235 Preprocessor1_Mode…
99 3 1327 39 roc_auc binary 0.791 10 0.0230 Preprocessor1_Mode…
100 2 492 29 roc_auc binary 0.791 10 0.0245 Preprocessor1_Mode…
101 3 1144 35 roc_auc binary 0.791 10 0.0237 Preprocessor1_Mode…
102 2 1185 38 roc_auc binary 0.791 10 0.0242 Preprocessor1_Mode…
103 2 1422 32 roc_auc binary 0.791 10 0.0239 Preprocessor1_Mode…
104 3 645 39 roc_auc binary 0.791 10 0.0227 Preprocessor1_Mode…
105 2 1074 38 roc_auc binary 0.791 10 0.0251 Preprocessor1_Mode…
106 2 633 38 roc_auc binary 0.791 10 0.0240 Preprocessor1_Mode…
107 2 927 35 roc_auc binary 0.791 10 0.0240 Preprocessor1_Mode…
108 2 1492 37 roc_auc binary 0.791 10 0.0236 Preprocessor1_Mode…
109 2 1010 37 roc_auc binary 0.791 10 0.0241 Preprocessor1_Mode…
110 2 1476 39 roc_auc binary 0.791 10 0.0237 Preprocessor1_Mode…
111 2 1126 37 roc_auc binary 0.791 10 0.0237 Preprocessor1_Mode…
112 2 1497 35 roc_auc binary 0.791 10 0.0244 Preprocessor1_Mode…
113 3 749 37 roc_auc binary 0.791 10 0.0230 Preprocessor1_Mode…
114 3 1362 37 roc_auc binary 0.791 10 0.0232 Preprocessor1_Mode…
115 2 902 32 roc_auc binary 0.791 10 0.0237 Preprocessor1_Mode…
116 3 540 38 roc_auc binary 0.791 10 0.0230 Preprocessor1_Mode…
117 2 1079 29 roc_auc binary 0.791 10 0.0240 Preprocessor1_Mode…
118 2 1140 35 roc_auc binary 0.791 10 0.0243 Preprocessor1_Mode…
119 2 1404 35 roc_auc binary 0.791 10 0.0237 Preprocessor1_Mode…
120 2 736 31 roc_auc binary 0.791 10 0.0238 Preprocessor1_Mode…
121 2 1114 32 roc_auc binary 0.791 10 0.0245 Preprocessor1_Mode…
122 2 1096 33 roc_auc binary 0.791 10 0.0242 Preprocessor1_Mode…
123 2 403 38 roc_auc binary 0.791 10 0.0240 Preprocessor1_Mode…
124 2 1083 29 roc_auc binary 0.791 10 0.0237 Preprocessor1_Mode…
125 2 690 38 roc_auc binary 0.790 10 0.0243 Preprocessor1_Mode…
126 3 1272 38 roc_auc binary 0.790 10 0.0231 Preprocessor1_Mode…
127 3 438 35 roc_auc binary 0.790 10 0.0243 Preprocessor1_Mode…
128 3 994 36 roc_auc binary 0.790 10 0.0238 Preprocessor1_Mode…
129 2 599 38 roc_auc binary 0.790 10 0.0244 Preprocessor1_Mode…
130 2 603 29 roc_auc binary 0.790 10 0.0240 Preprocessor1_Mode…
131 2 1329 36 roc_auc binary 0.790 10 0.0242 Preprocessor1_Mode…
132 2 686 39 roc_auc binary 0.790 10 0.0241 Preprocessor1_Mode…
133 2 1133 33 roc_auc binary 0.790 10 0.0248 Preprocessor1_Mode…
134 2 1023 34 roc_auc binary 0.790 10 0.0252 Preprocessor1_Mode…
135 3 531 39 roc_auc binary 0.790 10 0.0241 Preprocessor1_Mode…
136 2 519 30 roc_auc binary 0.790 10 0.0227 Preprocessor1_Mode…
137 2 429 36 roc_auc binary 0.790 10 0.0250 Preprocessor1_Mode…
138 3 1075 36 roc_auc binary 0.790 10 0.0240 Preprocessor1_Mode…
139 3 400 38 roc_auc binary 0.790 10 0.0240 Preprocessor1_Mode…
140 3 641 40 roc_auc binary 0.790 10 0.0245 Preprocessor1_Mode…
141 3 957 34 roc_auc binary 0.790 10 0.0233 Preprocessor1_Mode…
142 3 748 38 roc_auc binary 0.790 10 0.0223 Preprocessor1_Mode…
143 2 1107 31 roc_auc binary 0.790 10 0.0236 Preprocessor1_Mode…
144 3 567 37 roc_auc binary 0.790 10 0.0230 Preprocessor1_Mode…
145 2 1189 34 roc_auc binary 0.790 10 0.0235 Preprocessor1_Mode…
146 3 795 34 roc_auc binary 0.790 10 0.0230 Preprocessor1_Mode…
147 3 1319 39 roc_auc binary 0.790 10 0.0233 Preprocessor1_Mode…
148 2 1016 32 roc_auc binary 0.790 10 0.0242 Preprocessor1_Mode…
149 2 1176 29 roc_auc binary 0.790 10 0.0241 Preprocessor1_Mode…
150 2 1433 34 roc_auc binary 0.790 10 0.0240 Preprocessor1_Mode…
151 2 1065 27 roc_auc binary 0.790 10 0.0236 Preprocessor1_Mode…
152 2 406 30 roc_auc binary 0.790 10 0.0231 Preprocessor1_Mode…
153 2 628 37 roc_auc binary 0.790 10 0.0244 Preprocessor1_Mode…
154 2 738 37 roc_auc binary 0.789 10 0.0228 Preprocessor1_Mode…
155 3 778 35 roc_auc binary 0.789 10 0.0230 Preprocessor1_Mode…
156 3 1274 37 roc_auc binary 0.789 10 0.0250 Preprocessor1_Mode…
157 3 1495 33 roc_auc binary 0.789 10 0.0223 Preprocessor1_Mode…
158 3 1193 35 roc_auc binary 0.789 10 0.0237 Preprocessor1_Mode…
159 3 1360 39 roc_auc binary 0.789 10 0.0233 Preprocessor1_Mode…
160 3 1042 36 roc_auc binary 0.789 10 0.0228 Preprocessor1_Mode…
161 2 1440 28 roc_auc binary 0.789 10 0.0243 Preprocessor1_Mode…
162 2 1487 32 roc_auc binary 0.789 10 0.0227 Preprocessor1_Mode…
163 2 493 29 roc_auc binary 0.789 10 0.0236 Preprocessor1_Mode…
164 3 929 32 roc_auc binary 0.789 10 0.0229 Preprocessor1_Mode…
165 2 1241 34 roc_auc binary 0.789 10 0.0236 Preprocessor1_Mode…
166 2 795 33 roc_auc binary 0.789 10 0.0241 Preprocessor1_Mode…
167 3 1204 40 roc_auc binary 0.789 10 0.0245 Preprocessor1_Mode…
168 3 1177 35 roc_auc binary 0.789 10 0.0233 Preprocessor1_Mode…
169 3 1240 37 roc_auc binary 0.789 10 0.0238 Preprocessor1_Mode…
170 3 457 38 roc_auc binary 0.789 10 0.0234 Preprocessor1_Mode…
171 2 1346 34 roc_auc binary 0.789 10 0.0243 Preprocessor1_Mode…
172 2 1388 31 roc_auc binary 0.789 10 0.0246 Preprocessor1_Mode…
173 3 999 34 roc_auc binary 0.789 10 0.0236 Preprocessor1_Mode…
174 2 803 26 roc_auc binary 0.789 10 0.0235 Preprocessor1_Mode…
175 2 852 34 roc_auc binary 0.789 10 0.0235 Preprocessor1_Mode…
176 3 603 37 roc_auc binary 0.789 10 0.0224 Preprocessor1_Mode…
177 2 453 31 roc_auc binary 0.789 10 0.0249 Preprocessor1_Mode…
178 3 604 28 roc_auc binary 0.789 10 0.0228 Preprocessor1_Mode…
179 3 1038 35 roc_auc binary 0.789 10 0.0243 Preprocessor1_Mode…
180 2 425 27 roc_auc binary 0.789 10 0.0234 Preprocessor1_Mode…
181 3 686 37 roc_auc binary 0.789 10 0.0241 Preprocessor1_Mode…
182 3 982 36 roc_auc binary 0.789 10 0.0230 Preprocessor1_Mode…
183 3 565 36 roc_auc binary 0.789 10 0.0239 Preprocessor1_Mode…
184 2 1182 32 roc_auc binary 0.789 10 0.0247 Preprocessor1_Mode…
185 2 719 32 roc_auc binary 0.788 10 0.0242 Preprocessor1_Mode…
186 3 522 34 roc_auc binary 0.788 10 0.0233 Preprocessor1_Mode…
187 2 1203 30 roc_auc binary 0.788 10 0.0239 Preprocessor1_Mode…
188 2 925 31 roc_auc binary 0.788 10 0.0238 Preprocessor1_Mode…
189 3 465 37 roc_auc binary 0.788 10 0.0222 Preprocessor1_Mode…
190 2 777 34 roc_auc binary 0.788 10 0.0239 Preprocessor1_Mode…
191 2 909 30 roc_auc binary 0.788 10 0.0245 Preprocessor1_Mode…
192 2 874 29 roc_auc binary 0.788 10 0.0241 Preprocessor1_Mode…
193 2 778 31 roc_auc binary 0.788 10 0.0246 Preprocessor1_Mode…
194 3 505 39 roc_auc binary 0.788 10 0.0240 Preprocessor1_Mode…
195 2 1000 30 roc_auc binary 0.788 10 0.0242 Preprocessor1_Mode…
196 2 1439 28 roc_auc binary 0.788 10 0.0241 Preprocessor1_Mode…
197 3 1261 36 roc_auc binary 0.788 10 0.0244 Preprocessor1_Mode…
198 3 558 35 roc_auc binary 0.788 10 0.0235 Preprocessor1_Mode…
199 2 755 28 roc_auc binary 0.788 10 0.0240 Preprocessor1_Mode…
200 3 801 35 roc_auc binary 0.788 10 0.0234 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 553 20 mcc binary 0.454 10 0.0347 Preprocessor1_Mode…
2 3 1020 23 mcc binary 0.448 10 0.0363 Preprocessor1_Mode…
3 3 796 26 mcc binary 0.446 10 0.0374 Preprocessor1_Mode…
4 3 667 18 mcc binary 0.446 10 0.0380 Preprocessor1_Mode…
5 3 1312 21 mcc binary 0.446 10 0.0380 Preprocessor1_Mode…
6 3 879 18 mcc binary 0.446 10 0.0380 Preprocessor1_Mode…
7 3 927 23 mcc binary 0.446 10 0.0380 Preprocessor1_Mode…
8 3 1374 21 mcc binary 0.446 10 0.0380 Preprocessor1_Mode…
9 3 1363 23 mcc binary 0.446 10 0.0380 Preprocessor1_Mode…
10 2 400 17 mcc binary 0.446 10 0.0391 Preprocessor1_Mode…
11 2 777 34 mcc binary 0.443 10 0.0370 Preprocessor1_Mode…
12 2 1415 39 mcc binary 0.443 10 0.0381 Preprocessor1_Mode…
13 2 933 36 mcc binary 0.442 10 0.0349 Preprocessor1_Mode…
14 2 406 30 mcc binary 0.442 10 0.0353 Preprocessor1_Mode…
15 2 633 38 mcc binary 0.441 10 0.0353 Preprocessor1_Mode…
16 3 863 25 mcc binary 0.441 10 0.0381 Preprocessor1_Mode…
17 3 883 25 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
18 3 1189 21 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
19 3 713 25 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
20 3 1194 23 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
21 3 1009 25 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
22 3 1364 24 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
23 3 979 19 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
24 3 1027 25 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
25 3 999 22 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
26 3 1452 20 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
27 3 757 23 mcc binary 0.440 10 0.0363 Preprocessor1_Mode…
28 2 1326 29 mcc binary 0.440 10 0.0374 Preprocessor1_Mode…
29 3 435 31 mcc binary 0.440 10 0.0397 Preprocessor1_Mode…
30 3 1244 22 mcc binary 0.440 10 0.0332 Preprocessor1_Mode…
31 3 978 33 mcc binary 0.440 10 0.0350 Preprocessor1_Mode…
32 3 1295 18 mcc binary 0.440 10 0.0393 Preprocessor1_Mode…
33 2 1174 16 mcc binary 0.440 10 0.0393 Preprocessor1_Mode…
34 3 1076 21 mcc binary 0.440 10 0.0393 Preprocessor1_Mode…
35 3 1332 19 mcc binary 0.440 10 0.0393 Preprocessor1_Mode…
36 3 1444 21 mcc binary 0.440 10 0.0393 Preprocessor1_Mode…
37 2 1205 16 mcc binary 0.440 10 0.0419 Preprocessor1_Mode…
38 3 441 19 mcc binary 0.440 10 0.0453 Preprocessor1_Mode…
39 2 681 14 mcc binary 0.440 10 0.0480 Preprocessor1_Mode…
40 3 1417 21 mcc binary 0.440 10 0.0380 Preprocessor1_Mode…
41 3 1458 22 mcc binary 0.440 10 0.0380 Preprocessor1_Mode…
42 3 951 21 mcc binary 0.440 10 0.0380 Preprocessor1_Mode…
43 2 874 29 mcc binary 0.439 10 0.0367 Preprocessor1_Mode…
44 3 965 30 mcc binary 0.439 10 0.0367 Preprocessor1_Mode…
45 2 1390 16 mcc binary 0.439 10 0.0373 Preprocessor1_Mode…
46 3 1145 19 mcc binary 0.439 10 0.0367 Preprocessor1_Mode…
47 3 746 20 mcc binary 0.439 10 0.0367 Preprocessor1_Mode…
48 3 903 22 mcc binary 0.439 10 0.0367 Preprocessor1_Mode…
49 3 1101 20 mcc binary 0.439 10 0.0367 Preprocessor1_Mode…
50 3 526 22 mcc binary 0.439 10 0.0367 Preprocessor1_Mode…
51 3 1222 18 mcc binary 0.439 10 0.0367 Preprocessor1_Mode…
52 3 575 16 mcc binary 0.439 10 0.0316 Preprocessor1_Mode…
53 2 427 17 mcc binary 0.439 10 0.0381 Preprocessor1_Mode…
54 3 494 34 mcc binary 0.437 10 0.0339 Preprocessor1_Mode…
55 2 411 24 mcc binary 0.436 10 0.0361 Preprocessor1_Mode…
56 2 1258 38 mcc binary 0.436 10 0.0356 Preprocessor1_Mode…
57 3 775 33 mcc binary 0.436 10 0.0337 Preprocessor1_Mode…
58 2 758 39 mcc binary 0.436 10 0.0349 Preprocessor1_Mode…
59 2 1191 21 mcc binary 0.435 10 0.0367 Preprocessor1_Mode…
60 3 791 40 mcc binary 0.435 10 0.0348 Preprocessor1_Mode…
61 2 603 25 mcc binary 0.435 10 0.0368 Preprocessor1_Mode…
62 3 947 22 mcc binary 0.435 10 0.0369 Preprocessor1_Mode…
63 3 1390 23 mcc binary 0.435 10 0.0369 Preprocessor1_Mode…
64 3 850 28 mcc binary 0.435 10 0.0369 Preprocessor1_Mode…
65 3 957 26 mcc binary 0.435 10 0.0369 Preprocessor1_Mode…
66 3 940 29 mcc binary 0.435 10 0.0369 Preprocessor1_Mode…
67 3 1022 24 mcc binary 0.435 10 0.0369 Preprocessor1_Mode…
68 3 1137 26 mcc binary 0.435 10 0.0369 Preprocessor1_Mode…
69 3 569 25 mcc binary 0.435 10 0.0369 Preprocessor1_Mode…
70 2 869 17 mcc binary 0.434 10 0.0396 Preprocessor1_Mode…
71 2 1248 15 mcc binary 0.434 10 0.0398 Preprocessor1_Mode…
72 2 534 38 mcc binary 0.434 10 0.0319 Preprocessor1_Mode…
73 2 1497 29 mcc binary 0.434 10 0.0319 Preprocessor1_Mode…
74 2 1150 38 mcc binary 0.434 10 0.0371 Preprocessor1_Mode…
75 3 1058 26 mcc binary 0.434 10 0.0385 Preprocessor1_Mode…
76 3 518 25 mcc binary 0.434 10 0.0385 Preprocessor1_Mode…
77 3 1423 20 mcc binary 0.434 10 0.0376 Preprocessor1_Mode…
78 3 1175 20 mcc binary 0.434 10 0.0376 Preprocessor1_Mode…
79 3 1122 24 mcc binary 0.434 10 0.0376 Preprocessor1_Mode…
80 3 682 20 mcc binary 0.434 10 0.0376 Preprocessor1_Mode…
81 2 1209 26 mcc binary 0.434 10 0.0337 Preprocessor1_Mode…
82 3 933 31 mcc binary 0.434 10 0.0337 Preprocessor1_Mode…
83 2 719 32 mcc binary 0.434 10 0.0321 Preprocessor1_Mode…
84 2 886 37 mcc binary 0.434 10 0.0348 Preprocessor1_Mode…
85 3 944 29 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
86 3 1160 24 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
87 3 1049 25 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
88 3 786 23 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
89 3 1020 21 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
90 3 1280 22 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
91 3 749 21 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
92 3 551 20 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
93 3 971 26 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
94 3 1448 23 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
95 3 969 26 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
96 3 1251 27 mcc binary 0.434 10 0.0363 Preprocessor1_Mode…
97 2 460 32 mcc binary 0.434 10 0.0386 Preprocessor1_Mode…
98 2 1482 20 mcc binary 0.434 10 0.0387 Preprocessor1_Mode…
99 2 1065 27 mcc binary 0.434 10 0.0387 Preprocessor1_Mode…
100 2 676 13 mcc binary 0.434 10 0.0369 Preprocessor1_Mode…
101 2 1258 16 mcc binary 0.434 10 0.0369 Preprocessor1_Mode…
102 2 737 23 mcc binary 0.434 10 0.0350 Preprocessor1_Mode…
103 3 980 22 mcc binary 0.434 10 0.0392 Preprocessor1_Mode…
104 3 1451 17 mcc binary 0.434 10 0.0392 Preprocessor1_Mode…
105 2 742 35 mcc binary 0.433 10 0.0365 Preprocessor1_Mode…
106 3 922 28 mcc binary 0.433 10 0.0365 Preprocessor1_Mode…
107 3 1084 21 mcc binary 0.433 10 0.0365 Preprocessor1_Mode…
108 3 755 20 mcc binary 0.433 10 0.0372 Preprocessor1_Mode…
109 3 942 18 mcc binary 0.433 10 0.0372 Preprocessor1_Mode…
110 3 751 12 mcc binary 0.433 10 0.0363 Preprocessor1_Mode…
111 3 1027 31 mcc binary 0.433 10 0.0341 Preprocessor1_Mode…
112 3 978 17 mcc binary 0.433 10 0.0349 Preprocessor1_Mode…
113 3 1177 19 mcc binary 0.433 10 0.0349 Preprocessor1_Mode…
114 3 1257 21 mcc binary 0.433 10 0.0349 Preprocessor1_Mode…
115 3 908 37 mcc binary 0.433 10 0.0335 Preprocessor1_Mode…
116 3 1014 38 mcc binary 0.433 10 0.0335 Preprocessor1_Mode…
117 3 697 36 mcc binary 0.433 10 0.0335 Preprocessor1_Mode…
118 3 810 36 mcc binary 0.433 10 0.0361 Preprocessor1_Mode…
119 3 1284 15 mcc binary 0.433 10 0.0365 Preprocessor1_Mode…
120 2 862 21 mcc binary 0.433 10 0.0382 Preprocessor1_Mode…
121 3 491 24 mcc binary 0.433 10 0.0381 Preprocessor1_Mode…
122 2 497 18 mcc binary 0.433 10 0.0413 Preprocessor1_Mode…
123 2 926 12 mcc binary 0.433 10 0.0447 Preprocessor1_Mode…
124 3 1442 18 mcc binary 0.433 10 0.0379 Preprocessor1_Mode…
125 2 875 18 mcc binary 0.433 10 0.0379 Preprocessor1_Mode…
126 3 1114 16 mcc binary 0.433 10 0.0379 Preprocessor1_Mode…
127 3 1471 19 mcc binary 0.433 10 0.0379 Preprocessor1_Mode…
128 3 974 19 mcc binary 0.433 10 0.0379 Preprocessor1_Mode…
129 3 1428 14 mcc binary 0.433 10 0.0379 Preprocessor1_Mode…
130 3 708 17 mcc binary 0.433 10 0.0352 Preprocessor1_Mode…
131 3 738 13 mcc binary 0.433 10 0.0422 Preprocessor1_Mode…
132 2 927 13 mcc binary 0.432 10 0.0436 Preprocessor1_Mode…
133 3 525 17 mcc binary 0.432 10 0.0417 Preprocessor1_Mode…
134 2 1310 16 mcc binary 0.432 10 0.0367 Preprocessor1_Mode…
135 3 495 20 mcc binary 0.432 10 0.0348 Preprocessor1_Mode…
136 2 409 8 mcc binary 0.432 10 0.0457 Preprocessor1_Mode…
137 3 864 21 mcc binary 0.432 10 0.0366 Preprocessor1_Mode…
138 3 1111 18 mcc binary 0.432 10 0.0366 Preprocessor1_Mode…
139 3 1178 15 mcc binary 0.432 10 0.0467 Preprocessor1_Mode…
140 3 778 35 mcc binary 0.432 10 0.0346 Preprocessor1_Mode…
141 2 897 10 mcc binary 0.432 10 0.0445 Preprocessor1_Mode…
142 3 672 17 mcc binary 0.432 10 0.0347 Preprocessor1_Mode…
143 3 930 17 mcc binary 0.432 10 0.0369 Preprocessor1_Mode…
144 3 948 18 mcc binary 0.432 10 0.0369 Preprocessor1_Mode…
145 3 945 20 mcc binary 0.432 10 0.0369 Preprocessor1_Mode…
146 3 1382 17 mcc binary 0.432 10 0.0369 Preprocessor1_Mode…
147 3 483 17 mcc binary 0.431 10 0.0450 Preprocessor1_Mode…
148 2 905 32 mcc binary 0.430 10 0.0333 Preprocessor1_Mode…
149 2 720 26 mcc binary 0.430 10 0.0361 Preprocessor1_Mode…
150 2 755 28 mcc binary 0.429 10 0.0326 Preprocessor1_Mode…
151 2 649 30 mcc binary 0.429 10 0.0348 Preprocessor1_Mode…
152 2 401 7 mcc binary 0.429 10 0.0381 Preprocessor1_Mode…
153 3 720 30 mcc binary 0.429 10 0.0339 Preprocessor1_Mode…
154 2 1308 36 mcc binary 0.429 10 0.0340 Preprocessor1_Mode…
155 2 515 35 mcc binary 0.429 10 0.0340 Preprocessor1_Mode…
156 3 609 26 mcc binary 0.429 10 0.0324 Preprocessor1_Mode…
157 2 431 28 mcc binary 0.429 10 0.0341 Preprocessor1_Mode…
158 3 989 38 mcc binary 0.428 10 0.0346 Preprocessor1_Mode…
159 3 963 40 mcc binary 0.428 10 0.0346 Preprocessor1_Mode…
160 2 603 20 mcc binary 0.428 10 0.0342 Preprocessor1_Mode…
161 3 1488 26 mcc binary 0.428 10 0.0342 Preprocessor1_Mode…
162 3 1007 29 mcc binary 0.428 10 0.0342 Preprocessor1_Mode…
163 3 671 31 mcc binary 0.428 10 0.0342 Preprocessor1_Mode…
164 3 1378 32 mcc binary 0.428 10 0.0342 Preprocessor1_Mode…
165 2 1023 34 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
166 2 967 36 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
167 3 1266 27 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
168 3 1122 31 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
169 3 906 27 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
170 3 1286 32 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
171 3 1028 22 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
172 3 424 30 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
173 3 1462 23 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
174 3 1047 25 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
175 3 1068 25 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
176 3 718 29 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
177 3 930 28 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
178 3 672 26 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
179 3 1340 23 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
180 3 1092 24 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
181 3 853 26 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
182 2 925 31 mcc binary 0.428 10 0.0303 Preprocessor1_Mode…
183 2 493 29 mcc binary 0.428 10 0.0436 Preprocessor1_Mode…
184 2 447 17 mcc binary 0.428 10 0.0396 Preprocessor1_Mode…
185 2 436 24 mcc binary 0.428 10 0.0372 Preprocessor1_Mode…
186 2 1126 17 mcc binary 0.428 10 0.0396 Preprocessor1_Mode…
187 2 1119 33 mcc binary 0.428 10 0.0367 Preprocessor1_Mode…
188 2 483 27 mcc binary 0.428 10 0.0392 Preprocessor1_Mode…
189 3 1218 26 mcc binary 0.428 10 0.0369 Preprocessor1_Mode…
190 3 1425 27 mcc binary 0.428 10 0.0369 Preprocessor1_Mode…
191 2 477 22 mcc binary 0.428 10 0.0322 Preprocessor1_Mode…
192 2 1411 22 mcc binary 0.428 10 0.0349 Preprocessor1_Mode…
193 2 1475 22 mcc binary 0.428 10 0.0358 Preprocessor1_Mode…
194 3 808 19 mcc binary 0.428 10 0.0374 Preprocessor1_Mode…
195 2 1304 22 mcc binary 0.428 10 0.0374 Preprocessor1_Mode…
196 3 1311 30 mcc binary 0.428 10 0.0360 Preprocessor1_Mode…
197 3 725 29 mcc binary 0.428 10 0.0360 Preprocessor1_Mode…
198 3 1305 26 mcc binary 0.428 10 0.0360 Preprocessor1_Mode…
199 3 1467 30 mcc binary 0.428 10 0.0360 Preprocessor1_Mode…
200 3 1202 21 mcc binary 0.427 10 0.0398 Preprocessor1_Mode…1. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.905 0.727
2 precision binary 0.829 0.727
3 spec binary 0.753 0.636
4 accuracy binary 0.839 0.688
5 f_meas binary 0.865 0.727
6 mcc binary 0.671 0.364
7 kap binary 0.667 0.364
8 roc_auc binary 0.910 0.752
9 mn_log_loss binary 0.437 0.582Confusion matrix
Column 2
ROC curve
Gain curve
1. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
1. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
2. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 913 34 roc_auc hand_till 0.779 10 0.0231 Preprocessor1_Mode…
2 2 979 35 roc_auc hand_till 0.778 10 0.0231 Preprocessor1_Mode…
3 2 855 38 roc_auc hand_till 0.778 10 0.0235 Preprocessor1_Mode…
4 2 1399 40 roc_auc hand_till 0.778 10 0.0226 Preprocessor1_Mode…
5 2 584 37 roc_auc hand_till 0.778 10 0.0233 Preprocessor1_Mode…
6 2 1413 40 roc_auc hand_till 0.778 10 0.0235 Preprocessor1_Mode…
7 2 1194 33 roc_auc hand_till 0.778 10 0.0240 Preprocessor1_Mode…
8 2 599 39 roc_auc hand_till 0.778 10 0.0241 Preprocessor1_Mode…
9 2 1015 38 roc_auc hand_till 0.778 10 0.0233 Preprocessor1_Mode…
10 2 918 36 roc_auc hand_till 0.778 10 0.0240 Preprocessor1_Mode…
11 2 925 28 roc_auc hand_till 0.777 10 0.0237 Preprocessor1_Mode…
12 2 406 35 roc_auc hand_till 0.777 10 0.0237 Preprocessor1_Mode…
13 2 1279 35 roc_auc hand_till 0.777 10 0.0236 Preprocessor1_Mode…
14 2 961 34 roc_auc hand_till 0.777 10 0.0238 Preprocessor1_Mode…
15 2 1055 32 roc_auc hand_till 0.777 10 0.0232 Preprocessor1_Mode…
16 2 1092 36 roc_auc hand_till 0.777 10 0.0233 Preprocessor1_Mode…
17 2 442 34 roc_auc hand_till 0.777 10 0.0218 Preprocessor1_Mode…
18 2 1360 39 roc_auc hand_till 0.777 10 0.0231 Preprocessor1_Mode…
19 2 1182 31 roc_auc hand_till 0.777 10 0.0235 Preprocessor1_Mode…
20 2 1343 36 roc_auc hand_till 0.777 10 0.0235 Preprocessor1_Mode…
21 2 703 35 roc_auc hand_till 0.777 10 0.0235 Preprocessor1_Mode…
22 3 1199 38 roc_auc hand_till 0.777 10 0.0243 Preprocessor1_Mode…
23 2 1300 36 roc_auc hand_till 0.776 10 0.0239 Preprocessor1_Mode…
24 2 1070 33 roc_auc hand_till 0.776 10 0.0235 Preprocessor1_Mode…
25 2 1339 37 roc_auc hand_till 0.776 10 0.0243 Preprocessor1_Mode…
26 2 1414 36 roc_auc hand_till 0.776 10 0.0236 Preprocessor1_Mode…
27 2 1470 38 roc_auc hand_till 0.776 10 0.0242 Preprocessor1_Mode…
28 2 836 37 roc_auc hand_till 0.776 10 0.0244 Preprocessor1_Mode…
29 2 823 33 roc_auc hand_till 0.776 10 0.0244 Preprocessor1_Mode…
30 2 779 31 roc_auc hand_till 0.776 10 0.0237 Preprocessor1_Mode…
31 2 599 37 roc_auc hand_till 0.776 10 0.0245 Preprocessor1_Mode…
32 2 426 37 roc_auc hand_till 0.776 10 0.0231 Preprocessor1_Mode…
33 2 526 35 roc_auc hand_till 0.776 10 0.0237 Preprocessor1_Mode…
34 2 1129 39 roc_auc hand_till 0.776 10 0.0230 Preprocessor1_Mode…
35 2 864 31 roc_auc hand_till 0.776 10 0.0238 Preprocessor1_Mode…
36 2 889 36 roc_auc hand_till 0.776 10 0.0237 Preprocessor1_Mode…
37 2 774 36 roc_auc hand_till 0.776 10 0.0234 Preprocessor1_Mode…
38 2 1094 39 roc_auc hand_till 0.776 10 0.0234 Preprocessor1_Mode…
39 2 1187 36 roc_auc hand_till 0.776 10 0.0238 Preprocessor1_Mode…
40 2 974 30 roc_auc hand_till 0.776 10 0.0238 Preprocessor1_Mode…
41 2 469 40 roc_auc hand_till 0.776 10 0.0236 Preprocessor1_Mode…
42 2 571 38 roc_auc hand_till 0.776 10 0.0238 Preprocessor1_Mode…
43 2 1398 35 roc_auc hand_till 0.776 10 0.0239 Preprocessor1_Mode…
44 3 1073 36 roc_auc hand_till 0.776 10 0.0245 Preprocessor1_Mode…
45 2 969 36 roc_auc hand_till 0.776 10 0.0237 Preprocessor1_Mode…
46 2 1234 37 roc_auc hand_till 0.776 10 0.0241 Preprocessor1_Mode…
47 2 499 38 roc_auc hand_till 0.776 10 0.0233 Preprocessor1_Mode…
48 2 987 32 roc_auc hand_till 0.776 10 0.0233 Preprocessor1_Mode…
49 2 1494 34 roc_auc hand_till 0.776 10 0.0231 Preprocessor1_Mode…
50 2 966 31 roc_auc hand_till 0.776 10 0.0243 Preprocessor1_Mode…
51 3 1288 40 roc_auc hand_till 0.776 10 0.0249 Preprocessor1_Mode…
52 2 771 29 roc_auc hand_till 0.776 10 0.0239 Preprocessor1_Mode…
53 2 1492 40 roc_auc hand_till 0.776 10 0.0240 Preprocessor1_Mode…
54 2 1244 33 roc_auc hand_till 0.776 10 0.0236 Preprocessor1_Mode…
55 2 460 39 roc_auc hand_till 0.776 10 0.0230 Preprocessor1_Mode…
56 2 909 28 roc_auc hand_till 0.776 10 0.0230 Preprocessor1_Mode…
57 3 916 38 roc_auc hand_till 0.776 10 0.0255 Preprocessor1_Mode…
58 3 1111 38 roc_auc hand_till 0.776 10 0.0251 Preprocessor1_Mode…
59 2 1108 34 roc_auc hand_till 0.776 10 0.0230 Preprocessor1_Mode…
60 2 1260 31 roc_auc hand_till 0.775 10 0.0230 Preprocessor1_Mode…
61 2 740 37 roc_auc hand_till 0.775 10 0.0233 Preprocessor1_Mode…
62 2 715 37 roc_auc hand_till 0.775 10 0.0228 Preprocessor1_Mode…
63 2 452 40 roc_auc hand_till 0.775 10 0.0231 Preprocessor1_Mode…
64 2 1068 40 roc_auc hand_till 0.775 10 0.0236 Preprocessor1_Mode…
65 2 789 31 roc_auc hand_till 0.775 10 0.0243 Preprocessor1_Mode…
66 2 633 31 roc_auc hand_till 0.775 10 0.0229 Preprocessor1_Mode…
67 2 1149 38 roc_auc hand_till 0.775 10 0.0244 Preprocessor1_Mode…
68 2 1085 33 roc_auc hand_till 0.775 10 0.0243 Preprocessor1_Mode…
69 2 842 39 roc_auc hand_till 0.775 10 0.0245 Preprocessor1_Mode…
70 2 755 35 roc_auc hand_till 0.775 10 0.0233 Preprocessor1_Mode…
71 2 623 38 roc_auc hand_till 0.775 10 0.0246 Preprocessor1_Mode…
72 2 764 32 roc_auc hand_till 0.775 10 0.0236 Preprocessor1_Mode…
73 2 831 34 roc_auc hand_till 0.775 10 0.0240 Preprocessor1_Mode…
74 2 431 36 roc_auc hand_till 0.775 10 0.0235 Preprocessor1_Mode…
75 3 1097 39 roc_auc hand_till 0.775 10 0.0245 Preprocessor1_Mode…
76 3 803 38 roc_auc hand_till 0.775 10 0.0245 Preprocessor1_Mode…
77 2 1359 31 roc_auc hand_till 0.775 10 0.0235 Preprocessor1_Mode…
78 2 1201 28 roc_auc hand_till 0.775 10 0.0239 Preprocessor1_Mode…
79 2 929 32 roc_auc hand_till 0.775 10 0.0234 Preprocessor1_Mode…
80 2 1463 38 roc_auc hand_till 0.775 10 0.0234 Preprocessor1_Mode…
81 2 1039 36 roc_auc hand_till 0.775 10 0.0230 Preprocessor1_Mode…
82 3 1408 38 roc_auc hand_till 0.775 10 0.0254 Preprocessor1_Mode…
83 2 958 36 roc_auc hand_till 0.775 10 0.0242 Preprocessor1_Mode…
84 2 1290 36 roc_auc hand_till 0.775 10 0.0232 Preprocessor1_Mode…
85 2 784 31 roc_auc hand_till 0.775 10 0.0239 Preprocessor1_Mode…
86 3 816 37 roc_auc hand_till 0.775 10 0.0242 Preprocessor1_Mode…
87 2 976 28 roc_auc hand_till 0.775 10 0.0245 Preprocessor1_Mode…
88 2 1034 24 roc_auc hand_till 0.775 10 0.0235 Preprocessor1_Mode…
89 2 1249 30 roc_auc hand_till 0.775 10 0.0239 Preprocessor1_Mode…
90 2 1390 38 roc_auc hand_till 0.775 10 0.0230 Preprocessor1_Mode…
91 2 1202 35 roc_auc hand_till 0.775 10 0.0238 Preprocessor1_Mode…
92 2 913 31 roc_auc hand_till 0.775 10 0.0231 Preprocessor1_Mode…
93 2 663 27 roc_auc hand_till 0.775 10 0.0231 Preprocessor1_Mode…
94 3 1103 40 roc_auc hand_till 0.775 10 0.0242 Preprocessor1_Mode…
95 2 554 36 roc_auc hand_till 0.775 10 0.0234 Preprocessor1_Mode…
96 2 1155 32 roc_auc hand_till 0.775 10 0.0239 Preprocessor1_Mode…
97 2 963 27 roc_auc hand_till 0.775 10 0.0236 Preprocessor1_Mode…
98 3 625 39 roc_auc hand_till 0.775 10 0.0245 Preprocessor1_Mode…
99 2 551 27 roc_auc hand_till 0.775 10 0.0233 Preprocessor1_Mode…
100 3 1013 35 roc_auc hand_till 0.775 10 0.0251 Preprocessor1_Mode…
101 2 863 36 roc_auc hand_till 0.775 10 0.0235 Preprocessor1_Mode…
102 2 663 35 roc_auc hand_till 0.775 10 0.0235 Preprocessor1_Mode…
103 2 694 28 roc_auc hand_till 0.775 10 0.0244 Preprocessor1_Mode…
104 2 1162 37 roc_auc hand_till 0.775 10 0.0235 Preprocessor1_Mode…
105 2 965 33 roc_auc hand_till 0.775 10 0.0243 Preprocessor1_Mode…
106 2 452 31 roc_auc hand_till 0.775 10 0.0229 Preprocessor1_Mode…
107 2 1251 31 roc_auc hand_till 0.775 10 0.0240 Preprocessor1_Mode…
108 2 811 25 roc_auc hand_till 0.774 10 0.0227 Preprocessor1_Mode…
109 2 835 38 roc_auc hand_till 0.774 10 0.0221 Preprocessor1_Mode…
110 3 1462 37 roc_auc hand_till 0.774 10 0.0250 Preprocessor1_Mode…
111 3 471 36 roc_auc hand_till 0.774 10 0.0250 Preprocessor1_Mode…
112 3 1369 40 roc_auc hand_till 0.774 10 0.0253 Preprocessor1_Mode…
113 3 1344 34 roc_auc hand_till 0.774 10 0.0240 Preprocessor1_Mode…
114 2 1344 30 roc_auc hand_till 0.774 10 0.0243 Preprocessor1_Mode…
115 2 1420 35 roc_auc hand_till 0.774 10 0.0240 Preprocessor1_Mode…
116 2 838 35 roc_auc hand_till 0.774 10 0.0224 Preprocessor1_Mode…
117 2 911 37 roc_auc hand_till 0.774 10 0.0232 Preprocessor1_Mode…
118 2 1303 38 roc_auc hand_till 0.774 10 0.0235 Preprocessor1_Mode…
119 3 944 40 roc_auc hand_till 0.774 10 0.0246 Preprocessor1_Mode…
120 2 1159 29 roc_auc hand_till 0.774 10 0.0228 Preprocessor1_Mode…
121 2 1296 35 roc_auc hand_till 0.774 10 0.0239 Preprocessor1_Mode…
122 3 1015 36 roc_auc hand_till 0.774 10 0.0251 Preprocessor1_Mode…
123 3 1356 37 roc_auc hand_till 0.774 10 0.0247 Preprocessor1_Mode…
124 2 493 30 roc_auc hand_till 0.774 10 0.0240 Preprocessor1_Mode…
125 2 1164 35 roc_auc hand_till 0.774 10 0.0237 Preprocessor1_Mode…
126 2 1007 34 roc_auc hand_till 0.774 10 0.0230 Preprocessor1_Mode…
127 2 1115 35 roc_auc hand_till 0.774 10 0.0235 Preprocessor1_Mode…
128 3 1187 38 roc_auc hand_till 0.774 10 0.0247 Preprocessor1_Mode…
129 2 791 37 roc_auc hand_till 0.774 10 0.0234 Preprocessor1_Mode…
130 2 1191 36 roc_auc hand_till 0.774 10 0.0245 Preprocessor1_Mode…
131 2 1300 40 roc_auc hand_till 0.774 10 0.0235 Preprocessor1_Mode…
132 2 883 33 roc_auc hand_till 0.774 10 0.0246 Preprocessor1_Mode…
133 2 1024 26 roc_auc hand_till 0.774 10 0.0242 Preprocessor1_Mode…
134 2 1080 29 roc_auc hand_till 0.774 10 0.0245 Preprocessor1_Mode…
135 2 1003 34 roc_auc hand_till 0.774 10 0.0232 Preprocessor1_Mode…
136 2 428 32 roc_auc hand_till 0.774 10 0.0237 Preprocessor1_Mode…
137 2 1179 31 roc_auc hand_till 0.774 10 0.0241 Preprocessor1_Mode…
138 2 684 26 roc_auc hand_till 0.774 10 0.0242 Preprocessor1_Mode…
139 2 1281 28 roc_auc hand_till 0.774 10 0.0246 Preprocessor1_Mode…
140 2 1016 33 roc_auc hand_till 0.774 10 0.0242 Preprocessor1_Mode…
141 2 1397 33 roc_auc hand_till 0.774 10 0.0241 Preprocessor1_Mode…
142 3 654 31 roc_auc hand_till 0.774 10 0.0250 Preprocessor1_Mode…
143 3 676 37 roc_auc hand_till 0.774 10 0.0246 Preprocessor1_Mode…
144 2 561 23 roc_auc hand_till 0.774 10 0.0235 Preprocessor1_Mode…
145 2 472 36 roc_auc hand_till 0.774 10 0.0236 Preprocessor1_Mode…
146 2 424 28 roc_auc hand_till 0.774 10 0.0242 Preprocessor1_Mode…
147 2 1227 34 roc_auc hand_till 0.774 10 0.0228 Preprocessor1_Mode…
148 2 1482 27 roc_auc hand_till 0.774 10 0.0243 Preprocessor1_Mode…
149 2 855 40 roc_auc hand_till 0.774 10 0.0234 Preprocessor1_Mode…
150 3 1313 39 roc_auc hand_till 0.774 10 0.0251 Preprocessor1_Mode…
151 2 498 28 roc_auc hand_till 0.774 10 0.0242 Preprocessor1_Mode…
152 3 1416 35 roc_auc hand_till 0.774 10 0.0251 Preprocessor1_Mode…
153 2 1138 39 roc_auc hand_till 0.774 10 0.0227 Preprocessor1_Mode…
154 2 1338 39 roc_auc hand_till 0.774 10 0.0234 Preprocessor1_Mode…
155 3 996 36 roc_auc hand_till 0.774 10 0.0250 Preprocessor1_Mode…
156 3 550 32 roc_auc hand_till 0.774 10 0.0252 Preprocessor1_Mode…
157 3 705 38 roc_auc hand_till 0.774 10 0.0248 Preprocessor1_Mode…
158 3 477 34 roc_auc hand_till 0.774 10 0.0255 Preprocessor1_Mode…
159 2 1077 27 roc_auc hand_till 0.774 10 0.0245 Preprocessor1_Mode…
160 2 1465 29 roc_auc hand_till 0.774 10 0.0242 Preprocessor1_Mode…
161 3 1336 40 roc_auc hand_till 0.774 10 0.0247 Preprocessor1_Mode…
162 2 1409 31 roc_auc hand_till 0.774 10 0.0233 Preprocessor1_Mode…
163 2 1469 29 roc_auc hand_till 0.774 10 0.0238 Preprocessor1_Mode…
164 2 625 30 roc_auc hand_till 0.774 10 0.0235 Preprocessor1_Mode…
165 2 1247 38 roc_auc hand_till 0.774 10 0.0237 Preprocessor1_Mode…
166 2 583 39 roc_auc hand_till 0.774 10 0.0238 Preprocessor1_Mode…
167 2 840 24 roc_auc hand_till 0.774 10 0.0242 Preprocessor1_Mode…
168 2 1352 28 roc_auc hand_till 0.774 10 0.0241 Preprocessor1_Mode…
169 2 1333 27 roc_auc hand_till 0.774 10 0.0241 Preprocessor1_Mode…
170 3 1268 39 roc_auc hand_till 0.774 10 0.0246 Preprocessor1_Mode…
171 3 1319 33 roc_auc hand_till 0.774 10 0.0249 Preprocessor1_Mode…
172 3 821 37 roc_auc hand_till 0.774 10 0.0252 Preprocessor1_Mode…
173 2 938 33 roc_auc hand_till 0.774 10 0.0242 Preprocessor1_Mode…
174 2 1104 35 roc_auc hand_till 0.774 10 0.0235 Preprocessor1_Mode…
175 3 1452 39 roc_auc hand_till 0.774 10 0.0249 Preprocessor1_Mode…
176 2 1141 23 roc_auc hand_till 0.773 10 0.0234 Preprocessor1_Mode…
177 2 974 33 roc_auc hand_till 0.773 10 0.0239 Preprocessor1_Mode…
178 2 1234 24 roc_auc hand_till 0.773 10 0.0232 Preprocessor1_Mode…
179 3 1220 38 roc_auc hand_till 0.773 10 0.0253 Preprocessor1_Mode…
180 3 575 38 roc_auc hand_till 0.773 10 0.0234 Preprocessor1_Mode…
181 3 1474 36 roc_auc hand_till 0.773 10 0.0242 Preprocessor1_Mode…
182 2 878 24 roc_auc hand_till 0.773 10 0.0242 Preprocessor1_Mode…
183 3 1018 38 roc_auc hand_till 0.773 10 0.0248 Preprocessor1_Mode…
184 3 1354 40 roc_auc hand_till 0.773 10 0.0249 Preprocessor1_Mode…
185 2 1253 39 roc_auc hand_till 0.773 10 0.0238 Preprocessor1_Mode…
186 2 785 25 roc_auc hand_till 0.773 10 0.0236 Preprocessor1_Mode…
187 3 1236 36 roc_auc hand_till 0.773 10 0.0247 Preprocessor1_Mode…
188 3 901 38 roc_auc hand_till 0.773 10 0.0249 Preprocessor1_Mode…
189 2 1042 25 roc_auc hand_till 0.773 10 0.0236 Preprocessor1_Mode…
190 2 771 33 roc_auc hand_till 0.773 10 0.0238 Preprocessor1_Mode…
191 2 858 30 roc_auc hand_till 0.773 10 0.0240 Preprocessor1_Mode…
192 2 1085 30 roc_auc hand_till 0.773 10 0.0236 Preprocessor1_Mode…
193 3 601 30 roc_auc hand_till 0.773 10 0.0246 Preprocessor1_Mode…
194 2 874 24 roc_auc hand_till 0.773 10 0.0243 Preprocessor1_Mode…
195 2 1046 27 roc_auc hand_till 0.773 10 0.0241 Preprocessor1_Mode…
196 3 1289 34 roc_auc hand_till 0.773 10 0.0246 Preprocessor1_Mode…
197 2 1099 36 roc_auc hand_till 0.773 10 0.0239 Preprocessor1_Mode…
198 2 1056 28 roc_auc hand_till 0.773 10 0.0239 Preprocessor1_Mode…
199 3 713 38 roc_auc hand_till 0.773 10 0.0253 Preprocessor1_Mode…
200 3 1014 39 roc_auc hand_till 0.773 10 0.0245 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 944 40 mcc multiclass 0.317 10 0.0272 Preprocessor1_Mode…
2 3 794 40 mcc multiclass 0.317 10 0.0235 Preprocessor1_Mode…
3 2 1399 40 mcc multiclass 0.316 10 0.0341 Preprocessor1_Mode…
4 3 511 38 mcc multiclass 0.314 10 0.0254 Preprocessor1_Mode…
5 3 599 39 mcc multiclass 0.313 10 0.0272 Preprocessor1_Mode…
6 3 570 35 mcc multiclass 0.312 10 0.0259 Preprocessor1_Mode…
7 2 774 36 mcc multiclass 0.312 10 0.0298 Preprocessor1_Mode…
8 2 755 35 mcc multiclass 0.312 10 0.0323 Preprocessor1_Mode…
9 3 533 33 mcc multiclass 0.311 10 0.0318 Preprocessor1_Mode…
10 2 842 39 mcc multiclass 0.310 10 0.0306 Preprocessor1_Mode…
11 2 863 36 mcc multiclass 0.310 10 0.0304 Preprocessor1_Mode…
12 2 1338 39 mcc multiclass 0.310 10 0.0279 Preprocessor1_Mode…
13 2 961 34 mcc multiclass 0.309 10 0.0335 Preprocessor1_Mode…
14 3 477 25 mcc multiclass 0.309 10 0.0394 Preprocessor1_Mode…
15 3 803 38 mcc multiclass 0.308 10 0.0325 Preprocessor1_Mode…
16 3 1268 39 mcc multiclass 0.308 10 0.0239 Preprocessor1_Mode…
17 3 1328 39 mcc multiclass 0.308 10 0.0239 Preprocessor1_Mode…
18 2 442 34 mcc multiclass 0.308 10 0.0288 Preprocessor1_Mode…
19 3 1452 39 mcc multiclass 0.308 10 0.0274 Preprocessor1_Mode…
20 3 1336 40 mcc multiclass 0.308 10 0.0274 Preprocessor1_Mode…
21 3 1014 39 mcc multiclass 0.307 10 0.0239 Preprocessor1_Mode…
22 3 851 39 mcc multiclass 0.307 10 0.0278 Preprocessor1_Mode…
23 3 1103 40 mcc multiclass 0.307 10 0.0286 Preprocessor1_Mode…
24 3 1234 39 mcc multiclass 0.307 10 0.0274 Preprocessor1_Mode…
25 3 1199 38 mcc multiclass 0.307 10 0.0274 Preprocessor1_Mode…
26 3 1313 39 mcc multiclass 0.307 10 0.0274 Preprocessor1_Mode…
27 3 702 40 mcc multiclass 0.307 10 0.0242 Preprocessor1_Mode…
28 3 816 37 mcc multiclass 0.306 10 0.0243 Preprocessor1_Mode…
29 3 531 33 mcc multiclass 0.306 10 0.0294 Preprocessor1_Mode…
30 2 764 32 mcc multiclass 0.306 10 0.0289 Preprocessor1_Mode…
31 3 713 38 mcc multiclass 0.306 10 0.0314 Preprocessor1_Mode…
32 2 1463 38 mcc multiclass 0.305 10 0.0296 Preprocessor1_Mode…
33 2 599 39 mcc multiclass 0.305 10 0.0305 Preprocessor1_Mode…
34 2 1138 39 mcc multiclass 0.305 10 0.0308 Preprocessor1_Mode…
35 2 801 31 mcc multiclass 0.305 10 0.0314 Preprocessor1_Mode…
36 2 1234 37 mcc multiclass 0.305 10 0.0330 Preprocessor1_Mode…
37 3 796 34 mcc multiclass 0.305 10 0.0291 Preprocessor1_Mode…
38 3 980 30 mcc multiclass 0.305 10 0.0352 Preprocessor1_Mode…
39 2 1202 35 mcc multiclass 0.305 10 0.0344 Preprocessor1_Mode…
40 2 522 24 mcc multiclass 0.305 10 0.0286 Preprocessor1_Mode…
41 3 452 20 mcc multiclass 0.305 10 0.0442 Preprocessor1_Mode…
42 2 740 29 mcc multiclass 0.305 10 0.0329 Preprocessor1_Mode…
43 2 1400 27 mcc multiclass 0.305 10 0.0281 Preprocessor1_Mode…
44 2 420 29 mcc multiclass 0.304 10 0.0299 Preprocessor1_Mode…
45 2 623 38 mcc multiclass 0.304 10 0.0364 Preprocessor1_Mode…
46 2 864 31 mcc multiclass 0.304 10 0.0309 Preprocessor1_Mode…
47 3 1416 40 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
48 3 1369 40 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
49 3 1156 38 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
50 3 1111 38 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
51 3 1149 38 mcc multiclass 0.302 10 0.0303 Preprocessor1_Mode…
52 3 873 39 mcc multiclass 0.302 10 0.0303 Preprocessor1_Mode…
53 3 1423 36 mcc multiclass 0.302 10 0.0258 Preprocessor1_Mode…
54 3 417 37 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
55 3 705 38 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
56 3 543 40 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
57 3 1354 37 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
58 3 1073 36 mcc multiclass 0.302 10 0.0259 Preprocessor1_Mode…
59 3 426 37 mcc multiclass 0.302 10 0.0296 Preprocessor1_Mode…
60 3 728 39 mcc multiclass 0.302 10 0.0361 Preprocessor1_Mode…
61 3 550 25 mcc multiclass 0.301 10 0.0392 Preprocessor1_Mode…
62 2 1094 39 mcc multiclass 0.301 10 0.0265 Preprocessor1_Mode…
63 2 1420 35 mcc multiclass 0.301 10 0.0300 Preprocessor1_Mode…
64 2 966 31 mcc multiclass 0.301 10 0.0306 Preprocessor1_Mode…
65 3 661 32 mcc multiclass 0.301 10 0.0354 Preprocessor1_Mode…
66 3 1048 34 mcc multiclass 0.301 10 0.0307 Preprocessor1_Mode…
67 3 1236 36 mcc multiclass 0.301 10 0.0263 Preprocessor1_Mode…
68 3 1474 36 mcc multiclass 0.301 10 0.0275 Preprocessor1_Mode…
69 3 1044 29 mcc multiclass 0.301 10 0.0423 Preprocessor1_Mode…
70 3 426 29 mcc multiclass 0.301 10 0.0423 Preprocessor1_Mode…
71 2 1409 31 mcc multiclass 0.301 10 0.0326 Preprocessor1_Mode…
72 3 431 23 mcc multiclass 0.301 10 0.0431 Preprocessor1_Mode…
73 3 485 14 mcc multiclass 0.301 10 0.0474 Preprocessor1_Mode…
74 3 1068 33 mcc multiclass 0.300 10 0.0328 Preprocessor1_Mode…
75 3 631 26 mcc multiclass 0.300 10 0.0464 Preprocessor1_Mode…
76 2 1007 34 mcc multiclass 0.300 10 0.0277 Preprocessor1_Mode…
77 2 431 36 mcc multiclass 0.300 10 0.0207 Preprocessor1_Mode…
78 3 599 15 mcc multiclass 0.300 10 0.0496 Preprocessor1_Mode…
79 2 1339 37 mcc multiclass 0.300 10 0.0301 Preprocessor1_Mode…
80 2 1227 34 mcc multiclass 0.300 10 0.0353 Preprocessor1_Mode…
81 2 1187 19 mcc multiclass 0.300 10 0.0401 Preprocessor1_Mode…
82 2 1470 38 mcc multiclass 0.300 10 0.0286 Preprocessor1_Mode…
83 2 1068 40 mcc multiclass 0.300 10 0.0302 Preprocessor1_Mode…
84 2 791 37 mcc multiclass 0.300 10 0.0267 Preprocessor1_Mode…
85 3 906 22 mcc multiclass 0.300 10 0.0440 Preprocessor1_Mode…
86 3 902 18 mcc multiclass 0.300 10 0.0440 Preprocessor1_Mode…
87 3 1232 17 mcc multiclass 0.300 10 0.0459 Preprocessor1_Mode…
88 2 1191 36 mcc multiclass 0.300 10 0.0312 Preprocessor1_Mode…
89 3 538 31 mcc multiclass 0.300 10 0.0350 Preprocessor1_Mode…
90 3 1460 22 mcc multiclass 0.299 10 0.0449 Preprocessor1_Mode…
91 3 1224 20 mcc multiclass 0.299 10 0.0422 Preprocessor1_Mode…
92 3 1315 20 mcc multiclass 0.299 10 0.0450 Preprocessor1_Mode…
93 2 663 27 mcc multiclass 0.299 10 0.0314 Preprocessor1_Mode…
94 2 557 35 mcc multiclass 0.299 10 0.0370 Preprocessor1_Mode…
95 2 1149 38 mcc multiclass 0.299 10 0.0325 Preprocessor1_Mode…
96 2 1253 39 mcc multiclass 0.299 10 0.0325 Preprocessor1_Mode…
97 2 1030 17 mcc multiclass 0.299 10 0.0424 Preprocessor1_Mode…
98 2 918 36 mcc multiclass 0.299 10 0.0349 Preprocessor1_Mode…
99 2 875 34 mcc multiclass 0.299 10 0.0399 Preprocessor1_Mode…
100 2 913 31 mcc multiclass 0.299 10 0.0362 Preprocessor1_Mode…
101 2 428 32 mcc multiclass 0.299 10 0.0362 Preprocessor1_Mode…
102 2 771 29 mcc multiclass 0.299 10 0.0362 Preprocessor1_Mode…
103 3 574 21 mcc multiclass 0.299 10 0.0448 Preprocessor1_Mode…
104 3 779 24 mcc multiclass 0.299 10 0.0430 Preprocessor1_Mode…
105 2 424 28 mcc multiclass 0.299 10 0.0326 Preprocessor1_Mode…
106 2 1390 38 mcc multiclass 0.299 10 0.0305 Preprocessor1_Mode…
107 2 1194 33 mcc multiclass 0.299 10 0.0315 Preprocessor1_Mode…
108 2 599 37 mcc multiclass 0.299 10 0.0295 Preprocessor1_Mode…
109 2 1470 22 mcc multiclass 0.299 10 0.0372 Preprocessor1_Mode…
110 2 784 31 mcc multiclass 0.299 10 0.0347 Preprocessor1_Mode…
111 2 1326 30 mcc multiclass 0.299 10 0.0318 Preprocessor1_Mode…
112 2 518 38 mcc multiclass 0.298 10 0.0323 Preprocessor1_Mode…
113 2 641 35 mcc multiclass 0.298 10 0.0261 Preprocessor1_Mode…
114 2 965 33 mcc multiclass 0.298 10 0.0399 Preprocessor1_Mode…
115 2 1290 36 mcc multiclass 0.298 10 0.0376 Preprocessor1_Mode…
116 2 493 30 mcc multiclass 0.298 10 0.0342 Preprocessor1_Mode…
117 2 1244 33 mcc multiclass 0.298 10 0.0336 Preprocessor1_Mode…
118 2 1034 24 mcc multiclass 0.298 10 0.0318 Preprocessor1_Mode…
119 2 1141 23 mcc multiclass 0.298 10 0.0404 Preprocessor1_Mode…
120 3 659 40 mcc multiclass 0.297 10 0.0287 Preprocessor1_Mode…
121 3 1354 40 mcc multiclass 0.297 10 0.0287 Preprocessor1_Mode…
122 3 902 35 mcc multiclass 0.297 10 0.0287 Preprocessor1_Mode…
123 2 469 40 mcc multiclass 0.297 10 0.0306 Preprocessor1_Mode…
124 2 727 25 mcc multiclass 0.297 10 0.0386 Preprocessor1_Mode…
125 3 1408 38 mcc multiclass 0.297 10 0.0288 Preprocessor1_Mode…
126 3 821 37 mcc multiclass 0.297 10 0.0288 Preprocessor1_Mode…
127 3 550 32 mcc multiclass 0.297 10 0.0300 Preprocessor1_Mode…
128 3 901 38 mcc multiclass 0.297 10 0.0287 Preprocessor1_Mode…
129 3 483 38 mcc multiclass 0.297 10 0.0287 Preprocessor1_Mode…
130 3 980 35 mcc multiclass 0.297 10 0.0287 Preprocessor1_Mode…
131 3 1220 38 mcc multiclass 0.297 10 0.0287 Preprocessor1_Mode…
132 3 1187 38 mcc multiclass 0.297 10 0.0287 Preprocessor1_Mode…
133 3 936 38 mcc multiclass 0.297 10 0.0258 Preprocessor1_Mode…
134 3 1288 40 mcc multiclass 0.297 10 0.0275 Preprocessor1_Mode…
135 3 1321 36 mcc multiclass 0.297 10 0.0288 Preprocessor1_Mode…
136 3 1033 39 mcc multiclass 0.297 10 0.0288 Preprocessor1_Mode…
137 3 601 37 mcc multiclass 0.297 10 0.0325 Preprocessor1_Mode…
138 3 1097 39 mcc multiclass 0.296 10 0.0302 Preprocessor1_Mode…
139 2 452 40 mcc multiclass 0.296 10 0.0336 Preprocessor1_Mode…
140 3 1226 36 mcc multiclass 0.296 10 0.0329 Preprocessor1_Mode…
141 3 1038 36 mcc multiclass 0.296 10 0.0329 Preprocessor1_Mode…
142 3 1269 24 mcc multiclass 0.296 10 0.0458 Preprocessor1_Mode…
143 3 1037 33 mcc multiclass 0.296 10 0.0340 Preprocessor1_Mode…
144 3 1401 35 mcc multiclass 0.296 10 0.0340 Preprocessor1_Mode…
145 3 724 35 mcc multiclass 0.296 10 0.0340 Preprocessor1_Mode…
146 3 1165 36 mcc multiclass 0.296 10 0.0340 Preprocessor1_Mode…
147 3 1264 27 mcc multiclass 0.296 10 0.0384 Preprocessor1_Mode…
148 3 625 39 mcc multiclass 0.296 10 0.0352 Preprocessor1_Mode…
149 3 1462 37 mcc multiclass 0.296 10 0.0291 Preprocessor1_Mode…
150 3 875 26 mcc multiclass 0.296 10 0.0475 Preprocessor1_Mode…
151 3 424 31 mcc multiclass 0.296 10 0.0339 Preprocessor1_Mode…
152 3 755 25 mcc multiclass 0.296 10 0.0403 Preprocessor1_Mode…
153 3 1324 31 mcc multiclass 0.295 10 0.0366 Preprocessor1_Mode…
154 3 813 32 mcc multiclass 0.295 10 0.0366 Preprocessor1_Mode…
155 2 1005 33 mcc multiclass 0.295 10 0.0257 Preprocessor1_Mode…
156 3 806 31 mcc multiclass 0.295 10 0.0333 Preprocessor1_Mode…
157 2 1290 37 mcc multiclass 0.295 10 0.0296 Preprocessor1_Mode…
158 2 498 28 mcc multiclass 0.295 10 0.0356 Preprocessor1_Mode…
159 3 1156 29 mcc multiclass 0.295 10 0.0400 Preprocessor1_Mode…
160 3 913 15 mcc multiclass 0.295 10 0.0519 Preprocessor1_Mode…
161 2 499 38 mcc multiclass 0.295 10 0.0316 Preprocessor1_Mode…
162 2 1003 34 mcc multiclass 0.295 10 0.0308 Preprocessor1_Mode…
163 3 1338 33 mcc multiclass 0.295 10 0.0340 Preprocessor1_Mode…
164 2 1015 38 mcc multiclass 0.295 10 0.0302 Preprocessor1_Mode…
165 3 596 23 mcc multiclass 0.295 10 0.0458 Preprocessor1_Mode…
166 3 636 25 mcc multiclass 0.295 10 0.0472 Preprocessor1_Mode…
167 2 428 20 mcc multiclass 0.295 10 0.0377 Preprocessor1_Mode…
168 3 944 32 mcc multiclass 0.295 10 0.0342 Preprocessor1_Mode…
169 2 684 26 mcc multiclass 0.295 10 0.0342 Preprocessor1_Mode…
170 3 1096 30 mcc multiclass 0.295 10 0.0342 Preprocessor1_Mode…
171 3 522 32 mcc multiclass 0.295 10 0.0342 Preprocessor1_Mode…
172 3 755 30 mcc multiclass 0.295 10 0.0342 Preprocessor1_Mode…
173 2 1279 35 mcc multiclass 0.295 10 0.0308 Preprocessor1_Mode…
174 3 460 28 mcc multiclass 0.295 10 0.0412 Preprocessor1_Mode…
175 2 810 15 mcc multiclass 0.295 10 0.0426 Preprocessor1_Mode…
176 3 783 27 mcc multiclass 0.295 10 0.0443 Preprocessor1_Mode…
177 3 1340 19 mcc multiclass 0.295 10 0.0454 Preprocessor1_Mode…
178 3 1483 19 mcc multiclass 0.295 10 0.0459 Preprocessor1_Mode…
179 2 831 34 mcc multiclass 0.295 10 0.0342 Preprocessor1_Mode…
180 2 938 33 mcc multiclass 0.295 10 0.0337 Preprocessor1_Mode…
181 3 1423 20 mcc multiclass 0.295 10 0.0430 Preprocessor1_Mode…
182 2 1498 18 mcc multiclass 0.295 10 0.0400 Preprocessor1_Mode…
183 3 740 20 mcc multiclass 0.295 10 0.0421 Preprocessor1_Mode…
184 3 541 32 mcc multiclass 0.295 10 0.0383 Preprocessor1_Mode…
185 3 1161 20 mcc multiclass 0.295 10 0.0463 Preprocessor1_Mode…
186 3 1155 14 mcc multiclass 0.295 10 0.0494 Preprocessor1_Mode…
187 2 1360 39 mcc multiclass 0.295 10 0.0300 Preprocessor1_Mode…
188 2 1300 40 mcc multiclass 0.295 10 0.0300 Preprocessor1_Mode…
189 2 1092 36 mcc multiclass 0.295 10 0.0301 Preprocessor1_Mode…
190 3 1171 23 mcc multiclass 0.295 10 0.0410 Preprocessor1_Mode…
191 2 1099 36 mcc multiclass 0.295 10 0.0269 Preprocessor1_Mode…
192 2 855 40 mcc multiclass 0.295 10 0.0325 Preprocessor1_Mode…
193 3 1204 19 mcc multiclass 0.295 10 0.0429 Preprocessor1_Mode…
194 2 583 39 mcc multiclass 0.294 10 0.0335 Preprocessor1_Mode…
195 3 702 28 mcc multiclass 0.294 10 0.0340 Preprocessor1_Mode…
196 2 1203 31 mcc multiclass 0.294 10 0.0311 Preprocessor1_Mode…
197 2 640 12 mcc multiclass 0.294 10 0.0392 Preprocessor1_Mode…
198 2 1108 34 mcc multiclass 0.294 10 0.0293 Preprocessor1_Mode…
199 3 808 25 mcc multiclass 0.294 10 0.0407 Preprocessor1_Mode…
200 2 433 24 mcc multiclass 0.294 10 0.0377 Preprocessor1_Mode…2. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.623 0.470
2 precision macro 0.741 0.570
3 spec macro 0.883 0.816
4 accuracy multiclass 0.717 0.535
5 f_meas macro 0.655 0.499
6 mcc multiclass 0.567 0.290
7 kap multiclass 0.552 0.283
8 roc_auc hand_till 0.925 0.748
9 mn_log_loss multiclass 0.776 1.06 Confusion matrix
Column 2
ROC curve
Gain curve
2. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
2. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
3. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 505 38 roc_auc binary 0.801 10 0.0220 Preprocessor1_Mode…
2 2 439 39 roc_auc binary 0.801 10 0.0219 Preprocessor1_Mode…
3 2 753 40 roc_auc binary 0.800 10 0.0230 Preprocessor1_Mode…
4 2 827 33 roc_auc binary 0.799 10 0.0232 Preprocessor1_Mode…
5 2 1415 39 roc_auc binary 0.799 10 0.0223 Preprocessor1_Mode…
6 2 724 36 roc_auc binary 0.799 10 0.0217 Preprocessor1_Mode…
7 2 677 34 roc_auc binary 0.799 10 0.0218 Preprocessor1_Mode…
8 2 539 30 roc_auc binary 0.799 10 0.0236 Preprocessor1_Mode…
9 2 1082 37 roc_auc binary 0.799 10 0.0223 Preprocessor1_Mode…
10 2 817 40 roc_auc binary 0.799 10 0.0220 Preprocessor1_Mode…
11 2 483 33 roc_auc binary 0.798 10 0.0233 Preprocessor1_Mode…
12 2 1036 40 roc_auc binary 0.798 10 0.0225 Preprocessor1_Mode…
13 2 927 28 roc_auc binary 0.798 10 0.0233 Preprocessor1_Mode…
14 2 859 37 roc_auc binary 0.798 10 0.0229 Preprocessor1_Mode…
15 2 667 39 roc_auc binary 0.798 10 0.0225 Preprocessor1_Mode…
16 2 574 35 roc_auc binary 0.798 10 0.0220 Preprocessor1_Mode…
17 2 1263 40 roc_auc binary 0.798 10 0.0213 Preprocessor1_Mode…
18 2 1284 38 roc_auc binary 0.798 10 0.0219 Preprocessor1_Mode…
19 2 890 38 roc_auc binary 0.798 10 0.0224 Preprocessor1_Mode…
20 2 952 40 roc_auc binary 0.798 10 0.0229 Preprocessor1_Mode…
21 3 462 38 roc_auc binary 0.798 10 0.0246 Preprocessor1_Mode…
22 2 686 40 roc_auc binary 0.798 10 0.0209 Preprocessor1_Mode…
23 2 933 34 roc_auc binary 0.798 10 0.0232 Preprocessor1_Mode…
24 2 971 33 roc_auc binary 0.797 10 0.0230 Preprocessor1_Mode…
25 2 1449 32 roc_auc binary 0.797 10 0.0240 Preprocessor1_Mode…
26 2 467 38 roc_auc binary 0.797 10 0.0224 Preprocessor1_Mode…
27 2 805 31 roc_auc binary 0.797 10 0.0236 Preprocessor1_Mode…
28 2 1381 33 roc_auc binary 0.797 10 0.0226 Preprocessor1_Mode…
29 2 1199 38 roc_auc binary 0.797 10 0.0223 Preprocessor1_Mode…
30 2 1090 40 roc_auc binary 0.797 10 0.0223 Preprocessor1_Mode…
31 2 431 36 roc_auc binary 0.797 10 0.0221 Preprocessor1_Mode…
32 2 578 30 roc_auc binary 0.797 10 0.0228 Preprocessor1_Mode…
33 2 1196 39 roc_auc binary 0.797 10 0.0230 Preprocessor1_Mode…
34 2 1266 38 roc_auc binary 0.797 10 0.0223 Preprocessor1_Mode…
35 2 1309 39 roc_auc binary 0.797 10 0.0220 Preprocessor1_Mode…
36 2 599 29 roc_auc binary 0.797 10 0.0237 Preprocessor1_Mode…
37 2 555 34 roc_auc binary 0.797 10 0.0229 Preprocessor1_Mode…
38 2 643 26 roc_auc binary 0.797 10 0.0228 Preprocessor1_Mode…
39 2 1248 31 roc_auc binary 0.797 10 0.0229 Preprocessor1_Mode…
40 2 1294 30 roc_auc binary 0.797 10 0.0228 Preprocessor1_Mode…
41 2 1411 34 roc_auc binary 0.797 10 0.0223 Preprocessor1_Mode…
42 2 1437 38 roc_auc binary 0.797 10 0.0226 Preprocessor1_Mode…
43 2 999 36 roc_auc binary 0.797 10 0.0231 Preprocessor1_Mode…
44 2 424 38 roc_auc binary 0.797 10 0.0218 Preprocessor1_Mode…
45 2 1413 38 roc_auc binary 0.797 10 0.0227 Preprocessor1_Mode…
46 2 589 34 roc_auc binary 0.797 10 0.0221 Preprocessor1_Mode…
47 2 1289 37 roc_auc binary 0.797 10 0.0217 Preprocessor1_Mode…
48 2 693 32 roc_auc binary 0.797 10 0.0226 Preprocessor1_Mode…
49 2 1469 36 roc_auc binary 0.797 10 0.0223 Preprocessor1_Mode…
50 2 750 39 roc_auc binary 0.797 10 0.0217 Preprocessor1_Mode…
51 2 871 34 roc_auc binary 0.797 10 0.0228 Preprocessor1_Mode…
52 3 408 40 roc_auc binary 0.797 10 0.0226 Preprocessor1_Mode…
53 2 1063 36 roc_auc binary 0.797 10 0.0230 Preprocessor1_Mode…
54 2 694 37 roc_auc binary 0.797 10 0.0224 Preprocessor1_Mode…
55 2 1232 29 roc_auc binary 0.797 10 0.0236 Preprocessor1_Mode…
56 3 1281 34 roc_auc binary 0.797 10 0.0237 Preprocessor1_Mode…
57 3 1121 40 roc_auc binary 0.796 10 0.0228 Preprocessor1_Mode…
58 2 1241 32 roc_auc binary 0.796 10 0.0238 Preprocessor1_Mode…
59 2 1035 34 roc_auc binary 0.796 10 0.0235 Preprocessor1_Mode…
60 2 950 38 roc_auc binary 0.796 10 0.0235 Preprocessor1_Mode…
61 2 1328 40 roc_auc binary 0.796 10 0.0214 Preprocessor1_Mode…
62 2 1340 40 roc_auc binary 0.796 10 0.0219 Preprocessor1_Mode…
63 3 890 39 roc_auc binary 0.796 10 0.0232 Preprocessor1_Mode…
64 2 1112 34 roc_auc binary 0.796 10 0.0222 Preprocessor1_Mode…
65 2 1187 25 roc_auc binary 0.796 10 0.0217 Preprocessor1_Mode…
66 2 1025 30 roc_auc binary 0.796 10 0.0225 Preprocessor1_Mode…
67 3 771 39 roc_auc binary 0.796 10 0.0229 Preprocessor1_Mode…
68 2 1227 34 roc_auc binary 0.796 10 0.0231 Preprocessor1_Mode…
69 2 1196 37 roc_auc binary 0.796 10 0.0222 Preprocessor1_Mode…
70 3 1335 40 roc_auc binary 0.796 10 0.0231 Preprocessor1_Mode…
71 3 1466 39 roc_auc binary 0.796 10 0.0233 Preprocessor1_Mode…
72 2 878 40 roc_auc binary 0.796 10 0.0222 Preprocessor1_Mode…
73 2 540 40 roc_auc binary 0.796 10 0.0226 Preprocessor1_Mode…
74 2 752 30 roc_auc binary 0.796 10 0.0223 Preprocessor1_Mode…
75 3 918 38 roc_auc binary 0.796 10 0.0228 Preprocessor1_Mode…
76 2 1380 37 roc_auc binary 0.796 10 0.0231 Preprocessor1_Mode…
77 2 1444 36 roc_auc binary 0.796 10 0.0231 Preprocessor1_Mode…
78 2 1351 35 roc_auc binary 0.796 10 0.0225 Preprocessor1_Mode…
79 2 437 32 roc_auc binary 0.796 10 0.0228 Preprocessor1_Mode…
80 2 1046 29 roc_auc binary 0.796 10 0.0226 Preprocessor1_Mode…
81 2 1050 32 roc_auc binary 0.796 10 0.0232 Preprocessor1_Mode…
82 2 1274 36 roc_auc binary 0.796 10 0.0238 Preprocessor1_Mode…
83 3 640 37 roc_auc binary 0.796 10 0.0232 Preprocessor1_Mode…
84 2 1235 37 roc_auc binary 0.796 10 0.0229 Preprocessor1_Mode…
85 2 614 40 roc_auc binary 0.796 10 0.0222 Preprocessor1_Mode…
86 3 572 32 roc_auc binary 0.796 10 0.0240 Preprocessor1_Mode…
87 2 1440 36 roc_auc binary 0.796 10 0.0224 Preprocessor1_Mode…
88 2 583 39 roc_auc binary 0.796 10 0.0219 Preprocessor1_Mode…
89 2 1204 36 roc_auc binary 0.796 10 0.0231 Preprocessor1_Mode…
90 2 1161 39 roc_auc binary 0.796 10 0.0226 Preprocessor1_Mode…
91 3 658 36 roc_auc binary 0.796 10 0.0228 Preprocessor1_Mode…
92 2 513 29 roc_auc binary 0.796 10 0.0230 Preprocessor1_Mode…
93 2 557 27 roc_auc binary 0.796 10 0.0232 Preprocessor1_Mode…
94 2 1041 26 roc_auc binary 0.796 10 0.0227 Preprocessor1_Mode…
95 2 1449 35 roc_auc binary 0.796 10 0.0227 Preprocessor1_Mode…
96 2 978 38 roc_auc binary 0.796 10 0.0221 Preprocessor1_Mode…
97 2 1395 40 roc_auc binary 0.796 10 0.0239 Preprocessor1_Mode…
98 2 1342 38 roc_auc binary 0.796 10 0.0218 Preprocessor1_Mode…
99 2 686 32 roc_auc binary 0.796 10 0.0239 Preprocessor1_Mode…
100 3 1295 40 roc_auc binary 0.796 10 0.0238 Preprocessor1_Mode…
101 2 1312 29 roc_auc binary 0.796 10 0.0227 Preprocessor1_Mode…
102 2 615 32 roc_auc binary 0.796 10 0.0220 Preprocessor1_Mode…
103 2 1433 30 roc_auc binary 0.796 10 0.0230 Preprocessor1_Mode…
104 2 682 29 roc_auc binary 0.796 10 0.0223 Preprocessor1_Mode…
105 2 1201 23 roc_auc binary 0.796 10 0.0223 Preprocessor1_Mode…
106 2 1022 33 roc_auc binary 0.796 10 0.0234 Preprocessor1_Mode…
107 2 1131 33 roc_auc binary 0.796 10 0.0231 Preprocessor1_Mode…
108 2 1327 35 roc_auc binary 0.796 10 0.0225 Preprocessor1_Mode…
109 2 909 33 roc_auc binary 0.795 10 0.0231 Preprocessor1_Mode…
110 2 1123 33 roc_auc binary 0.795 10 0.0224 Preprocessor1_Mode…
111 2 412 34 roc_auc binary 0.795 10 0.0218 Preprocessor1_Mode…
112 2 641 39 roc_auc binary 0.795 10 0.0226 Preprocessor1_Mode…
113 2 1225 23 roc_auc binary 0.795 10 0.0235 Preprocessor1_Mode…
114 2 875 36 roc_auc binary 0.795 10 0.0229 Preprocessor1_Mode…
115 3 1413 40 roc_auc binary 0.795 10 0.0241 Preprocessor1_Mode…
116 2 786 36 roc_auc binary 0.795 10 0.0227 Preprocessor1_Mode…
117 2 1135 28 roc_auc binary 0.795 10 0.0232 Preprocessor1_Mode…
118 2 834 32 roc_auc binary 0.795 10 0.0228 Preprocessor1_Mode…
119 2 1430 27 roc_auc binary 0.795 10 0.0230 Preprocessor1_Mode…
120 3 783 39 roc_auc binary 0.795 10 0.0233 Preprocessor1_Mode…
121 2 448 37 roc_auc binary 0.795 10 0.0232 Preprocessor1_Mode…
122 3 981 40 roc_auc binary 0.795 10 0.0229 Preprocessor1_Mode…
123 2 883 32 roc_auc binary 0.795 10 0.0235 Preprocessor1_Mode…
124 2 888 35 roc_auc binary 0.795 10 0.0223 Preprocessor1_Mode…
125 3 747 40 roc_auc binary 0.795 10 0.0229 Preprocessor1_Mode…
126 2 838 39 roc_auc binary 0.795 10 0.0223 Preprocessor1_Mode…
127 2 1321 32 roc_auc binary 0.795 10 0.0230 Preprocessor1_Mode…
128 2 1187 33 roc_auc binary 0.795 10 0.0238 Preprocessor1_Mode…
129 2 746 34 roc_auc binary 0.795 10 0.0221 Preprocessor1_Mode…
130 2 524 29 roc_auc binary 0.795 10 0.0214 Preprocessor1_Mode…
131 3 861 38 roc_auc binary 0.795 10 0.0236 Preprocessor1_Mode…
132 2 658 34 roc_auc binary 0.795 10 0.0216 Preprocessor1_Mode…
133 2 858 31 roc_auc binary 0.795 10 0.0228 Preprocessor1_Mode…
134 3 1028 39 roc_auc binary 0.795 10 0.0228 Preprocessor1_Mode…
135 3 1413 36 roc_auc binary 0.795 10 0.0235 Preprocessor1_Mode…
136 2 1073 37 roc_auc binary 0.795 10 0.0225 Preprocessor1_Mode…
137 2 532 25 roc_auc binary 0.795 10 0.0248 Preprocessor1_Mode…
138 2 1481 37 roc_auc binary 0.795 10 0.0219 Preprocessor1_Mode…
139 2 1327 31 roc_auc binary 0.795 10 0.0233 Preprocessor1_Mode…
140 2 730 28 roc_auc binary 0.795 10 0.0233 Preprocessor1_Mode…
141 2 1085 31 roc_auc binary 0.795 10 0.0226 Preprocessor1_Mode…
142 2 684 29 roc_auc binary 0.795 10 0.0239 Preprocessor1_Mode…
143 2 1062 35 roc_auc binary 0.795 10 0.0234 Preprocessor1_Mode…
144 2 566 38 roc_auc binary 0.795 10 0.0231 Preprocessor1_Mode…
145 3 1171 36 roc_auc binary 0.795 10 0.0236 Preprocessor1_Mode…
146 3 1321 34 roc_auc binary 0.795 10 0.0239 Preprocessor1_Mode…
147 3 1393 36 roc_auc binary 0.795 10 0.0235 Preprocessor1_Mode…
148 2 763 33 roc_auc binary 0.795 10 0.0221 Preprocessor1_Mode…
149 2 788 28 roc_auc binary 0.795 10 0.0231 Preprocessor1_Mode…
150 2 1370 29 roc_auc binary 0.795 10 0.0233 Preprocessor1_Mode…
151 2 1208 33 roc_auc binary 0.795 10 0.0234 Preprocessor1_Mode…
152 2 955 28 roc_auc binary 0.795 10 0.0245 Preprocessor1_Mode…
153 2 431 33 roc_auc binary 0.795 10 0.0211 Preprocessor1_Mode…
154 2 1247 30 roc_auc binary 0.795 10 0.0231 Preprocessor1_Mode…
155 2 935 32 roc_auc binary 0.795 10 0.0218 Preprocessor1_Mode…
156 2 1424 34 roc_auc binary 0.795 10 0.0224 Preprocessor1_Mode…
157 3 679 31 roc_auc binary 0.795 10 0.0243 Preprocessor1_Mode…
158 2 883 30 roc_auc binary 0.795 10 0.0240 Preprocessor1_Mode…
159 2 754 29 roc_auc binary 0.795 10 0.0230 Preprocessor1_Mode…
160 2 1322 34 roc_auc binary 0.795 10 0.0227 Preprocessor1_Mode…
161 2 651 34 roc_auc binary 0.795 10 0.0237 Preprocessor1_Mode…
162 2 1081 35 roc_auc binary 0.795 10 0.0229 Preprocessor1_Mode…
163 3 655 35 roc_auc binary 0.795 10 0.0238 Preprocessor1_Mode…
164 2 1322 40 roc_auc binary 0.795 10 0.0230 Preprocessor1_Mode…
165 3 919 35 roc_auc binary 0.794 10 0.0241 Preprocessor1_Mode…
166 2 1213 33 roc_auc binary 0.794 10 0.0217 Preprocessor1_Mode…
167 3 1363 32 roc_auc binary 0.794 10 0.0237 Preprocessor1_Mode…
168 3 905 37 roc_auc binary 0.794 10 0.0234 Preprocessor1_Mode…
169 2 787 33 roc_auc binary 0.794 10 0.0231 Preprocessor1_Mode…
170 3 1226 33 roc_auc binary 0.794 10 0.0238 Preprocessor1_Mode…
171 3 885 31 roc_auc binary 0.794 10 0.0232 Preprocessor1_Mode…
172 2 905 25 roc_auc binary 0.794 10 0.0231 Preprocessor1_Mode…
173 3 889 35 roc_auc binary 0.794 10 0.0237 Preprocessor1_Mode…
174 2 1368 37 roc_auc binary 0.794 10 0.0219 Preprocessor1_Mode…
175 2 824 25 roc_auc binary 0.794 10 0.0237 Preprocessor1_Mode…
176 3 683 35 roc_auc binary 0.794 10 0.0235 Preprocessor1_Mode…
177 2 1012 30 roc_auc binary 0.794 10 0.0245 Preprocessor1_Mode…
178 2 1166 25 roc_auc binary 0.794 10 0.0236 Preprocessor1_Mode…
179 2 1310 28 roc_auc binary 0.794 10 0.0239 Preprocessor1_Mode…
180 2 881 25 roc_auc binary 0.794 10 0.0229 Preprocessor1_Mode…
181 2 737 32 roc_auc binary 0.794 10 0.0225 Preprocessor1_Mode…
182 2 1410 38 roc_auc binary 0.794 10 0.0233 Preprocessor1_Mode…
183 2 511 30 roc_auc binary 0.794 10 0.0219 Preprocessor1_Mode…
184 2 904 35 roc_auc binary 0.794 10 0.0219 Preprocessor1_Mode…
185 2 775 29 roc_auc binary 0.794 10 0.0228 Preprocessor1_Mode…
186 3 1420 38 roc_auc binary 0.794 10 0.0235 Preprocessor1_Mode…
187 3 1401 40 roc_auc binary 0.794 10 0.0233 Preprocessor1_Mode…
188 3 1285 35 roc_auc binary 0.794 10 0.0238 Preprocessor1_Mode…
189 3 638 30 roc_auc binary 0.794 10 0.0244 Preprocessor1_Mode…
190 3 1099 35 roc_auc binary 0.794 10 0.0214 Preprocessor1_Mode…
191 3 594 32 roc_auc binary 0.794 10 0.0235 Preprocessor1_Mode…
192 3 1108 38 roc_auc binary 0.794 10 0.0237 Preprocessor1_Mode…
193 3 723 30 roc_auc binary 0.794 10 0.0227 Preprocessor1_Mode…
194 3 1475 34 roc_auc binary 0.794 10 0.0231 Preprocessor1_Mode…
195 3 651 39 roc_auc binary 0.794 10 0.0242 Preprocessor1_Mode…
196 3 516 37 roc_auc binary 0.794 10 0.0238 Preprocessor1_Mode…
197 2 436 30 roc_auc binary 0.794 10 0.0228 Preprocessor1_Mode…
198 3 576 36 roc_auc binary 0.794 10 0.0245 Preprocessor1_Mode…
199 3 460 37 roc_auc binary 0.794 10 0.0223 Preprocessor1_Mode…
200 2 561 23 roc_auc binary 0.794 10 0.0222 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 1393 36 mcc binary 0.508 10 0.0415 Preprocessor1_Mode…
2 3 511 36 mcc binary 0.508 10 0.0360 Preprocessor1_Mode…
3 2 412 17 mcc binary 0.505 10 0.0391 Preprocessor1_Mode…
4 2 1387 19 mcc binary 0.505 10 0.0428 Preprocessor1_Mode…
5 3 1121 40 mcc binary 0.503 10 0.0411 Preprocessor1_Mode…
6 3 485 38 mcc binary 0.502 10 0.0403 Preprocessor1_Mode…
7 3 408 40 mcc binary 0.502 10 0.0392 Preprocessor1_Mode…
8 3 1295 40 mcc binary 0.502 10 0.0449 Preprocessor1_Mode…
9 2 1043 22 mcc binary 0.502 10 0.0396 Preprocessor1_Mode…
10 2 788 31 mcc binary 0.501 10 0.0419 Preprocessor1_Mode…
11 2 1014 24 mcc binary 0.501 10 0.0356 Preprocessor1_Mode…
12 3 754 38 mcc binary 0.500 10 0.0427 Preprocessor1_Mode…
13 2 1063 36 mcc binary 0.500 10 0.0397 Preprocessor1_Mode…
14 2 439 14 mcc binary 0.498 10 0.0471 Preprocessor1_Mode…
15 2 755 26 mcc binary 0.498 10 0.0405 Preprocessor1_Mode…
16 2 561 23 mcc binary 0.498 10 0.0453 Preprocessor1_Mode…
17 3 414 25 mcc binary 0.498 10 0.0456 Preprocessor1_Mode…
18 2 1434 15 mcc binary 0.497 10 0.0475 Preprocessor1_Mode…
19 2 522 17 mcc binary 0.497 10 0.0455 Preprocessor1_Mode…
20 3 591 30 mcc binary 0.495 10 0.0456 Preprocessor1_Mode…
21 3 1421 38 mcc binary 0.495 10 0.0439 Preprocessor1_Mode…
22 2 737 32 mcc binary 0.495 10 0.0391 Preprocessor1_Mode…
23 2 955 28 mcc binary 0.495 10 0.0442 Preprocessor1_Mode…
24 2 1290 24 mcc binary 0.495 10 0.0380 Preprocessor1_Mode…
25 3 1108 38 mcc binary 0.495 10 0.0482 Preprocessor1_Mode…
26 3 516 37 mcc binary 0.495 10 0.0484 Preprocessor1_Mode…
27 2 877 18 mcc binary 0.495 10 0.0442 Preprocessor1_Mode…
28 2 1042 20 mcc binary 0.495 10 0.0442 Preprocessor1_Mode…
29 3 1028 39 mcc binary 0.495 10 0.0435 Preprocessor1_Mode…
30 3 783 39 mcc binary 0.495 10 0.0388 Preprocessor1_Mode…
31 3 852 39 mcc binary 0.495 10 0.0388 Preprocessor1_Mode…
32 2 1334 18 mcc binary 0.495 10 0.0396 Preprocessor1_Mode…
33 3 576 36 mcc binary 0.495 10 0.0436 Preprocessor1_Mode…
34 2 406 33 mcc binary 0.494 10 0.0455 Preprocessor1_Mode…
35 2 1041 26 mcc binary 0.494 10 0.0446 Preprocessor1_Mode…
36 2 1045 24 mcc binary 0.494 10 0.0384 Preprocessor1_Mode…
37 3 1016 37 mcc binary 0.494 10 0.0439 Preprocessor1_Mode…
38 3 1034 39 mcc binary 0.494 10 0.0439 Preprocessor1_Mode…
39 3 1062 32 mcc binary 0.494 10 0.0439 Preprocessor1_Mode…
40 3 1225 33 mcc binary 0.494 10 0.0401 Preprocessor1_Mode…
41 2 1123 33 mcc binary 0.494 10 0.0390 Preprocessor1_Mode…
42 2 436 30 mcc binary 0.494 10 0.0374 Preprocessor1_Mode…
43 2 1112 34 mcc binary 0.493 10 0.0372 Preprocessor1_Mode…
44 2 752 30 mcc binary 0.493 10 0.0407 Preprocessor1_Mode…
45 2 1321 32 mcc binary 0.493 10 0.0429 Preprocessor1_Mode…
46 2 1208 33 mcc binary 0.493 10 0.0372 Preprocessor1_Mode…
47 2 535 27 mcc binary 0.493 10 0.0397 Preprocessor1_Mode…
48 2 531 24 mcc binary 0.493 10 0.0397 Preprocessor1_Mode…
49 2 1312 29 mcc binary 0.493 10 0.0422 Preprocessor1_Mode…
50 2 589 34 mcc binary 0.493 10 0.0419 Preprocessor1_Mode…
51 2 927 28 mcc binary 0.492 10 0.0408 Preprocessor1_Mode…
52 2 415 29 mcc binary 0.492 10 0.0397 Preprocessor1_Mode…
53 2 838 17 mcc binary 0.492 10 0.0471 Preprocessor1_Mode…
54 2 663 22 mcc binary 0.492 10 0.0471 Preprocessor1_Mode…
55 2 1430 27 mcc binary 0.492 10 0.0482 Preprocessor1_Mode…
56 2 818 17 mcc binary 0.491 10 0.0388 Preprocessor1_Mode…
57 2 888 35 mcc binary 0.491 10 0.0384 Preprocessor1_Mode…
58 3 1095 20 mcc binary 0.491 10 0.0503 Preprocessor1_Mode…
59 3 1372 25 mcc binary 0.491 10 0.0445 Preprocessor1_Mode…
60 2 1490 23 mcc binary 0.491 10 0.0463 Preprocessor1_Mode…
61 2 437 18 mcc binary 0.491 10 0.0463 Preprocessor1_Mode…
62 2 825 20 mcc binary 0.491 10 0.0463 Preprocessor1_Mode…
63 3 741 26 mcc binary 0.491 10 0.0463 Preprocessor1_Mode…
64 2 1145 13 mcc binary 0.491 10 0.0453 Preprocessor1_Mode…
65 2 859 18 mcc binary 0.491 10 0.0474 Preprocessor1_Mode…
66 3 1285 35 mcc binary 0.491 10 0.0435 Preprocessor1_Mode…
67 3 570 25 mcc binary 0.491 10 0.0442 Preprocessor1_Mode…
68 2 790 11 mcc binary 0.490 10 0.0448 Preprocessor1_Mode…
69 3 499 28 mcc binary 0.489 10 0.0437 Preprocessor1_Mode…
70 2 437 32 mcc binary 0.489 10 0.0424 Preprocessor1_Mode…
71 3 895 37 mcc binary 0.489 10 0.0466 Preprocessor1_Mode…
72 3 1413 30 mcc binary 0.489 10 0.0437 Preprocessor1_Mode…
73 3 890 39 mcc binary 0.489 10 0.0420 Preprocessor1_Mode…
74 3 472 27 mcc binary 0.489 10 0.0466 Preprocessor1_Mode…
75 2 714 19 mcc binary 0.489 10 0.0460 Preprocessor1_Mode…
76 2 898 16 mcc binary 0.489 10 0.0460 Preprocessor1_Mode…
77 2 521 20 mcc binary 0.489 10 0.0352 Preprocessor1_Mode…
78 3 1449 36 mcc binary 0.489 10 0.0465 Preprocessor1_Mode…
79 3 1335 40 mcc binary 0.489 10 0.0422 Preprocessor1_Mode…
80 2 802 16 mcc binary 0.489 10 0.0417 Preprocessor1_Mode…
81 2 747 19 mcc binary 0.489 10 0.0417 Preprocessor1_Mode…
82 2 775 29 mcc binary 0.489 10 0.0417 Preprocessor1_Mode…
83 2 430 23 mcc binary 0.489 10 0.0417 Preprocessor1_Mode…
84 2 818 22 mcc binary 0.489 10 0.0417 Preprocessor1_Mode…
85 2 652 15 mcc binary 0.488 10 0.0418 Preprocessor1_Mode…
86 3 1099 35 mcc binary 0.488 10 0.0475 Preprocessor1_Mode…
87 2 1068 23 mcc binary 0.488 10 0.0453 Preprocessor1_Mode…
88 2 823 19 mcc binary 0.488 10 0.0453 Preprocessor1_Mode…
89 3 1413 40 mcc binary 0.488 10 0.0471 Preprocessor1_Mode…
90 3 594 32 mcc binary 0.488 10 0.0492 Preprocessor1_Mode…
91 2 569 28 mcc binary 0.488 10 0.0464 Preprocessor1_Mode…
92 2 490 18 mcc binary 0.488 10 0.0461 Preprocessor1_Mode…
93 3 1390 38 mcc binary 0.488 10 0.0424 Preprocessor1_Mode…
94 3 1401 40 mcc binary 0.488 10 0.0424 Preprocessor1_Mode…
95 3 864 30 mcc binary 0.488 10 0.0424 Preprocessor1_Mode…
96 3 965 31 mcc binary 0.488 10 0.0437 Preprocessor1_Mode…
97 2 661 34 mcc binary 0.488 10 0.0494 Preprocessor1_Mode…
98 2 993 18 mcc binary 0.488 10 0.0452 Preprocessor1_Mode…
99 3 884 34 mcc binary 0.488 10 0.0468 Preprocessor1_Mode…
100 3 1433 35 mcc binary 0.488 10 0.0468 Preprocessor1_Mode…
101 3 1171 35 mcc binary 0.488 10 0.0468 Preprocessor1_Mode…
102 3 1429 33 mcc binary 0.488 10 0.0468 Preprocessor1_Mode…
103 3 1226 33 mcc binary 0.488 10 0.0468 Preprocessor1_Mode…
104 2 1186 14 mcc binary 0.488 10 0.0464 Preprocessor1_Mode…
105 2 1493 18 mcc binary 0.488 10 0.0464 Preprocessor1_Mode…
106 2 434 22 mcc binary 0.488 10 0.0430 Preprocessor1_Mode…
107 2 1119 17 mcc binary 0.488 10 0.0420 Preprocessor1_Mode…
108 2 664 26 mcc binary 0.488 10 0.0420 Preprocessor1_Mode…
109 2 440 23 mcc binary 0.488 10 0.0420 Preprocessor1_Mode…
110 2 1158 21 mcc binary 0.488 10 0.0420 Preprocessor1_Mode…
111 3 1312 40 mcc binary 0.488 10 0.0445 Preprocessor1_Mode…
112 3 797 34 mcc binary 0.488 10 0.0435 Preprocessor1_Mode…
113 2 1248 31 mcc binary 0.487 10 0.0407 Preprocessor1_Mode…
114 2 834 32 mcc binary 0.487 10 0.0407 Preprocessor1_Mode…
115 2 511 30 mcc binary 0.487 10 0.0432 Preprocessor1_Mode…
116 2 1210 20 mcc binary 0.487 10 0.0467 Preprocessor1_Mode…
117 3 1157 28 mcc binary 0.487 10 0.0437 Preprocessor1_Mode…
118 3 1208 28 mcc binary 0.487 10 0.0437 Preprocessor1_Mode…
119 3 658 36 mcc binary 0.487 10 0.0437 Preprocessor1_Mode…
120 2 726 24 mcc binary 0.487 10 0.0427 Preprocessor1_Mode…
121 3 861 38 mcc binary 0.487 10 0.0494 Preprocessor1_Mode…
122 3 1247 38 mcc binary 0.487 10 0.0448 Preprocessor1_Mode…
123 2 628 33 mcc binary 0.487 10 0.0390 Preprocessor1_Mode…
124 2 1082 37 mcc binary 0.487 10 0.0433 Preprocessor1_Mode…
125 2 1012 30 mcc binary 0.486 10 0.0417 Preprocessor1_Mode…
126 3 893 38 mcc binary 0.486 10 0.0443 Preprocessor1_Mode…
127 2 1449 32 mcc binary 0.486 10 0.0453 Preprocessor1_Mode…
128 2 524 29 mcc binary 0.486 10 0.0429 Preprocessor1_Mode…
129 2 594 23 mcc binary 0.486 10 0.0431 Preprocessor1_Mode…
130 2 1370 29 mcc binary 0.486 10 0.0464 Preprocessor1_Mode…
131 2 694 37 mcc binary 0.486 10 0.0429 Preprocessor1_Mode…
132 2 827 33 mcc binary 0.486 10 0.0403 Preprocessor1_Mode…
133 3 1475 34 mcc binary 0.486 10 0.0410 Preprocessor1_Mode…
134 2 858 31 mcc binary 0.486 10 0.0420 Preprocessor1_Mode…
135 2 431 36 mcc binary 0.486 10 0.0405 Preprocessor1_Mode…
136 3 572 32 mcc binary 0.485 10 0.0406 Preprocessor1_Mode…
137 2 1115 34 mcc binary 0.485 10 0.0432 Preprocessor1_Mode…
138 2 1088 35 mcc binary 0.485 10 0.0432 Preprocessor1_Mode…
139 2 788 28 mcc binary 0.485 10 0.0431 Preprocessor1_Mode…
140 2 1339 10 mcc binary 0.485 10 0.0463 Preprocessor1_Mode…
141 3 742 18 mcc binary 0.485 10 0.0542 Preprocessor1_Mode…
142 2 1036 40 mcc binary 0.485 10 0.0464 Preprocessor1_Mode…
143 2 857 27 mcc binary 0.485 10 0.0408 Preprocessor1_Mode…
144 2 1327 35 mcc binary 0.485 10 0.0433 Preprocessor1_Mode…
145 2 952 40 mcc binary 0.485 10 0.0420 Preprocessor1_Mode…
146 3 719 14 mcc binary 0.485 10 0.0479 Preprocessor1_Mode…
147 2 763 33 mcc binary 0.485 10 0.0441 Preprocessor1_Mode…
148 2 811 20 mcc binary 0.485 10 0.0499 Preprocessor1_Mode…
149 3 732 14 mcc binary 0.485 10 0.0428 Preprocessor1_Mode…
150 2 432 14 mcc binary 0.485 10 0.0416 Preprocessor1_Mode…
151 3 482 19 mcc binary 0.485 10 0.0482 Preprocessor1_Mode…
152 3 930 19 mcc binary 0.485 10 0.0482 Preprocessor1_Mode…
153 2 556 18 mcc binary 0.485 10 0.0482 Preprocessor1_Mode…
154 3 1423 19 mcc binary 0.485 10 0.0482 Preprocessor1_Mode…
155 2 1341 15 mcc binary 0.485 10 0.0482 Preprocessor1_Mode…
156 2 1214 11 mcc binary 0.485 10 0.0440 Preprocessor1_Mode…
157 2 1105 18 mcc binary 0.485 10 0.0515 Preprocessor1_Mode…
158 3 771 15 mcc binary 0.485 10 0.0515 Preprocessor1_Mode…
159 2 1074 16 mcc binary 0.485 10 0.0501 Preprocessor1_Mode…
160 2 1178 17 mcc binary 0.485 10 0.0501 Preprocessor1_Mode…
161 2 1327 31 mcc binary 0.484 10 0.0408 Preprocessor1_Mode…
162 2 719 36 mcc binary 0.484 10 0.0420 Preprocessor1_Mode…
163 3 818 18 mcc binary 0.484 10 0.0455 Preprocessor1_Mode…
164 3 1279 28 mcc binary 0.484 10 0.0476 Preprocessor1_Mode…
165 3 1138 25 mcc binary 0.484 10 0.0476 Preprocessor1_Mode…
166 2 1374 16 mcc binary 0.484 10 0.0476 Preprocessor1_Mode…
167 2 1199 38 mcc binary 0.484 10 0.0444 Preprocessor1_Mode…
168 2 883 30 mcc binary 0.484 10 0.0432 Preprocessor1_Mode…
169 2 1309 39 mcc binary 0.484 10 0.0432 Preprocessor1_Mode…
170 2 1105 16 mcc binary 0.484 10 0.0487 Preprocessor1_Mode…
171 3 1413 23 mcc binary 0.484 10 0.0482 Preprocessor1_Mode…
172 3 688 26 mcc binary 0.484 10 0.0516 Preprocessor1_Mode…
173 3 643 15 mcc binary 0.484 10 0.0444 Preprocessor1_Mode…
174 2 1181 23 mcc binary 0.483 10 0.0486 Preprocessor1_Mode…
175 3 1019 38 mcc binary 0.483 10 0.0421 Preprocessor1_Mode…
176 3 889 38 mcc binary 0.483 10 0.0417 Preprocessor1_Mode…
177 3 935 32 mcc binary 0.483 10 0.0551 Preprocessor1_Mode…
178 3 1049 26 mcc binary 0.482 10 0.0494 Preprocessor1_Mode…
179 2 658 34 mcc binary 0.482 10 0.0455 Preprocessor1_Mode…
180 2 926 15 mcc binary 0.482 10 0.0437 Preprocessor1_Mode…
181 2 995 22 mcc binary 0.482 10 0.0458 Preprocessor1_Mode…
182 2 1112 14 mcc binary 0.482 10 0.0458 Preprocessor1_Mode…
183 2 610 19 mcc binary 0.482 10 0.0458 Preprocessor1_Mode…
184 2 1201 23 mcc binary 0.482 10 0.0458 Preprocessor1_Mode…
185 3 1273 39 mcc binary 0.482 10 0.0498 Preprocessor1_Mode…
186 2 1150 20 mcc binary 0.482 10 0.0390 Preprocessor1_Mode…
187 3 1363 32 mcc binary 0.482 10 0.0515 Preprocessor1_Mode…
188 2 821 23 mcc binary 0.482 10 0.0491 Preprocessor1_Mode…
189 2 404 20 mcc binary 0.482 10 0.0435 Preprocessor1_Mode…
190 3 889 35 mcc binary 0.482 10 0.0454 Preprocessor1_Mode…
191 3 1352 34 mcc binary 0.482 10 0.0454 Preprocessor1_Mode…
192 3 615 30 mcc binary 0.482 10 0.0454 Preprocessor1_Mode…
193 3 1268 28 mcc binary 0.482 10 0.0454 Preprocessor1_Mode…
194 3 1420 38 mcc binary 0.482 10 0.0454 Preprocessor1_Mode…
195 3 1314 31 mcc binary 0.482 10 0.0454 Preprocessor1_Mode…
196 3 981 40 mcc binary 0.482 10 0.0418 Preprocessor1_Mode…
197 3 994 25 mcc binary 0.482 10 0.0418 Preprocessor1_Mode…
198 3 430 23 mcc binary 0.482 10 0.0481 Preprocessor1_Mode…
199 2 1349 18 mcc binary 0.482 10 0.0416 Preprocessor1_Mode…
200 3 1080 29 mcc binary 0.482 10 0.0466 Preprocessor1_Mode…3. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.885 0.807
2 precision binary 0.838 0.683
3 spec binary 0.773 0.5
4 accuracy binary 0.837 0.675
5 f_meas binary 0.861 0.740
6 mcc binary 0.666 0.324
7 kap binary 0.664 0.316
8 roc_auc binary 0.938 0.751
9 mn_log_loss binary 0.385 0.588Confusion matrix
Column 2
ROC curve
Gain curve
3. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
3. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
4. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 856 27 roc_auc hand_till 0.811 10 0.0178 Preprocessor1_Mode…
2 3 1199 28 roc_auc hand_till 0.811 10 0.0173 Preprocessor1_Mode…
3 3 565 25 roc_auc hand_till 0.810 10 0.0187 Preprocessor1_Mode…
4 3 1089 38 roc_auc hand_till 0.810 10 0.0180 Preprocessor1_Mode…
5 3 524 33 roc_auc hand_till 0.810 10 0.0193 Preprocessor1_Mode…
6 3 606 38 roc_auc hand_till 0.810 10 0.0198 Preprocessor1_Mode…
7 3 1302 27 roc_auc hand_till 0.810 10 0.0188 Preprocessor1_Mode…
8 2 734 32 roc_auc hand_till 0.810 10 0.0181 Preprocessor1_Mode…
9 3 686 37 roc_auc hand_till 0.810 10 0.0193 Preprocessor1_Mode…
10 3 1243 28 roc_auc hand_till 0.810 10 0.0177 Preprocessor1_Mode…
11 3 980 39 roc_auc hand_till 0.810 10 0.0194 Preprocessor1_Mode…
12 3 1434 37 roc_auc hand_till 0.809 10 0.0186 Preprocessor1_Mode…
13 2 827 25 roc_auc hand_till 0.809 10 0.0183 Preprocessor1_Mode…
14 3 790 32 roc_auc hand_till 0.809 10 0.0176 Preprocessor1_Mode…
15 3 554 31 roc_auc hand_till 0.809 10 0.0179 Preprocessor1_Mode…
16 3 676 27 roc_auc hand_till 0.809 10 0.0187 Preprocessor1_Mode…
17 3 1464 39 roc_auc hand_till 0.809 10 0.0188 Preprocessor1_Mode…
18 3 1471 24 roc_auc hand_till 0.809 10 0.0182 Preprocessor1_Mode…
19 3 471 27 roc_auc hand_till 0.809 10 0.0185 Preprocessor1_Mode…
20 3 971 29 roc_auc hand_till 0.809 10 0.0182 Preprocessor1_Mode…
21 3 979 25 roc_auc hand_till 0.809 10 0.0184 Preprocessor1_Mode…
22 3 1287 40 roc_auc hand_till 0.809 10 0.0200 Preprocessor1_Mode…
23 3 982 34 roc_auc hand_till 0.809 10 0.0187 Preprocessor1_Mode…
24 3 579 32 roc_auc hand_till 0.809 10 0.0192 Preprocessor1_Mode…
25 3 1448 33 roc_auc hand_till 0.809 10 0.0198 Preprocessor1_Mode…
26 3 1356 33 roc_auc hand_till 0.809 10 0.0190 Preprocessor1_Mode…
27 3 1458 38 roc_auc hand_till 0.809 10 0.0187 Preprocessor1_Mode…
28 3 445 20 roc_auc hand_till 0.809 10 0.0174 Preprocessor1_Mode…
29 3 1180 34 roc_auc hand_till 0.809 10 0.0187 Preprocessor1_Mode…
30 3 507 39 roc_auc hand_till 0.809 10 0.0204 Preprocessor1_Mode…
31 3 945 37 roc_auc hand_till 0.809 10 0.0187 Preprocessor1_Mode…
32 3 438 34 roc_auc hand_till 0.809 10 0.0183 Preprocessor1_Mode…
33 3 1498 36 roc_auc hand_till 0.809 10 0.0186 Preprocessor1_Mode…
34 3 1376 31 roc_auc hand_till 0.809 10 0.0183 Preprocessor1_Mode…
35 3 1061 29 roc_auc hand_till 0.809 10 0.0186 Preprocessor1_Mode…
36 3 1402 30 roc_auc hand_till 0.809 10 0.0195 Preprocessor1_Mode…
37 3 784 40 roc_auc hand_till 0.809 10 0.0196 Preprocessor1_Mode…
38 3 1371 25 roc_auc hand_till 0.809 10 0.0178 Preprocessor1_Mode…
39 3 887 31 roc_auc hand_till 0.809 10 0.0186 Preprocessor1_Mode…
40 2 1249 27 roc_auc hand_till 0.809 10 0.0174 Preprocessor1_Mode…
41 2 746 25 roc_auc hand_till 0.809 10 0.0183 Preprocessor1_Mode…
42 2 527 32 roc_auc hand_till 0.809 10 0.0181 Preprocessor1_Mode…
43 3 1483 27 roc_auc hand_till 0.809 10 0.0180 Preprocessor1_Mode…
44 3 1309 31 roc_auc hand_till 0.808 10 0.0185 Preprocessor1_Mode…
45 3 902 40 roc_auc hand_till 0.808 10 0.0191 Preprocessor1_Mode…
46 3 875 32 roc_auc hand_till 0.808 10 0.0193 Preprocessor1_Mode…
47 3 923 39 roc_auc hand_till 0.808 10 0.0189 Preprocessor1_Mode…
48 3 1246 29 roc_auc hand_till 0.808 10 0.0194 Preprocessor1_Mode…
49 3 1445 27 roc_auc hand_till 0.808 10 0.0188 Preprocessor1_Mode…
50 2 570 22 roc_auc hand_till 0.808 10 0.0165 Preprocessor1_Mode…
51 3 793 30 roc_auc hand_till 0.808 10 0.0183 Preprocessor1_Mode…
52 3 1404 34 roc_auc hand_till 0.808 10 0.0180 Preprocessor1_Mode…
53 2 676 28 roc_auc hand_till 0.808 10 0.0178 Preprocessor1_Mode…
54 3 992 37 roc_auc hand_till 0.808 10 0.0194 Preprocessor1_Mode…
55 3 1326 28 roc_auc hand_till 0.808 10 0.0177 Preprocessor1_Mode…
56 2 458 20 roc_auc hand_till 0.808 10 0.0175 Preprocessor1_Mode…
57 2 1477 23 roc_auc hand_till 0.808 10 0.0180 Preprocessor1_Mode…
58 3 1471 32 roc_auc hand_till 0.808 10 0.0186 Preprocessor1_Mode…
59 3 1156 32 roc_auc hand_till 0.808 10 0.0195 Preprocessor1_Mode…
60 2 567 32 roc_auc hand_till 0.808 10 0.0183 Preprocessor1_Mode…
61 3 1318 36 roc_auc hand_till 0.808 10 0.0187 Preprocessor1_Mode…
62 2 974 30 roc_auc hand_till 0.808 10 0.0179 Preprocessor1_Mode…
63 2 819 32 roc_auc hand_till 0.808 10 0.0183 Preprocessor1_Mode…
64 3 1249 35 roc_auc hand_till 0.808 10 0.0185 Preprocessor1_Mode…
65 3 1083 38 roc_auc hand_till 0.808 10 0.0186 Preprocessor1_Mode…
66 3 1236 31 roc_auc hand_till 0.808 10 0.0186 Preprocessor1_Mode…
67 2 541 36 roc_auc hand_till 0.808 10 0.0189 Preprocessor1_Mode…
68 2 785 25 roc_auc hand_till 0.808 10 0.0187 Preprocessor1_Mode…
69 3 1155 35 roc_auc hand_till 0.808 10 0.0180 Preprocessor1_Mode…
70 3 684 29 roc_auc hand_till 0.808 10 0.0187 Preprocessor1_Mode…
71 3 866 35 roc_auc hand_till 0.808 10 0.0188 Preprocessor1_Mode…
72 3 608 27 roc_auc hand_till 0.808 10 0.0178 Preprocessor1_Mode…
73 3 524 38 roc_auc hand_till 0.808 10 0.0188 Preprocessor1_Mode…
74 3 523 22 roc_auc hand_till 0.808 10 0.0166 Preprocessor1_Mode…
75 3 738 28 roc_auc hand_till 0.808 10 0.0180 Preprocessor1_Mode…
76 3 1441 30 roc_auc hand_till 0.808 10 0.0194 Preprocessor1_Mode…
77 3 1035 30 roc_auc hand_till 0.808 10 0.0178 Preprocessor1_Mode…
78 3 1256 22 roc_auc hand_till 0.808 10 0.0184 Preprocessor1_Mode…
79 3 1326 32 roc_auc hand_till 0.808 10 0.0192 Preprocessor1_Mode…
80 3 1092 24 roc_auc hand_till 0.808 10 0.0179 Preprocessor1_Mode…
81 2 1451 24 roc_auc hand_till 0.808 10 0.0171 Preprocessor1_Mode…
82 3 529 19 roc_auc hand_till 0.808 10 0.0167 Preprocessor1_Mode…
83 3 647 19 roc_auc hand_till 0.808 10 0.0168 Preprocessor1_Mode…
84 2 530 38 roc_auc hand_till 0.808 10 0.0176 Preprocessor1_Mode…
85 3 718 32 roc_auc hand_till 0.808 10 0.0191 Preprocessor1_Mode…
86 3 1296 25 roc_auc hand_till 0.808 10 0.0182 Preprocessor1_Mode…
87 3 1170 32 roc_auc hand_till 0.808 10 0.0183 Preprocessor1_Mode…
88 2 843 31 roc_auc hand_till 0.808 10 0.0174 Preprocessor1_Mode…
89 2 479 23 roc_auc hand_till 0.808 10 0.0172 Preprocessor1_Mode…
90 2 887 38 roc_auc hand_till 0.808 10 0.0184 Preprocessor1_Mode…
91 2 488 25 roc_auc hand_till 0.808 10 0.0174 Preprocessor1_Mode…
92 3 903 31 roc_auc hand_till 0.808 10 0.0182 Preprocessor1_Mode…
93 3 1478 34 roc_auc hand_till 0.808 10 0.0192 Preprocessor1_Mode…
94 2 910 34 roc_auc hand_till 0.808 10 0.0191 Preprocessor1_Mode…
95 2 544 36 roc_auc hand_till 0.808 10 0.0184 Preprocessor1_Mode…
96 3 1309 32 roc_auc hand_till 0.808 10 0.0194 Preprocessor1_Mode…
97 3 1479 24 roc_auc hand_till 0.808 10 0.0185 Preprocessor1_Mode…
98 3 706 38 roc_auc hand_till 0.808 10 0.0189 Preprocessor1_Mode…
99 3 460 20 roc_auc hand_till 0.808 10 0.0168 Preprocessor1_Mode…
100 2 1067 24 roc_auc hand_till 0.808 10 0.0177 Preprocessor1_Mode…
101 3 1422 37 roc_auc hand_till 0.808 10 0.0176 Preprocessor1_Mode…
102 3 806 31 roc_auc hand_till 0.808 10 0.0182 Preprocessor1_Mode…
103 2 742 37 roc_auc hand_till 0.808 10 0.0178 Preprocessor1_Mode…
104 3 724 28 roc_auc hand_till 0.808 10 0.0178 Preprocessor1_Mode…
105 3 1194 30 roc_auc hand_till 0.808 10 0.0186 Preprocessor1_Mode…
106 2 422 34 roc_auc hand_till 0.808 10 0.0182 Preprocessor1_Mode…
107 3 940 39 roc_auc hand_till 0.808 10 0.0194 Preprocessor1_Mode…
108 2 696 36 roc_auc hand_till 0.808 10 0.0176 Preprocessor1_Mode…
109 3 844 35 roc_auc hand_till 0.808 10 0.0189 Preprocessor1_Mode…
110 3 761 35 roc_auc hand_till 0.808 10 0.0187 Preprocessor1_Mode…
111 2 985 25 roc_auc hand_till 0.808 10 0.0178 Preprocessor1_Mode…
112 2 700 23 roc_auc hand_till 0.808 10 0.0169 Preprocessor1_Mode…
113 2 1338 36 roc_auc hand_till 0.808 10 0.0182 Preprocessor1_Mode…
114 3 960 21 roc_auc hand_till 0.808 10 0.0179 Preprocessor1_Mode…
115 3 1046 21 roc_auc hand_till 0.808 10 0.0176 Preprocessor1_Mode…
116 2 1421 26 roc_auc hand_till 0.808 10 0.0180 Preprocessor1_Mode…
117 3 1004 34 roc_auc hand_till 0.808 10 0.0189 Preprocessor1_Mode…
118 2 692 24 roc_auc hand_till 0.808 10 0.0170 Preprocessor1_Mode…
119 2 427 22 roc_auc hand_till 0.808 10 0.0173 Preprocessor1_Mode…
120 3 1459 35 roc_auc hand_till 0.807 10 0.0187 Preprocessor1_Mode…
121 2 533 26 roc_auc hand_till 0.807 10 0.0186 Preprocessor1_Mode…
122 3 940 23 roc_auc hand_till 0.807 10 0.0176 Preprocessor1_Mode…
123 3 946 29 roc_auc hand_till 0.807 10 0.0191 Preprocessor1_Mode…
124 3 662 39 roc_auc hand_till 0.807 10 0.0182 Preprocessor1_Mode…
125 2 1324 32 roc_auc hand_till 0.807 10 0.0183 Preprocessor1_Mode…
126 3 525 31 roc_auc hand_till 0.807 10 0.0184 Preprocessor1_Mode…
127 3 818 23 roc_auc hand_till 0.807 10 0.0180 Preprocessor1_Mode…
128 3 834 32 roc_auc hand_till 0.807 10 0.0188 Preprocessor1_Mode…
129 3 1094 32 roc_auc hand_till 0.807 10 0.0188 Preprocessor1_Mode…
130 3 797 38 roc_auc hand_till 0.807 10 0.0188 Preprocessor1_Mode…
131 2 1292 32 roc_auc hand_till 0.807 10 0.0178 Preprocessor1_Mode…
132 3 1418 28 roc_auc hand_till 0.807 10 0.0187 Preprocessor1_Mode…
133 3 1184 40 roc_auc hand_till 0.807 10 0.0182 Preprocessor1_Mode…
134 3 463 39 roc_auc hand_till 0.807 10 0.0193 Preprocessor1_Mode…
135 3 1480 39 roc_auc hand_till 0.807 10 0.0196 Preprocessor1_Mode…
136 3 1153 40 roc_auc hand_till 0.807 10 0.0194 Preprocessor1_Mode…
137 3 785 22 roc_auc hand_till 0.807 10 0.0180 Preprocessor1_Mode…
138 3 616 28 roc_auc hand_till 0.807 10 0.0182 Preprocessor1_Mode…
139 2 492 24 roc_auc hand_till 0.807 10 0.0173 Preprocessor1_Mode…
140 3 1085 25 roc_auc hand_till 0.807 10 0.0177 Preprocessor1_Mode…
141 3 461 27 roc_auc hand_till 0.807 10 0.0191 Preprocessor1_Mode…
142 3 1364 37 roc_auc hand_till 0.807 10 0.0187 Preprocessor1_Mode…
143 2 794 37 roc_auc hand_till 0.807 10 0.0181 Preprocessor1_Mode…
144 2 611 28 roc_auc hand_till 0.807 10 0.0182 Preprocessor1_Mode…
145 3 1402 33 roc_auc hand_till 0.807 10 0.0189 Preprocessor1_Mode…
146 3 780 30 roc_auc hand_till 0.807 10 0.0185 Preprocessor1_Mode…
147 3 1421 22 roc_auc hand_till 0.807 10 0.0172 Preprocessor1_Mode…
148 2 861 37 roc_auc hand_till 0.807 10 0.0175 Preprocessor1_Mode…
149 3 1192 28 roc_auc hand_till 0.807 10 0.0184 Preprocessor1_Mode…
150 2 947 40 roc_auc hand_till 0.807 10 0.0182 Preprocessor1_Mode…
151 2 1341 40 roc_auc hand_till 0.807 10 0.0182 Preprocessor1_Mode…
152 2 906 33 roc_auc hand_till 0.807 10 0.0180 Preprocessor1_Mode…
153 3 1181 32 roc_auc hand_till 0.807 10 0.0185 Preprocessor1_Mode…
154 3 1464 34 roc_auc hand_till 0.807 10 0.0186 Preprocessor1_Mode…
155 2 977 40 roc_auc hand_till 0.807 10 0.0186 Preprocessor1_Mode…
156 3 556 21 roc_auc hand_till 0.807 10 0.0170 Preprocessor1_Mode…
157 3 818 27 roc_auc hand_till 0.807 10 0.0189 Preprocessor1_Mode…
158 3 798 37 roc_auc hand_till 0.807 10 0.0190 Preprocessor1_Mode…
159 2 495 33 roc_auc hand_till 0.807 10 0.0180 Preprocessor1_Mode…
160 3 711 40 roc_auc hand_till 0.807 10 0.0202 Preprocessor1_Mode…
161 2 1145 31 roc_auc hand_till 0.807 10 0.0180 Preprocessor1_Mode…
162 3 452 21 roc_auc hand_till 0.807 10 0.0175 Preprocessor1_Mode…
163 3 1003 22 roc_auc hand_till 0.807 10 0.0171 Preprocessor1_Mode…
164 2 659 37 roc_auc hand_till 0.807 10 0.0178 Preprocessor1_Mode…
165 3 686 30 roc_auc hand_till 0.807 10 0.0191 Preprocessor1_Mode…
166 3 685 31 roc_auc hand_till 0.807 10 0.0191 Preprocessor1_Mode…
167 3 863 24 roc_auc hand_till 0.807 10 0.0176 Preprocessor1_Mode…
168 3 1221 34 roc_auc hand_till 0.807 10 0.0186 Preprocessor1_Mode…
169 2 618 26 roc_auc hand_till 0.807 10 0.0184 Preprocessor1_Mode…
170 3 1219 28 roc_auc hand_till 0.807 10 0.0182 Preprocessor1_Mode…
171 3 1473 20 roc_auc hand_till 0.807 10 0.0177 Preprocessor1_Mode…
172 2 1287 21 roc_auc hand_till 0.807 10 0.0173 Preprocessor1_Mode…
173 3 880 26 roc_auc hand_till 0.807 10 0.0190 Preprocessor1_Mode…
174 2 689 21 roc_auc hand_till 0.807 10 0.0173 Preprocessor1_Mode…
175 3 788 29 roc_auc hand_till 0.807 10 0.0186 Preprocessor1_Mode…
176 2 1418 20 roc_auc hand_till 0.807 10 0.0177 Preprocessor1_Mode…
177 2 768 37 roc_auc hand_till 0.807 10 0.0184 Preprocessor1_Mode…
178 2 984 38 roc_auc hand_till 0.807 10 0.0181 Preprocessor1_Mode…
179 2 1386 21 roc_auc hand_till 0.807 10 0.0174 Preprocessor1_Mode…
180 3 1213 29 roc_auc hand_till 0.807 10 0.0187 Preprocessor1_Mode…
181 3 658 24 roc_auc hand_till 0.807 10 0.0191 Preprocessor1_Mode…
182 3 917 39 roc_auc hand_till 0.807 10 0.0185 Preprocessor1_Mode…
183 3 433 40 roc_auc hand_till 0.807 10 0.0189 Preprocessor1_Mode…
184 3 996 38 roc_auc hand_till 0.807 10 0.0193 Preprocessor1_Mode…
185 3 1318 23 roc_auc hand_till 0.807 10 0.0176 Preprocessor1_Mode…
186 2 888 36 roc_auc hand_till 0.807 10 0.0183 Preprocessor1_Mode…
187 2 1467 29 roc_auc hand_till 0.807 10 0.0174 Preprocessor1_Mode…
188 2 600 38 roc_auc hand_till 0.807 10 0.0175 Preprocessor1_Mode…
189 3 1462 25 roc_auc hand_till 0.807 10 0.0192 Preprocessor1_Mode…
190 2 1099 23 roc_auc hand_till 0.807 10 0.0179 Preprocessor1_Mode…
191 3 958 33 roc_auc hand_till 0.807 10 0.0188 Preprocessor1_Mode…
192 2 812 34 roc_auc hand_till 0.807 10 0.0178 Preprocessor1_Mode…
193 3 799 29 roc_auc hand_till 0.807 10 0.0183 Preprocessor1_Mode…
194 3 741 30 roc_auc hand_till 0.807 10 0.0189 Preprocessor1_Mode…
195 3 1256 25 roc_auc hand_till 0.807 10 0.0192 Preprocessor1_Mode…
196 2 418 24 roc_auc hand_till 0.807 10 0.0163 Preprocessor1_Mode…
197 2 1307 25 roc_auc hand_till 0.807 10 0.0179 Preprocessor1_Mode…
198 2 732 25 roc_auc hand_till 0.807 10 0.0182 Preprocessor1_Mode…
199 2 1210 28 roc_auc hand_till 0.807 10 0.0178 Preprocessor1_Mode…
200 3 1425 29 roc_auc hand_till 0.807 10 0.0187 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 718 32 mcc multiclass 0.403 10 0.0331 Preprocessor1_Mode…
2 3 460 20 mcc multiclass 0.401 10 0.0226 Preprocessor1_Mode…
3 2 696 36 mcc multiclass 0.398 10 0.0393 Preprocessor1_Mode…
4 2 435 25 mcc multiclass 0.397 10 0.0180 Preprocessor1_Mode…
5 3 423 32 mcc multiclass 0.394 10 0.0337 Preprocessor1_Mode…
6 3 903 31 mcc multiclass 0.393 10 0.0378 Preprocessor1_Mode…
7 2 857 32 mcc multiclass 0.392 10 0.0389 Preprocessor1_Mode…
8 2 527 32 mcc multiclass 0.392 10 0.0383 Preprocessor1_Mode…
9 3 799 29 mcc multiclass 0.392 10 0.0356 Preprocessor1_Mode…
10 2 541 36 mcc multiclass 0.392 10 0.0352 Preprocessor1_Mode…
11 3 793 30 mcc multiclass 0.392 10 0.0356 Preprocessor1_Mode…
12 2 1328 31 mcc multiclass 0.391 10 0.0297 Preprocessor1_Mode…
13 3 587 26 mcc multiclass 0.391 10 0.0263 Preprocessor1_Mode…
14 2 698 29 mcc multiclass 0.389 10 0.0296 Preprocessor1_Mode…
15 3 938 29 mcc multiclass 0.389 10 0.0304 Preprocessor1_Mode…
16 3 1471 32 mcc multiclass 0.389 10 0.0292 Preprocessor1_Mode…
17 3 1153 40 mcc multiclass 0.389 10 0.0377 Preprocessor1_Mode…
18 3 616 28 mcc multiclass 0.388 10 0.0321 Preprocessor1_Mode…
19 3 761 35 mcc multiclass 0.388 10 0.0315 Preprocessor1_Mode…
20 2 734 32 mcc multiclass 0.388 10 0.0347 Preprocessor1_Mode…
21 2 1021 39 mcc multiclass 0.388 10 0.0363 Preprocessor1_Mode…
22 3 1180 34 mcc multiclass 0.388 10 0.0405 Preprocessor1_Mode…
23 2 1265 39 mcc multiclass 0.388 10 0.0380 Preprocessor1_Mode…
24 2 1483 31 mcc multiclass 0.388 10 0.0377 Preprocessor1_Mode…
25 3 1080 33 mcc multiclass 0.387 10 0.0377 Preprocessor1_Mode…
26 3 1259 40 mcc multiclass 0.387 10 0.0337 Preprocessor1_Mode…
27 2 974 30 mcc multiclass 0.387 10 0.0331 Preprocessor1_Mode…
28 2 1214 38 mcc multiclass 0.387 10 0.0315 Preprocessor1_Mode…
29 3 784 40 mcc multiclass 0.386 10 0.0376 Preprocessor1_Mode…
30 3 526 40 mcc multiclass 0.386 10 0.0386 Preprocessor1_Mode…
31 3 785 22 mcc multiclass 0.386 10 0.0326 Preprocessor1_Mode…
32 2 422 34 mcc multiclass 0.385 10 0.0321 Preprocessor1_Mode…
33 2 667 31 mcc multiclass 0.385 10 0.0403 Preprocessor1_Mode…
34 2 544 36 mcc multiclass 0.385 10 0.0359 Preprocessor1_Mode…
35 3 686 30 mcc multiclass 0.384 10 0.0301 Preprocessor1_Mode…
36 2 741 22 mcc multiclass 0.384 10 0.0343 Preprocessor1_Mode…
37 2 607 40 mcc multiclass 0.384 10 0.0376 Preprocessor1_Mode…
38 3 1376 31 mcc multiclass 0.384 10 0.0322 Preprocessor1_Mode…
39 2 488 25 mcc multiclass 0.383 10 0.0301 Preprocessor1_Mode…
40 2 1118 40 mcc multiclass 0.383 10 0.0354 Preprocessor1_Mode…
41 3 779 24 mcc multiclass 0.383 10 0.0301 Preprocessor1_Mode…
42 2 1324 32 mcc multiclass 0.383 10 0.0356 Preprocessor1_Mode…
43 3 1371 25 mcc multiclass 0.383 10 0.0287 Preprocessor1_Mode…
44 3 713 37 mcc multiclass 0.383 10 0.0335 Preprocessor1_Mode…
45 2 513 35 mcc multiclass 0.383 10 0.0414 Preprocessor1_Mode…
46 3 1341 34 mcc multiclass 0.383 10 0.0365 Preprocessor1_Mode…
47 3 689 35 mcc multiclass 0.383 10 0.0335 Preprocessor1_Mode…
48 2 659 37 mcc multiclass 0.383 10 0.0281 Preprocessor1_Mode…
49 2 1100 40 mcc multiclass 0.383 10 0.0308 Preprocessor1_Mode…
50 2 1152 37 mcc multiclass 0.383 10 0.0393 Preprocessor1_Mode…
51 3 830 38 mcc multiclass 0.383 10 0.0356 Preprocessor1_Mode…
52 2 1019 35 mcc multiclass 0.383 10 0.0321 Preprocessor1_Mode…
53 3 887 31 mcc multiclass 0.383 10 0.0238 Preprocessor1_Mode…
54 3 990 38 mcc multiclass 0.383 10 0.0336 Preprocessor1_Mode…
55 2 493 33 mcc multiclass 0.383 10 0.0331 Preprocessor1_Mode…
56 3 1441 30 mcc multiclass 0.383 10 0.0382 Preprocessor1_Mode…
57 3 1049 25 mcc multiclass 0.383 10 0.0237 Preprocessor1_Mode…
58 2 722 40 mcc multiclass 0.383 10 0.0360 Preprocessor1_Mode…
59 3 565 31 mcc multiclass 0.383 10 0.0326 Preprocessor1_Mode…
60 2 741 35 mcc multiclass 0.383 10 0.0354 Preprocessor1_Mode…
61 2 1272 38 mcc multiclass 0.383 10 0.0334 Preprocessor1_Mode…
62 3 982 34 mcc multiclass 0.383 10 0.0323 Preprocessor1_Mode…
63 3 433 40 mcc multiclass 0.383 10 0.0386 Preprocessor1_Mode…
64 3 1287 40 mcc multiclass 0.382 10 0.0365 Preprocessor1_Mode…
65 3 923 39 mcc multiclass 0.382 10 0.0365 Preprocessor1_Mode…
66 3 1425 29 mcc multiclass 0.382 10 0.0285 Preprocessor1_Mode…
67 3 1382 39 mcc multiclass 0.382 10 0.0365 Preprocessor1_Mode…
68 2 1312 35 mcc multiclass 0.382 10 0.0362 Preprocessor1_Mode…
69 2 676 28 mcc multiclass 0.382 10 0.0294 Preprocessor1_Mode…
70 2 1062 40 mcc multiclass 0.382 10 0.0378 Preprocessor1_Mode…
71 3 658 24 mcc multiclass 0.382 10 0.0309 Preprocessor1_Mode…
72 2 1229 31 mcc multiclass 0.382 10 0.0323 Preprocessor1_Mode…
73 2 703 28 mcc multiclass 0.382 10 0.0348 Preprocessor1_Mode…
74 3 1448 33 mcc multiclass 0.382 10 0.0341 Preprocessor1_Mode…
75 3 1122 39 mcc multiclass 0.382 10 0.0371 Preprocessor1_Mode…
76 3 1094 32 mcc multiclass 0.382 10 0.0298 Preprocessor1_Mode…
77 2 600 38 mcc multiclass 0.382 10 0.0394 Preprocessor1_Mode…
78 2 1432 27 mcc multiclass 0.382 10 0.0333 Preprocessor1_Mode…
79 2 1387 28 mcc multiclass 0.382 10 0.0352 Preprocessor1_Mode…
80 3 1374 27 mcc multiclass 0.382 10 0.0272 Preprocessor1_Mode…
81 2 402 25 mcc multiclass 0.381 10 0.0366 Preprocessor1_Mode…
82 2 1413 33 mcc multiclass 0.381 10 0.0303 Preprocessor1_Mode…
83 3 992 37 mcc multiclass 0.381 10 0.0374 Preprocessor1_Mode…
84 2 533 26 mcc multiclass 0.381 10 0.0279 Preprocessor1_Mode…
85 2 640 34 mcc multiclass 0.381 10 0.0361 Preprocessor1_Mode…
86 2 978 22 mcc multiclass 0.380 10 0.0300 Preprocessor1_Mode…
87 3 1422 37 mcc multiclass 0.379 10 0.0336 Preprocessor1_Mode…
88 3 471 27 mcc multiclass 0.379 10 0.0279 Preprocessor1_Mode…
89 2 1041 22 mcc multiclass 0.379 10 0.0319 Preprocessor1_Mode…
90 3 1450 25 mcc multiclass 0.379 10 0.0270 Preprocessor1_Mode…
91 2 920 32 mcc multiclass 0.379 10 0.0351 Preprocessor1_Mode…
92 3 1199 28 mcc multiclass 0.379 10 0.0254 Preprocessor1_Mode…
93 3 686 37 mcc multiclass 0.379 10 0.0398 Preprocessor1_Mode…
94 2 654 26 mcc multiclass 0.379 10 0.0292 Preprocessor1_Mode…
95 3 1326 32 mcc multiclass 0.379 10 0.0287 Preprocessor1_Mode…
96 2 1341 40 mcc multiclass 0.379 10 0.0392 Preprocessor1_Mode…
97 2 490 40 mcc multiclass 0.379 10 0.0404 Preprocessor1_Mode…
98 2 1031 32 mcc multiclass 0.379 10 0.0288 Preprocessor1_Mode…
99 2 910 34 mcc multiclass 0.379 10 0.0388 Preprocessor1_Mode…
100 3 876 38 mcc multiclass 0.379 10 0.0303 Preprocessor1_Mode…
101 3 906 26 mcc multiclass 0.379 10 0.0302 Preprocessor1_Mode…
102 3 1236 31 mcc multiclass 0.379 10 0.0347 Preprocessor1_Mode…
103 3 915 39 mcc multiclass 0.379 10 0.0372 Preprocessor1_Mode…
104 2 946 25 mcc multiclass 0.379 10 0.0309 Preprocessor1_Mode…
105 2 1075 29 mcc multiclass 0.378 10 0.0304 Preprocessor1_Mode…
106 2 984 38 mcc multiclass 0.378 10 0.0425 Preprocessor1_Mode…
107 3 1318 36 mcc multiclass 0.378 10 0.0368 Preprocessor1_Mode…
108 2 1372 39 mcc multiclass 0.378 10 0.0369 Preprocessor1_Mode…
109 3 647 19 mcc multiclass 0.378 10 0.0215 Preprocessor1_Mode…
110 3 1212 25 mcc multiclass 0.378 10 0.0310 Preprocessor1_Mode…
111 3 1480 39 mcc multiclass 0.378 10 0.0377 Preprocessor1_Mode…
112 2 772 39 mcc multiclass 0.378 10 0.0355 Preprocessor1_Mode…
113 3 474 26 mcc multiclass 0.378 10 0.0307 Preprocessor1_Mode…
114 2 1127 36 mcc multiclass 0.378 10 0.0385 Preprocessor1_Mode…
115 3 788 29 mcc multiclass 0.378 10 0.0339 Preprocessor1_Mode…
116 2 501 35 mcc multiclass 0.378 10 0.0322 Preprocessor1_Mode…
117 3 644 28 mcc multiclass 0.378 10 0.0325 Preprocessor1_Mode…
118 2 861 37 mcc multiclass 0.378 10 0.0373 Preprocessor1_Mode…
119 2 727 35 mcc multiclass 0.378 10 0.0309 Preprocessor1_Mode…
120 2 429 34 mcc multiclass 0.378 10 0.0409 Preprocessor1_Mode…
121 2 1381 30 mcc multiclass 0.378 10 0.0343 Preprocessor1_Mode…
122 3 676 27 mcc multiclass 0.378 10 0.0369 Preprocessor1_Mode…
123 3 1430 36 mcc multiclass 0.378 10 0.0361 Preprocessor1_Mode…
124 3 494 25 mcc multiclass 0.378 10 0.0290 Preprocessor1_Mode…
125 3 1258 25 mcc multiclass 0.378 10 0.0231 Preprocessor1_Mode…
126 3 1281 17 mcc multiclass 0.378 10 0.0291 Preprocessor1_Mode…
127 2 947 40 mcc multiclass 0.378 10 0.0401 Preprocessor1_Mode…
128 3 1462 25 mcc multiclass 0.378 10 0.0321 Preprocessor1_Mode…
129 3 421 40 mcc multiclass 0.378 10 0.0386 Preprocessor1_Mode…
130 2 812 34 mcc multiclass 0.378 10 0.0352 Preprocessor1_Mode…
131 3 1404 34 mcc multiclass 0.378 10 0.0373 Preprocessor1_Mode…
132 3 827 34 mcc multiclass 0.378 10 0.0306 Preprocessor1_Mode…
133 2 739 38 mcc multiclass 0.378 10 0.0380 Preprocessor1_Mode…
134 2 998 38 mcc multiclass 0.378 10 0.0394 Preprocessor1_Mode…
135 2 960 26 mcc multiclass 0.378 10 0.0304 Preprocessor1_Mode…
136 3 1249 35 mcc multiclass 0.378 10 0.0392 Preprocessor1_Mode…
137 2 638 40 mcc multiclass 0.378 10 0.0320 Preprocessor1_Mode…
138 3 524 33 mcc multiclass 0.378 10 0.0298 Preprocessor1_Mode…
139 3 842 31 mcc multiclass 0.378 10 0.0318 Preprocessor1_Mode…
140 2 996 35 mcc multiclass 0.378 10 0.0295 Preprocessor1_Mode…
141 3 555 29 mcc multiclass 0.378 10 0.0326 Preprocessor1_Mode…
142 3 793 34 mcc multiclass 0.378 10 0.0316 Preprocessor1_Mode…
143 2 887 38 mcc multiclass 0.378 10 0.0409 Preprocessor1_Mode…
144 2 432 34 mcc multiclass 0.378 10 0.0311 Preprocessor1_Mode…
145 2 618 26 mcc multiclass 0.378 10 0.0297 Preprocessor1_Mode…
146 2 1055 38 mcc multiclass 0.377 10 0.0357 Preprocessor1_Mode…
147 3 1265 31 mcc multiclass 0.377 10 0.0361 Preprocessor1_Mode…
148 2 611 28 mcc multiclass 0.377 10 0.0300 Preprocessor1_Mode…
149 3 984 39 mcc multiclass 0.377 10 0.0339 Preprocessor1_Mode…
150 3 1192 35 mcc multiclass 0.377 10 0.0375 Preprocessor1_Mode…
151 2 807 28 mcc multiclass 0.377 10 0.0354 Preprocessor1_Mode…
152 3 1401 31 mcc multiclass 0.377 10 0.0283 Preprocessor1_Mode…
153 3 551 40 mcc multiclass 0.377 10 0.0325 Preprocessor1_Mode…
154 2 635 35 mcc multiclass 0.377 10 0.0394 Preprocessor1_Mode…
155 2 968 29 mcc multiclass 0.377 10 0.0377 Preprocessor1_Mode…
156 3 856 27 mcc multiclass 0.377 10 0.0333 Preprocessor1_Mode…
157 3 1406 18 mcc multiclass 0.377 10 0.0208 Preprocessor1_Mode…
158 3 1004 34 mcc multiclass 0.377 10 0.0277 Preprocessor1_Mode…
159 2 1292 32 mcc multiclass 0.377 10 0.0384 Preprocessor1_Mode…
160 2 700 23 mcc multiclass 0.377 10 0.0274 Preprocessor1_Mode…
161 2 420 29 mcc multiclass 0.377 10 0.0379 Preprocessor1_Mode…
162 2 1210 28 mcc multiclass 0.377 10 0.0314 Preprocessor1_Mode…
163 3 940 39 mcc multiclass 0.377 10 0.0383 Preprocessor1_Mode…
164 3 1037 38 mcc multiclass 0.377 10 0.0410 Preprocessor1_Mode…
165 2 1045 35 mcc multiclass 0.376 10 0.0360 Preprocessor1_Mode…
166 2 994 25 mcc multiclass 0.376 10 0.0245 Preprocessor1_Mode…
167 2 1494 34 mcc multiclass 0.376 10 0.0361 Preprocessor1_Mode…
168 2 843 31 mcc multiclass 0.376 10 0.0332 Preprocessor1_Mode…
169 2 999 27 mcc multiclass 0.376 10 0.0295 Preprocessor1_Mode…
170 3 798 37 mcc multiclass 0.376 10 0.0369 Preprocessor1_Mode…
171 3 880 26 mcc multiclass 0.376 10 0.0324 Preprocessor1_Mode…
172 3 818 23 mcc multiclass 0.376 10 0.0319 Preprocessor1_Mode…
173 3 724 28 mcc multiclass 0.376 10 0.0350 Preprocessor1_Mode…
174 2 746 25 mcc multiclass 0.376 10 0.0345 Preprocessor1_Mode…
175 2 578 23 mcc multiclass 0.376 10 0.0308 Preprocessor1_Mode…
176 2 416 22 mcc multiclass 0.375 10 0.0266 Preprocessor1_Mode…
177 2 1001 40 mcc multiclass 0.375 10 0.0399 Preprocessor1_Mode…
178 3 974 15 mcc multiclass 0.375 10 0.0221 Preprocessor1_Mode…
179 2 1059 37 mcc multiclass 0.374 10 0.0342 Preprocessor1_Mode…
180 3 1438 24 mcc multiclass 0.374 10 0.0294 Preprocessor1_Mode…
181 3 825 22 mcc multiclass 0.374 10 0.0267 Preprocessor1_Mode…
182 3 1424 34 mcc multiclass 0.374 10 0.0333 Preprocessor1_Mode…
183 3 1051 33 mcc multiclass 0.374 10 0.0391 Preprocessor1_Mode…
184 3 461 27 mcc multiclass 0.374 10 0.0252 Preprocessor1_Mode…
185 3 523 22 mcc multiclass 0.374 10 0.0260 Preprocessor1_Mode…
186 3 790 32 mcc multiclass 0.374 10 0.0321 Preprocessor1_Mode…
187 3 1170 32 mcc multiclass 0.374 10 0.0316 Preprocessor1_Mode…
188 3 875 32 mcc multiclass 0.374 10 0.0304 Preprocessor1_Mode…
189 3 585 18 mcc multiclass 0.374 10 0.0229 Preprocessor1_Mode…
190 3 525 31 mcc multiclass 0.373 10 0.0340 Preprocessor1_Mode…
191 2 557 29 mcc multiclass 0.373 10 0.0324 Preprocessor1_Mode…
192 3 1411 24 mcc multiclass 0.373 10 0.0280 Preprocessor1_Mode…
193 3 1059 38 mcc multiclass 0.373 10 0.0366 Preprocessor1_Mode…
194 2 475 37 mcc multiclass 0.373 10 0.0373 Preprocessor1_Mode…
195 3 1296 25 mcc multiclass 0.373 10 0.0264 Preprocessor1_Mode…
196 3 731 30 mcc multiclass 0.373 10 0.0357 Preprocessor1_Mode…
197 2 405 37 mcc multiclass 0.373 10 0.0368 Preprocessor1_Mode…
198 3 1256 22 mcc multiclass 0.373 10 0.0252 Preprocessor1_Mode…
199 3 1131 30 mcc multiclass 0.373 10 0.0315 Preprocessor1_Mode…
200 3 1035 30 mcc multiclass 0.373 10 0.0260 Preprocessor1_Mode…4. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.701 0.561
2 precision macro 0.792 0.676
3 spec macro 0.915 0.847
4 accuracy multiclass 0.787 0.617
5 f_meas macro 0.734 0.598
6 mcc multiclass 0.674 0.419
7 kap multiclass 0.670 0.411
8 roc_auc hand_till 0.956 0.821
9 mn_log_loss multiclass 0.655 0.937Confusion matrix
Column 2
ROC curve
Gain curve
4. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
4. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
Boruta history
Column 1
KOL2 - 1. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 16.00648 | 28.04226 | -0.2191564 | 5.552572 | 22.74182 | 1.5852585 | -1.9825611 | -3.8839328 |
| 17.78530 | 28.03936 | 1.0233481 | 6.964920 | 26.55959 | 3.9361054 | 0.2041825 | -3.3616741 |
| 18.03259 | 29.33658 | 1.8162267 | 8.842549 | 25.46100 | 5.4689006 | 1.5820034 | -1.7762944 |
| 17.67952 | 26.82643 | 0.6853726 | 9.041414 | 25.35431 | 2.9547626 | 0.3486366 | -0.8273970 |
| 19.16593 | 26.40440 | 0.5888559 | 8.534728 | 24.56414 | 1.4137242 | -0.0947765 | -2.1381288 |
| 14.04009 | 22.66756 | 1.9052550 | 7.797461 | 24.41089 | 0.2454531 | -1.3660330 | -3.1050996 |
| 17.95661 | 23.65316 | 1.8628348 | 5.345080 | 25.43654 | 3.7170552 | 0.6658255 | -3.5874236 |
| 15.84313 | 26.40912 | 2.1489505 | 9.605344 | 25.93829 | 0.3137191 | -1.9300063 | -5.2032321 |
| 15.10619 | 24.65483 | 1.9736255 | 6.008171 | 25.58037 | 0.4463231 | -1.1745222 | -2.9295405 |
| 18.41697 | 28.24784 | 3.1985198 | 6.719307 | 28.20366 | 2.6380393 | 0.5842913 | -1.0766979 |
| 19.52722 | 25.49424 | 3.2324754 | 8.473352 | 24.16307 | 5.0209718 | 2.0664565 | 0.1499121 |
| 17.51324 | 25.58426 | 2.4414063 | 6.813322 | 25.17628 | 1.3844393 | -0.6081386 | -3.4195970 |
| 16.69359 | 23.35950 | 0.9880225 | 6.077559 | 27.54765 | 2.9431923 | -0.5427928 | -1.9909907 |
| 18.52518 | 27.11431 | 2.4134074 | 7.215994 | 26.03832 | 1.5603760 | -0.4685200 | -2.3727956 |
| 19.29023 | 21.93848 | 0.3405894 | 6.752311 | 25.66083 | 2.2777546 | -0.1614256 | -1.2650206 |
| 19.41735 | 26.04539 | 2.9116880 | 7.462291 | 27.18595 | 2.8369294 | 0.0159102 | -1.8564249 |
| 15.17192 | 26.88535 | 0.4389943 | 3.460085 | 26.14997 | 1.5111091 | -1.4474696 | -4.3130970 |
| 15.76043 | 26.49167 | 2.3462551 | 6.635940 | 24.10778 | 0.6735498 | -0.4026738 | -2.6982505 |
| 18.10465 | 28.12596 | 2.6340770 | 6.440809 | 26.93521 | 2.4961996 | -0.3724321 | -3.0674677 |
| 16.69319 | 25.51674 | 3.5982683 | 7.241709 | 26.70818 | 1.8029504 | -0.3008876 | -1.8092399 |
| 16.14147 | 25.27622 | 3.7988419 | 7.728632 | 28.28372 | 1.1548754 | -0.4327349 | -2.3703336 |
| 15.28612 | 27.61121 | 1.6112846 | 7.139526 | 26.58400 | 1.7818646 | -0.3860488 | -2.2324248 |
| 16.05203 | 25.50560 | -0.5367212 | 7.970673 | 25.24467 | 2.6273311 | -1.8048705 | -5.1385867 |
| 15.56784 | 25.38414 | 1.0839104 | 5.992325 | 25.98108 | 1.6541419 | 0.0321094 | -1.9358219 |
| 16.93444 | 29.45994 | -1.4505888 | 8.064209 | 28.38314 | 2.2962497 | -0.1601903 | -3.7099305 |
| 15.05578 | 24.82351 | 2.1418639 | 7.098653 | 22.40498 | 1.5912456 | -0.9311309 | -3.9401196 |
| 15.46257 | 25.77943 | 1.1526663 | 7.570276 | 23.55420 | 1.4347437 | 0.0802090 | -2.5093488 |
| 14.97415 | 26.13098 | -0.0110104 | 7.863815 | 25.18172 | 2.0009923 | 0.8441365 | -0.1356815 |
| 15.34600 | 24.20667 | 1.6483423 | 7.074518 | 26.37810 | 1.1743972 | -0.9395955 | -3.7833840 |
| 17.61968 | 25.61890 | 1.4482786 | 3.925068 | 25.28530 | 3.9885702 | 0.7780501 | -3.0353231 |
| 17.13121 | 26.94520 | 3.3958747 | 3.830134 | 28.25859 | 2.1639840 | 0.3898829 | -2.8004041 |
| 16.04771 | 23.00705 | 0.7921515 | 8.414723 | 26.85016 | 1.3297360 | -0.6160511 | -1.9325541 |
| 16.05430 | 24.08559 | -0.9188731 | 12.162125 | 25.19520 | 0.5483420 | -1.6060302 | -2.8658455 |
| 17.84827 | 27.07958 | 5.2540306 | 7.406751 | 26.95669 | 3.3957641 | 1.8072083 | -1.1128123 |
| 17.25125 | 27.09310 | 1.5612520 | 6.389088 | 27.43148 | 5.2184278 | -0.6497954 | -3.5558436 |
| 13.84830 | 25.36847 | 0.7904462 | 4.529029 | 25.01215 | 0.9008806 | -1.6301312 | -2.9927574 |
| 15.42013 | 27.46961 | 2.4691710 | 7.161984 | 29.09016 | -0.2771965 | -1.2652227 | -2.3403554 |
| 15.39451 | 27.46318 | 1.3388953 | 6.283156 | 30.89153 | 5.0539724 | 2.3057537 | -0.6433408 |
| 17.17305 | 27.64395 | 0.8024413 | 9.163427 | 27.25348 | 5.0351654 | 1.8635007 | -0.2801155 |
| 16.83124 | 26.75256 | 1.2084276 | 6.272831 | 27.18160 | 1.7687409 | -0.2578176 | -1.9323433 |
| 16.20879 | 25.27283 | 2.9693032 | 6.635154 | 28.54558 | 1.7628070 | -0.7406923 | -3.4961479 |
| 16.93068 | 23.53123 | 0.6299500 | 3.531253 | 20.77331 | -0.6265994 | -1.7042419 | -3.6548738 |
| 20.51337 | 24.38227 | 0.1620822 | 5.816563 | 25.27942 | 1.6976414 | -0.7325304 | -4.0343224 |
| 15.48107 | 24.46612 | 3.1658981 | 9.731507 | 24.41488 | 1.3379440 | -0.5033954 | -2.6771017 |
| 16.21625 | 26.93746 | 1.0658522 | 7.491630 | 26.16054 | 2.0769460 | 0.2505225 | -0.7313287 |
| 17.93845 | 25.05666 | 0.1424226 | 6.472352 | 23.90103 | 0.6470705 | -1.3000921 | -2.6395764 |
| 17.94445 | 29.16602 | 1.2293357 | 7.594125 | 26.48468 | 4.4767964 | 1.0636180 | -1.6448847 |
| 18.40147 | 23.33905 | -0.3683401 | 4.923390 | 24.62149 | -1.3676625 | -2.2852174 | -3.1994836 |
| 16.68469 | 26.23779 | -0.4745919 | 6.105395 | 24.74796 | 6.0979596 | 0.0527510 | -3.7649722 |
| 17.82684 | 26.05301 | 3.0957035 | 8.585529 | 26.04507 | 3.9137205 | 1.0458707 | -0.3450920 |
| 19.53339 | 27.75574 | 1.6786719 | 7.467454 | 23.69200 | 1.1470982 | -0.9224249 | -3.0465103 |
| 15.69548 | 26.80609 | 1.6357367 | 6.036035 | 24.98632 | 0.2560213 | -1.1842859 | -4.1261042 |
| 19.05402 | 25.99491 | 2.3554030 | 9.208215 | 26.83849 | 1.7182748 | 0.3244953 | -1.3719689 |
| 16.84614 | 26.95408 | 3.2112547 | 5.683189 | 27.70089 | 1.9846547 | 0.2821700 | -2.0255798 |
| 18.48338 | 26.28500 | 0.2617204 | 6.267310 | 26.49172 | 1.1415532 | -0.1367054 | -1.4060606 |
| 19.09162 | 28.74591 | 1.3059028 | 9.619646 | 27.50137 | 1.9629104 | 0.8653961 | -0.1220411 |
| 17.79568 | 26.84912 | 2.1143709 | 6.449916 | 23.96861 | 0.9856166 | -0.3193986 | -1.3720380 |
| 15.37953 | 23.53410 | 0.3286267 | 7.019684 | 25.58602 | 2.6268679 | 0.5561640 | -1.1261039 |
| 17.39281 | 25.48290 | 2.1805228 | 6.623746 | 22.45086 | 2.8106093 | 0.0667403 | -4.5850397 |
| 16.45285 | 28.78477 | 3.6690315 | 6.893454 | 25.02330 | 3.7294891 | 0.6663978 | -2.1942587 |
| 17.53446 | 23.97728 | -0.0174574 | 6.100665 | 26.75807 | 0.9431501 | -1.0810590 | -3.1836575 |
| 18.40110 | 25.12758 | 0.8806558 | 6.111708 | 24.06934 | 2.6482979 | 0.7392927 | -1.8024746 |
| 18.83751 | 27.69004 | 1.9342509 | 8.776702 | 27.62099 | 3.2499779 | 1.1030748 | -0.3251179 |
| 19.05351 | 27.39451 | 4.7454350 | 7.939088 | 28.73094 | 7.7847023 | 2.1236842 | -2.7483065 |
| 15.24813 | 24.88086 | 2.5609754 | 6.882883 | 25.66102 | 2.4449501 | 1.1098858 | -1.1852204 |
| 18.57480 | 24.12816 | 1.2926706 | 7.591493 | 26.38046 | 2.8978447 | -0.3040632 | -3.5233279 |
| 17.67927 | 26.51477 | 0.5477486 | 6.966556 | 27.81828 | 0.9644662 | -0.0395778 | -0.7801338 |
| 17.02963 | 23.08330 | 1.8238434 | 5.672005 | 26.94334 | 1.1346701 | -0.6816888 | -2.2512307 |
| 14.39084 | 27.97944 | 0.2399312 | 8.520981 | 26.17315 | -0.1416610 | -2.0472268 | -5.2058293 |
| 17.68569 | 25.42705 | 3.4515416 | 7.143611 | 24.13299 | 2.2846251 | 0.0196170 | -1.8453273 |
| 16.70365 | 27.82257 | 1.9854128 | 7.043689 | 27.13283 | 2.5789370 | 0.4000453 | -3.0748854 |
| 18.80520 | 28.64056 | 2.3963436 | 7.280288 | 27.97663 | 4.2629989 | 1.6526318 | -2.7317832 |
| 16.80078 | 26.45738 | 2.4464484 | 7.038185 | 27.23731 | 0.2201391 | -0.7175662 | -2.1133842 |
| 18.81486 | 27.92091 | 2.0332856 | 9.855329 | 25.77409 | 2.9091643 | -0.1101788 | -1.9592823 |
| 16.79615 | 25.54095 | 0.5987328 | 5.032914 | 23.99961 | 2.1326716 | -0.3793714 | -3.8892838 |
| 16.57289 | 27.27716 | 3.1393510 | 7.000362 | 27.76062 | 3.5789570 | 0.7511591 | -2.5662798 |
| 14.67698 | 27.60082 | -0.5449815 | 5.135485 | 25.91955 | 1.6279386 | 0.2432148 | -1.3903127 |
| 18.37433 | 26.19699 | 0.4574576 | 7.004349 | 26.10535 | 1.8884200 | -0.8692848 | -5.3842920 |
| 17.98049 | 23.29941 | 0.0684832 | 6.912166 | 25.97694 | 1.6175356 | 0.1665967 | -1.5830300 |
| 17.99944 | 25.45838 | 2.5523704 | 7.231158 | 27.22387 | 0.5736756 | -0.3881383 | -2.2974968 |
| 15.10365 | 27.65541 | -1.8327140 | 5.301184 | 23.61019 | 1.7445390 | -0.6865125 | -4.2417908 |
| 16.68497 | 26.05615 | 3.9329909 | 6.428981 | 26.01585 | 0.2059250 | -0.7164455 | -2.8068202 |
| 19.29722 | 26.99836 | 2.1189054 | 7.718013 | 23.01546 | 2.5316256 | 0.3145071 | -1.2061828 |
| 17.95746 | 26.78742 | 0.6624752 | 8.356586 | 27.41943 | 0.9255178 | -0.8286321 | -2.4375175 |
| 15.38194 | 24.82789 | 2.6465457 | 7.318806 | 25.88283 | -0.4781159 | -1.2318487 | -2.0860426 |
| 17.82830 | 26.03106 | 0.7576713 | 9.519361 | 27.58065 | 2.9262954 | -0.1883341 | -1.9376233 |
| 17.73146 | 29.41319 | 2.8689193 | 8.183223 | 26.07666 | 2.0939928 | 0.6299826 | -1.2861387 |
| 16.88369 | 25.65683 | 4.5921375 | 7.422401 | 25.40527 | 4.2787161 | -1.0760088 | -4.6568228 |
| 18.33067 | 24.07494 | 2.9336155 | 5.831213 | 24.42176 | -0.1642715 | -1.6548635 | -2.5920190 |
| 16.90490 | 24.94543 | 2.5011056 | 5.252057 | 21.33156 | 0.3024168 | -2.3372347 | -4.0436274 |
| 17.86249 | 25.53984 | 0.9491972 | 7.000449 | 24.31712 | 2.1746251 | -0.5720097 | -4.0173380 |
| 19.39986 | 30.24018 | 2.7368733 | 7.073596 | 25.51872 | 2.6949331 | 0.3144527 | -3.4757975 |
| 18.15626 | 26.12171 | 3.5399085 | 9.227617 | 29.35678 | 4.4248392 | 1.2686358 | -1.6794926 |
| 18.84095 | 28.59273 | 3.5377238 | 10.279894 | 26.13401 | 4.8256503 | 1.8490390 | -0.6592515 |
| 17.16599 | 23.40135 | 1.0855503 | 7.514370 | 24.87135 | -2.3527102 | -3.0068889 | -3.9374196 |
| 16.54125 | 27.59207 | 1.8669182 | 6.067603 | 25.50510 | 1.4395623 | -0.0243524 | -1.2716368 |
| 17.58750 | 26.92288 | 2.4897342 | 9.363329 | 29.19711 | 2.5983107 | 0.0420921 | -1.6614949 |
| 18.76508 | 28.08030 | 1.7513493 | 7.135127 | 23.97486 | 2.7452496 | 0.9648066 | -1.1992133 |
| 18.44745 | 25.99039 | 2.4873303 | 5.757957 | 25.67087 | 2.6793341 | 0.7158522 | -0.6481758 |
KOL2 - 2. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 15.41528 | 18.08700 | -0.8747228 | 6.444201 | 14.96334 | 0.3104004 | -1.6112677 | -3.1288243 |
| 12.87561 | 17.87988 | 1.8962229 | 7.080920 | 15.11494 | 3.1860294 | 0.2470613 | -4.6432135 |
| 16.88668 | 18.19875 | 1.9167807 | 8.812086 | 14.87743 | 2.4053719 | 0.3785376 | -2.6611484 |
| 15.43044 | 17.91064 | -0.4022864 | 6.310859 | 17.42026 | 2.1684082 | -0.0401248 | -2.5109308 |
| 17.26914 | 18.52420 | 2.1009135 | 9.689999 | 16.02562 | 3.2632460 | -0.5482680 | -2.6703304 |
| 12.74448 | 16.91427 | 0.3270193 | 8.142034 | 14.48036 | 1.4620277 | -0.5968301 | -2.2467803 |
| 14.78234 | 17.36867 | 2.1587454 | 7.728342 | 21.50718 | 0.6817895 | -0.4028478 | -1.4488695 |
| 20.53284 | 20.12799 | 2.0665697 | 9.476572 | 15.33952 | 2.1463474 | 0.6002055 | -0.6333947 |
| 13.63752 | 15.10389 | 1.6481932 | 6.242623 | 14.46695 | -0.3201396 | -1.8094984 | -2.9893491 |
| 15.84256 | 20.81838 | -0.1539828 | 6.812369 | 18.62078 | 1.6925251 | -0.1784229 | -2.4027524 |
| 20.03253 | 18.39167 | 1.0850506 | 9.057092 | 16.26609 | 1.6362119 | 0.5462189 | -2.2127043 |
| 14.64944 | 18.45683 | 0.1595343 | 6.611849 | 14.50447 | -1.6987125 | -2.6686579 | -4.4334748 |
| 16.93853 | 17.25924 | 1.6745140 | 7.004975 | 15.88346 | 0.5426026 | -1.6375534 | -3.5508928 |
| 16.56106 | 17.71096 | 0.8631610 | 5.530172 | 15.97231 | 2.3508034 | -0.4744200 | -2.5122370 |
| 18.28249 | 17.93214 | 0.9089244 | 7.133486 | 17.71374 | 0.2573373 | -0.4965040 | -1.4436495 |
| 17.45672 | 16.88840 | -1.1196450 | 8.900003 | 17.60447 | 1.1592614 | -1.5953749 | -3.5295456 |
| 14.60187 | 23.49135 | 2.8905088 | 8.851157 | 15.84016 | 1.3182936 | -0.0258475 | -2.3625420 |
| 13.76268 | 19.65865 | -0.2304602 | 8.620846 | 13.33180 | 0.3398091 | -1.5911335 | -2.8144612 |
| 15.29921 | 18.28492 | 1.8764195 | 6.352308 | 16.06799 | 1.3587508 | -2.1866174 | -4.6553392 |
| 15.21786 | 17.73858 | 1.4959624 | 8.715380 | 17.28020 | 2.8311202 | -0.5046647 | -1.8663995 |
| 18.54313 | 17.53689 | 2.1453225 | 9.069886 | 17.55211 | 0.8175246 | -1.0605028 | -3.3282057 |
| 12.90222 | 20.58645 | -1.0702118 | 7.992981 | 15.69029 | 0.4352729 | -1.1605735 | -3.6941104 |
| 15.71347 | 17.78193 | -1.7007290 | 6.560880 | 16.59370 | 2.0815869 | -0.6096344 | -2.4047661 |
| 15.24091 | 15.60566 | -0.0379391 | 6.919490 | 16.04050 | 1.8010760 | -0.6010894 | -1.9989957 |
| 15.60383 | 21.02563 | -0.7502677 | 7.785351 | 18.83962 | 4.1443248 | 0.7426587 | -4.8823831 |
| 15.95038 | 21.16559 | 0.6142149 | 7.061746 | 14.29067 | 2.4939561 | 0.5032221 | -0.7998506 |
| 14.67277 | 22.38494 | 1.2907477 | 8.525713 | 14.55390 | 3.7079715 | 1.1680096 | -3.8606228 |
| 15.27533 | 20.12875 | 1.8919193 | 7.659064 | 18.11893 | 5.3205798 | 1.7837574 | -0.0523494 |
| 17.13603 | 19.61949 | 2.2566074 | 6.465480 | 18.83707 | 3.6165829 | 1.1536987 | -0.1118590 |
| 16.06919 | 21.18354 | 0.9221064 | 5.285808 | 17.58209 | 4.5375678 | 0.6886243 | -1.7966614 |
| 16.88814 | 14.49090 | 1.1200569 | 6.460737 | 17.63111 | 1.9869770 | 0.8550828 | -0.2768144 |
| 10.40978 | 18.18376 | 0.0483722 | 8.786315 | 14.53911 | 1.7201192 | -0.2470951 | -3.2852479 |
| 15.55370 | 21.65372 | -1.5519369 | 11.598119 | 17.46842 | 1.6344018 | -1.1745555 | -3.7535471 |
| 16.49762 | 21.60401 | 2.7981318 | 9.172910 | 17.56434 | 4.1180973 | 2.7617970 | -0.2423238 |
KOL2 - 3. model
| KVIZ | DZ | KOL1 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|---|
| 13.016315 | 20.25343 | 34.73869 | 0.9613718 | 7.859148 | 19.93649 | 2.6121990 | -0.6934755 | -3.5048013 |
| 13.060989 | 17.95382 | 34.76148 | 1.6979613 | 8.272793 | 19.65909 | -0.5150349 | -1.1148721 | -2.0100787 |
| 13.402880 | 19.63082 | 41.98222 | 1.1835775 | 7.650257 | 17.68980 | 3.5628601 | 1.6513211 | -0.9946736 |
| 12.076203 | 17.90597 | 36.69742 | 1.0561997 | 7.722809 | 23.87013 | 4.0980546 | -0.0941542 | -3.1627056 |
| 12.662654 | 18.89462 | 35.81080 | 1.8905470 | 7.784195 | 16.71321 | 1.8020766 | 0.2276925 | -0.9852539 |
| 11.911984 | 21.43638 | 36.78573 | 2.8624210 | 8.136973 | 19.57117 | 4.2128689 | 0.9780304 | -0.6971276 |
| 10.189834 | 17.97433 | 36.81749 | 2.4764334 | 7.521463 | 21.23141 | 3.2688651 | 0.8861469 | -0.8430671 |
| 10.222480 | 19.65081 | 36.91217 | 0.8796327 | 4.576850 | 19.59020 | 1.3076623 | 0.2707591 | -0.8460606 |
| 14.865712 | 18.95518 | 35.36769 | 1.3721556 | 7.329224 | 21.25063 | 2.0619634 | 0.1780497 | -2.4800341 |
| 13.593050 | 18.60407 | 35.30648 | 1.7816460 | 8.232371 | 20.00626 | 2.0335500 | -0.7982068 | -2.9835735 |
| 12.018587 | 16.98151 | 36.96040 | 1.6447411 | 6.722904 | 21.78557 | 0.0331253 | -1.2600851 | -3.4501202 |
| 11.094711 | 20.98562 | 31.90591 | 0.1576461 | 6.608190 | 20.08839 | 0.8784541 | -0.2455563 | -1.6775512 |
| 13.547091 | 18.35192 | 37.81843 | 2.2884718 | 7.552322 | 20.67067 | 0.2358495 | -0.8762016 | -2.2846536 |
| 9.911297 | 17.69272 | 38.86747 | 0.3349610 | 7.306130 | 22.66366 | 2.0152218 | -0.5315599 | -1.9914713 |
| 11.804367 | 20.78137 | 38.46504 | -0.1205851 | 7.359896 | 24.23032 | 4.2060847 | 0.6045627 | -2.0528017 |
| 11.192047 | 17.27582 | 35.34139 | 0.4586819 | 6.641569 | 20.68495 | 0.8661835 | -0.7565518 | -2.2230373 |
| 13.037803 | 20.79762 | 36.55730 | 1.5252912 | 8.215175 | 21.58836 | 2.9330232 | 0.1206480 | -2.9911476 |
| 11.043877 | 19.71967 | 37.98186 | 1.0030752 | 7.604594 | 19.25366 | 0.9247495 | -0.9366124 | -2.8875297 |
| 10.227204 | 18.94904 | 37.41669 | 0.9600621 | 6.524252 | 17.40923 | 1.4122919 | -1.0666833 | -2.7145203 |
| 13.813985 | 20.37618 | 36.75038 | 1.5668651 | 6.550379 | 20.46456 | 7.9564783 | 1.9130166 | -1.1387866 |
| 12.344625 | 18.24060 | 38.71877 | 0.6776992 | 6.761842 | 19.25223 | 0.9783060 | -0.3995909 | -2.5690179 |
| 11.882642 | 17.43136 | 34.45217 | -0.1632843 | 7.342630 | 20.70527 | 0.5643224 | -0.8393811 | -2.9912668 |
| 12.639166 | 20.47531 | 39.21155 | 0.9000378 | 8.570562 | 20.33095 | 1.4098565 | -0.7165251 | -3.2545931 |
| 13.684077 | 19.78454 | 36.99220 | 1.1320082 | 9.052545 | 21.06412 | 1.4938118 | 0.6517049 | -0.5150539 |
| 13.545463 | 17.72826 | 37.87611 | 1.1709631 | 6.354228 | 21.31570 | 2.4944665 | -0.0287732 | -1.3948476 |
| 14.273197 | 19.12681 | 36.10433 | 0.7192994 | 8.184378 | 22.59625 | 3.8873928 | 0.7359644 | -2.4892081 |
KOL2 - 4. model
| KVIZ | DZ | KOL1 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|---|
| 11.466025 | 14.99905 | 27.69999 | 0.6290912 | 8.264478 | 16.38688 | 4.9867980 | 0.1051007 | -4.068808 |
| 9.805953 | 12.91832 | 28.70321 | -0.4788642 | 6.263139 | 14.03999 | 1.3465019 | -0.5764648 | -1.929082 |
| 9.114430 | 12.96581 | 30.58340 | -0.4468037 | 7.204419 | 15.22330 | 0.5047724 | -0.2256561 | -1.097126 |
| 10.639095 | 13.84098 | 27.95594 | -0.7395462 | 7.781551 | 15.77413 | 3.9990356 | -0.3386342 | -2.513793 |
| 11.475172 | 14.51892 | 28.75172 | -0.5753206 | 7.646945 | 13.41525 | 3.1639324 | -0.3149698 | -2.537336 |
| 9.662475 | 15.47465 | 27.44443 | 0.3602154 | 7.064261 | 15.43014 | 1.8925544 | 0.2109410 | -1.799968 |
| 10.741758 | 13.67667 | 30.49017 | 0.1313849 | 9.050924 | 15.90671 | 3.7147439 | 1.0021489 | -1.687493 |
| 11.726997 | 16.95541 | 29.85495 | 0.6217170 | 10.563739 | 16.73345 | 2.3192116 | 1.7962523 | 1.136326 |
| 12.257462 | 16.80963 | 27.18902 | -0.0449252 | 7.550513 | 17.96122 | 2.5730402 | 0.2954425 | -2.853284 |
| 12.207620 | 15.19112 | 30.86308 | 0.7648813 | 6.941440 | 13.42220 | 2.2239152 | -0.5419578 | -2.917923 |
Column 2
KOL2 - 1. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 16.00648 | 28.04226 | -0.2191564 | 5.552572 | 22.74182 | 1.5852585 | -1.9825611 | -3.8839328 |
| 17.78530 | 28.03936 | 1.0233481 | 6.964920 | 26.55959 | 3.9361054 | 0.2041825 | -3.3616741 |
| 18.03259 | 29.33658 | 1.8162267 | 8.842549 | 25.46100 | 5.4689006 | 1.5820034 | -1.7762944 |
| 17.67952 | 26.82643 | 0.6853726 | 9.041414 | 25.35431 | 2.9547626 | 0.3486366 | -0.8273970 |
| 19.16593 | 26.40440 | 0.5888559 | 8.534728 | 24.56414 | 1.4137242 | -0.0947765 | -2.1381288 |
| 14.04009 | 22.66756 | 1.9052550 | 7.797461 | 24.41089 | 0.2454531 | -1.3660330 | -3.1050996 |
| 17.95661 | 23.65316 | 1.8628348 | 5.345080 | 25.43654 | 3.7170552 | 0.6658255 | -3.5874236 |
| 15.84313 | 26.40912 | 2.1489505 | 9.605344 | 25.93829 | 0.3137191 | -1.9300063 | -5.2032321 |
| 15.10619 | 24.65483 | 1.9736255 | 6.008171 | 25.58037 | 0.4463231 | -1.1745222 | -2.9295405 |
| 18.41697 | 28.24784 | 3.1985198 | 6.719307 | 28.20366 | 2.6380393 | 0.5842913 | -1.0766979 |
| 19.52722 | 25.49424 | 3.2324754 | 8.473352 | 24.16307 | 5.0209718 | 2.0664565 | 0.1499121 |
| 17.51324 | 25.58426 | 2.4414063 | 6.813322 | 25.17628 | 1.3844393 | -0.6081386 | -3.4195970 |
| 16.69359 | 23.35950 | 0.9880225 | 6.077559 | 27.54765 | 2.9431923 | -0.5427928 | -1.9909907 |
| 18.52518 | 27.11431 | 2.4134074 | 7.215994 | 26.03832 | 1.5603760 | -0.4685200 | -2.3727956 |
| 19.29023 | 21.93848 | 0.3405894 | 6.752311 | 25.66083 | 2.2777546 | -0.1614256 | -1.2650206 |
| 19.41735 | 26.04539 | 2.9116880 | 7.462291 | 27.18595 | 2.8369294 | 0.0159102 | -1.8564249 |
| 15.17192 | 26.88535 | 0.4389943 | 3.460085 | 26.14997 | 1.5111091 | -1.4474696 | -4.3130970 |
| 15.76043 | 26.49167 | 2.3462551 | 6.635940 | 24.10778 | 0.6735498 | -0.4026738 | -2.6982505 |
| 18.10465 | 28.12596 | 2.6340770 | 6.440809 | 26.93521 | 2.4961996 | -0.3724321 | -3.0674677 |
| 16.69319 | 25.51674 | 3.5982683 | 7.241709 | 26.70818 | 1.8029504 | -0.3008876 | -1.8092399 |
| 16.14147 | 25.27622 | 3.7988419 | 7.728632 | 28.28372 | 1.1548754 | -0.4327349 | -2.3703336 |
| 15.28612 | 27.61121 | 1.6112846 | 7.139526 | 26.58400 | 1.7818646 | -0.3860488 | -2.2324248 |
| 16.05203 | 25.50560 | -0.5367212 | 7.970673 | 25.24467 | 2.6273311 | -1.8048705 | -5.1385867 |
| 15.56784 | 25.38414 | 1.0839104 | 5.992325 | 25.98108 | 1.6541419 | 0.0321094 | -1.9358219 |
| 16.93444 | 29.45994 | -1.4505888 | 8.064209 | 28.38314 | 2.2962497 | -0.1601903 | -3.7099305 |
| 15.05578 | 24.82351 | 2.1418639 | 7.098653 | 22.40498 | 1.5912456 | -0.9311309 | -3.9401196 |
| 15.46257 | 25.77943 | 1.1526663 | 7.570276 | 23.55420 | 1.4347437 | 0.0802090 | -2.5093488 |
| 14.97415 | 26.13098 | -0.0110104 | 7.863815 | 25.18172 | 2.0009923 | 0.8441365 | -0.1356815 |
| 15.34600 | 24.20667 | 1.6483423 | 7.074518 | 26.37810 | 1.1743972 | -0.9395955 | -3.7833840 |
| 17.61968 | 25.61890 | 1.4482786 | 3.925068 | 25.28530 | 3.9885702 | 0.7780501 | -3.0353231 |
| 17.13121 | 26.94520 | 3.3958747 | 3.830134 | 28.25859 | 2.1639840 | 0.3898829 | -2.8004041 |
| 16.04771 | 23.00705 | 0.7921515 | 8.414723 | 26.85016 | 1.3297360 | -0.6160511 | -1.9325541 |
| 16.05430 | 24.08559 | -0.9188731 | 12.162125 | 25.19520 | 0.5483420 | -1.6060302 | -2.8658455 |
| 17.84827 | 27.07958 | 5.2540306 | 7.406751 | 26.95669 | 3.3957641 | 1.8072083 | -1.1128123 |
| 17.25125 | 27.09310 | 1.5612520 | 6.389088 | 27.43148 | 5.2184278 | -0.6497954 | -3.5558436 |
| 13.84830 | 25.36847 | 0.7904462 | 4.529029 | 25.01215 | 0.9008806 | -1.6301312 | -2.9927574 |
| 15.42013 | 27.46961 | 2.4691710 | 7.161984 | 29.09016 | -0.2771965 | -1.2652227 | -2.3403554 |
| 15.39451 | 27.46318 | 1.3388953 | 6.283156 | 30.89153 | 5.0539724 | 2.3057537 | -0.6433408 |
| 17.17305 | 27.64395 | 0.8024413 | 9.163427 | 27.25348 | 5.0351654 | 1.8635007 | -0.2801155 |
| 16.83124 | 26.75256 | 1.2084276 | 6.272831 | 27.18160 | 1.7687409 | -0.2578176 | -1.9323433 |
| 16.20879 | 25.27283 | 2.9693032 | 6.635154 | 28.54558 | 1.7628070 | -0.7406923 | -3.4961479 |
| 16.93068 | 23.53123 | 0.6299500 | 3.531253 | 20.77331 | -0.6265994 | -1.7042419 | -3.6548738 |
| 20.51337 | 24.38227 | 0.1620822 | 5.816563 | 25.27942 | 1.6976414 | -0.7325304 | -4.0343224 |
| 15.48107 | 24.46612 | 3.1658981 | 9.731507 | 24.41488 | 1.3379440 | -0.5033954 | -2.6771017 |
| 16.21625 | 26.93746 | 1.0658522 | 7.491630 | 26.16054 | 2.0769460 | 0.2505225 | -0.7313287 |
| 17.93845 | 25.05666 | 0.1424226 | 6.472352 | 23.90103 | 0.6470705 | -1.3000921 | -2.6395764 |
| 17.94445 | 29.16602 | 1.2293357 | 7.594125 | 26.48468 | 4.4767964 | 1.0636180 | -1.6448847 |
| 18.40147 | 23.33905 | -0.3683401 | 4.923390 | 24.62149 | -1.3676625 | -2.2852174 | -3.1994836 |
| 16.68469 | 26.23779 | -0.4745919 | 6.105395 | 24.74796 | 6.0979596 | 0.0527510 | -3.7649722 |
| 17.82684 | 26.05301 | 3.0957035 | 8.585529 | 26.04507 | 3.9137205 | 1.0458707 | -0.3450920 |
| 19.53339 | 27.75574 | 1.6786719 | 7.467454 | 23.69200 | 1.1470982 | -0.9224249 | -3.0465103 |
| 15.69548 | 26.80609 | 1.6357367 | 6.036035 | 24.98632 | 0.2560213 | -1.1842859 | -4.1261042 |
| 19.05402 | 25.99491 | 2.3554030 | 9.208215 | 26.83849 | 1.7182748 | 0.3244953 | -1.3719689 |
| 16.84614 | 26.95408 | 3.2112547 | 5.683189 | 27.70089 | 1.9846547 | 0.2821700 | -2.0255798 |
| 18.48338 | 26.28500 | 0.2617204 | 6.267310 | 26.49172 | 1.1415532 | -0.1367054 | -1.4060606 |
| 19.09162 | 28.74591 | 1.3059028 | 9.619646 | 27.50137 | 1.9629104 | 0.8653961 | -0.1220411 |
| 17.79568 | 26.84912 | 2.1143709 | 6.449916 | 23.96861 | 0.9856166 | -0.3193986 | -1.3720380 |
| 15.37953 | 23.53410 | 0.3286267 | 7.019684 | 25.58602 | 2.6268679 | 0.5561640 | -1.1261039 |
| 17.39281 | 25.48290 | 2.1805228 | 6.623746 | 22.45086 | 2.8106093 | 0.0667403 | -4.5850397 |
| 16.45285 | 28.78477 | 3.6690315 | 6.893454 | 25.02330 | 3.7294891 | 0.6663978 | -2.1942587 |
| 17.53446 | 23.97728 | -0.0174574 | 6.100665 | 26.75807 | 0.9431501 | -1.0810590 | -3.1836575 |
| 18.40110 | 25.12758 | 0.8806558 | 6.111708 | 24.06934 | 2.6482979 | 0.7392927 | -1.8024746 |
| 18.83751 | 27.69004 | 1.9342509 | 8.776702 | 27.62099 | 3.2499779 | 1.1030748 | -0.3251179 |
| 19.05351 | 27.39451 | 4.7454350 | 7.939088 | 28.73094 | 7.7847023 | 2.1236842 | -2.7483065 |
| 15.24813 | 24.88086 | 2.5609754 | 6.882883 | 25.66102 | 2.4449501 | 1.1098858 | -1.1852204 |
| 18.57480 | 24.12816 | 1.2926706 | 7.591493 | 26.38046 | 2.8978447 | -0.3040632 | -3.5233279 |
| 17.67927 | 26.51477 | 0.5477486 | 6.966556 | 27.81828 | 0.9644662 | -0.0395778 | -0.7801338 |
| 17.02963 | 23.08330 | 1.8238434 | 5.672005 | 26.94334 | 1.1346701 | -0.6816888 | -2.2512307 |
| 14.39084 | 27.97944 | 0.2399312 | 8.520981 | 26.17315 | -0.1416610 | -2.0472268 | -5.2058293 |
| 17.68569 | 25.42705 | 3.4515416 | 7.143611 | 24.13299 | 2.2846251 | 0.0196170 | -1.8453273 |
| 16.70365 | 27.82257 | 1.9854128 | 7.043689 | 27.13283 | 2.5789370 | 0.4000453 | -3.0748854 |
| 18.80520 | 28.64056 | 2.3963436 | 7.280288 | 27.97663 | 4.2629989 | 1.6526318 | -2.7317832 |
| 16.80078 | 26.45738 | 2.4464484 | 7.038185 | 27.23731 | 0.2201391 | -0.7175662 | -2.1133842 |
| 18.81486 | 27.92091 | 2.0332856 | 9.855329 | 25.77409 | 2.9091643 | -0.1101788 | -1.9592823 |
| 16.79615 | 25.54095 | 0.5987328 | 5.032914 | 23.99961 | 2.1326716 | -0.3793714 | -3.8892838 |
| 16.57289 | 27.27716 | 3.1393510 | 7.000362 | 27.76062 | 3.5789570 | 0.7511591 | -2.5662798 |
| 14.67698 | 27.60082 | -0.5449815 | 5.135485 | 25.91955 | 1.6279386 | 0.2432148 | -1.3903127 |
| 18.37433 | 26.19699 | 0.4574576 | 7.004349 | 26.10535 | 1.8884200 | -0.8692848 | -5.3842920 |
| 17.98049 | 23.29941 | 0.0684832 | 6.912166 | 25.97694 | 1.6175356 | 0.1665967 | -1.5830300 |
| 17.99944 | 25.45838 | 2.5523704 | 7.231158 | 27.22387 | 0.5736756 | -0.3881383 | -2.2974968 |
| 15.10365 | 27.65541 | -1.8327140 | 5.301184 | 23.61019 | 1.7445390 | -0.6865125 | -4.2417908 |
| 16.68497 | 26.05615 | 3.9329909 | 6.428981 | 26.01585 | 0.2059250 | -0.7164455 | -2.8068202 |
| 19.29722 | 26.99836 | 2.1189054 | 7.718013 | 23.01546 | 2.5316256 | 0.3145071 | -1.2061828 |
| 17.95746 | 26.78742 | 0.6624752 | 8.356586 | 27.41943 | 0.9255178 | -0.8286321 | -2.4375175 |
| 15.38194 | 24.82789 | 2.6465457 | 7.318806 | 25.88283 | -0.4781159 | -1.2318487 | -2.0860426 |
| 17.82830 | 26.03106 | 0.7576713 | 9.519361 | 27.58065 | 2.9262954 | -0.1883341 | -1.9376233 |
| 17.73146 | 29.41319 | 2.8689193 | 8.183223 | 26.07666 | 2.0939928 | 0.6299826 | -1.2861387 |
| 16.88369 | 25.65683 | 4.5921375 | 7.422401 | 25.40527 | 4.2787161 | -1.0760088 | -4.6568228 |
| 18.33067 | 24.07494 | 2.9336155 | 5.831213 | 24.42176 | -0.1642715 | -1.6548635 | -2.5920190 |
| 16.90490 | 24.94543 | 2.5011056 | 5.252057 | 21.33156 | 0.3024168 | -2.3372347 | -4.0436274 |
| 17.86249 | 25.53984 | 0.9491972 | 7.000449 | 24.31712 | 2.1746251 | -0.5720097 | -4.0173380 |
| 19.39986 | 30.24018 | 2.7368733 | 7.073596 | 25.51872 | 2.6949331 | 0.3144527 | -3.4757975 |
| 18.15626 | 26.12171 | 3.5399085 | 9.227617 | 29.35678 | 4.4248392 | 1.2686358 | -1.6794926 |
| 18.84095 | 28.59273 | 3.5377238 | 10.279894 | 26.13401 | 4.8256503 | 1.8490390 | -0.6592515 |
| 17.16599 | 23.40135 | 1.0855503 | 7.514370 | 24.87135 | -2.3527102 | -3.0068889 | -3.9374196 |
| 16.54125 | 27.59207 | 1.8669182 | 6.067603 | 25.50510 | 1.4395623 | -0.0243524 | -1.2716368 |
| 17.58750 | 26.92288 | 2.4897342 | 9.363329 | 29.19711 | 2.5983107 | 0.0420921 | -1.6614949 |
| 18.76508 | 28.08030 | 1.7513493 | 7.135127 | 23.97486 | 2.7452496 | 0.9648066 | -1.1992133 |
| 18.44745 | 25.99039 | 2.4873303 | 5.757957 | 25.67087 | 2.6793341 | 0.7158522 | -0.6481758 |
KOL2 - 2. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 15.41528 | 18.08700 | -0.8747228 | 6.444201 | 14.96334 | 0.3104004 | -1.6112677 | -3.1288243 |
| 12.87561 | 17.87988 | 1.8962229 | 7.080920 | 15.11494 | 3.1860294 | 0.2470613 | -4.6432135 |
| 16.88668 | 18.19875 | 1.9167807 | 8.812086 | 14.87743 | 2.4053719 | 0.3785376 | -2.6611484 |
| 15.43044 | 17.91064 | -0.4022864 | 6.310859 | 17.42026 | 2.1684082 | -0.0401248 | -2.5109308 |
| 17.26914 | 18.52420 | 2.1009135 | 9.689999 | 16.02562 | 3.2632460 | -0.5482680 | -2.6703304 |
| 12.74448 | 16.91427 | 0.3270193 | 8.142034 | 14.48036 | 1.4620277 | -0.5968301 | -2.2467803 |
| 14.78234 | 17.36867 | 2.1587454 | 7.728342 | 21.50718 | 0.6817895 | -0.4028478 | -1.4488695 |
| 20.53284 | 20.12799 | 2.0665697 | 9.476572 | 15.33952 | 2.1463474 | 0.6002055 | -0.6333947 |
| 13.63752 | 15.10389 | 1.6481932 | 6.242623 | 14.46695 | -0.3201396 | -1.8094984 | -2.9893491 |
| 15.84256 | 20.81838 | -0.1539828 | 6.812369 | 18.62078 | 1.6925251 | -0.1784229 | -2.4027524 |
| 20.03253 | 18.39167 | 1.0850506 | 9.057092 | 16.26609 | 1.6362119 | 0.5462189 | -2.2127043 |
| 14.64944 | 18.45683 | 0.1595343 | 6.611849 | 14.50447 | -1.6987125 | -2.6686579 | -4.4334748 |
| 16.93853 | 17.25924 | 1.6745140 | 7.004975 | 15.88346 | 0.5426026 | -1.6375534 | -3.5508928 |
| 16.56106 | 17.71096 | 0.8631610 | 5.530172 | 15.97231 | 2.3508034 | -0.4744200 | -2.5122370 |
| 18.28249 | 17.93214 | 0.9089244 | 7.133486 | 17.71374 | 0.2573373 | -0.4965040 | -1.4436495 |
| 17.45672 | 16.88840 | -1.1196450 | 8.900003 | 17.60447 | 1.1592614 | -1.5953749 | -3.5295456 |
| 14.60187 | 23.49135 | 2.8905088 | 8.851157 | 15.84016 | 1.3182936 | -0.0258475 | -2.3625420 |
| 13.76268 | 19.65865 | -0.2304602 | 8.620846 | 13.33180 | 0.3398091 | -1.5911335 | -2.8144612 |
| 15.29921 | 18.28492 | 1.8764195 | 6.352308 | 16.06799 | 1.3587508 | -2.1866174 | -4.6553392 |
| 15.21786 | 17.73858 | 1.4959624 | 8.715380 | 17.28020 | 2.8311202 | -0.5046647 | -1.8663995 |
| 18.54313 | 17.53689 | 2.1453225 | 9.069886 | 17.55211 | 0.8175246 | -1.0605028 | -3.3282057 |
| 12.90222 | 20.58645 | -1.0702118 | 7.992981 | 15.69029 | 0.4352729 | -1.1605735 | -3.6941104 |
| 15.71347 | 17.78193 | -1.7007290 | 6.560880 | 16.59370 | 2.0815869 | -0.6096344 | -2.4047661 |
| 15.24091 | 15.60566 | -0.0379391 | 6.919490 | 16.04050 | 1.8010760 | -0.6010894 | -1.9989957 |
| 15.60383 | 21.02563 | -0.7502677 | 7.785351 | 18.83962 | 4.1443248 | 0.7426587 | -4.8823831 |
| 15.95038 | 21.16559 | 0.6142149 | 7.061746 | 14.29067 | 2.4939561 | 0.5032221 | -0.7998506 |
| 14.67277 | 22.38494 | 1.2907477 | 8.525713 | 14.55390 | 3.7079715 | 1.1680096 | -3.8606228 |
| 15.27533 | 20.12875 | 1.8919193 | 7.659064 | 18.11893 | 5.3205798 | 1.7837574 | -0.0523494 |
| 17.13603 | 19.61949 | 2.2566074 | 6.465480 | 18.83707 | 3.6165829 | 1.1536987 | -0.1118590 |
| 16.06919 | 21.18354 | 0.9221064 | 5.285808 | 17.58209 | 4.5375678 | 0.6886243 | -1.7966614 |
| 16.88814 | 14.49090 | 1.1200569 | 6.460737 | 17.63111 | 1.9869770 | 0.8550828 | -0.2768144 |
| 10.40978 | 18.18376 | 0.0483722 | 8.786315 | 14.53911 | 1.7201192 | -0.2470951 | -3.2852479 |
| 15.55370 | 21.65372 | -1.5519369 | 11.598119 | 17.46842 | 1.6344018 | -1.1745555 | -3.7535471 |
| 16.49762 | 21.60401 | 2.7981318 | 9.172910 | 17.56434 | 4.1180973 | 2.7617970 | -0.2423238 |
KOL2 - 3. model
| KVIZ | DZ | KOL1 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|---|
| 13.016315 | 20.25343 | 34.73869 | 0.9613718 | 7.859148 | 19.93649 | 2.6121990 | -0.6934755 | -3.5048013 |
| 13.060989 | 17.95382 | 34.76148 | 1.6979613 | 8.272793 | 19.65909 | -0.5150349 | -1.1148721 | -2.0100787 |
| 13.402880 | 19.63082 | 41.98222 | 1.1835775 | 7.650257 | 17.68980 | 3.5628601 | 1.6513211 | -0.9946736 |
| 12.076203 | 17.90597 | 36.69742 | 1.0561997 | 7.722809 | 23.87013 | 4.0980546 | -0.0941542 | -3.1627056 |
| 12.662654 | 18.89462 | 35.81080 | 1.8905470 | 7.784195 | 16.71321 | 1.8020766 | 0.2276925 | -0.9852539 |
| 11.911984 | 21.43638 | 36.78573 | 2.8624210 | 8.136973 | 19.57117 | 4.2128689 | 0.9780304 | -0.6971276 |
| 10.189834 | 17.97433 | 36.81749 | 2.4764334 | 7.521463 | 21.23141 | 3.2688651 | 0.8861469 | -0.8430671 |
| 10.222480 | 19.65081 | 36.91217 | 0.8796327 | 4.576850 | 19.59020 | 1.3076623 | 0.2707591 | -0.8460606 |
| 14.865712 | 18.95518 | 35.36769 | 1.3721556 | 7.329224 | 21.25063 | 2.0619634 | 0.1780497 | -2.4800341 |
| 13.593050 | 18.60407 | 35.30648 | 1.7816460 | 8.232371 | 20.00626 | 2.0335500 | -0.7982068 | -2.9835735 |
| 12.018587 | 16.98151 | 36.96040 | 1.6447411 | 6.722904 | 21.78557 | 0.0331253 | -1.2600851 | -3.4501202 |
| 11.094711 | 20.98562 | 31.90591 | 0.1576461 | 6.608190 | 20.08839 | 0.8784541 | -0.2455563 | -1.6775512 |
| 13.547091 | 18.35192 | 37.81843 | 2.2884718 | 7.552322 | 20.67067 | 0.2358495 | -0.8762016 | -2.2846536 |
| 9.911297 | 17.69272 | 38.86747 | 0.3349610 | 7.306130 | 22.66366 | 2.0152218 | -0.5315599 | -1.9914713 |
| 11.804367 | 20.78137 | 38.46504 | -0.1205851 | 7.359896 | 24.23032 | 4.2060847 | 0.6045627 | -2.0528017 |
| 11.192047 | 17.27582 | 35.34139 | 0.4586819 | 6.641569 | 20.68495 | 0.8661835 | -0.7565518 | -2.2230373 |
| 13.037803 | 20.79762 | 36.55730 | 1.5252912 | 8.215175 | 21.58836 | 2.9330232 | 0.1206480 | -2.9911476 |
| 11.043877 | 19.71967 | 37.98186 | 1.0030752 | 7.604594 | 19.25366 | 0.9247495 | -0.9366124 | -2.8875297 |
| 10.227204 | 18.94904 | 37.41669 | 0.9600621 | 6.524252 | 17.40923 | 1.4122919 | -1.0666833 | -2.7145203 |
| 13.813985 | 20.37618 | 36.75038 | 1.5668651 | 6.550379 | 20.46456 | 7.9564783 | 1.9130166 | -1.1387866 |
| 12.344625 | 18.24060 | 38.71877 | 0.6776992 | 6.761842 | 19.25223 | 0.9783060 | -0.3995909 | -2.5690179 |
| 11.882642 | 17.43136 | 34.45217 | -0.1632843 | 7.342630 | 20.70527 | 0.5643224 | -0.8393811 | -2.9912668 |
| 12.639166 | 20.47531 | 39.21155 | 0.9000378 | 8.570562 | 20.33095 | 1.4098565 | -0.7165251 | -3.2545931 |
| 13.684077 | 19.78454 | 36.99220 | 1.1320082 | 9.052545 | 21.06412 | 1.4938118 | 0.6517049 | -0.5150539 |
| 13.545463 | 17.72826 | 37.87611 | 1.1709631 | 6.354228 | 21.31570 | 2.4944665 | -0.0287732 | -1.3948476 |
| 14.273197 | 19.12681 | 36.10433 | 0.7192994 | 8.184378 | 22.59625 | 3.8873928 | 0.7359644 | -2.4892081 |
KOL2 - 4. model
| KVIZ | DZ | KOL1 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|---|
| 11.466025 | 14.99905 | 27.69999 | 0.6290912 | 8.264478 | 16.38688 | 4.9867980 | 0.1051007 | -4.068808 |
| 9.805953 | 12.91832 | 28.70321 | -0.4788642 | 6.263139 | 14.03999 | 1.3465019 | -0.5764648 | -1.929082 |
| 9.114430 | 12.96581 | 30.58340 | -0.4468037 | 7.204419 | 15.22330 | 0.5047724 | -0.2256561 | -1.097126 |
| 10.639095 | 13.84098 | 27.95594 | -0.7395462 | 7.781551 | 15.77413 | 3.9990356 | -0.3386342 | -2.513793 |
| 11.475172 | 14.51892 | 28.75172 | -0.5753206 | 7.646945 | 13.41525 | 3.1639324 | -0.3149698 | -2.537336 |
| 9.662475 | 15.47465 | 27.44443 | 0.3602154 | 7.064261 | 15.43014 | 1.8925544 | 0.2109410 | -1.799968 |
| 10.741758 | 13.67667 | 30.49017 | 0.1313849 | 9.050924 | 15.90671 | 3.7147439 | 1.0021489 | -1.687493 |
| 11.726997 | 16.95541 | 29.85495 | 0.6217170 | 10.563739 | 16.73345 | 2.3192116 | 1.7962523 | 1.136326 |
| 12.257462 | 16.80963 | 27.18902 | -0.0449252 | 7.550513 | 17.96122 | 2.5730402 | 0.2954425 | -2.853284 |
| 12.207620 | 15.19112 | 30.86308 | 0.7648813 | 6.941440 | 13.42220 | 2.2239152 | -0.5419578 | -2.917923 |
Opisi modela
Column 1
1. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između drugog i trećeg kolokvija
- DZ - suma bodova na domaćim zadaćama između drugog i trećeg kolokvija
- VIDEO - ukupni broj klikova na video materijale između drugog i trećeg kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između drugog i trećeg kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između drugog i trećeg kolokvija
Response - binarna klasifikacija studenata na temelju broja bodova na trećem kolokviju.
- 1 (pozitivna klasa): ako je na trećem kolokviju ukupni broj bodova veći ili jednak od 10
- 0 (negativna klasa): ako je na trećem kolokviju ukupni broj bodova strogo manji od 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}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
2. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između drugog i trećeg kolokvija
- DZ - suma bodova na domaćim zadaćama između drugog i trećeg kolokvija
- VIDEO - ukupni broj klikova na video materijale između drugog i trećeg kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između drugog i trećeg kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između drugog i trećeg kolokvija
Response - Klasifikacija studenata na temelju broja bodova na trećem kolokviju.
- 1 - ako je na trećem kolokviju ukupni broj bodova unutar intervala [0,5]
- 2 - ako je na trećem kolokviju ukupni broj bodova unutar intervala (5,10]
- 3 - ako je na trećem kolokviju ukupni broj bodova unutar intervala (10,15]
- 4 - ako je na trećem kolokviju ukupni broj bodova unutar intervala (15,20]
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Column 2
3. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između drugog i trećeg kolokvija
- DZ - suma bodova na domaćim zadaćama između drugog i trećeg kolokvija
- VIDEO - ukupni broj klikova na video materijale između drugog i trećeg kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između drugog i trećeg kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između drugog i trećeg kolokvija
- KOL1 - ukupni broj bodova na prvom kolokviju
- KOL2 - ukupni broj bodova na drugom kolokviju
Response - binarna klasifikacija studenata na temelju broja bodova na trećem kolokviju.
- 1 (pozitivna klasa): ako je na trećem kolokviju ukupni broj bodova veći ili jednak od 10
- 0 (negativna klasa): ako je na trećem kolokviju ukupni broj bodova strogo manji od 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.
4. model
Prediktori
- KVIZ - suma svih bodova na kvizovima između drugog i trećeg kolokvija
- DZ - suma bodova na domaćim zadaćama između drugog i trećeg kolokvija
- VIDEO - ukupni broj klikova na video materijale između drugog i trećeg kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između drugog i trećeg kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između drugog i trećeg kolokvija
- KOL1 - ukupni broj bodova na prvom kolokviju
- KOL2 - ukupni broj bodova na drugom kolokviju
Response - Klasifikacija studenata na temelju broja bodova na trećem kolokviju.
- 1 - ako je na trećem kolokviju ukupni broj bodova unutar intervala [0,5]
- 2 - ako je na trećem kolokviju ukupni broj bodova unutar intervala (5,10]
- 3 - ako je na trećem kolokviju ukupni broj bodova unutar intervala (10,15]
- 4 - ako je na trećem kolokviju ukupni broj bodova unutar intervala (15,20]
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.
1. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 464 35 roc_auc binary 0.695 10 0.0482 Preprocessor1_Mode…
2 2 427 33 roc_auc binary 0.691 10 0.0517 Preprocessor1_Mode…
3 3 547 40 roc_auc binary 0.689 10 0.0464 Preprocessor1_Mode…
4 2 461 4 roc_auc binary 0.689 10 0.0506 Preprocessor1_Mode…
5 3 464 32 roc_auc binary 0.689 10 0.0466 Preprocessor1_Mode…
6 2 1435 9 roc_auc binary 0.688 10 0.0486 Preprocessor1_Mode…
7 2 1276 3 roc_auc binary 0.688 10 0.0454 Preprocessor1_Mode…
8 2 1333 40 roc_auc binary 0.688 10 0.0494 Preprocessor1_Mode…
9 3 1020 38 roc_auc binary 0.688 10 0.0455 Preprocessor1_Mode…
10 2 1194 40 roc_auc binary 0.688 10 0.0474 Preprocessor1_Mode…
11 3 980 40 roc_auc binary 0.688 10 0.0481 Preprocessor1_Mode…
12 2 517 4 roc_auc binary 0.688 10 0.0465 Preprocessor1_Mode…
13 2 1366 5 roc_auc binary 0.688 10 0.0486 Preprocessor1_Mode…
14 3 868 40 roc_auc binary 0.688 10 0.0490 Preprocessor1_Mode…
15 2 950 25 roc_auc binary 0.688 10 0.0479 Preprocessor1_Mode…
16 2 1148 38 roc_auc binary 0.687 10 0.0496 Preprocessor1_Mode…
17 3 969 36 roc_auc binary 0.687 10 0.0481 Preprocessor1_Mode…
18 2 756 2 roc_auc binary 0.687 10 0.0458 Preprocessor1_Mode…
19 2 977 40 roc_auc binary 0.687 10 0.0483 Preprocessor1_Mode…
20 2 1235 31 roc_auc binary 0.687 10 0.0490 Preprocessor1_Mode…
21 2 1265 10 roc_auc binary 0.687 10 0.0474 Preprocessor1_Mode…
22 2 430 34 roc_auc binary 0.686 10 0.0449 Preprocessor1_Mode…
23 3 1255 40 roc_auc binary 0.686 10 0.0470 Preprocessor1_Mode…
24 2 1218 34 roc_auc binary 0.686 10 0.0469 Preprocessor1_Mode…
25 2 552 33 roc_auc binary 0.686 10 0.0491 Preprocessor1_Mode…
26 2 1086 35 roc_auc binary 0.686 10 0.0495 Preprocessor1_Mode…
27 2 1434 34 roc_auc binary 0.686 10 0.0476 Preprocessor1_Mode…
28 3 581 34 roc_auc binary 0.686 10 0.0442 Preprocessor1_Mode…
29 3 1371 33 roc_auc binary 0.686 10 0.0467 Preprocessor1_Mode…
30 2 1342 38 roc_auc binary 0.686 10 0.0494 Preprocessor1_Mode…
31 2 871 26 roc_auc binary 0.686 10 0.0472 Preprocessor1_Mode…
32 2 1198 32 roc_auc binary 0.686 10 0.0488 Preprocessor1_Mode…
33 3 438 40 roc_auc binary 0.685 10 0.0470 Preprocessor1_Mode…
34 3 1483 40 roc_auc binary 0.685 10 0.0481 Preprocessor1_Mode…
35 2 558 8 roc_auc binary 0.685 10 0.0479 Preprocessor1_Mode…
36 3 934 35 roc_auc binary 0.685 10 0.0461 Preprocessor1_Mode…
37 3 1228 36 roc_auc binary 0.685 10 0.0463 Preprocessor1_Mode…
38 2 950 34 roc_auc binary 0.685 10 0.0499 Preprocessor1_Mode…
39 2 1368 38 roc_auc binary 0.685 10 0.0469 Preprocessor1_Mode…
40 2 606 2 roc_auc binary 0.685 10 0.0471 Preprocessor1_Mode…
41 2 1062 6 roc_auc binary 0.685 10 0.0478 Preprocessor1_Mode…
42 2 484 31 roc_auc binary 0.685 10 0.0472 Preprocessor1_Mode…
43 2 502 37 roc_auc binary 0.685 10 0.0479 Preprocessor1_Mode…
44 2 689 35 roc_auc binary 0.685 10 0.0473 Preprocessor1_Mode…
45 2 1440 7 roc_auc binary 0.685 10 0.0481 Preprocessor1_Mode…
46 2 968 3 roc_auc binary 0.685 10 0.0435 Preprocessor1_Mode…
47 2 801 39 roc_auc binary 0.684 10 0.0475 Preprocessor1_Mode…
48 2 1427 38 roc_auc binary 0.684 10 0.0489 Preprocessor1_Mode…
49 2 1139 2 roc_auc binary 0.684 10 0.0445 Preprocessor1_Mode…
50 2 460 9 roc_auc binary 0.684 10 0.0465 Preprocessor1_Mode…
51 3 1235 38 roc_auc binary 0.684 10 0.0463 Preprocessor1_Mode…
52 2 681 33 roc_auc binary 0.684 10 0.0476 Preprocessor1_Mode…
53 3 703 14 roc_auc binary 0.684 10 0.0504 Preprocessor1_Mode…
54 2 1005 39 roc_auc binary 0.684 10 0.0489 Preprocessor1_Mode…
55 3 740 28 roc_auc binary 0.684 10 0.0433 Preprocessor1_Mode…
56 2 508 9 roc_auc binary 0.684 10 0.0510 Preprocessor1_Mode…
57 2 510 24 roc_auc binary 0.684 10 0.0484 Preprocessor1_Mode…
58 3 1101 32 roc_auc binary 0.684 10 0.0465 Preprocessor1_Mode…
59 2 1407 6 roc_auc binary 0.684 10 0.0513 Preprocessor1_Mode…
60 2 831 6 roc_auc binary 0.684 10 0.0503 Preprocessor1_Mode…
61 2 969 36 roc_auc binary 0.684 10 0.0501 Preprocessor1_Mode…
62 2 416 23 roc_auc binary 0.684 10 0.0515 Preprocessor1_Mode…
63 3 777 25 roc_auc binary 0.684 10 0.0459 Preprocessor1_Mode…
64 3 906 34 roc_auc binary 0.684 10 0.0453 Preprocessor1_Mode…
65 3 1449 38 roc_auc binary 0.683 10 0.0468 Preprocessor1_Mode…
66 3 1337 30 roc_auc binary 0.683 10 0.0475 Preprocessor1_Mode…
67 2 906 30 roc_auc binary 0.683 10 0.0478 Preprocessor1_Mode…
68 2 1120 29 roc_auc binary 0.683 10 0.0476 Preprocessor1_Mode…
69 2 1324 34 roc_auc binary 0.683 10 0.0482 Preprocessor1_Mode…
70 2 1125 38 roc_auc binary 0.683 10 0.0520 Preprocessor1_Mode…
71 2 827 23 roc_auc binary 0.683 10 0.0486 Preprocessor1_Mode…
72 2 1483 30 roc_auc binary 0.683 10 0.0483 Preprocessor1_Mode…
73 2 1031 39 roc_auc binary 0.683 10 0.0475 Preprocessor1_Mode…
74 2 650 5 roc_auc binary 0.683 10 0.0475 Preprocessor1_Mode…
75 3 901 38 roc_auc binary 0.683 10 0.0464 Preprocessor1_Mode…
76 2 788 29 roc_auc binary 0.683 10 0.0485 Preprocessor1_Mode…
77 2 1388 39 roc_auc binary 0.683 10 0.0488 Preprocessor1_Mode…
78 2 523 34 roc_auc binary 0.683 10 0.0499 Preprocessor1_Mode…
79 2 1090 8 roc_auc binary 0.683 10 0.0482 Preprocessor1_Mode…
80 3 551 6 roc_auc binary 0.683 10 0.0516 Preprocessor1_Mode…
81 2 634 8 roc_auc binary 0.683 10 0.0472 Preprocessor1_Mode…
82 2 514 29 roc_auc binary 0.683 10 0.0492 Preprocessor1_Mode…
83 2 861 33 roc_auc binary 0.683 10 0.0511 Preprocessor1_Mode…
84 2 1361 38 roc_auc binary 0.683 10 0.0487 Preprocessor1_Mode…
85 2 1270 38 roc_auc binary 0.683 10 0.0492 Preprocessor1_Mode…
86 2 929 37 roc_auc binary 0.683 10 0.0488 Preprocessor1_Mode…
87 3 1372 32 roc_auc binary 0.683 10 0.0462 Preprocessor1_Mode…
88 3 1019 36 roc_auc binary 0.683 10 0.0484 Preprocessor1_Mode…
89 2 1112 39 roc_auc binary 0.683 10 0.0479 Preprocessor1_Mode…
90 2 596 40 roc_auc binary 0.683 10 0.0482 Preprocessor1_Mode…
91 3 466 29 roc_auc binary 0.683 10 0.0455 Preprocessor1_Mode…
92 2 834 28 roc_auc binary 0.683 10 0.0472 Preprocessor1_Mode…
93 2 869 38 roc_auc binary 0.683 10 0.0508 Preprocessor1_Mode…
94 2 510 4 roc_auc binary 0.683 10 0.0484 Preprocessor1_Mode…
95 3 1312 33 roc_auc binary 0.683 10 0.0470 Preprocessor1_Mode…
96 3 1009 36 roc_auc binary 0.683 10 0.0443 Preprocessor1_Mode…
97 2 778 30 roc_auc binary 0.682 10 0.0501 Preprocessor1_Mode…
98 2 456 25 roc_auc binary 0.682 10 0.0464 Preprocessor1_Mode…
99 2 1450 31 roc_auc binary 0.682 10 0.0494 Preprocessor1_Mode…
100 2 685 2 roc_auc binary 0.682 10 0.0447 Preprocessor1_Mode…
101 2 664 25 roc_auc binary 0.682 10 0.0476 Preprocessor1_Mode…
102 3 449 39 roc_auc binary 0.682 10 0.0467 Preprocessor1_Mode…
103 3 1376 39 roc_auc binary 0.682 10 0.0469 Preprocessor1_Mode…
104 2 1177 38 roc_auc binary 0.682 10 0.0478 Preprocessor1_Mode…
105 3 483 8 roc_auc binary 0.682 10 0.0476 Preprocessor1_Mode…
106 2 1138 39 roc_auc binary 0.682 10 0.0490 Preprocessor1_Mode…
107 2 870 37 roc_auc binary 0.682 10 0.0486 Preprocessor1_Mode…
108 2 921 39 roc_auc binary 0.682 10 0.0480 Preprocessor1_Mode…
109 2 1332 38 roc_auc binary 0.682 10 0.0477 Preprocessor1_Mode…
110 2 674 35 roc_auc binary 0.682 10 0.0496 Preprocessor1_Mode…
111 3 721 29 roc_auc binary 0.682 10 0.0503 Preprocessor1_Mode…
112 3 1408 35 roc_auc binary 0.682 10 0.0458 Preprocessor1_Mode…
113 2 849 28 roc_auc binary 0.682 10 0.0493 Preprocessor1_Mode…
114 2 617 3 roc_auc binary 0.682 10 0.0470 Preprocessor1_Mode…
115 3 1139 37 roc_auc binary 0.682 10 0.0484 Preprocessor1_Mode…
116 3 1004 40 roc_auc binary 0.682 10 0.0473 Preprocessor1_Mode…
117 2 1318 36 roc_auc binary 0.682 10 0.0478 Preprocessor1_Mode…
118 2 837 40 roc_auc binary 0.682 10 0.0479 Preprocessor1_Mode…
119 3 781 35 roc_auc binary 0.682 10 0.0477 Preprocessor1_Mode…
120 2 784 4 roc_auc binary 0.682 10 0.0451 Preprocessor1_Mode…
121 2 727 3 roc_auc binary 0.682 10 0.0459 Preprocessor1_Mode…
122 2 1117 36 roc_auc binary 0.682 10 0.0512 Preprocessor1_Mode…
123 3 1030 22 roc_auc binary 0.682 10 0.0459 Preprocessor1_Mode…
124 2 1473 3 roc_auc binary 0.682 10 0.0499 Preprocessor1_Mode…
125 2 633 37 roc_auc binary 0.682 10 0.0487 Preprocessor1_Mode…
126 2 949 32 roc_auc binary 0.682 10 0.0488 Preprocessor1_Mode…
127 2 939 34 roc_auc binary 0.682 10 0.0479 Preprocessor1_Mode…
128 3 712 38 roc_auc binary 0.682 10 0.0471 Preprocessor1_Mode…
129 2 1032 40 roc_auc binary 0.682 10 0.0490 Preprocessor1_Mode…
130 2 1013 34 roc_auc binary 0.682 10 0.0487 Preprocessor1_Mode…
131 2 438 8 roc_auc binary 0.682 10 0.0479 Preprocessor1_Mode…
132 3 754 36 roc_auc binary 0.682 10 0.0502 Preprocessor1_Mode…
133 2 1297 3 roc_auc binary 0.681 10 0.0477 Preprocessor1_Mode…
134 2 1127 40 roc_auc binary 0.681 10 0.0482 Preprocessor1_Mode…
135 3 730 31 roc_auc binary 0.681 10 0.0430 Preprocessor1_Mode…
136 3 926 32 roc_auc binary 0.681 10 0.0443 Preprocessor1_Mode…
137 2 1314 2 roc_auc binary 0.681 10 0.0436 Preprocessor1_Mode…
138 2 1053 27 roc_auc binary 0.681 10 0.0480 Preprocessor1_Mode…
139 2 1217 36 roc_auc binary 0.681 10 0.0493 Preprocessor1_Mode…
140 3 1254 35 roc_auc binary 0.681 10 0.0445 Preprocessor1_Mode…
141 3 773 4 roc_auc binary 0.681 10 0.0495 Preprocessor1_Mode…
142 3 801 40 roc_auc binary 0.681 10 0.0479 Preprocessor1_Mode…
143 2 752 29 roc_auc binary 0.681 10 0.0476 Preprocessor1_Mode…
144 3 1173 27 roc_auc binary 0.681 10 0.0455 Preprocessor1_Mode…
145 2 1478 8 roc_auc binary 0.681 10 0.0471 Preprocessor1_Mode…
146 2 817 4 roc_auc binary 0.681 10 0.0463 Preprocessor1_Mode…
147 2 1163 35 roc_auc binary 0.681 10 0.0479 Preprocessor1_Mode…
148 2 841 35 roc_auc binary 0.681 10 0.0484 Preprocessor1_Mode…
149 2 1147 4 roc_auc binary 0.681 10 0.0478 Preprocessor1_Mode…
150 2 1142 33 roc_auc binary 0.681 10 0.0477 Preprocessor1_Mode…
151 2 1187 33 roc_auc binary 0.681 10 0.0494 Preprocessor1_Mode…
152 2 1437 5 roc_auc binary 0.681 10 0.0500 Preprocessor1_Mode…
153 3 467 26 roc_auc binary 0.681 10 0.0438 Preprocessor1_Mode…
154 2 719 3 roc_auc binary 0.681 10 0.0451 Preprocessor1_Mode…
155 3 441 2 roc_auc binary 0.681 10 0.0488 Preprocessor1_Mode…
156 3 1330 39 roc_auc binary 0.681 10 0.0490 Preprocessor1_Mode…
157 3 714 26 roc_auc binary 0.681 10 0.0448 Preprocessor1_Mode…
158 2 571 31 roc_auc binary 0.681 10 0.0461 Preprocessor1_Mode…
159 2 563 30 roc_auc binary 0.681 10 0.0489 Preprocessor1_Mode…
160 2 623 8 roc_auc binary 0.681 10 0.0446 Preprocessor1_Mode…
161 2 539 37 roc_auc binary 0.681 10 0.0484 Preprocessor1_Mode…
162 2 620 11 roc_auc binary 0.681 10 0.0475 Preprocessor1_Mode…
163 2 1329 6 roc_auc binary 0.681 10 0.0478 Preprocessor1_Mode…
164 3 1096 34 roc_auc binary 0.681 10 0.0453 Preprocessor1_Mode…
165 3 549 8 roc_auc binary 0.681 10 0.0494 Preprocessor1_Mode…
166 2 652 30 roc_auc binary 0.681 10 0.0470 Preprocessor1_Mode…
167 3 1101 38 roc_auc binary 0.681 10 0.0474 Preprocessor1_Mode…
168 2 965 11 roc_auc binary 0.681 10 0.0485 Preprocessor1_Mode…
169 3 1464 39 roc_auc binary 0.681 10 0.0467 Preprocessor1_Mode…
170 2 1276 36 roc_auc binary 0.681 10 0.0503 Preprocessor1_Mode…
171 3 463 38 roc_auc binary 0.681 10 0.0458 Preprocessor1_Mode…
172 2 884 8 roc_auc binary 0.681 10 0.0492 Preprocessor1_Mode…
173 2 1178 37 roc_auc binary 0.681 10 0.0486 Preprocessor1_Mode…
174 2 1389 36 roc_auc binary 0.681 10 0.0471 Preprocessor1_Mode…
175 2 1203 36 roc_auc binary 0.681 10 0.0496 Preprocessor1_Mode…
176 3 1051 35 roc_auc binary 0.681 10 0.0450 Preprocessor1_Mode…
177 3 1148 36 roc_auc binary 0.681 10 0.0458 Preprocessor1_Mode…
178 2 532 26 roc_auc binary 0.680 10 0.0500 Preprocessor1_Mode…
179 2 535 26 roc_auc binary 0.680 10 0.0490 Preprocessor1_Mode…
180 2 1453 7 roc_auc binary 0.680 10 0.0502 Preprocessor1_Mode…
181 2 735 19 roc_auc binary 0.680 10 0.0465 Preprocessor1_Mode…
182 3 991 39 roc_auc binary 0.680 10 0.0454 Preprocessor1_Mode…
183 2 1057 39 roc_auc binary 0.680 10 0.0490 Preprocessor1_Mode…
184 3 1074 40 roc_auc binary 0.680 10 0.0472 Preprocessor1_Mode…
185 3 1472 4 roc_auc binary 0.680 10 0.0474 Preprocessor1_Mode…
186 2 1355 10 roc_auc binary 0.680 10 0.0505 Preprocessor1_Mode…
187 2 431 29 roc_auc binary 0.680 10 0.0473 Preprocessor1_Mode…
188 3 1003 34 roc_auc binary 0.680 10 0.0454 Preprocessor1_Mode…
189 3 1220 29 roc_auc binary 0.680 10 0.0457 Preprocessor1_Mode…
190 3 795 30 roc_auc binary 0.680 10 0.0463 Preprocessor1_Mode…
191 2 761 37 roc_auc binary 0.680 10 0.0509 Preprocessor1_Mode…
192 2 755 4 roc_auc binary 0.680 10 0.0491 Preprocessor1_Mode…
193 3 797 39 roc_auc binary 0.680 10 0.0484 Preprocessor1_Mode…
194 3 1295 40 roc_auc binary 0.680 10 0.0486 Preprocessor1_Mode…
195 3 1439 40 roc_auc binary 0.680 10 0.0476 Preprocessor1_Mode…
196 2 1075 27 roc_auc binary 0.680 10 0.0497 Preprocessor1_Mode…
197 2 1490 8 roc_auc binary 0.680 10 0.0478 Preprocessor1_Mode…
198 2 1337 28 roc_auc binary 0.680 10 0.0482 Preprocessor1_Mode…
199 2 492 35 roc_auc binary 0.680 10 0.0514 Preprocessor1_Mode…
200 2 754 36 roc_auc binary 0.680 10 0.0483 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 885 10 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
2 3 1312 33 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
3 2 1481 26 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
4 3 1452 6 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
5 3 1262 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
6 2 827 23 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
7 2 1163 35 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
8 3 881 24 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
9 2 1097 15 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
10 2 1054 22 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
11 3 1348 11 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
12 3 437 31 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
13 2 1092 22 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
14 2 517 4 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
15 2 506 33 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
16 2 719 22 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
17 3 1108 21 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
18 2 1337 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
19 2 777 34 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
20 2 765 10 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
21 3 1125 15 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
22 2 882 29 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
23 3 1383 5 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
24 2 762 27 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
25 3 1376 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
26 3 431 18 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
27 3 619 27 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
28 2 566 35 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
29 2 650 5 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
30 3 784 10 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
31 2 532 26 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
32 3 1295 40 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
33 2 1173 4 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
34 3 545 17 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
35 2 598 32 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
36 3 1278 13 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
37 3 1449 38 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
38 3 417 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
39 3 1330 18 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
40 3 946 15 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
41 3 489 13 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
42 3 1132 14 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
43 2 1202 9 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
44 2 1345 24 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
45 3 1097 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
46 2 1285 8 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
47 2 1071 23 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
48 3 711 18 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
49 2 1383 10 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
50 2 1217 36 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
51 3 652 25 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
52 2 1120 11 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
53 3 1219 14 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
54 3 519 21 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
55 3 962 34 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
56 3 1063 8 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
57 2 1413 25 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
58 2 1431 19 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
59 3 750 12 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
60 3 797 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
61 2 1184 37 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
62 3 449 17 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
63 2 508 9 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
64 3 1220 29 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
65 2 841 35 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
66 2 403 19 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
67 3 1369 15 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
68 2 414 3 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
69 2 571 31 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
70 2 1086 35 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
71 2 857 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
72 2 924 12 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
73 2 823 5 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
74 2 1270 38 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
75 2 816 18 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
76 2 1351 21 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
77 3 1483 12 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
78 3 581 34 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
79 3 978 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
80 2 982 2 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
81 3 794 32 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
82 3 1395 30 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
83 3 1030 22 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
84 2 834 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
85 3 503 11 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
86 3 1459 27 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
87 2 698 23 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
88 3 881 29 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
89 2 579 19 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
90 2 1439 17 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
91 3 649 16 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
92 2 1287 16 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
93 3 1116 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
94 3 1343 40 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
95 2 1324 34 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
96 3 721 29 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
97 3 1251 22 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
98 3 1393 11 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
99 2 623 8 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
100 3 1169 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
101 3 1051 35 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
102 3 533 15 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
103 2 1238 21 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
104 3 606 7 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
105 3 770 23 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
106 2 779 12 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
107 3 435 38 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
108 3 1499 23 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
109 3 476 11 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
110 2 563 9 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
111 2 1003 12 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
112 2 995 13 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
113 2 1341 16 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
114 3 486 27 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
115 3 905 34 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
116 2 1483 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
117 2 412 13 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
118 3 563 18 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
119 2 470 14 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
120 3 1355 18 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
121 2 761 8 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
122 2 564 3 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
123 2 430 34 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
124 2 711 12 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
125 2 745 32 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
126 3 1080 14 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
127 2 1437 5 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
128 2 419 34 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
129 2 1148 35 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
130 3 1402 31 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
131 3 882 21 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
132 2 723 9 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
133 2 730 27 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
134 3 1073 3 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
135 3 969 36 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
136 2 1192 10 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
137 2 1222 7 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
138 2 1057 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
139 3 572 18 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
140 2 628 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
141 3 490 6 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
142 3 1297 35 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
143 2 1235 31 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
144 3 1221 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
145 2 609 13 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
146 2 886 16 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
147 3 1372 31 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
148 3 1148 36 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
149 2 1435 9 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
150 2 456 25 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
151 3 1442 13 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
152 3 1498 19 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
153 2 1027 10 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
154 3 1249 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
155 2 885 11 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
156 3 1343 12 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
157 3 1452 19 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
158 3 1001 20 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
159 2 1249 10 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
160 2 624 27 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
161 3 1416 37 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
162 3 1173 27 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
163 2 684 7 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
164 2 1175 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
165 3 784 28 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
166 2 755 4 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
167 2 651 17 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
168 2 837 19 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
169 2 516 7 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
170 2 1467 17 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
171 3 828 35 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
172 3 1074 40 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
173 2 982 5 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
174 3 1051 13 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
175 2 1368 21 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
176 2 1034 11 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
177 3 922 20 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
178 2 1173 11 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
179 3 1423 20 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
180 2 890 22 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
181 2 1201 30 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
182 2 510 24 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
183 3 914 10 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
184 3 1102 23 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
185 2 921 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
186 2 510 4 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
187 2 1286 17 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
188 3 1077 15 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
189 2 670 12 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
190 2 1031 39 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
191 2 469 20 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
192 3 1282 7 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
193 2 1003 22 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
194 3 1418 13 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
195 2 979 24 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
196 3 1284 20 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
197 2 1393 15 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
198 3 1335 20 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
199 3 767 22 mcc binary 0.292 6 0.119 Preprocessor1_Mode…
200 3 1036 8 mcc binary 0.292 6 0.119 Preprocessor1_Mode…1. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.175 0
2 precision binary 0.833 NA
3 spec binary 0.995 1
4 accuracy binary 0.893 0.877
5 f_meas binary 0.290 NA
6 mcc binary 0.352 NA
7 kap binary 0.258 0
8 roc_auc binary 0.942 0.602
9 mn_log_loss binary 0.236 0.396Confusion matrix
Column 2
ROC curve
Gain curve
1. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
1. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
2. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 436 39 roc_auc hand_till 0.701 10 0.0284 Preprocessor1_Mode…
2 2 721 36 roc_auc hand_till 0.699 10 0.0276 Preprocessor1_Mode…
3 3 441 33 roc_auc hand_till 0.699 10 0.0291 Preprocessor1_Mode…
4 3 864 40 roc_auc hand_till 0.699 10 0.0276 Preprocessor1_Mode…
5 2 423 40 roc_auc hand_till 0.698 10 0.0260 Preprocessor1_Mode…
6 2 1286 32 roc_auc hand_till 0.698 10 0.0269 Preprocessor1_Mode…
7 2 1029 37 roc_auc hand_till 0.696 10 0.0259 Preprocessor1_Mode…
8 2 1329 40 roc_auc hand_till 0.696 10 0.0257 Preprocessor1_Mode…
9 3 1030 38 roc_auc hand_till 0.695 10 0.0275 Preprocessor1_Mode…
10 3 1105 40 roc_auc hand_till 0.695 10 0.0271 Preprocessor1_Mode…
11 2 960 32 roc_auc hand_till 0.695 10 0.0283 Preprocessor1_Mode…
12 2 1008 36 roc_auc hand_till 0.695 10 0.0269 Preprocessor1_Mode…
13 3 427 40 roc_auc hand_till 0.694 10 0.0280 Preprocessor1_Mode…
14 2 475 39 roc_auc hand_till 0.694 10 0.0260 Preprocessor1_Mode…
15 2 456 36 roc_auc hand_till 0.694 10 0.0297 Preprocessor1_Mode…
16 3 409 36 roc_auc hand_till 0.694 10 0.0277 Preprocessor1_Mode…
17 3 500 39 roc_auc hand_till 0.694 10 0.0260 Preprocessor1_Mode…
18 3 1232 34 roc_auc hand_till 0.694 10 0.0277 Preprocessor1_Mode…
19 2 914 39 roc_auc hand_till 0.694 10 0.0258 Preprocessor1_Mode…
20 2 992 39 roc_auc hand_till 0.694 10 0.0254 Preprocessor1_Mode…
21 2 598 35 roc_auc hand_till 0.694 10 0.0272 Preprocessor1_Mode…
22 3 968 38 roc_auc hand_till 0.694 10 0.0281 Preprocessor1_Mode…
23 2 1395 39 roc_auc hand_till 0.694 10 0.0284 Preprocessor1_Mode…
24 2 610 38 roc_auc hand_till 0.694 10 0.0253 Preprocessor1_Mode…
25 2 1485 38 roc_auc hand_till 0.694 10 0.0256 Preprocessor1_Mode…
26 2 1012 28 roc_auc hand_till 0.694 10 0.0283 Preprocessor1_Mode…
27 3 586 35 roc_auc hand_till 0.694 10 0.0259 Preprocessor1_Mode…
28 2 1174 40 roc_auc hand_till 0.694 10 0.0267 Preprocessor1_Mode…
29 2 1432 39 roc_auc hand_till 0.694 10 0.0260 Preprocessor1_Mode…
30 3 922 40 roc_auc hand_till 0.694 10 0.0282 Preprocessor1_Mode…
31 2 1353 39 roc_auc hand_till 0.693 10 0.0277 Preprocessor1_Mode…
32 2 1349 35 roc_auc hand_till 0.693 10 0.0270 Preprocessor1_Mode…
33 3 619 36 roc_auc hand_till 0.693 10 0.0258 Preprocessor1_Mode…
34 2 1304 30 roc_auc hand_till 0.693 10 0.0280 Preprocessor1_Mode…
35 2 438 40 roc_auc hand_till 0.693 10 0.0274 Preprocessor1_Mode…
36 3 1429 40 roc_auc hand_till 0.693 10 0.0268 Preprocessor1_Mode…
37 2 444 38 roc_auc hand_till 0.693 10 0.0282 Preprocessor1_Mode…
38 2 1302 38 roc_auc hand_till 0.693 10 0.0269 Preprocessor1_Mode…
39 3 449 37 roc_auc hand_till 0.693 10 0.0252 Preprocessor1_Mode…
40 2 1077 31 roc_auc hand_till 0.693 10 0.0299 Preprocessor1_Mode…
41 3 1458 35 roc_auc hand_till 0.693 10 0.0271 Preprocessor1_Mode…
42 2 1415 37 roc_auc hand_till 0.693 10 0.0266 Preprocessor1_Mode…
43 3 1012 30 roc_auc hand_till 0.693 10 0.0273 Preprocessor1_Mode…
44 2 422 35 roc_auc hand_till 0.693 10 0.0263 Preprocessor1_Mode…
45 2 1036 37 roc_auc hand_till 0.693 10 0.0250 Preprocessor1_Mode…
46 3 1308 37 roc_auc hand_till 0.693 10 0.0286 Preprocessor1_Mode…
47 2 1219 29 roc_auc hand_till 0.693 10 0.0279 Preprocessor1_Mode…
48 2 727 33 roc_auc hand_till 0.693 10 0.0283 Preprocessor1_Mode…
49 2 676 37 roc_auc hand_till 0.693 10 0.0267 Preprocessor1_Mode…
50 2 687 39 roc_auc hand_till 0.693 10 0.0254 Preprocessor1_Mode…
51 2 651 28 roc_auc hand_till 0.693 10 0.0284 Preprocessor1_Mode…
52 2 1064 36 roc_auc hand_till 0.693 10 0.0264 Preprocessor1_Mode…
53 3 474 40 roc_auc hand_till 0.692 10 0.0275 Preprocessor1_Mode…
54 2 537 40 roc_auc hand_till 0.692 10 0.0272 Preprocessor1_Mode…
55 3 705 27 roc_auc hand_till 0.692 10 0.0269 Preprocessor1_Mode…
56 2 1134 29 roc_auc hand_till 0.692 10 0.0285 Preprocessor1_Mode…
57 2 1500 30 roc_auc hand_till 0.692 10 0.0287 Preprocessor1_Mode…
58 2 672 38 roc_auc hand_till 0.692 10 0.0249 Preprocessor1_Mode…
59 2 1324 40 roc_auc hand_till 0.692 10 0.0264 Preprocessor1_Mode…
60 3 1294 33 roc_auc hand_till 0.692 10 0.0285 Preprocessor1_Mode…
61 3 646 35 roc_auc hand_till 0.692 10 0.0275 Preprocessor1_Mode…
62 2 1373 36 roc_auc hand_till 0.692 10 0.0269 Preprocessor1_Mode…
63 2 893 36 roc_auc hand_till 0.692 10 0.0262 Preprocessor1_Mode…
64 2 1122 37 roc_auc hand_till 0.692 10 0.0258 Preprocessor1_Mode…
65 2 425 38 roc_auc hand_till 0.692 10 0.0263 Preprocessor1_Mode…
66 2 970 34 roc_auc hand_till 0.692 10 0.0266 Preprocessor1_Mode…
67 2 1486 38 roc_auc hand_till 0.692 10 0.0232 Preprocessor1_Mode…
68 2 860 37 roc_auc hand_till 0.692 10 0.0266 Preprocessor1_Mode…
69 2 1313 33 roc_auc hand_till 0.691 10 0.0261 Preprocessor1_Mode…
70 2 534 32 roc_auc hand_till 0.691 10 0.0253 Preprocessor1_Mode…
71 2 1279 37 roc_auc hand_till 0.691 10 0.0278 Preprocessor1_Mode…
72 3 719 30 roc_auc hand_till 0.691 10 0.0278 Preprocessor1_Mode…
73 2 1298 35 roc_auc hand_till 0.691 10 0.0262 Preprocessor1_Mode…
74 2 508 38 roc_auc hand_till 0.691 10 0.0249 Preprocessor1_Mode…
75 3 1009 40 roc_auc hand_till 0.691 10 0.0273 Preprocessor1_Mode…
76 2 1401 25 roc_auc hand_till 0.691 10 0.0283 Preprocessor1_Mode…
77 2 570 39 roc_auc hand_till 0.691 10 0.0273 Preprocessor1_Mode…
78 2 1165 30 roc_auc hand_till 0.691 10 0.0280 Preprocessor1_Mode…
79 3 913 38 roc_auc hand_till 0.691 10 0.0274 Preprocessor1_Mode…
80 2 1388 35 roc_auc hand_till 0.691 10 0.0272 Preprocessor1_Mode…
81 3 856 39 roc_auc hand_till 0.691 10 0.0256 Preprocessor1_Mode…
82 3 423 39 roc_auc hand_till 0.691 10 0.0253 Preprocessor1_Mode…
83 3 1427 37 roc_auc hand_till 0.691 10 0.0263 Preprocessor1_Mode…
84 2 1145 39 roc_auc hand_till 0.691 10 0.0248 Preprocessor1_Mode…
85 2 1202 40 roc_auc hand_till 0.691 10 0.0258 Preprocessor1_Mode…
86 2 1032 40 roc_auc hand_till 0.691 10 0.0242 Preprocessor1_Mode…
87 2 484 28 roc_auc hand_till 0.691 10 0.0259 Preprocessor1_Mode…
88 3 480 35 roc_auc hand_till 0.691 10 0.0277 Preprocessor1_Mode…
89 3 1279 34 roc_auc hand_till 0.691 10 0.0283 Preprocessor1_Mode…
90 3 663 33 roc_auc hand_till 0.691 10 0.0266 Preprocessor1_Mode…
91 3 421 37 roc_auc hand_till 0.691 10 0.0274 Preprocessor1_Mode…
92 3 780 35 roc_auc hand_till 0.691 10 0.0270 Preprocessor1_Mode…
93 2 1124 30 roc_auc hand_till 0.691 10 0.0265 Preprocessor1_Mode…
94 3 1062 40 roc_auc hand_till 0.691 10 0.0257 Preprocessor1_Mode…
95 3 620 17 roc_auc hand_till 0.691 10 0.0259 Preprocessor1_Mode…
96 3 1045 38 roc_auc hand_till 0.691 10 0.0255 Preprocessor1_Mode…
97 3 402 39 roc_auc hand_till 0.691 10 0.0275 Preprocessor1_Mode…
98 3 926 34 roc_auc hand_till 0.691 10 0.0276 Preprocessor1_Mode…
99 3 570 37 roc_auc hand_till 0.691 10 0.0258 Preprocessor1_Mode…
100 3 1202 36 roc_auc hand_till 0.691 10 0.0279 Preprocessor1_Mode…
101 3 1155 34 roc_auc hand_till 0.690 10 0.0279 Preprocessor1_Mode…
102 2 1033 30 roc_auc hand_till 0.690 10 0.0268 Preprocessor1_Mode…
103 2 1499 35 roc_auc hand_till 0.690 10 0.0257 Preprocessor1_Mode…
104 2 1431 38 roc_auc hand_till 0.690 10 0.0244 Preprocessor1_Mode…
105 2 507 25 roc_auc hand_till 0.690 10 0.0276 Preprocessor1_Mode…
106 2 1052 34 roc_auc hand_till 0.690 10 0.0270 Preprocessor1_Mode…
107 2 981 30 roc_auc hand_till 0.690 10 0.0262 Preprocessor1_Mode…
108 2 1419 33 roc_auc hand_till 0.690 10 0.0269 Preprocessor1_Mode…
109 2 1480 24 roc_auc hand_till 0.690 10 0.0274 Preprocessor1_Mode…
110 3 1279 37 roc_auc hand_till 0.690 10 0.0266 Preprocessor1_Mode…
111 2 755 34 roc_auc hand_till 0.690 10 0.0274 Preprocessor1_Mode…
112 2 620 30 roc_auc hand_till 0.690 10 0.0257 Preprocessor1_Mode…
113 2 1371 25 roc_auc hand_till 0.690 10 0.0274 Preprocessor1_Mode…
114 3 915 29 roc_auc hand_till 0.690 10 0.0265 Preprocessor1_Mode…
115 2 639 27 roc_auc hand_till 0.690 10 0.0265 Preprocessor1_Mode…
116 2 848 32 roc_auc hand_till 0.690 10 0.0255 Preprocessor1_Mode…
117 2 954 34 roc_auc hand_till 0.690 10 0.0265 Preprocessor1_Mode…
118 2 929 33 roc_auc hand_till 0.690 10 0.0281 Preprocessor1_Mode…
119 3 901 35 roc_auc hand_till 0.690 10 0.0248 Preprocessor1_Mode…
120 3 777 30 roc_auc hand_till 0.690 10 0.0274 Preprocessor1_Mode…
121 3 701 31 roc_auc hand_till 0.690 10 0.0292 Preprocessor1_Mode…
122 2 1260 38 roc_auc hand_till 0.690 10 0.0259 Preprocessor1_Mode…
123 3 687 38 roc_auc hand_till 0.690 10 0.0250 Preprocessor1_Mode…
124 3 863 35 roc_auc hand_till 0.690 10 0.0268 Preprocessor1_Mode…
125 3 730 16 roc_auc hand_till 0.690 10 0.0239 Preprocessor1_Mode…
126 2 1063 27 roc_auc hand_till 0.690 10 0.0278 Preprocessor1_Mode…
127 2 789 34 roc_auc hand_till 0.690 10 0.0278 Preprocessor1_Mode…
128 2 766 36 roc_auc hand_till 0.690 10 0.0259 Preprocessor1_Mode…
129 2 1374 34 roc_auc hand_till 0.690 10 0.0266 Preprocessor1_Mode…
130 2 785 37 roc_auc hand_till 0.689 10 0.0260 Preprocessor1_Mode…
131 3 1409 40 roc_auc hand_till 0.689 10 0.0264 Preprocessor1_Mode…
132 2 1100 35 roc_auc hand_till 0.689 10 0.0251 Preprocessor1_Mode…
133 3 962 34 roc_auc hand_till 0.689 10 0.0251 Preprocessor1_Mode…
134 3 1402 34 roc_auc hand_till 0.689 10 0.0269 Preprocessor1_Mode…
135 2 971 26 roc_auc hand_till 0.689 10 0.0258 Preprocessor1_Mode…
136 2 1135 25 roc_auc hand_till 0.689 10 0.0277 Preprocessor1_Mode…
137 2 591 19 roc_auc hand_till 0.689 10 0.0291 Preprocessor1_Mode…
138 2 1212 38 roc_auc hand_till 0.689 10 0.0258 Preprocessor1_Mode…
139 2 998 40 roc_auc hand_till 0.689 10 0.0243 Preprocessor1_Mode…
140 3 739 36 roc_auc hand_till 0.689 10 0.0258 Preprocessor1_Mode…
141 3 1424 36 roc_auc hand_till 0.689 10 0.0267 Preprocessor1_Mode…
142 2 922 38 roc_auc hand_till 0.689 10 0.0259 Preprocessor1_Mode…
143 2 429 38 roc_auc hand_till 0.689 10 0.0232 Preprocessor1_Mode…
144 3 671 30 roc_auc hand_till 0.689 10 0.0269 Preprocessor1_Mode…
145 3 1135 38 roc_auc hand_till 0.689 10 0.0258 Preprocessor1_Mode…
146 3 422 38 roc_auc hand_till 0.689 10 0.0257 Preprocessor1_Mode…
147 2 1013 37 roc_auc hand_till 0.689 10 0.0253 Preprocessor1_Mode…
148 3 1002 35 roc_auc hand_till 0.689 10 0.0281 Preprocessor1_Mode…
149 3 1388 31 roc_auc hand_till 0.689 10 0.0266 Preprocessor1_Mode…
150 2 1095 39 roc_auc hand_till 0.689 10 0.0257 Preprocessor1_Mode…
151 2 1215 37 roc_auc hand_till 0.689 10 0.0262 Preprocessor1_Mode…
152 2 1228 34 roc_auc hand_till 0.689 10 0.0262 Preprocessor1_Mode…
153 2 1096 38 roc_auc hand_till 0.689 10 0.0254 Preprocessor1_Mode…
154 3 1219 36 roc_auc hand_till 0.689 10 0.0252 Preprocessor1_Mode…
155 3 598 38 roc_auc hand_till 0.689 10 0.0253 Preprocessor1_Mode…
156 3 574 32 roc_auc hand_till 0.689 10 0.0250 Preprocessor1_Mode…
157 3 726 18 roc_auc hand_till 0.689 10 0.0258 Preprocessor1_Mode…
158 2 1249 33 roc_auc hand_till 0.689 10 0.0266 Preprocessor1_Mode…
159 3 772 38 roc_auc hand_till 0.688 10 0.0274 Preprocessor1_Mode…
160 3 412 40 roc_auc hand_till 0.688 10 0.0256 Preprocessor1_Mode…
161 2 1478 37 roc_auc hand_till 0.688 10 0.0264 Preprocessor1_Mode…
162 3 953 36 roc_auc hand_till 0.688 10 0.0275 Preprocessor1_Mode…
163 3 434 36 roc_auc hand_till 0.688 10 0.0254 Preprocessor1_Mode…
164 2 1454 34 roc_auc hand_till 0.688 10 0.0255 Preprocessor1_Mode…
165 2 1358 25 roc_auc hand_till 0.688 10 0.0264 Preprocessor1_Mode…
166 3 528 37 roc_auc hand_till 0.688 10 0.0284 Preprocessor1_Mode…
167 2 798 27 roc_auc hand_till 0.688 10 0.0282 Preprocessor1_Mode…
168 3 1328 32 roc_auc hand_till 0.688 10 0.0257 Preprocessor1_Mode…
169 3 1136 39 roc_auc hand_till 0.688 10 0.0244 Preprocessor1_Mode…
170 2 557 39 roc_auc hand_till 0.688 10 0.0246 Preprocessor1_Mode…
171 3 784 26 roc_auc hand_till 0.688 10 0.0234 Preprocessor1_Mode…
172 2 1354 32 roc_auc hand_till 0.688 10 0.0278 Preprocessor1_Mode…
173 3 1089 30 roc_auc hand_till 0.688 10 0.0257 Preprocessor1_Mode…
174 2 1115 33 roc_auc hand_till 0.688 10 0.0266 Preprocessor1_Mode…
175 2 945 31 roc_auc hand_till 0.688 10 0.0277 Preprocessor1_Mode…
176 3 757 32 roc_auc hand_till 0.688 10 0.0268 Preprocessor1_Mode…
177 3 1157 35 roc_auc hand_till 0.688 10 0.0257 Preprocessor1_Mode…
178 2 1194 40 roc_auc hand_till 0.688 10 0.0280 Preprocessor1_Mode…
179 2 1123 20 roc_auc hand_till 0.688 10 0.0289 Preprocessor1_Mode…
180 2 1469 33 roc_auc hand_till 0.688 10 0.0244 Preprocessor1_Mode…
181 3 986 25 roc_auc hand_till 0.688 10 0.0279 Preprocessor1_Mode…
182 2 1195 28 roc_auc hand_till 0.688 10 0.0265 Preprocessor1_Mode…
183 2 1423 38 roc_auc hand_till 0.688 10 0.0264 Preprocessor1_Mode…
184 2 1104 28 roc_auc hand_till 0.688 10 0.0276 Preprocessor1_Mode…
185 3 1473 39 roc_auc hand_till 0.688 10 0.0254 Preprocessor1_Mode…
186 2 531 37 roc_auc hand_till 0.688 10 0.0254 Preprocessor1_Mode…
187 2 590 31 roc_auc hand_till 0.688 10 0.0264 Preprocessor1_Mode…
188 3 1166 25 roc_auc hand_till 0.688 10 0.0249 Preprocessor1_Mode…
189 2 721 37 roc_auc hand_till 0.688 10 0.0247 Preprocessor1_Mode…
190 2 1332 29 roc_auc hand_till 0.688 10 0.0271 Preprocessor1_Mode…
191 2 1066 27 roc_auc hand_till 0.688 10 0.0261 Preprocessor1_Mode…
192 2 840 33 roc_auc hand_till 0.688 10 0.0271 Preprocessor1_Mode…
193 2 404 24 roc_auc hand_till 0.688 10 0.0297 Preprocessor1_Mode…
194 3 1217 38 roc_auc hand_till 0.688 10 0.0258 Preprocessor1_Mode…
195 2 1063 32 roc_auc hand_till 0.688 10 0.0277 Preprocessor1_Mode…
196 3 400 32 roc_auc hand_till 0.687 10 0.0230 Preprocessor1_Mode…
197 2 1339 31 roc_auc hand_till 0.687 10 0.0255 Preprocessor1_Mode…
198 2 808 38 roc_auc hand_till 0.687 10 0.0249 Preprocessor1_Mode…
199 3 1001 34 roc_auc hand_till 0.687 10 0.0255 Preprocessor1_Mode…
200 2 525 29 roc_auc hand_till 0.687 10 0.0269 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 1145 39 mcc multiclass 0.323 10 0.0495 Preprocessor1_Mode…
2 2 438 40 mcc multiclass 0.319 10 0.0554 Preprocessor1_Mode…
3 2 1499 35 mcc multiclass 0.318 10 0.0506 Preprocessor1_Mode…
4 2 554 34 mcc multiclass 0.317 10 0.0536 Preprocessor1_Mode…
5 2 1032 40 mcc multiclass 0.317 10 0.0482 Preprocessor1_Mode…
6 2 998 40 mcc multiclass 0.316 10 0.0510 Preprocessor1_Mode…
7 2 590 31 mcc multiclass 0.314 10 0.0497 Preprocessor1_Mode…
8 2 860 37 mcc multiclass 0.314 10 0.0497 Preprocessor1_Mode…
9 2 1124 30 mcc multiclass 0.313 10 0.0538 Preprocessor1_Mode…
10 2 717 27 mcc multiclass 0.312 10 0.0529 Preprocessor1_Mode…
11 2 502 29 mcc multiclass 0.312 10 0.0468 Preprocessor1_Mode…
12 2 605 35 mcc multiclass 0.312 10 0.0493 Preprocessor1_Mode…
13 2 406 26 mcc multiclass 0.312 10 0.0493 Preprocessor1_Mode…
14 2 929 33 mcc multiclass 0.311 10 0.0538 Preprocessor1_Mode…
15 2 458 40 mcc multiclass 0.311 10 0.0538 Preprocessor1_Mode…
16 2 837 28 mcc multiclass 0.311 10 0.0520 Preprocessor1_Mode…
17 2 755 34 mcc multiclass 0.311 10 0.0520 Preprocessor1_Mode…
18 2 1399 33 mcc multiclass 0.311 10 0.0520 Preprocessor1_Mode…
19 2 970 34 mcc multiclass 0.311 10 0.0520 Preprocessor1_Mode…
20 2 643 35 mcc multiclass 0.311 10 0.0520 Preprocessor1_Mode…
21 2 1096 38 mcc multiclass 0.311 10 0.0520 Preprocessor1_Mode…
22 2 1345 31 mcc multiclass 0.310 10 0.0530 Preprocessor1_Mode…
23 2 1302 38 mcc multiclass 0.310 10 0.0530 Preprocessor1_Mode…
24 2 1419 33 mcc multiclass 0.310 10 0.0530 Preprocessor1_Mode…
25 3 1135 38 mcc multiclass 0.310 10 0.0558 Preprocessor1_Mode…
26 2 671 38 mcc multiclass 0.310 10 0.0546 Preprocessor1_Mode…
27 3 663 33 mcc multiclass 0.309 10 0.0537 Preprocessor1_Mode…
28 2 473 25 mcc multiclass 0.309 10 0.0560 Preprocessor1_Mode…
29 2 1329 40 mcc multiclass 0.309 10 0.0538 Preprocessor1_Mode…
30 2 1174 40 mcc multiclass 0.309 10 0.0538 Preprocessor1_Mode…
31 2 965 37 mcc multiclass 0.308 10 0.0537 Preprocessor1_Mode…
32 2 687 39 mcc multiclass 0.308 10 0.0548 Preprocessor1_Mode…
33 2 1194 40 mcc multiclass 0.308 10 0.0548 Preprocessor1_Mode…
34 2 1127 32 mcc multiclass 0.307 10 0.0541 Preprocessor1_Mode…
35 2 1064 36 mcc multiclass 0.307 10 0.0551 Preprocessor1_Mode…
36 2 893 36 mcc multiclass 0.307 10 0.0513 Preprocessor1_Mode…
37 2 1156 30 mcc multiclass 0.307 10 0.0556 Preprocessor1_Mode…
38 2 1115 27 mcc multiclass 0.307 10 0.0556 Preprocessor1_Mode…
39 2 1049 37 mcc multiclass 0.307 10 0.0556 Preprocessor1_Mode…
40 2 766 36 mcc multiclass 0.306 10 0.0493 Preprocessor1_Mode…
41 2 840 33 mcc multiclass 0.306 10 0.0521 Preprocessor1_Mode…
42 2 1443 39 mcc multiclass 0.306 10 0.0513 Preprocessor1_Mode…
43 2 848 32 mcc multiclass 0.306 10 0.0513 Preprocessor1_Mode…
44 2 1228 34 mcc multiclass 0.306 10 0.0513 Preprocessor1_Mode…
45 2 1324 40 mcc multiclass 0.306 10 0.0529 Preprocessor1_Mode…
46 2 1454 34 mcc multiclass 0.306 10 0.0529 Preprocessor1_Mode…
47 2 1036 37 mcc multiclass 0.306 10 0.0529 Preprocessor1_Mode…
48 2 1052 34 mcc multiclass 0.306 10 0.0529 Preprocessor1_Mode…
49 2 1334 37 mcc multiclass 0.306 10 0.0529 Preprocessor1_Mode…
50 2 1313 29 mcc multiclass 0.306 10 0.0529 Preprocessor1_Mode…
51 2 537 40 mcc multiclass 0.306 10 0.0529 Preprocessor1_Mode…
52 2 446 29 mcc multiclass 0.305 10 0.0552 Preprocessor1_Mode…
53 2 1008 37 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
54 2 1431 38 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
55 2 914 39 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
56 2 674 31 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
57 2 534 32 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
58 2 1279 37 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
59 2 1063 32 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
60 2 1353 39 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
61 2 667 36 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
62 2 1423 38 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
63 2 1015 34 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
64 2 1100 35 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
65 2 1388 35 mcc multiclass 0.305 10 0.0539 Preprocessor1_Mode…
66 2 1104 28 mcc multiclass 0.305 10 0.0458 Preprocessor1_Mode…
67 2 870 31 mcc multiclass 0.305 10 0.0569 Preprocessor1_Mode…
68 2 1432 39 mcc multiclass 0.305 10 0.0538 Preprocessor1_Mode…
69 2 954 34 mcc multiclass 0.305 10 0.0538 Preprocessor1_Mode…
70 2 1415 37 mcc multiclass 0.305 10 0.0538 Preprocessor1_Mode…
71 2 650 40 mcc multiclass 0.305 10 0.0538 Preprocessor1_Mode…
72 3 412 40 mcc multiclass 0.305 10 0.0551 Preprocessor1_Mode…
73 3 574 32 mcc multiclass 0.304 10 0.0525 Preprocessor1_Mode…
74 2 557 39 mcc multiclass 0.304 10 0.0522 Preprocessor1_Mode…
75 2 1029 37 mcc multiclass 0.304 10 0.0522 Preprocessor1_Mode…
76 2 960 32 mcc multiclass 0.304 10 0.0522 Preprocessor1_Mode…
77 2 1260 38 mcc multiclass 0.304 10 0.0522 Preprocessor1_Mode…
78 2 470 30 mcc multiclass 0.304 10 0.0522 Preprocessor1_Mode…
79 2 444 38 mcc multiclass 0.304 10 0.0522 Preprocessor1_Mode…
80 2 531 37 mcc multiclass 0.304 10 0.0565 Preprocessor1_Mode…
81 2 760 29 mcc multiclass 0.304 10 0.0547 Preprocessor1_Mode…
82 2 570 39 mcc multiclass 0.304 10 0.0552 Preprocessor1_Mode…
83 2 639 27 mcc multiclass 0.304 10 0.0560 Preprocessor1_Mode…
84 2 1349 35 mcc multiclass 0.303 10 0.0521 Preprocessor1_Mode…
85 2 425 38 mcc multiclass 0.303 10 0.0538 Preprocessor1_Mode…
86 2 672 38 mcc multiclass 0.303 10 0.0546 Preprocessor1_Mode…
87 3 879 38 mcc multiclass 0.303 10 0.0553 Preprocessor1_Mode…
88 2 404 24 mcc multiclass 0.303 10 0.0553 Preprocessor1_Mode…
89 3 421 37 mcc multiclass 0.303 10 0.0553 Preprocessor1_Mode…
90 3 1062 40 mcc multiclass 0.303 10 0.0549 Preprocessor1_Mode…
91 3 666 38 mcc multiclass 0.303 10 0.0549 Preprocessor1_Mode…
92 3 1333 35 mcc multiclass 0.303 10 0.0549 Preprocessor1_Mode…
93 3 1409 40 mcc multiclass 0.303 10 0.0549 Preprocessor1_Mode…
94 2 1383 25 mcc multiclass 0.302 10 0.0541 Preprocessor1_Mode…
95 2 510 22 mcc multiclass 0.302 10 0.0506 Preprocessor1_Mode…
96 3 864 40 mcc multiclass 0.302 10 0.0533 Preprocessor1_Mode…
97 3 453 37 mcc multiclass 0.302 10 0.0533 Preprocessor1_Mode…
98 2 1475 26 mcc multiclass 0.302 10 0.0540 Preprocessor1_Mode…
99 2 1374 34 mcc multiclass 0.302 10 0.0549 Preprocessor1_Mode…
100 3 427 40 mcc multiclass 0.301 10 0.0566 Preprocessor1_Mode…
101 2 456 36 mcc multiclass 0.300 10 0.0513 Preprocessor1_Mode…
102 2 1215 37 mcc multiclass 0.300 10 0.0513 Preprocessor1_Mode…
103 2 1395 39 mcc multiclass 0.300 10 0.0529 Preprocessor1_Mode…
104 2 945 31 mcc multiclass 0.300 10 0.0529 Preprocessor1_Mode…
105 2 1249 33 mcc multiclass 0.300 10 0.0539 Preprocessor1_Mode…
106 2 1146 37 mcc multiclass 0.300 10 0.0539 Preprocessor1_Mode…
107 2 993 38 mcc multiclass 0.300 10 0.0539 Preprocessor1_Mode…
108 2 1486 38 mcc multiclass 0.300 10 0.0539 Preprocessor1_Mode…
109 2 789 34 mcc multiclass 0.300 10 0.0488 Preprocessor1_Mode…
110 2 607 27 mcc multiclass 0.300 10 0.0517 Preprocessor1_Mode…
111 2 1115 33 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
112 2 1442 32 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
113 2 1286 32 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
114 2 721 36 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
115 2 1008 36 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
116 2 1127 30 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
117 2 1298 35 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
118 2 1453 34 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
119 2 476 34 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
120 2 1058 29 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
121 2 1073 35 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
122 2 1267 30 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
123 2 1431 32 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
124 2 1018 32 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
125 2 721 37 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
126 2 508 38 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
127 2 1484 28 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
128 2 539 34 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
129 2 657 40 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
130 2 620 30 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
131 2 1332 29 mcc multiclass 0.300 10 0.0547 Preprocessor1_Mode…
132 2 727 33 mcc multiclass 0.299 10 0.0549 Preprocessor1_Mode…
133 2 608 36 mcc multiclass 0.299 10 0.0569 Preprocessor1_Mode…
134 2 1155 31 mcc multiclass 0.299 10 0.0524 Preprocessor1_Mode…
135 3 1012 30 mcc multiclass 0.299 10 0.0528 Preprocessor1_Mode…
136 2 598 27 mcc multiclass 0.299 10 0.0559 Preprocessor1_Mode…
137 2 676 37 mcc multiclass 0.299 10 0.0530 Preprocessor1_Mode…
138 2 981 30 mcc multiclass 0.299 10 0.0530 Preprocessor1_Mode…
139 2 1373 36 mcc multiclass 0.299 10 0.0530 Preprocessor1_Mode…
140 2 664 27 mcc multiclass 0.299 10 0.0548 Preprocessor1_Mode…
141 2 436 39 mcc multiclass 0.299 10 0.0514 Preprocessor1_Mode…
142 2 992 39 mcc multiclass 0.298 10 0.0530 Preprocessor1_Mode…
143 2 808 38 mcc multiclass 0.298 10 0.0530 Preprocessor1_Mode…
144 2 1188 32 mcc multiclass 0.298 10 0.0530 Preprocessor1_Mode…
145 2 1485 38 mcc multiclass 0.298 10 0.0530 Preprocessor1_Mode…
146 2 1058 33 mcc multiclass 0.298 10 0.0530 Preprocessor1_Mode…
147 2 449 34 mcc multiclass 0.298 10 0.0540 Preprocessor1_Mode…
148 2 1212 38 mcc multiclass 0.298 10 0.0540 Preprocessor1_Mode…
149 2 1303 34 mcc multiclass 0.298 10 0.0540 Preprocessor1_Mode…
150 3 1133 32 mcc multiclass 0.298 10 0.0536 Preprocessor1_Mode…
151 2 1013 37 mcc multiclass 0.297 10 0.0515 Preprocessor1_Mode…
152 2 560 38 mcc multiclass 0.297 10 0.0564 Preprocessor1_Mode…
153 2 1390 28 mcc multiclass 0.297 10 0.0571 Preprocessor1_Mode…
154 2 562 36 mcc multiclass 0.297 10 0.0555 Preprocessor1_Mode…
155 3 423 39 mcc multiclass 0.297 10 0.0566 Preprocessor1_Mode…
156 2 1386 27 mcc multiclass 0.297 10 0.0566 Preprocessor1_Mode…
157 2 484 28 mcc multiclass 0.297 10 0.0566 Preprocessor1_Mode…
158 2 625 27 mcc multiclass 0.297 10 0.0566 Preprocessor1_Mode…
159 2 1165 30 mcc multiclass 0.296 10 0.0568 Preprocessor1_Mode…
160 2 1480 24 mcc multiclass 0.296 10 0.0523 Preprocessor1_Mode…
161 2 1355 27 mcc multiclass 0.296 10 0.0523 Preprocessor1_Mode…
162 2 587 29 mcc multiclass 0.296 10 0.0533 Preprocessor1_Mode…
163 2 935 36 mcc multiclass 0.296 10 0.0557 Preprocessor1_Mode…
164 3 1420 35 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
165 3 922 40 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
166 3 739 36 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
167 3 701 31 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
168 3 806 35 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
169 3 1155 34 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
170 3 1348 37 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
171 3 1491 38 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
172 3 1272 40 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
173 3 1279 37 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
174 3 1002 35 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
175 3 615 38 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
176 3 821 30 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
177 3 839 33 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
178 3 1214 37 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
179 3 1219 40 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
180 3 815 34 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
181 3 901 35 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
182 3 1294 33 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
183 3 763 32 mcc multiclass 0.296 10 0.0544 Preprocessor1_Mode…
184 2 831 14 mcc multiclass 0.295 10 0.0485 Preprocessor1_Mode…
185 3 1408 36 mcc multiclass 0.295 10 0.0550 Preprocessor1_Mode…
186 3 570 37 mcc multiclass 0.295 10 0.0550 Preprocessor1_Mode…
187 3 968 38 mcc multiclass 0.295 10 0.0550 Preprocessor1_Mode…
188 3 1217 38 mcc multiclass 0.295 10 0.0550 Preprocessor1_Mode…
189 2 833 23 mcc multiclass 0.295 10 0.0495 Preprocessor1_Mode…
190 2 516 26 mcc multiclass 0.295 10 0.0531 Preprocessor1_Mode…
191 3 434 36 mcc multiclass 0.295 10 0.0533 Preprocessor1_Mode…
192 3 1457 39 mcc multiclass 0.295 10 0.0533 Preprocessor1_Mode…
193 3 619 36 mcc multiclass 0.295 10 0.0533 Preprocessor1_Mode…
194 2 1491 26 mcc multiclass 0.295 10 0.0534 Preprocessor1_Mode…
195 2 422 35 mcc multiclass 0.295 10 0.0527 Preprocessor1_Mode…
196 2 453 23 mcc multiclass 0.295 10 0.0529 Preprocessor1_Mode…
197 2 1222 25 mcc multiclass 0.295 10 0.0529 Preprocessor1_Mode…
198 2 1364 34 mcc multiclass 0.294 10 0.0546 Preprocessor1_Mode…
199 2 1313 33 mcc multiclass 0.294 10 0.0546 Preprocessor1_Mode…
200 2 785 37 mcc multiclass 0.294 10 0.0546 Preprocessor1_Mode…2. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.424 0.341
2 precision macro 0.750 0.503
3 spec macro 0.875 0.813
4 accuracy multiclass 0.721 0.577
5 f_meas macro 0.556 0.443
6 mcc multiclass 0.514 0.262
7 kap multiclass 0.503 0.256
8 roc_auc hand_till 0.883 0.753
9 mn_log_loss multiclass 0.678 0.914Confusion matrix
Column 2
ROC curve
Gain curve
2. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
2. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
3. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 1281 40 roc_auc binary 0.738 10 0.0633 Preprocessor1_Mode…
2 2 1292 35 roc_auc binary 0.737 10 0.0636 Preprocessor1_Mode…
3 2 972 37 roc_auc binary 0.737 10 0.0635 Preprocessor1_Mode…
4 2 1228 38 roc_auc binary 0.736 10 0.0649 Preprocessor1_Mode…
5 2 1267 37 roc_auc binary 0.736 10 0.0624 Preprocessor1_Mode…
6 2 991 39 roc_auc binary 0.736 10 0.0646 Preprocessor1_Mode…
7 2 780 39 roc_auc binary 0.736 10 0.0644 Preprocessor1_Mode…
8 2 1190 35 roc_auc binary 0.735 10 0.0651 Preprocessor1_Mode…
9 2 1380 38 roc_auc binary 0.735 10 0.0627 Preprocessor1_Mode…
10 2 1078 40 roc_auc binary 0.734 10 0.0637 Preprocessor1_Mode…
11 2 1098 34 roc_auc binary 0.734 10 0.0636 Preprocessor1_Mode…
12 2 1078 38 roc_auc binary 0.734 10 0.0634 Preprocessor1_Mode…
13 2 1088 35 roc_auc binary 0.734 10 0.0646 Preprocessor1_Mode…
14 2 1117 40 roc_auc binary 0.733 10 0.0635 Preprocessor1_Mode…
15 2 1427 40 roc_auc binary 0.733 10 0.0636 Preprocessor1_Mode…
16 2 1276 30 roc_auc binary 0.733 10 0.0619 Preprocessor1_Mode…
17 3 995 37 roc_auc binary 0.732 10 0.0635 Preprocessor1_Mode…
18 2 927 38 roc_auc binary 0.732 10 0.0639 Preprocessor1_Mode…
19 2 993 37 roc_auc binary 0.732 10 0.0647 Preprocessor1_Mode…
20 2 1081 33 roc_auc binary 0.731 10 0.0661 Preprocessor1_Mode…
21 2 589 33 roc_auc binary 0.731 10 0.0625 Preprocessor1_Mode…
22 2 865 34 roc_auc binary 0.731 10 0.0658 Preprocessor1_Mode…
23 2 1144 37 roc_auc binary 0.731 10 0.0642 Preprocessor1_Mode…
24 2 918 37 roc_auc binary 0.731 10 0.0653 Preprocessor1_Mode…
25 2 1145 35 roc_auc binary 0.731 10 0.0642 Preprocessor1_Mode…
26 2 1195 34 roc_auc binary 0.731 10 0.0653 Preprocessor1_Mode…
27 2 1481 36 roc_auc binary 0.731 10 0.0645 Preprocessor1_Mode…
28 2 1173 35 roc_auc binary 0.730 10 0.0634 Preprocessor1_Mode…
29 2 533 26 roc_auc binary 0.730 10 0.0627 Preprocessor1_Mode…
30 2 934 31 roc_auc binary 0.730 10 0.0663 Preprocessor1_Mode…
31 2 410 38 roc_auc binary 0.730 10 0.0634 Preprocessor1_Mode…
32 2 1106 31 roc_auc binary 0.730 10 0.0637 Preprocessor1_Mode…
33 2 1135 33 roc_auc binary 0.730 10 0.0669 Preprocessor1_Mode…
34 2 993 33 roc_auc binary 0.730 10 0.0643 Preprocessor1_Mode…
35 2 1179 37 roc_auc binary 0.730 10 0.0660 Preprocessor1_Mode…
36 2 1108 36 roc_auc binary 0.730 10 0.0644 Preprocessor1_Mode…
37 2 663 31 roc_auc binary 0.730 10 0.0665 Preprocessor1_Mode…
38 2 1352 39 roc_auc binary 0.730 10 0.0646 Preprocessor1_Mode…
39 2 1107 38 roc_auc binary 0.730 10 0.0628 Preprocessor1_Mode…
40 2 615 37 roc_auc binary 0.730 10 0.0628 Preprocessor1_Mode…
41 2 931 32 roc_auc binary 0.730 10 0.0632 Preprocessor1_Mode…
42 2 1029 40 roc_auc binary 0.729 10 0.0650 Preprocessor1_Mode…
43 2 811 37 roc_auc binary 0.729 10 0.0645 Preprocessor1_Mode…
44 2 735 34 roc_auc binary 0.729 10 0.0657 Preprocessor1_Mode…
45 3 910 40 roc_auc binary 0.729 10 0.0641 Preprocessor1_Mode…
46 2 684 35 roc_auc binary 0.729 10 0.0654 Preprocessor1_Mode…
47 2 438 35 roc_auc binary 0.728 10 0.0654 Preprocessor1_Mode…
48 2 1309 32 roc_auc binary 0.728 10 0.0661 Preprocessor1_Mode…
49 2 1195 40 roc_auc binary 0.728 10 0.0652 Preprocessor1_Mode…
50 2 898 39 roc_auc binary 0.728 10 0.0621 Preprocessor1_Mode…
51 2 1184 34 roc_auc binary 0.728 10 0.0639 Preprocessor1_Mode…
52 2 1450 35 roc_auc binary 0.728 10 0.0664 Preprocessor1_Mode…
53 2 1019 32 roc_auc binary 0.728 10 0.0637 Preprocessor1_Mode…
54 2 1452 39 roc_auc binary 0.727 10 0.0627 Preprocessor1_Mode…
55 2 1079 36 roc_auc binary 0.726 10 0.0652 Preprocessor1_Mode…
56 2 1128 27 roc_auc binary 0.726 10 0.0651 Preprocessor1_Mode…
57 2 469 29 roc_auc binary 0.726 10 0.0677 Preprocessor1_Mode…
58 2 1466 34 roc_auc binary 0.726 10 0.0657 Preprocessor1_Mode…
59 2 1356 31 roc_auc binary 0.726 10 0.0662 Preprocessor1_Mode…
60 2 979 33 roc_auc binary 0.726 10 0.0656 Preprocessor1_Mode…
61 3 1239 39 roc_auc binary 0.726 10 0.0639 Preprocessor1_Mode…
62 2 1442 34 roc_auc binary 0.726 10 0.0666 Preprocessor1_Mode…
63 2 417 32 roc_auc binary 0.726 10 0.0621 Preprocessor1_Mode…
64 2 810 25 roc_auc binary 0.726 10 0.0648 Preprocessor1_Mode…
65 2 972 27 roc_auc binary 0.726 10 0.0656 Preprocessor1_Mode…
66 2 445 33 roc_auc binary 0.726 10 0.0631 Preprocessor1_Mode…
67 2 1135 32 roc_auc binary 0.726 10 0.0672 Preprocessor1_Mode…
68 2 897 28 roc_auc binary 0.725 10 0.0670 Preprocessor1_Mode…
69 2 970 39 roc_auc binary 0.725 10 0.0637 Preprocessor1_Mode…
70 2 486 28 roc_auc binary 0.725 10 0.0659 Preprocessor1_Mode…
71 2 948 37 roc_auc binary 0.725 10 0.0655 Preprocessor1_Mode…
72 2 1183 30 roc_auc binary 0.725 10 0.0664 Preprocessor1_Mode…
73 2 659 29 roc_auc binary 0.725 10 0.0688 Preprocessor1_Mode…
74 2 1108 29 roc_auc binary 0.725 10 0.0646 Preprocessor1_Mode…
75 2 928 26 roc_auc binary 0.725 10 0.0681 Preprocessor1_Mode…
76 2 733 31 roc_auc binary 0.725 10 0.0637 Preprocessor1_Mode…
77 2 472 33 roc_auc binary 0.724 10 0.0658 Preprocessor1_Mode…
78 2 435 30 roc_auc binary 0.724 10 0.0680 Preprocessor1_Mode…
79 2 507 30 roc_auc binary 0.724 10 0.0657 Preprocessor1_Mode…
80 2 628 26 roc_auc binary 0.724 10 0.0650 Preprocessor1_Mode…
81 2 461 22 roc_auc binary 0.724 10 0.0696 Preprocessor1_Mode…
82 2 1047 28 roc_auc binary 0.724 10 0.0654 Preprocessor1_Mode…
83 3 1257 39 roc_auc binary 0.724 10 0.0650 Preprocessor1_Mode…
84 2 533 36 roc_auc binary 0.724 10 0.0636 Preprocessor1_Mode…
85 2 992 30 roc_auc binary 0.724 10 0.0647 Preprocessor1_Mode…
86 2 764 33 roc_auc binary 0.723 10 0.0644 Preprocessor1_Mode…
87 2 1415 27 roc_auc binary 0.723 10 0.0652 Preprocessor1_Mode…
88 2 707 33 roc_auc binary 0.723 10 0.0673 Preprocessor1_Mode…
89 3 1356 36 roc_auc binary 0.723 10 0.0657 Preprocessor1_Mode…
90 3 898 38 roc_auc binary 0.723 10 0.0644 Preprocessor1_Mode…
91 2 401 39 roc_auc binary 0.723 10 0.0672 Preprocessor1_Mode…
92 2 1320 21 roc_auc binary 0.723 10 0.0677 Preprocessor1_Mode…
93 2 1220 27 roc_auc binary 0.723 10 0.0672 Preprocessor1_Mode…
94 3 660 35 roc_auc binary 0.723 10 0.0664 Preprocessor1_Mode…
95 2 1220 33 roc_auc binary 0.723 10 0.0672 Preprocessor1_Mode…
96 2 1332 26 roc_auc binary 0.723 10 0.0648 Preprocessor1_Mode…
97 3 432 40 roc_auc binary 0.722 10 0.0667 Preprocessor1_Mode…
98 2 426 21 roc_auc binary 0.722 10 0.0709 Preprocessor1_Mode…
99 2 822 31 roc_auc binary 0.722 10 0.0665 Preprocessor1_Mode…
100 2 566 25 roc_auc binary 0.722 10 0.0679 Preprocessor1_Mode…
101 2 1202 36 roc_auc binary 0.722 10 0.0665 Preprocessor1_Mode…
102 2 1228 20 roc_auc binary 0.722 10 0.0687 Preprocessor1_Mode…
103 3 705 34 roc_auc binary 0.722 10 0.0662 Preprocessor1_Mode…
104 3 430 37 roc_auc binary 0.722 10 0.0631 Preprocessor1_Mode…
105 2 1432 27 roc_auc binary 0.722 10 0.0663 Preprocessor1_Mode…
106 3 469 36 roc_auc binary 0.722 10 0.0675 Preprocessor1_Mode…
107 2 423 24 roc_auc binary 0.721 10 0.0699 Preprocessor1_Mode…
108 3 689 34 roc_auc binary 0.721 10 0.0634 Preprocessor1_Mode…
109 2 1294 33 roc_auc binary 0.721 10 0.0654 Preprocessor1_Mode…
110 3 1444 31 roc_auc binary 0.721 10 0.0668 Preprocessor1_Mode…
111 2 1342 24 roc_auc binary 0.721 10 0.0680 Preprocessor1_Mode…
112 2 912 30 roc_auc binary 0.721 10 0.0643 Preprocessor1_Mode…
113 2 1307 24 roc_auc binary 0.721 10 0.0645 Preprocessor1_Mode…
114 2 458 17 roc_auc binary 0.721 10 0.0687 Preprocessor1_Mode…
115 2 839 28 roc_auc binary 0.721 10 0.0674 Preprocessor1_Mode…
116 3 781 37 roc_auc binary 0.721 10 0.0672 Preprocessor1_Mode…
117 2 1286 32 roc_auc binary 0.721 10 0.0652 Preprocessor1_Mode…
118 2 427 21 roc_auc binary 0.721 10 0.0708 Preprocessor1_Mode…
119 3 732 40 roc_auc binary 0.721 10 0.0680 Preprocessor1_Mode…
120 3 409 38 roc_auc binary 0.721 10 0.0672 Preprocessor1_Mode…
121 2 757 8 roc_auc binary 0.721 10 0.0701 Preprocessor1_Mode…
122 2 747 32 roc_auc binary 0.721 10 0.0647 Preprocessor1_Mode…
123 2 1089 29 roc_auc binary 0.720 10 0.0666 Preprocessor1_Mode…
124 2 592 9 roc_auc binary 0.720 10 0.0667 Preprocessor1_Mode…
125 3 1114 38 roc_auc binary 0.720 10 0.0656 Preprocessor1_Mode…
126 4 792 37 roc_auc binary 0.720 10 0.0681 Preprocessor1_Mode…
127 3 1396 38 roc_auc binary 0.720 10 0.0669 Preprocessor1_Mode…
128 3 506 40 roc_auc binary 0.720 10 0.0659 Preprocessor1_Mode…
129 2 1071 24 roc_auc binary 0.720 10 0.0687 Preprocessor1_Mode…
130 2 998 15 roc_auc binary 0.720 10 0.0667 Preprocessor1_Mode…
131 2 1183 38 roc_auc binary 0.720 10 0.0683 Preprocessor1_Mode…
132 2 668 12 roc_auc binary 0.720 10 0.0674 Preprocessor1_Mode…
133 2 707 17 roc_auc binary 0.720 10 0.0678 Preprocessor1_Mode…
134 2 478 11 roc_auc binary 0.720 10 0.0652 Preprocessor1_Mode…
135 3 975 33 roc_auc binary 0.720 10 0.0685 Preprocessor1_Mode…
136 2 428 27 roc_auc binary 0.720 10 0.0672 Preprocessor1_Mode…
137 3 1031 37 roc_auc binary 0.719 10 0.0689 Preprocessor1_Mode…
138 2 1371 28 roc_auc binary 0.719 10 0.0675 Preprocessor1_Mode…
139 3 775 39 roc_auc binary 0.719 10 0.0683 Preprocessor1_Mode…
140 3 797 36 roc_auc binary 0.719 10 0.0654 Preprocessor1_Mode…
141 2 534 23 roc_auc binary 0.719 10 0.0661 Preprocessor1_Mode…
142 2 950 26 roc_auc binary 0.719 10 0.0649 Preprocessor1_Mode…
143 2 716 30 roc_auc binary 0.719 10 0.0644 Preprocessor1_Mode…
144 3 1156 39 roc_auc binary 0.719 10 0.0665 Preprocessor1_Mode…
145 3 1027 40 roc_auc binary 0.719 10 0.0680 Preprocessor1_Mode…
146 3 1204 37 roc_auc binary 0.719 10 0.0672 Preprocessor1_Mode…
147 2 964 27 roc_auc binary 0.719 10 0.0685 Preprocessor1_Mode…
148 4 413 31 roc_auc binary 0.719 10 0.0664 Preprocessor1_Mode…
149 2 638 4 roc_auc binary 0.719 10 0.0741 Preprocessor1_Mode…
150 3 1236 29 roc_auc binary 0.719 10 0.0685 Preprocessor1_Mode…
151 3 1308 38 roc_auc binary 0.719 10 0.0664 Preprocessor1_Mode…
152 2 1005 21 roc_auc binary 0.719 10 0.0691 Preprocessor1_Mode…
153 2 1295 19 roc_auc binary 0.719 10 0.0689 Preprocessor1_Mode…
154 2 1121 25 roc_auc binary 0.719 10 0.0665 Preprocessor1_Mode…
155 2 552 35 roc_auc binary 0.719 10 0.0657 Preprocessor1_Mode…
156 3 715 36 roc_auc binary 0.719 10 0.0666 Preprocessor1_Mode…
157 3 1173 36 roc_auc binary 0.718 10 0.0687 Preprocessor1_Mode…
158 3 1132 38 roc_auc binary 0.718 10 0.0667 Preprocessor1_Mode…
159 3 1023 32 roc_auc binary 0.718 10 0.0651 Preprocessor1_Mode…
160 2 768 29 roc_auc binary 0.718 10 0.0648 Preprocessor1_Mode…
161 2 500 37 roc_auc binary 0.718 10 0.0674 Preprocessor1_Mode…
162 3 483 38 roc_auc binary 0.718 10 0.0646 Preprocessor1_Mode…
163 2 1121 22 roc_auc binary 0.718 10 0.0656 Preprocessor1_Mode…
164 3 683 38 roc_auc binary 0.718 10 0.0681 Preprocessor1_Mode…
165 2 1444 18 roc_auc binary 0.718 10 0.0691 Preprocessor1_Mode…
166 2 948 10 roc_auc binary 0.718 10 0.0682 Preprocessor1_Mode…
167 2 1485 20 roc_auc binary 0.718 10 0.0695 Preprocessor1_Mode…
168 2 524 19 roc_auc binary 0.718 10 0.0648 Preprocessor1_Mode…
169 2 1012 26 roc_auc binary 0.718 10 0.0680 Preprocessor1_Mode…
170 2 855 22 roc_auc binary 0.718 10 0.0679 Preprocessor1_Mode…
171 2 733 17 roc_auc binary 0.718 10 0.0685 Preprocessor1_Mode…
172 4 630 37 roc_auc binary 0.718 10 0.0645 Preprocessor1_Mode…
173 3 566 33 roc_auc binary 0.718 10 0.0708 Preprocessor1_Mode…
174 4 938 40 roc_auc binary 0.718 10 0.0679 Preprocessor1_Mode…
175 2 1230 27 roc_auc binary 0.718 10 0.0701 Preprocessor1_Mode…
176 3 1240 30 roc_auc binary 0.718 10 0.0674 Preprocessor1_Mode…
177 2 931 30 roc_auc binary 0.718 10 0.0669 Preprocessor1_Mode…
178 2 1442 24 roc_auc binary 0.718 10 0.0682 Preprocessor1_Mode…
179 3 949 5 roc_auc binary 0.718 10 0.0721 Preprocessor1_Mode…
180 2 750 3 roc_auc binary 0.718 10 0.0681 Preprocessor1_Mode…
181 3 896 38 roc_auc binary 0.717 10 0.0686 Preprocessor1_Mode…
182 2 427 8 roc_auc binary 0.717 10 0.0670 Preprocessor1_Mode…
183 3 1435 35 roc_auc binary 0.717 10 0.0684 Preprocessor1_Mode…
184 2 1410 19 roc_auc binary 0.717 10 0.0664 Preprocessor1_Mode…
185 2 794 33 roc_auc binary 0.717 10 0.0677 Preprocessor1_Mode…
186 3 873 31 roc_auc binary 0.717 10 0.0708 Preprocessor1_Mode…
187 3 1246 40 roc_auc binary 0.717 10 0.0674 Preprocessor1_Mode…
188 3 1447 33 roc_auc binary 0.717 10 0.0679 Preprocessor1_Mode…
189 3 887 40 roc_auc binary 0.717 10 0.0693 Preprocessor1_Mode…
190 3 1311 38 roc_auc binary 0.717 10 0.0679 Preprocessor1_Mode…
191 2 1273 6 roc_auc binary 0.717 10 0.0684 Preprocessor1_Mode…
192 3 627 36 roc_auc binary 0.717 10 0.0662 Preprocessor1_Mode…
193 2 562 20 roc_auc binary 0.717 10 0.0702 Preprocessor1_Mode…
194 3 407 8 roc_auc binary 0.717 10 0.0683 Preprocessor1_Mode…
195 3 881 35 roc_auc binary 0.717 10 0.0673 Preprocessor1_Mode…
196 2 1100 14 roc_auc binary 0.716 10 0.0695 Preprocessor1_Mode…
197 3 650 28 roc_auc binary 0.716 10 0.0673 Preprocessor1_Mode…
198 4 525 38 roc_auc binary 0.716 10 0.0661 Preprocessor1_Mode…
199 3 1493 22 roc_auc binary 0.716 10 0.0688 Preprocessor1_Mode…
200 2 774 11 roc_auc binary 0.716 10 0.0698 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 4 586 8 mcc binary 0.523 7 0.0515 Preprocessor1_Mode…
2 4 454 5 mcc binary 0.523 7 0.0515 Preprocessor1_Mode…
3 2 417 32 mcc binary 0.519 4 0.0944 Preprocessor1_Mode…
4 2 1029 40 mcc binary 0.519 4 0.0944 Preprocessor1_Mode…
5 2 478 11 mcc binary 0.510 5 0.0736 Preprocessor1_Mode…
6 3 443 17 mcc binary 0.510 5 0.0736 Preprocessor1_Mode…
7 4 1272 2 mcc binary 0.484 8 0.0871 Preprocessor1_Mode…
8 2 1267 37 mcc binary 0.467 4 0.0771 Preprocessor1_Mode…
9 2 423 24 mcc binary 0.467 4 0.0771 Preprocessor1_Mode…
10 2 1145 35 mcc binary 0.467 4 0.0771 Preprocessor1_Mode…
11 2 1184 34 mcc binary 0.467 4 0.0771 Preprocessor1_Mode…
12 2 1183 38 mcc binary 0.467 4 0.0771 Preprocessor1_Mode…
13 2 410 38 mcc binary 0.467 4 0.0771 Preprocessor1_Mode…
14 2 438 7 mcc binary 0.464 7 0.0977 Preprocessor1_Mode…
15 4 599 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
16 4 778 6 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
17 3 546 3 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
18 3 1390 2 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
19 4 530 4 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
20 4 567 11 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
21 4 1349 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
22 3 1475 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
23 3 1264 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
24 3 831 2 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
25 4 989 5 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
26 4 440 5 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
27 4 1152 4 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
28 3 637 5 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
29 2 593 4 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
30 4 974 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
31 3 1479 10 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
32 4 1390 3 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
33 4 576 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
34 4 631 6 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
35 4 1420 4 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
36 4 1353 3 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
37 3 980 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
38 4 1144 2 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
39 3 938 6 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
40 4 1291 2 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
41 4 622 4 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
42 4 1471 10 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
43 4 902 10 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
44 4 1185 3 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
45 4 683 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
46 3 1013 5 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
47 3 970 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
48 3 1405 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
49 4 1245 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
50 4 835 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
51 4 1434 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
52 4 424 6 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
53 4 511 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
54 3 1117 9 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
55 4 1260 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
56 4 996 10 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
57 3 899 3 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
58 4 523 5 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
59 4 1168 5 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
60 4 750 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
61 4 1479 4 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
62 3 767 3 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
63 3 410 2 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
64 3 961 3 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
65 4 1191 2 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
66 3 1074 6 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
67 3 407 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
68 4 791 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
69 4 914 2 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
70 4 598 5 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
71 4 538 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
72 4 731 9 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
73 4 879 3 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
74 3 1342 4 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
75 4 944 6 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
76 3 1077 2 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
77 4 1388 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
78 3 869 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
79 4 1143 10 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
80 3 1499 7 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
81 4 1163 6 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
82 4 617 8 mcc binary 0.450 8 0.0857 Preprocessor1_Mode…
83 4 425 12 mcc binary 0.447 8 0.0886 Preprocessor1_Mode…
84 4 1307 10 mcc binary 0.447 8 0.0886 Preprocessor1_Mode…
85 4 1072 10 mcc binary 0.447 8 0.0886 Preprocessor1_Mode…
86 2 642 13 mcc binary 0.444 6 0.118 Preprocessor1_Mode…
87 2 401 39 mcc binary 0.443 5 0.140 Preprocessor1_Mode…
88 3 539 12 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
89 3 704 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
90 3 579 11 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
91 2 575 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
92 3 655 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
93 3 744 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
94 4 1380 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
95 4 919 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
96 4 1348 3 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
97 3 1170 2 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
98 4 1308 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
99 3 1284 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
100 3 597 4 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
101 3 920 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
102 3 1485 6 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
103 4 940 11 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
104 3 453 6 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
105 3 779 10 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
106 3 867 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
107 3 791 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
108 3 703 11 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
109 4 1233 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
110 3 408 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
111 3 1102 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
112 3 1079 10 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
113 3 949 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
114 3 926 10 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
115 3 718 2 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
116 3 970 6 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
117 3 1068 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
118 3 1477 3 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
119 3 1125 4 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
120 3 516 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
121 3 911 13 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
122 4 439 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
123 4 1343 10 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
124 2 638 4 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
125 4 699 16 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
126 3 1140 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
127 2 678 2 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
128 4 889 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
129 3 1053 2 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
130 4 1157 11 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
131 4 1380 4 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
132 3 1023 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
133 3 861 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
134 3 1449 4 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
135 4 955 10 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
136 3 931 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
137 3 1152 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
138 3 1340 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
139 3 1110 10 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
140 4 1391 3 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
141 3 1303 11 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
142 2 494 2 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
143 2 868 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
144 4 578 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
145 3 1020 6 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
146 3 729 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
147 2 1090 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
148 3 709 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
149 3 635 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
150 3 1435 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
151 2 504 3 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
152 3 1253 11 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
153 3 1008 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
154 2 1279 3 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
155 3 414 4 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
156 3 1122 2 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
157 3 715 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
158 4 403 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
159 4 736 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
160 3 1342 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
161 3 732 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
162 2 916 6 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
163 3 774 8 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
164 3 622 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
165 2 910 3 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
166 3 1487 4 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
167 4 615 5 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
168 4 1444 11 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
169 3 1433 9 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
170 3 1019 10 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
171 4 1096 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
172 4 533 7 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
173 3 1141 10 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
174 3 994 4 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
175 4 483 11 mcc binary 0.435 7 0.0974 Preprocessor1_Mode…
176 4 1337 12 mcc binary 0.435 8 0.0912 Preprocessor1_Mode…
177 2 538 4 mcc binary 0.434 7 0.0909 Preprocessor1_Mode…
178 3 1019 14 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
179 3 511 11 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
180 4 405 11 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
181 4 786 11 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
182 4 1491 13 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
183 4 1218 11 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
184 4 1350 13 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
185 4 675 12 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
186 3 808 15 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
187 4 1154 12 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
188 4 495 14 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
189 3 824 13 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
190 3 751 13 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
191 3 1111 14 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
192 4 980 12 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
193 4 461 13 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
194 4 1201 14 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
195 4 1420 11 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
196 4 1382 13 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
197 3 1279 14 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
198 3 1057 12 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
199 3 829 12 mcc binary 0.431 7 0.101 Preprocessor1_Mode…
200 4 1453 14 mcc binary 0.431 7 0.101 Preprocessor1_Mode…3. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.316 0.105
2 precision binary 0.947 0.333
3 spec binary 0.998 0.970
4 accuracy binary 0.913 0.864
5 f_meas binary 0.474 0.16
6 mcc binary 0.519 0.129
7 kap binary 0.439 0.107
8 roc_auc binary 0.971 0.670
9 mn_log_loss binary 0.207 0.371Confusion matrix
Column 2
ROC curve
Gain curve
3. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
3. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
4. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 747 32 roc_auc hand_till 0.726 10 0.0351 Preprocessor1_Mode…
2 2 1130 31 roc_auc hand_till 0.726 10 0.0336 Preprocessor1_Mode…
3 2 668 24 roc_auc hand_till 0.726 10 0.0345 Preprocessor1_Mode…
4 2 404 33 roc_auc hand_till 0.724 10 0.0297 Preprocessor1_Mode…
5 2 627 38 roc_auc hand_till 0.724 10 0.0298 Preprocessor1_Mode…
6 2 812 39 roc_auc hand_till 0.723 10 0.0294 Preprocessor1_Mode…
7 3 689 32 roc_auc hand_till 0.723 10 0.0299 Preprocessor1_Mode…
8 2 1191 30 roc_auc hand_till 0.723 10 0.0348 Preprocessor1_Mode…
9 2 1471 22 roc_auc hand_till 0.723 10 0.0352 Preprocessor1_Mode…
10 2 660 29 roc_auc hand_till 0.723 10 0.0339 Preprocessor1_Mode…
11 2 636 34 roc_auc hand_till 0.723 10 0.0348 Preprocessor1_Mode…
12 3 483 38 roc_auc hand_till 0.722 10 0.0343 Preprocessor1_Mode…
13 2 598 40 roc_auc hand_till 0.721 10 0.0305 Preprocessor1_Mode…
14 2 555 27 roc_auc hand_till 0.720 10 0.0285 Preprocessor1_Mode…
15 2 668 37 roc_auc hand_till 0.720 10 0.0307 Preprocessor1_Mode…
16 2 440 40 roc_auc hand_till 0.720 10 0.0300 Preprocessor1_Mode…
17 2 1105 40 roc_auc hand_till 0.719 10 0.0301 Preprocessor1_Mode…
18 2 822 38 roc_auc hand_till 0.719 10 0.0310 Preprocessor1_Mode…
19 2 1388 26 roc_auc hand_till 0.719 10 0.0299 Preprocessor1_Mode…
20 2 1480 36 roc_auc hand_till 0.719 10 0.0312 Preprocessor1_Mode…
21 2 1495 40 roc_auc hand_till 0.719 10 0.0300 Preprocessor1_Mode…
22 2 870 39 roc_auc hand_till 0.719 10 0.0307 Preprocessor1_Mode…
23 2 918 26 roc_auc hand_till 0.719 10 0.0335 Preprocessor1_Mode…
24 2 1152 39 roc_auc hand_till 0.719 10 0.0300 Preprocessor1_Mode…
25 2 958 34 roc_auc hand_till 0.719 10 0.0309 Preprocessor1_Mode…
26 2 470 39 roc_auc hand_till 0.719 10 0.0307 Preprocessor1_Mode…
27 2 1074 32 roc_auc hand_till 0.719 10 0.0292 Preprocessor1_Mode…
28 2 1043 40 roc_auc hand_till 0.718 10 0.0294 Preprocessor1_Mode…
29 2 622 11 roc_auc hand_till 0.718 10 0.0353 Preprocessor1_Mode…
30 2 479 38 roc_auc hand_till 0.718 10 0.0309 Preprocessor1_Mode…
31 3 812 36 roc_auc hand_till 0.718 10 0.0307 Preprocessor1_Mode…
32 3 1144 34 roc_auc hand_till 0.718 10 0.0325 Preprocessor1_Mode…
33 2 900 31 roc_auc hand_till 0.718 10 0.0300 Preprocessor1_Mode…
34 2 1218 39 roc_auc hand_till 0.718 10 0.0300 Preprocessor1_Mode…
35 2 1246 33 roc_auc hand_till 0.718 10 0.0319 Preprocessor1_Mode…
36 2 1378 33 roc_auc hand_till 0.718 10 0.0309 Preprocessor1_Mode…
37 2 493 21 roc_auc hand_till 0.718 10 0.0294 Preprocessor1_Mode…
38 2 1483 37 roc_auc hand_till 0.718 10 0.0301 Preprocessor1_Mode…
39 2 1429 37 roc_auc hand_till 0.718 10 0.0305 Preprocessor1_Mode…
40 2 512 13 roc_auc hand_till 0.718 10 0.0318 Preprocessor1_Mode…
41 2 924 35 roc_auc hand_till 0.718 10 0.0309 Preprocessor1_Mode…
42 2 497 19 roc_auc hand_till 0.718 10 0.0369 Preprocessor1_Mode…
43 2 661 36 roc_auc hand_till 0.718 10 0.0303 Preprocessor1_Mode…
44 2 616 34 roc_auc hand_till 0.718 10 0.0288 Preprocessor1_Mode…
45 2 1094 34 roc_auc hand_till 0.718 10 0.0309 Preprocessor1_Mode…
46 2 1306 40 roc_auc hand_till 0.718 10 0.0302 Preprocessor1_Mode…
47 2 1081 40 roc_auc hand_till 0.718 10 0.0310 Preprocessor1_Mode…
48 2 1263 36 roc_auc hand_till 0.718 10 0.0309 Preprocessor1_Mode…
49 2 538 31 roc_auc hand_till 0.718 10 0.0315 Preprocessor1_Mode…
50 2 1325 38 roc_auc hand_till 0.718 10 0.0286 Preprocessor1_Mode…
51 2 1099 35 roc_auc hand_till 0.717 10 0.0305 Preprocessor1_Mode…
52 2 1252 40 roc_auc hand_till 0.717 10 0.0304 Preprocessor1_Mode…
53 2 836 27 roc_auc hand_till 0.717 10 0.0309 Preprocessor1_Mode…
54 2 1268 20 roc_auc hand_till 0.717 10 0.0344 Preprocessor1_Mode…
55 2 1375 36 roc_auc hand_till 0.717 10 0.0305 Preprocessor1_Mode…
56 2 408 18 roc_auc hand_till 0.717 10 0.0345 Preprocessor1_Mode…
57 2 510 31 roc_auc hand_till 0.717 10 0.0308 Preprocessor1_Mode…
58 2 913 35 roc_auc hand_till 0.717 10 0.0304 Preprocessor1_Mode…
59 2 1149 31 roc_auc hand_till 0.717 10 0.0302 Preprocessor1_Mode…
60 2 619 33 roc_auc hand_till 0.717 10 0.0311 Preprocessor1_Mode…
61 2 732 25 roc_auc hand_till 0.717 10 0.0299 Preprocessor1_Mode…
62 2 919 34 roc_auc hand_till 0.717 10 0.0307 Preprocessor1_Mode…
63 2 1478 32 roc_auc hand_till 0.716 10 0.0301 Preprocessor1_Mode…
64 2 408 22 roc_auc hand_till 0.716 10 0.0322 Preprocessor1_Mode…
65 2 492 35 roc_auc hand_till 0.716 10 0.0302 Preprocessor1_Mode…
66 3 526 39 roc_auc hand_till 0.716 10 0.0322 Preprocessor1_Mode…
67 2 456 37 roc_auc hand_till 0.716 10 0.0313 Preprocessor1_Mode…
68 2 497 34 roc_auc hand_till 0.716 10 0.0286 Preprocessor1_Mode…
69 2 565 36 roc_auc hand_till 0.716 10 0.0303 Preprocessor1_Mode…
70 2 551 28 roc_auc hand_till 0.716 10 0.0324 Preprocessor1_Mode…
71 3 802 38 roc_auc hand_till 0.716 10 0.0314 Preprocessor1_Mode…
72 3 1343 36 roc_auc hand_till 0.716 10 0.0312 Preprocessor1_Mode…
73 2 1203 21 roc_auc hand_till 0.716 10 0.0367 Preprocessor1_Mode…
74 2 662 35 roc_auc hand_till 0.716 10 0.0314 Preprocessor1_Mode…
75 2 1404 36 roc_auc hand_till 0.716 10 0.0307 Preprocessor1_Mode…
76 3 695 38 roc_auc hand_till 0.716 10 0.0301 Preprocessor1_Mode…
77 2 753 39 roc_auc hand_till 0.716 10 0.0305 Preprocessor1_Mode…
78 2 1092 33 roc_auc hand_till 0.716 10 0.0316 Preprocessor1_Mode…
79 3 648 38 roc_auc hand_till 0.716 10 0.0308 Preprocessor1_Mode…
80 2 1455 24 roc_auc hand_till 0.716 10 0.0315 Preprocessor1_Mode…
81 3 595 30 roc_auc hand_till 0.716 10 0.0377 Preprocessor1_Mode…
82 2 933 39 roc_auc hand_till 0.716 10 0.0307 Preprocessor1_Mode…
83 2 1258 32 roc_auc hand_till 0.716 10 0.0317 Preprocessor1_Mode…
84 2 1099 33 roc_auc hand_till 0.715 10 0.0315 Preprocessor1_Mode…
85 2 1296 37 roc_auc hand_till 0.715 10 0.0308 Preprocessor1_Mode…
86 2 1169 36 roc_auc hand_till 0.715 10 0.0307 Preprocessor1_Mode…
87 2 1011 40 roc_auc hand_till 0.715 10 0.0293 Preprocessor1_Mode…
88 2 553 33 roc_auc hand_till 0.715 10 0.0296 Preprocessor1_Mode…
89 2 636 26 roc_auc hand_till 0.715 10 0.0303 Preprocessor1_Mode…
90 3 984 33 roc_auc hand_till 0.715 10 0.0314 Preprocessor1_Mode…
91 2 835 26 roc_auc hand_till 0.715 10 0.0322 Preprocessor1_Mode…
92 2 1101 28 roc_auc hand_till 0.715 10 0.0310 Preprocessor1_Mode…
93 2 732 24 roc_auc hand_till 0.715 10 0.0325 Preprocessor1_Mode…
94 2 500 29 roc_auc hand_till 0.715 10 0.0305 Preprocessor1_Mode…
95 3 750 35 roc_auc hand_till 0.715 10 0.0301 Preprocessor1_Mode…
96 2 1429 33 roc_auc hand_till 0.715 10 0.0308 Preprocessor1_Mode…
97 2 573 37 roc_auc hand_till 0.715 10 0.0292 Preprocessor1_Mode…
98 2 967 12 roc_auc hand_till 0.715 10 0.0300 Preprocessor1_Mode…
99 3 1319 40 roc_auc hand_till 0.714 10 0.0313 Preprocessor1_Mode…
100 3 937 39 roc_auc hand_till 0.714 10 0.0313 Preprocessor1_Mode…
101 2 799 32 roc_auc hand_till 0.714 10 0.0315 Preprocessor1_Mode…
102 3 937 34 roc_auc hand_till 0.714 10 0.0312 Preprocessor1_Mode…
103 2 1117 31 roc_auc hand_till 0.714 10 0.0309 Preprocessor1_Mode…
104 3 821 25 roc_auc hand_till 0.714 10 0.0360 Preprocessor1_Mode…
105 3 1340 38 roc_auc hand_till 0.714 10 0.0313 Preprocessor1_Mode…
106 2 950 31 roc_auc hand_till 0.714 10 0.0320 Preprocessor1_Mode…
107 4 501 38 roc_auc hand_till 0.714 10 0.0308 Preprocessor1_Mode…
108 3 1253 35 roc_auc hand_till 0.714 10 0.0320 Preprocessor1_Mode…
109 2 619 22 roc_auc hand_till 0.714 10 0.0306 Preprocessor1_Mode…
110 3 613 36 roc_auc hand_till 0.714 10 0.0315 Preprocessor1_Mode…
111 3 1325 40 roc_auc hand_till 0.714 10 0.0311 Preprocessor1_Mode…
112 4 416 33 roc_auc hand_till 0.714 10 0.0348 Preprocessor1_Mode…
113 3 781 32 roc_auc hand_till 0.714 10 0.0316 Preprocessor1_Mode…
114 2 568 5 roc_auc hand_till 0.714 10 0.0333 Preprocessor1_Mode…
115 2 1028 24 roc_auc hand_till 0.714 10 0.0326 Preprocessor1_Mode…
116 3 1073 37 roc_auc hand_till 0.714 10 0.0321 Preprocessor1_Mode…
117 2 1314 30 roc_auc hand_till 0.714 10 0.0312 Preprocessor1_Mode…
118 3 1084 38 roc_auc hand_till 0.714 10 0.0313 Preprocessor1_Mode…
119 2 840 32 roc_auc hand_till 0.714 10 0.0318 Preprocessor1_Mode…
120 3 955 39 roc_auc hand_till 0.714 10 0.0313 Preprocessor1_Mode…
121 2 1222 34 roc_auc hand_till 0.714 10 0.0305 Preprocessor1_Mode…
122 2 1206 23 roc_auc hand_till 0.714 10 0.0306 Preprocessor1_Mode…
123 3 996 39 roc_auc hand_till 0.714 10 0.0318 Preprocessor1_Mode…
124 3 1059 35 roc_auc hand_till 0.714 10 0.0311 Preprocessor1_Mode…
125 2 920 33 roc_auc hand_till 0.714 10 0.0307 Preprocessor1_Mode…
126 2 1342 36 roc_auc hand_till 0.714 10 0.0312 Preprocessor1_Mode…
127 2 808 27 roc_auc hand_till 0.714 10 0.0324 Preprocessor1_Mode…
128 3 886 39 roc_auc hand_till 0.714 10 0.0311 Preprocessor1_Mode…
129 2 1254 15 roc_auc hand_till 0.714 10 0.0366 Preprocessor1_Mode…
130 3 1211 36 roc_auc hand_till 0.714 10 0.0303 Preprocessor1_Mode…
131 3 1034 35 roc_auc hand_till 0.713 10 0.0313 Preprocessor1_Mode…
132 2 638 32 roc_auc hand_till 0.713 10 0.0316 Preprocessor1_Mode…
133 2 1171 15 roc_auc hand_till 0.713 10 0.0304 Preprocessor1_Mode…
134 2 653 11 roc_auc hand_till 0.713 10 0.0362 Preprocessor1_Mode…
135 2 719 30 roc_auc hand_till 0.713 10 0.0304 Preprocessor1_Mode…
136 2 821 35 roc_auc hand_till 0.713 10 0.0308 Preprocessor1_Mode…
137 3 1458 31 roc_auc hand_till 0.713 10 0.0318 Preprocessor1_Mode…
138 2 793 33 roc_auc hand_till 0.713 10 0.0316 Preprocessor1_Mode…
139 3 451 35 roc_auc hand_till 0.713 10 0.0292 Preprocessor1_Mode…
140 2 772 40 roc_auc hand_till 0.713 10 0.0312 Preprocessor1_Mode…
141 2 400 6 roc_auc hand_till 0.713 10 0.0277 Preprocessor1_Mode…
142 2 1287 38 roc_auc hand_till 0.713 10 0.0315 Preprocessor1_Mode…
143 2 961 28 roc_auc hand_till 0.713 10 0.0323 Preprocessor1_Mode…
144 3 1431 35 roc_auc hand_till 0.713 10 0.0312 Preprocessor1_Mode…
145 3 1188 33 roc_auc hand_till 0.713 10 0.0316 Preprocessor1_Mode…
146 3 1093 10 roc_auc hand_till 0.713 10 0.0337 Preprocessor1_Mode…
147 2 1261 39 roc_auc hand_till 0.713 10 0.0299 Preprocessor1_Mode…
148 2 959 28 roc_auc hand_till 0.713 10 0.0304 Preprocessor1_Mode…
149 2 518 24 roc_auc hand_till 0.713 10 0.0306 Preprocessor1_Mode…
150 3 1415 39 roc_auc hand_till 0.713 10 0.0310 Preprocessor1_Mode…
151 4 596 29 roc_auc hand_till 0.713 10 0.0371 Preprocessor1_Mode…
152 2 536 34 roc_auc hand_till 0.713 10 0.0314 Preprocessor1_Mode…
153 2 944 24 roc_auc hand_till 0.713 10 0.0309 Preprocessor1_Mode…
154 2 700 14 roc_auc hand_till 0.713 10 0.0315 Preprocessor1_Mode…
155 3 934 32 roc_auc hand_till 0.713 10 0.0304 Preprocessor1_Mode…
156 2 1108 29 roc_auc hand_till 0.713 10 0.0314 Preprocessor1_Mode…
157 2 546 24 roc_auc hand_till 0.713 10 0.0304 Preprocessor1_Mode…
158 2 711 18 roc_auc hand_till 0.713 10 0.0314 Preprocessor1_Mode…
159 2 1083 26 roc_auc hand_till 0.713 10 0.0318 Preprocessor1_Mode…
160 4 743 29 roc_auc hand_till 0.713 10 0.0359 Preprocessor1_Mode…
161 2 1421 29 roc_auc hand_till 0.713 10 0.0312 Preprocessor1_Mode…
162 2 963 35 roc_auc hand_till 0.713 10 0.0327 Preprocessor1_Mode…
163 2 604 9 roc_auc hand_till 0.713 10 0.0371 Preprocessor1_Mode…
164 3 755 34 roc_auc hand_till 0.713 10 0.0302 Preprocessor1_Mode…
165 3 1381 32 roc_auc hand_till 0.713 10 0.0311 Preprocessor1_Mode…
166 3 720 36 roc_auc hand_till 0.712 10 0.0317 Preprocessor1_Mode…
167 2 1270 14 roc_auc hand_till 0.712 10 0.0322 Preprocessor1_Mode…
168 2 620 26 roc_auc hand_till 0.712 10 0.0307 Preprocessor1_Mode…
169 3 1084 36 roc_auc hand_till 0.712 10 0.0320 Preprocessor1_Mode…
170 3 966 36 roc_auc hand_till 0.712 10 0.0307 Preprocessor1_Mode…
171 2 1407 25 roc_auc hand_till 0.712 10 0.0325 Preprocessor1_Mode…
172 2 622 35 roc_auc hand_till 0.712 10 0.0318 Preprocessor1_Mode…
173 2 1493 19 roc_auc hand_till 0.712 10 0.0340 Preprocessor1_Mode…
174 2 1114 27 roc_auc hand_till 0.712 10 0.0321 Preprocessor1_Mode…
175 2 802 21 roc_auc hand_till 0.712 10 0.0319 Preprocessor1_Mode…
176 3 1257 34 roc_auc hand_till 0.712 10 0.0325 Preprocessor1_Mode…
177 2 1437 25 roc_auc hand_till 0.712 10 0.0315 Preprocessor1_Mode…
178 3 1033 38 roc_auc hand_till 0.712 10 0.0308 Preprocessor1_Mode…
179 3 1435 38 roc_auc hand_till 0.712 10 0.0318 Preprocessor1_Mode…
180 3 1107 36 roc_auc hand_till 0.712 10 0.0311 Preprocessor1_Mode…
181 2 477 27 roc_auc hand_till 0.712 10 0.0325 Preprocessor1_Mode…
182 3 1273 39 roc_auc hand_till 0.712 10 0.0315 Preprocessor1_Mode…
183 2 1127 25 roc_auc hand_till 0.712 10 0.0316 Preprocessor1_Mode…
184 3 608 39 roc_auc hand_till 0.712 10 0.0296 Preprocessor1_Mode…
185 2 579 19 roc_auc hand_till 0.712 10 0.0311 Preprocessor1_Mode…
186 3 780 32 roc_auc hand_till 0.712 10 0.0316 Preprocessor1_Mode…
187 3 1131 33 roc_auc hand_till 0.712 10 0.0308 Preprocessor1_Mode…
188 2 1012 29 roc_auc hand_till 0.712 10 0.0317 Preprocessor1_Mode…
189 2 563 34 roc_auc hand_till 0.712 10 0.0303 Preprocessor1_Mode…
190 2 1097 26 roc_auc hand_till 0.711 10 0.0320 Preprocessor1_Mode…
191 4 1149 23 roc_auc hand_till 0.711 10 0.0372 Preprocessor1_Mode…
192 3 781 31 roc_auc hand_till 0.711 10 0.0327 Preprocessor1_Mode…
193 3 1114 32 roc_auc hand_till 0.711 10 0.0311 Preprocessor1_Mode…
194 2 1130 30 roc_auc hand_till 0.711 10 0.0314 Preprocessor1_Mode…
195 3 1301 34 roc_auc hand_till 0.711 10 0.0312 Preprocessor1_Mode…
196 3 1005 34 roc_auc hand_till 0.711 10 0.0315 Preprocessor1_Mode…
197 3 1040 37 roc_auc hand_till 0.711 10 0.0322 Preprocessor1_Mode…
198 2 1470 23 roc_auc hand_till 0.711 10 0.0323 Preprocessor1_Mode…
199 3 1454 34 roc_auc hand_till 0.711 10 0.0316 Preprocessor1_Mode…
200 2 649 12 roc_auc hand_till 0.711 10 0.0309 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 551 27 mcc multiclass 0.393 10 0.0419 Preprocessor1_Mode…
2 4 880 28 mcc multiclass 0.393 10 0.0369 Preprocessor1_Mode…
3 4 1045 19 mcc multiclass 0.389 10 0.0409 Preprocessor1_Mode…
4 2 408 22 mcc multiclass 0.389 10 0.0430 Preprocessor1_Mode…
5 4 1050 22 mcc multiclass 0.388 10 0.0401 Preprocessor1_Mode…
6 4 557 27 mcc multiclass 0.388 10 0.0382 Preprocessor1_Mode…
7 3 1152 28 mcc multiclass 0.387 10 0.0384 Preprocessor1_Mode…
8 4 1498 25 mcc multiclass 0.385 10 0.0356 Preprocessor1_Mode…
9 3 444 6 mcc multiclass 0.382 10 0.0285 Preprocessor1_Mode…
10 3 1421 27 mcc multiclass 0.382 10 0.0384 Preprocessor1_Mode…
11 4 1259 31 mcc multiclass 0.381 10 0.0396 Preprocessor1_Mode…
12 4 455 14 mcc multiclass 0.381 10 0.0424 Preprocessor1_Mode…
13 4 1128 25 mcc multiclass 0.381 10 0.0368 Preprocessor1_Mode…
14 4 1493 19 mcc multiclass 0.381 10 0.0368 Preprocessor1_Mode…
15 2 440 40 mcc multiclass 0.380 10 0.0498 Preprocessor1_Mode…
16 3 452 25 mcc multiclass 0.380 10 0.0457 Preprocessor1_Mode…
17 4 697 26 mcc multiclass 0.380 10 0.0413 Preprocessor1_Mode…
18 4 1027 23 mcc multiclass 0.379 10 0.0355 Preprocessor1_Mode…
19 4 527 23 mcc multiclass 0.379 10 0.0355 Preprocessor1_Mode…
20 4 1069 32 mcc multiclass 0.379 10 0.0383 Preprocessor1_Mode…
21 3 750 35 mcc multiclass 0.379 10 0.0448 Preprocessor1_Mode…
22 4 1309 23 mcc multiclass 0.378 10 0.0400 Preprocessor1_Mode…
23 2 1260 16 mcc multiclass 0.378 10 0.0469 Preprocessor1_Mode…
24 4 1164 34 mcc multiclass 0.378 10 0.0400 Preprocessor1_Mode…
25 2 512 13 mcc multiclass 0.378 10 0.0512 Preprocessor1_Mode…
26 2 809 8 mcc multiclass 0.377 10 0.0510 Preprocessor1_Mode…
27 4 627 33 mcc multiclass 0.377 10 0.0429 Preprocessor1_Mode…
28 4 585 36 mcc multiclass 0.377 10 0.0402 Preprocessor1_Mode…
29 2 766 21 mcc multiclass 0.377 10 0.0495 Preprocessor1_Mode…
30 2 1112 22 mcc multiclass 0.377 10 0.0495 Preprocessor1_Mode…
31 4 878 20 mcc multiclass 0.377 10 0.0424 Preprocessor1_Mode…
32 3 1131 33 mcc multiclass 0.377 10 0.0431 Preprocessor1_Mode…
33 4 697 16 mcc multiclass 0.376 10 0.0349 Preprocessor1_Mode…
34 3 1381 32 mcc multiclass 0.376 10 0.0473 Preprocessor1_Mode…
35 2 660 29 mcc multiclass 0.376 10 0.0482 Preprocessor1_Mode…
36 3 421 22 mcc multiclass 0.376 10 0.0469 Preprocessor1_Mode…
37 3 937 34 mcc multiclass 0.376 10 0.0463 Preprocessor1_Mode…
38 3 648 38 mcc multiclass 0.376 10 0.0463 Preprocessor1_Mode…
39 2 1153 17 mcc multiclass 0.376 10 0.0540 Preprocessor1_Mode…
40 3 1415 39 mcc multiclass 0.375 10 0.0482 Preprocessor1_Mode…
41 4 556 22 mcc multiclass 0.375 10 0.0385 Preprocessor1_Mode…
42 4 694 26 mcc multiclass 0.375 10 0.0442 Preprocessor1_Mode…
43 3 1325 40 mcc multiclass 0.375 10 0.0465 Preprocessor1_Mode…
44 3 1214 39 mcc multiclass 0.375 10 0.0465 Preprocessor1_Mode…
45 3 1034 35 mcc multiclass 0.375 10 0.0465 Preprocessor1_Mode…
46 3 1319 40 mcc multiclass 0.375 10 0.0465 Preprocessor1_Mode…
47 4 986 23 mcc multiclass 0.375 10 0.0391 Preprocessor1_Mode…
48 2 483 24 mcc multiclass 0.375 10 0.0473 Preprocessor1_Mode…
49 4 1099 27 mcc multiclass 0.375 10 0.0446 Preprocessor1_Mode…
50 4 867 23 mcc multiclass 0.374 10 0.0396 Preprocessor1_Mode…
51 4 998 27 mcc multiclass 0.374 10 0.0432 Preprocessor1_Mode…
52 4 1439 29 mcc multiclass 0.374 10 0.0432 Preprocessor1_Mode…
53 2 1358 22 mcc multiclass 0.374 10 0.0576 Preprocessor1_Mode…
54 3 1439 19 mcc multiclass 0.374 10 0.0394 Preprocessor1_Mode…
55 4 999 29 mcc multiclass 0.374 10 0.0394 Preprocessor1_Mode…
56 3 1040 24 mcc multiclass 0.374 10 0.0435 Preprocessor1_Mode…
57 4 876 29 mcc multiclass 0.374 10 0.0406 Preprocessor1_Mode…
58 3 427 25 mcc multiclass 0.374 10 0.0386 Preprocessor1_Mode…
59 4 748 30 mcc multiclass 0.374 10 0.0394 Preprocessor1_Mode…
60 3 1322 15 mcc multiclass 0.374 10 0.0394 Preprocessor1_Mode…
61 3 608 39 mcc multiclass 0.374 10 0.0522 Preprocessor1_Mode…
62 4 1100 22 mcc multiclass 0.374 10 0.0364 Preprocessor1_Mode…
63 4 729 36 mcc multiclass 0.374 10 0.0429 Preprocessor1_Mode…
64 3 1437 21 mcc multiclass 0.374 10 0.0424 Preprocessor1_Mode…
65 4 1079 33 mcc multiclass 0.373 10 0.0437 Preprocessor1_Mode…
66 3 1285 17 mcc multiclass 0.373 10 0.0370 Preprocessor1_Mode…
67 3 762 22 mcc multiclass 0.373 10 0.0391 Preprocessor1_Mode…
68 3 821 25 mcc multiclass 0.373 10 0.0399 Preprocessor1_Mode…
69 4 1057 28 mcc multiclass 0.373 10 0.0365 Preprocessor1_Mode…
70 4 600 28 mcc multiclass 0.373 10 0.0431 Preprocessor1_Mode…
71 3 472 24 mcc multiclass 0.373 10 0.0439 Preprocessor1_Mode…
72 3 451 24 mcc multiclass 0.373 10 0.0398 Preprocessor1_Mode…
73 2 478 11 mcc multiclass 0.372 10 0.0455 Preprocessor1_Mode…
74 4 733 28 mcc multiclass 0.372 10 0.0403 Preprocessor1_Mode…
75 4 1285 24 mcc multiclass 0.372 10 0.0403 Preprocessor1_Mode…
76 3 811 28 mcc multiclass 0.372 10 0.0458 Preprocessor1_Mode…
77 3 529 32 mcc multiclass 0.372 10 0.0378 Preprocessor1_Mode…
78 4 968 28 mcc multiclass 0.372 10 0.0428 Preprocessor1_Mode…
79 2 1043 40 mcc multiclass 0.372 10 0.0537 Preprocessor1_Mode…
80 2 1287 38 mcc multiclass 0.372 10 0.0537 Preprocessor1_Mode…
81 4 1370 18 mcc multiclass 0.372 10 0.0475 Preprocessor1_Mode…
82 4 1108 12 mcc multiclass 0.372 10 0.0381 Preprocessor1_Mode…
83 4 1435 36 mcc multiclass 0.371 10 0.0388 Preprocessor1_Mode…
84 3 1298 32 mcc multiclass 0.371 10 0.0416 Preprocessor1_Mode…
85 4 1329 34 mcc multiclass 0.371 10 0.0432 Preprocessor1_Mode…
86 4 843 32 mcc multiclass 0.371 10 0.0437 Preprocessor1_Mode…
87 2 1081 40 mcc multiclass 0.371 10 0.0553 Preprocessor1_Mode…
88 2 661 36 mcc multiclass 0.371 10 0.0515 Preprocessor1_Mode…
89 2 1180 16 mcc multiclass 0.371 10 0.0480 Preprocessor1_Mode…
90 4 762 37 mcc multiclass 0.371 10 0.0414 Preprocessor1_Mode…
91 4 1490 36 mcc multiclass 0.371 10 0.0398 Preprocessor1_Mode…
92 3 430 14 mcc multiclass 0.371 10 0.0412 Preprocessor1_Mode…
93 3 695 38 mcc multiclass 0.370 10 0.0444 Preprocessor1_Mode…
94 3 1073 37 mcc multiclass 0.370 10 0.0444 Preprocessor1_Mode…
95 4 1489 25 mcc multiclass 0.370 10 0.0402 Preprocessor1_Mode…
96 4 999 28 mcc multiclass 0.370 10 0.0457 Preprocessor1_Mode…
97 4 1489 13 mcc multiclass 0.370 10 0.0409 Preprocessor1_Mode…
98 4 1417 18 mcc multiclass 0.370 10 0.0344 Preprocessor1_Mode…
99 3 923 26 mcc multiclass 0.370 10 0.0477 Preprocessor1_Mode…
100 2 450 21 mcc multiclass 0.370 10 0.0422 Preprocessor1_Mode…
101 2 1196 15 mcc multiclass 0.370 10 0.0523 Preprocessor1_Mode…
102 3 1492 31 mcc multiclass 0.370 10 0.0453 Preprocessor1_Mode…
103 2 732 24 mcc multiclass 0.370 10 0.0458 Preprocessor1_Mode…
104 2 1002 19 mcc multiclass 0.370 10 0.0504 Preprocessor1_Mode…
105 4 422 33 mcc multiclass 0.370 10 0.0458 Preprocessor1_Mode…
106 4 676 22 mcc multiclass 0.370 10 0.0458 Preprocessor1_Mode…
107 4 982 38 mcc multiclass 0.370 10 0.0415 Preprocessor1_Mode…
108 2 1374 18 mcc multiclass 0.370 10 0.0519 Preprocessor1_Mode…
109 3 1316 35 mcc multiclass 0.370 10 0.0446 Preprocessor1_Mode…
110 3 1430 37 mcc multiclass 0.370 10 0.0446 Preprocessor1_Mode…
111 3 984 33 mcc multiclass 0.370 10 0.0446 Preprocessor1_Mode…
112 3 1144 34 mcc multiclass 0.370 10 0.0446 Preprocessor1_Mode…
113 3 1435 38 mcc multiclass 0.370 10 0.0446 Preprocessor1_Mode…
114 3 451 35 mcc multiclass 0.370 10 0.0466 Preprocessor1_Mode…
115 4 919 24 mcc multiclass 0.370 10 0.0433 Preprocessor1_Mode…
116 2 468 14 mcc multiclass 0.370 10 0.0500 Preprocessor1_Mode…
117 4 967 23 mcc multiclass 0.370 10 0.0373 Preprocessor1_Mode…
118 4 576 19 mcc multiclass 0.370 10 0.0377 Preprocessor1_Mode…
119 2 425 26 mcc multiclass 0.370 10 0.0507 Preprocessor1_Mode…
120 3 812 36 mcc multiclass 0.370 10 0.0456 Preprocessor1_Mode…
121 3 1454 34 mcc multiclass 0.370 10 0.0456 Preprocessor1_Mode…
122 4 960 12 mcc multiclass 0.369 10 0.0399 Preprocessor1_Mode…
123 2 554 16 mcc multiclass 0.369 10 0.0498 Preprocessor1_Mode…
124 2 1055 21 mcc multiclass 0.369 10 0.0522 Preprocessor1_Mode…
125 2 668 24 mcc multiclass 0.369 10 0.0522 Preprocessor1_Mode…
126 4 1289 33 mcc multiclass 0.369 10 0.0443 Preprocessor1_Mode…
127 2 1475 24 mcc multiclass 0.369 10 0.0499 Preprocessor1_Mode…
128 4 1364 22 mcc multiclass 0.369 10 0.0385 Preprocessor1_Mode…
129 3 1188 33 mcc multiclass 0.369 10 0.0408 Preprocessor1_Mode…
130 2 891 16 mcc multiclass 0.369 10 0.0470 Preprocessor1_Mode…
131 3 423 32 mcc multiclass 0.369 10 0.0442 Preprocessor1_Mode…
132 4 792 33 mcc multiclass 0.369 10 0.0496 Preprocessor1_Mode…
133 2 1044 18 mcc multiclass 0.369 10 0.0530 Preprocessor1_Mode…
134 2 932 21 mcc multiclass 0.369 10 0.0530 Preprocessor1_Mode…
135 4 705 20 mcc multiclass 0.369 10 0.0339 Preprocessor1_Mode…
136 4 802 16 mcc multiclass 0.369 10 0.0337 Preprocessor1_Mode…
137 4 1037 28 mcc multiclass 0.369 10 0.0448 Preprocessor1_Mode…
138 3 1059 35 mcc multiclass 0.369 10 0.0413 Preprocessor1_Mode…
139 3 1092 18 mcc multiclass 0.369 10 0.0460 Preprocessor1_Mode…
140 2 836 27 mcc multiclass 0.369 10 0.0502 Preprocessor1_Mode…
141 3 1039 14 mcc multiclass 0.369 10 0.0366 Preprocessor1_Mode…
142 3 828 12 mcc multiclass 0.369 10 0.0366 Preprocessor1_Mode…
143 3 1223 13 mcc multiclass 0.369 10 0.0366 Preprocessor1_Mode…
144 4 404 34 mcc multiclass 0.369 10 0.0420 Preprocessor1_Mode…
145 2 565 36 mcc multiclass 0.369 10 0.0506 Preprocessor1_Mode…
146 2 1097 21 mcc multiclass 0.368 10 0.0564 Preprocessor1_Mode…
147 2 938 18 mcc multiclass 0.368 10 0.0564 Preprocessor1_Mode…
148 2 1471 22 mcc multiclass 0.368 10 0.0564 Preprocessor1_Mode…
149 2 1454 21 mcc multiclass 0.368 10 0.0526 Preprocessor1_Mode…
150 3 1221 37 mcc multiclass 0.368 10 0.0498 Preprocessor1_Mode…
151 2 477 27 mcc multiclass 0.368 10 0.0454 Preprocessor1_Mode…
152 3 955 39 mcc multiclass 0.368 10 0.0454 Preprocessor1_Mode…
153 4 983 29 mcc multiclass 0.368 10 0.0447 Preprocessor1_Mode…
154 3 827 9 mcc multiclass 0.368 10 0.0428 Preprocessor1_Mode…
155 2 1326 16 mcc multiclass 0.368 10 0.0524 Preprocessor1_Mode…
156 4 1304 33 mcc multiclass 0.368 10 0.0434 Preprocessor1_Mode…
157 3 955 29 mcc multiclass 0.368 10 0.0434 Preprocessor1_Mode…
158 4 669 35 mcc multiclass 0.368 10 0.0445 Preprocessor1_Mode…
159 2 513 21 mcc multiclass 0.368 10 0.0513 Preprocessor1_Mode…
160 2 1455 24 mcc multiclass 0.368 10 0.0477 Preprocessor1_Mode…
161 2 1130 31 mcc multiclass 0.368 10 0.0505 Preprocessor1_Mode…
162 2 538 31 mcc multiclass 0.368 10 0.0505 Preprocessor1_Mode…
163 2 616 34 mcc multiclass 0.368 10 0.0505 Preprocessor1_Mode…
164 2 1127 25 mcc multiclass 0.368 10 0.0505 Preprocessor1_Mode…
165 3 767 19 mcc multiclass 0.368 10 0.0376 Preprocessor1_Mode…
166 4 852 21 mcc multiclass 0.368 10 0.0414 Preprocessor1_Mode…
167 3 641 27 mcc multiclass 0.368 10 0.0401 Preprocessor1_Mode…
168 3 1122 17 mcc multiclass 0.368 10 0.0428 Preprocessor1_Mode…
169 3 1154 23 mcc multiclass 0.368 10 0.0464 Preprocessor1_Mode…
170 3 483 38 mcc multiclass 0.368 10 0.0428 Preprocessor1_Mode…
171 2 553 33 mcc multiclass 0.368 10 0.0518 Preprocessor1_Mode…
172 2 1177 11 mcc multiclass 0.368 10 0.0480 Preprocessor1_Mode…
173 2 747 32 mcc multiclass 0.368 10 0.0506 Preprocessor1_Mode…
174 4 1060 22 mcc multiclass 0.368 10 0.0378 Preprocessor1_Mode…
175 4 1032 25 mcc multiclass 0.368 10 0.0392 Preprocessor1_Mode…
176 3 1385 17 mcc multiclass 0.367 10 0.0466 Preprocessor1_Mode…
177 2 495 18 mcc multiclass 0.367 10 0.0567 Preprocessor1_Mode…
178 2 555 27 mcc multiclass 0.367 10 0.0567 Preprocessor1_Mode…
179 4 789 24 mcc multiclass 0.367 10 0.0417 Preprocessor1_Mode…
180 3 1483 22 mcc multiclass 0.367 10 0.0417 Preprocessor1_Mode…
181 3 449 15 mcc multiclass 0.367 10 0.0417 Preprocessor1_Mode…
182 3 1213 18 mcc multiclass 0.367 10 0.0417 Preprocessor1_Mode…
183 4 864 24 mcc multiclass 0.367 10 0.0417 Preprocessor1_Mode…
184 4 952 17 mcc multiclass 0.367 10 0.0336 Preprocessor1_Mode…
185 3 564 17 mcc multiclass 0.367 10 0.0392 Preprocessor1_Mode…
186 3 821 20 mcc multiclass 0.367 10 0.0392 Preprocessor1_Mode…
187 3 1067 21 mcc multiclass 0.367 10 0.0428 Preprocessor1_Mode…
188 2 563 34 mcc multiclass 0.367 10 0.0555 Preprocessor1_Mode…
189 2 1099 35 mcc multiclass 0.367 10 0.0555 Preprocessor1_Mode…
190 2 1342 36 mcc multiclass 0.367 10 0.0555 Preprocessor1_Mode…
191 2 919 34 mcc multiclass 0.367 10 0.0555 Preprocessor1_Mode…
192 3 1181 21 mcc multiclass 0.367 10 0.0466 Preprocessor1_Mode…
193 3 817 21 mcc multiclass 0.367 10 0.0378 Preprocessor1_Mode…
194 4 929 31 mcc multiclass 0.367 10 0.0370 Preprocessor1_Mode…
195 3 1404 20 mcc multiclass 0.367 10 0.0395 Preprocessor1_Mode…
196 3 1355 21 mcc multiclass 0.367 10 0.0395 Preprocessor1_Mode…
197 3 1424 18 mcc multiclass 0.367 10 0.0446 Preprocessor1_Mode…
198 3 1152 26 mcc multiclass 0.367 10 0.0446 Preprocessor1_Mode…
199 4 910 31 mcc multiclass 0.367 10 0.0434 Preprocessor1_Mode…
200 3 810 23 mcc multiclass 0.367 10 0.0443 Preprocessor1_Mode…4. model - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens macro 0.447 0.379
2 precision macro 0.853 0.664
3 spec macro 0.896 0.849
4 accuracy multiclass 0.769 0.660
5 f_meas macro 0.581 0.707
6 mcc multiclass 0.604 0.407
7 kap multiclass 0.587 0.396
8 roc_auc hand_till 0.921 0.701
9 mn_log_loss multiclass 0.573 0.869Confusion matrix
Column 2
ROC curve
Gain curve
4. model - važnost prediktora
Columnn 1
Gini
permutacija
Column 2
Boruta
Boruta (history)
4. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
Boruta history
Column 1
KOL3 - 1. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 8.336254 | 8.928503 | 1.2243392 | 6.186072 | 7.280575 | 2.1074668 | 1.0610264 | 0.3824901 |
| 11.761444 | 5.646539 | 2.5570347 | 8.063676 | 4.146412 | -0.0786715 | -1.9946635 | -3.4234756 |
| 13.207156 | 8.922518 | 5.0910587 | 9.516630 | 10.879377 | 3.6032364 | 2.2626046 | 1.0541243 |
| 8.728170 | 9.707353 | 1.3597842 | 6.817983 | 8.410883 | 1.1212705 | -1.0037139 | -4.2775132 |
| 9.710893 | 6.930505 | 5.3241603 | 8.095008 | 9.857113 | 1.4068356 | 1.0946277 | 0.5166728 |
| 9.996587 | 9.865767 | 5.5787451 | 4.262319 | 5.432004 | 3.2001405 | 1.6826956 | 0.7243408 |
| 9.855558 | 8.220259 | 2.1990615 | 7.721774 | 6.977135 | 1.4649396 | -1.1702355 | -4.3751560 |
| 12.543396 | 9.927550 | 4.3988454 | 7.324860 | 11.040151 | 4.4303186 | 0.0885727 | -5.6724440 |
| 9.918762 | 6.494059 | 3.2367641 | 5.204027 | 6.635277 | -1.1324130 | -2.0186286 | -2.6581073 |
| 7.107990 | 6.617117 | 3.9703184 | 4.186586 | 9.309595 | 0.0706800 | -0.7713352 | -1.5331803 |
| 10.982550 | 8.163379 | 1.3655252 | 2.787235 | 2.627160 | 0.8863634 | -0.0181914 | -1.4232544 |
| 9.763848 | 6.470241 | 0.5093718 | 6.387238 | 5.886724 | 1.6244192 | -0.0301859 | -1.8368291 |
| 8.862530 | 11.252645 | 2.4183616 | 7.005971 | 9.459882 | 1.2776004 | -0.1329850 | -1.2156580 |
| 11.080064 | 7.489353 | 2.2744098 | 6.980464 | 5.548828 | 2.1311876 | -1.4828944 | -4.1295267 |
| 9.792302 | 8.460265 | 2.6980863 | 7.072506 | 6.773585 | 2.0220074 | -0.6171264 | -3.3089061 |
| 7.939196 | 6.740196 | 6.0250345 | 5.515117 | 6.045516 | 1.0148813 | -0.1654235 | -2.3399517 |
| 9.576997 | 6.675636 | 2.4867840 | 7.558147 | 6.380295 | 3.4767420 | -1.1233395 | -3.6288315 |
| 9.818412 | 7.587711 | 3.4492164 | 8.563843 | 7.866107 | 5.4278863 | 0.6505881 | -1.6164287 |
| 11.192310 | 6.227459 | 1.3181544 | 5.701994 | 8.388606 | 1.2598193 | 0.4427058 | -0.9113347 |
| 8.999543 | 7.533138 | 2.3299013 | 5.808832 | 6.643361 | 2.3866261 | -1.0545568 | -3.1817690 |
| 11.284006 | 12.513223 | 0.9399513 | 7.401518 | 5.953834 | 2.9080575 | 0.5720229 | -0.9225056 |
| 6.652331 | 6.937076 | 3.0510020 | 4.933413 | 8.041267 | 3.7953678 | 0.8892449 | -0.9465354 |
| 7.242909 | 11.523609 | 1.5444676 | 8.197896 | 8.968382 | 0.2003652 | -0.5071830 | -1.0414099 |
| 9.974576 | 8.119234 | 2.1036280 | 6.930560 | 7.783433 | 0.7895340 | -0.8999067 | -2.2798008 |
| 10.759767 | 8.001848 | 4.2489238 | 6.951095 | 5.298910 | 1.2917838 | -1.1976415 | -2.8307121 |
| 11.231820 | 8.335611 | 1.5691827 | 7.787990 | 8.038659 | 0.9971234 | -0.2054290 | -2.2064192 |
| 11.136301 | 6.291862 | 3.5733275 | 5.377126 | 6.525051 | 3.8234019 | 0.3571744 | -1.4692655 |
| 7.888477 | 6.770972 | 6.5703332 | 7.064456 | 10.421577 | 2.3550839 | 0.5905744 | -1.0042266 |
| 8.502878 | 12.091089 | 1.3943666 | 7.449491 | 6.027129 | 2.0425941 | 0.5007189 | -1.2884416 |
| 8.603049 | 8.444881 | 1.0611039 | 8.424179 | 8.708768 | 3.5847593 | 0.3613145 | -1.4277246 |
| 10.882612 | 8.297278 | -0.2498505 | 7.808493 | 9.594295 | 2.0707712 | -0.1056150 | -1.6493407 |
| 7.138853 | 5.864257 | 3.0214544 | 4.802577 | 6.078500 | 1.6114789 | -1.2130506 | -2.9936363 |
| 9.664220 | 9.391511 | 2.2341478 | 7.087885 | 8.541499 | -0.0752220 | -1.8249488 | -2.7441269 |
| 11.316120 | 7.079823 | 2.1147121 | 8.846063 | 5.719797 | 1.6627857 | 0.4637476 | -2.0147815 |
| 11.390553 | 11.500503 | 3.6283139 | 6.697087 | 6.752458 | 6.2253417 | 0.2246347 | -3.5168407 |
| 6.651342 | 5.125805 | 1.8972382 | 5.790587 | 6.241636 | 0.1305387 | -1.5010836 | -3.2131846 |
| 7.244161 | 8.857329 | 5.4390670 | 7.605974 | 8.626742 | 7.1461420 | 1.1871270 | -2.0230778 |
| 8.055791 | 8.162563 | 3.4713412 | 6.855432 | 8.029612 | 3.6082647 | 0.3571079 | -2.0103025 |
| 8.811954 | 8.923263 | 1.3613115 | 7.367822 | 7.192574 | 4.4805972 | 1.4922829 | 0.0411961 |
| 7.899051 | 9.247610 | 1.6919338 | 4.899728 | 6.075649 | 3.0122552 | 0.7545502 | -0.8131421 |
| 8.278655 | 10.396197 | 2.0241682 | 8.161406 | 4.728466 | 7.2325074 | 1.6150237 | -1.9364330 |
| 9.851601 | 8.355594 | 2.2053424 | 5.632591 | 4.674350 | 1.7337844 | -0.5352991 | -2.9644939 |
| 11.538819 | 8.337069 | 2.8442952 | 7.608604 | 8.130215 | 3.3064504 | 0.8588979 | -0.9383594 |
| 9.595349 | 6.303541 | 1.9989601 | 6.729069 | 7.709542 | 3.2794904 | 0.7415432 | -0.8437528 |
| 7.896877 | 9.405720 | 2.8168884 | 8.665025 | 8.563586 | 2.1682260 | -0.2651908 | -2.1723458 |
| 9.383243 | 5.432332 | 3.8311154 | 7.327585 | 6.864571 | 1.2177357 | -0.3803792 | -4.5494738 |
| 9.050958 | 9.730088 | 0.6401386 | 9.571857 | 7.814307 | 1.4256962 | -0.0282568 | -2.7249614 |
| 12.959848 | 7.176882 | 2.7940531 | 6.965712 | 8.579079 | 3.0560827 | 0.6770919 | -0.8432212 |
| 9.636783 | 7.670145 | 1.6967407 | 7.024651 | 6.153631 | 5.7881855 | 0.9077696 | -2.8045737 |
| 9.282984 | 10.419963 | 2.9599346 | 4.991261 | 8.822546 | 1.4825623 | 0.6909627 | -1.2726104 |
| 9.016464 | 3.664684 | 3.5672653 | 5.241113 | 5.867102 | 3.3194051 | 1.4943056 | -2.4995979 |
| 8.314840 | 7.155293 | 1.9987677 | 6.611873 | 8.384033 | 1.3785782 | -0.2885952 | -3.2532731 |
| 10.652712 | 12.243614 | 0.3006464 | 8.124344 | 7.307084 | 2.1927609 | 0.9467756 | -0.8728830 |
| 11.313068 | 10.542041 | 1.3459450 | 6.049514 | 10.283816 | 5.0172367 | 1.2819672 | -3.1642067 |
| 9.535569 | 11.735171 | 4.6585973 | 8.948480 | 8.513828 | 0.9905583 | -0.5923159 | -1.4177998 |
| 8.223742 | 5.343806 | 0.7960323 | 7.059962 | 6.800164 | 0.3486310 | -1.4034514 | -3.7454521 |
| 9.061736 | 8.271313 | 2.5651776 | 7.268297 | 6.021702 | 1.0696302 | -0.2039329 | -2.1974986 |
| 7.174610 | 6.700936 | 2.8457649 | 4.048005 | 8.519972 | 1.7788806 | -0.3568141 | -2.5326528 |
| 10.878506 | 9.730618 | 1.6901194 | 8.089494 | 4.739554 | 3.3216542 | 1.0622579 | -1.5056170 |
| 9.372823 | 13.693124 | 2.2064774 | 7.292788 | 7.084343 | 4.7704031 | 0.7887379 | -1.9179990 |
| 13.932299 | 7.011052 | 1.5364329 | 8.922210 | 6.935966 | 3.1146367 | -1.4898928 | -4.0819440 |
| 10.586650 | 6.484941 | 0.5513619 | 8.016065 | 5.683878 | 1.6285069 | -0.9341977 | -2.2506121 |
| 10.713063 | 9.734499 | 4.7386714 | 6.708703 | 6.263136 | 1.8634971 | 0.7714399 | 0.1160821 |
| 6.940691 | 5.170637 | 2.8962809 | 5.649481 | 7.348675 | 0.6308106 | -1.5027382 | -4.0168435 |
| 8.787951 | 7.588634 | 3.0371272 | 7.626131 | 9.964838 | 4.3860837 | 0.9263813 | -1.4674398 |
| 10.093167 | 6.492996 | 1.4991853 | 6.902684 | 5.765973 | 3.1087566 | -1.0280465 | -3.8159534 |
| 11.254088 | 7.924170 | 1.6492180 | 5.959091 | 9.363464 | 2.2147928 | 0.5271728 | -2.7126753 |
| 8.742451 | 7.522555 | 3.7816597 | 5.778696 | 5.042900 | 2.7932397 | -0.0253198 | -2.8010762 |
| 6.943617 | 6.610587 | 2.7997888 | 7.049164 | 3.474771 | -1.1459711 | -2.3300024 | -3.4256330 |
| 10.103005 | 8.529240 | 1.2068142 | 5.627697 | 5.355997 | 3.6317901 | -0.9046150 | -3.5145331 |
| 11.391280 | 8.826212 | 4.1391762 | 6.266435 | 4.670120 | 2.2785186 | 0.4885142 | -1.6331277 |
| 6.284333 | 9.500436 | 1.4631229 | 3.443386 | 8.911236 | 1.9139992 | -0.0959080 | -1.4442079 |
| 9.715003 | 4.812383 | 0.5174926 | 2.537530 | 2.489164 | 3.1267973 | -1.0680082 | -3.0499377 |
| 9.572793 | 6.689948 | 2.0874088 | 6.947130 | 5.022448 | -0.2440448 | -1.9796972 | -3.2030631 |
| 10.260234 | 7.516905 | 4.6379253 | 8.832272 | 10.684629 | 1.5184485 | -0.8108562 | -2.3837842 |
| 11.400020 | 9.157892 | 4.0794301 | 8.833715 | 5.444454 | 0.3556740 | -0.8234186 | -2.8234906 |
| 13.544742 | 7.494381 | 1.6447489 | 6.279374 | 8.736161 | 2.1345463 | -0.8401731 | -2.0841192 |
| 9.969665 | 9.629628 | 1.9282328 | 6.563192 | 8.922871 | 4.1815354 | -0.5817961 | -4.5768430 |
| 7.249956 | 1.304304 | -0.3972031 | 6.681462 | 2.673411 | 1.3173686 | -2.5014340 | -6.0641919 |
| 9.705943 | 5.968843 | 2.4713993 | 7.188131 | 8.676500 | 0.2177267 | -0.7087443 | -1.8668392 |
| 10.194883 | 7.010964 | 2.8057794 | 5.785240 | 7.311169 | 2.3191108 | 0.3168664 | -1.5270943 |
| 6.685286 | 10.037087 | 2.1530317 | 5.043306 | 8.153512 | 2.2894749 | -0.8672308 | -3.0429450 |
| 9.171709 | 6.793288 | -0.0334808 | 5.228308 | 5.157388 | 4.7023076 | -0.3182580 | -3.1651451 |
| 11.085904 | 8.215684 | 4.6118386 | 4.694736 | 4.251648 | 1.9903583 | 0.6882178 | -2.0880852 |
| 10.763487 | 7.210388 | 4.0731472 | 4.018754 | 7.719163 | 1.7792191 | -1.3548335 | -2.3195559 |
| 7.990557 | 7.081017 | 1.3165012 | 4.241612 | 6.869876 | 0.7223534 | -0.3519308 | -1.1590733 |
| 8.957430 | 6.028245 | 0.4960039 | 5.621102 | 4.898668 | 2.1749063 | -0.9313267 | -4.0651694 |
| 5.912710 | 3.998696 | 1.2202377 | 2.953360 | 5.334553 | 2.5614668 | -0.4299547 | -2.2093808 |
| 8.288742 | 8.920792 | 0.4878294 | 5.723414 | 7.607635 | 0.4823754 | -1.6338250 | -3.4825777 |
| 6.067923 | 6.585296 | 3.9326363 | 5.689955 | 8.688096 | 1.8085573 | 0.7111903 | -0.9157192 |
| 10.304344 | 8.213849 | 3.1613876 | 7.032211 | 9.546875 | 1.3407037 | -0.6205442 | -2.6472029 |
| 9.698695 | 4.877069 | 2.4330244 | 6.807948 | 6.524122 | 3.5080122 | -0.7953088 | -3.5957494 |
| 10.962501 | 7.559015 | 2.9153594 | 7.037994 | 7.447394 | 1.9772229 | -0.7904205 | -2.3607746 |
| 11.209825 | 10.403789 | 1.3361511 | 6.545467 | 5.803605 | 1.6374068 | -0.1752962 | -3.2990418 |
| 8.563693 | 7.884260 | 2.2936886 | 6.556952 | 11.592732 | 1.8638253 | -0.4493473 | -2.9635662 |
| 10.051611 | 7.948603 | 1.8588882 | 5.909491 | 9.006233 | 0.6313738 | -0.1087808 | -0.4213101 |
| 9.403767 | 8.151608 | 5.4370942 | 5.657253 | 10.115857 | -0.7048178 | -1.6342958 | -3.9212682 |
| 11.313706 | 8.740507 | 2.8040669 | 9.906492 | 6.655251 | 2.6408888 | 0.0720202 | -1.2934587 |
| 10.241612 | 8.275752 | 3.1110221 | 7.168389 | 6.661227 | 0.9340316 | -0.5277804 | -2.8760025 |
KOL3 - 2. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 18.00789 | 13.91873 | 7.866505 | 13.59235 | 16.57800 | 3.8468376 | 1.0001391 | -1.2635137 |
| 19.53048 | 13.61059 | 7.676913 | 15.55245 | 17.52349 | 2.8846895 | -0.1256165 | -2.7946170 |
| 20.54037 | 12.74231 | 7.924883 | 13.88012 | 15.91201 | 3.9491726 | 2.9510395 | 0.5793947 |
| 13.72024 | 11.14665 | 9.046669 | 10.18563 | 17.31729 | 0.5369978 | -1.1611824 | -3.0181922 |
| 18.01764 | 12.11030 | 8.141206 | 10.86091 | 19.60941 | 2.4023389 | -0.0726273 | -1.6628924 |
| 19.72119 | 11.61474 | 9.321945 | 14.06734 | 14.61261 | 4.2684120 | 0.7038709 | -2.3954770 |
| 17.13326 | 14.12706 | 7.980388 | 14.82761 | 19.89914 | 3.1813326 | 1.7876754 | -0.5097631 |
| 17.39109 | 14.26425 | 7.911544 | 14.00549 | 16.36461 | 3.9163849 | 1.8139113 | -1.4013784 |
| 14.81266 | 13.42285 | 9.249620 | 12.02395 | 16.00270 | 1.2134049 | -2.0238103 | -3.7854460 |
KOL3 - 3. model
| KVIZ | DZ | KOL1 | KOL2 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|---|---|
| 5.890674 | 7.524916 | 10.677876 | 12.41346 | 0.4538470 | 3.669474 | 3.553749 | 3.2751181 | -0.4726742 | -2.7420206 |
| 6.391130 | 6.462388 | 11.602997 | 15.06249 | 2.3351898 | 2.107505 | 5.888093 | 1.4255934 | -0.2580460 | -3.4266901 |
| 6.317996 | 8.237932 | 8.946317 | 14.07581 | 2.6310556 | 4.636256 | 7.492202 | 1.9837860 | 0.2841407 | -1.1907015 |
| 8.243261 | 6.529506 | 8.033476 | 16.79558 | -0.1213494 | 4.340081 | 5.951287 | 1.9984285 | -0.3075156 | -2.6494733 |
| 5.426259 | 7.005577 | 9.823306 | 15.85913 | 3.7828900 | 4.997886 | 5.991180 | 5.6850077 | 1.2253114 | -1.6961459 |
| 7.332580 | 5.146080 | 9.224022 | 14.70291 | -0.4069696 | 3.607045 | 6.107431 | 1.9156290 | -1.2853758 | -4.3466146 |
| 10.306158 | 8.498608 | 9.322814 | 14.62384 | 2.9075344 | 3.902472 | 4.675376 | 1.4562253 | -0.3877291 | -1.1847651 |
| 7.569234 | 7.847058 | 10.771278 | 17.25603 | 2.9167818 | 4.151200 | 5.299483 | 3.9764521 | 0.2296674 | -4.2546054 |
| 5.986138 | 6.965492 | 9.422989 | 14.90227 | 1.0704741 | 4.478693 | 5.605302 | 1.7743965 | 0.0364447 | -1.6972155 |
| 7.889972 | 5.045631 | 9.521426 | 13.71813 | 3.0394795 | 3.649403 | 4.191059 | 2.1302934 | 0.0407510 | -1.4261287 |
| 9.188648 | 7.343915 | 8.973878 | 14.24148 | 0.4812910 | 3.750436 | 5.971031 | 1.3436045 | -0.8965254 | -2.6441606 |
| 6.173089 | 6.588883 | 7.344701 | 13.63569 | 0.5360203 | 2.194846 | 3.467124 | 0.3476368 | -0.2603230 | -1.2110930 |
| 5.741872 | 6.553730 | 9.419305 | 15.37948 | 1.3047400 | 1.737283 | 2.888411 | 3.7909378 | 0.7290717 | -1.7823030 |
| 7.853210 | 4.560064 | 8.398886 | 14.90666 | 0.5990425 | 5.021689 | 5.313921 | 1.9212824 | 0.4345075 | -0.8599558 |
| 7.380785 | 9.267489 | 11.019933 | 14.33889 | 0.3034774 | 3.186366 | 5.496633 | 2.3146933 | 0.8150099 | -1.3264680 |
| 7.323829 | 6.388429 | 7.235702 | 13.46709 | -2.0472396 | 2.320067 | 3.817985 | 1.3713065 | -0.3876829 | -1.7794860 |
| 8.162980 | 6.947944 | 11.775164 | 15.91032 | 1.1409632 | 4.886754 | 5.852354 | 1.9847020 | -0.1796653 | -2.5877561 |
| 6.427523 | 5.642132 | 8.744904 | 14.39952 | 2.6074032 | 3.516064 | 5.843590 | 1.5337980 | -0.9206474 | -3.0597039 |
| 6.169908 | 5.942506 | 12.513462 | 15.90701 | 1.1426277 | 1.476301 | 5.378658 | 2.5729823 | -0.0447969 | -1.6276178 |
| 7.252875 | 7.253387 | 9.970746 | 17.57133 | 3.6146067 | 3.389154 | 5.588261 | 2.7925711 | 0.5710425 | -1.1749012 |
| 7.078353 | 7.976210 | 10.679054 | 16.10059 | 2.4420211 | 3.853565 | 5.519451 | 3.7912106 | 1.6512140 | -0.1742854 |
| 8.121348 | 7.481430 | 9.263285 | 14.99260 | 1.8447197 | 4.750532 | 6.055166 | 1.1121302 | -0.3058738 | -2.3636209 |
| 8.361316 | 6.756616 | 8.681594 | 14.26537 | 2.0964105 | 4.909939 | 5.305156 | 2.7660609 | 0.6684789 | -1.0900965 |
| 6.368607 | 7.446385 | 11.062495 | 14.75724 | 2.0298256 | 3.365694 | 7.109026 | 4.4455818 | 1.9418708 | 0.7845600 |
| 6.306240 | 5.391973 | 10.212229 | 14.17014 | -0.4434575 | 2.813458 | 5.359269 | 1.0980551 | -0.5187418 | -1.5037593 |
| 7.378082 | 6.356003 | 8.634019 | 13.66597 | 1.7917497 | 4.074130 | 4.523273 | 2.8931639 | 0.3308864 | -0.4453515 |
| 6.191228 | 4.726757 | 8.783025 | 13.38673 | 1.7704390 | 3.650904 | 2.997295 | 1.4796382 | 0.1804933 | -1.2275150 |
| 5.688635 | 6.218019 | 9.057544 | 13.75900 | 1.7674394 | 2.742693 | 5.231183 | 2.9833499 | 0.6256948 | -0.9510471 |
| 7.222398 | 6.455259 | 8.928611 | 13.62366 | -0.9619323 | 4.439015 | 5.864348 | 1.0964886 | -1.0974635 | -2.6981548 |
| 8.222174 | 7.486448 | 8.401515 | 15.55468 | 1.4285353 | 3.741235 | 6.902102 | 1.6273644 | -0.3945107 | -2.3622013 |
| 7.421911 | 6.116719 | 5.879384 | 16.37401 | -1.2289880 | 4.281922 | 4.584189 | 4.8373059 | 0.9708250 | -1.8945092 |
| 5.788375 | 6.154159 | 9.774272 | 15.54312 | -1.1052322 | 2.267879 | 4.128771 | 0.8281388 | -0.9736625 | -5.0029168 |
| 7.649993 | 7.335106 | 11.295079 | 14.27317 | 1.9971225 | 2.479220 | 3.178132 | 1.1120572 | -0.2224768 | -2.1144113 |
| 6.670403 | 6.355809 | 7.026412 | 14.06910 | -0.8633063 | 4.615816 | 4.921127 | 1.7160900 | -0.7633509 | -3.2169922 |
| 7.420791 | 5.636028 | 8.899853 | 16.51172 | 0.3817110 | 5.356592 | 4.405595 | 4.0992413 | 1.2247693 | -1.6358136 |
| 7.235700 | 6.204473 | 10.142399 | 12.69306 | 0.9402467 | 1.485938 | 5.905117 | 1.5345014 | -0.9503362 | -3.6758794 |
| 6.694696 | 5.576517 | 9.519819 | 15.32010 | 0.2587314 | 4.142279 | 7.714508 | 3.3487812 | -0.0954429 | -2.0295970 |
| 7.883405 | 6.403828 | 11.212858 | 16.32271 | 0.2088107 | 5.665266 | 4.689455 | 3.8030429 | 1.5677600 | -0.8735358 |
| 7.878292 | 4.705714 | 10.160795 | 14.96004 | 2.2398261 | 3.995781 | 6.344409 | 1.8588291 | 0.3907997 | -1.4397073 |
| 6.829576 | 6.706475 | 12.376254 | 16.31087 | 1.6228519 | 4.546845 | 3.734626 | 1.9818275 | -0.3116692 | -2.0458213 |
| 7.948213 | 5.061891 | 10.431740 | 16.20344 | -0.8032628 | 3.259550 | 7.471952 | 0.0975393 | -0.7826648 | -1.7702215 |
| 8.398934 | 9.185904 | 9.785934 | 15.60883 | 3.1604502 | 3.133876 | 3.904856 | 2.3805387 | 0.4001850 | -0.9241604 |
| 7.590782 | 6.481042 | 8.852405 | 14.85484 | 3.2566616 | 3.339128 | 6.950534 | 0.5734927 | -0.8226809 | -2.4072898 |
| 9.448282 | 4.713399 | 9.292552 | 16.86500 | 1.9576535 | 2.886424 | 5.533448 | 4.1809987 | 0.6516217 | -1.0671076 |
| 5.349765 | 6.701292 | 11.981364 | 13.77664 | 1.8333988 | 4.170923 | 5.037908 | 3.7933345 | -0.0452700 | -2.5215933 |
| 7.438035 | 5.759038 | 9.072613 | 15.52807 | 2.4156427 | 4.356189 | 6.490722 | 1.9688850 | 0.8189758 | -0.5429975 |
| 6.764290 | 5.803759 | 7.379373 | 14.08447 | 2.7706679 | 4.053256 | 5.517927 | -0.1131200 | -1.3695181 | -2.8202373 |
| 10.507912 | 7.438439 | 10.951219 | 17.62896 | 3.0592118 | 5.054468 | 6.861128 | 4.2459184 | 1.9008605 | -0.2322847 |
| 8.405380 | 9.541481 | 10.179593 | 15.91196 | 2.3052227 | 3.963983 | 4.403849 | 3.8676197 | 0.3215361 | -2.7221818 |
| 6.923085 | 4.285213 | 9.598240 | 16.83946 | 2.0929938 | 3.436630 | 6.011023 | 0.5914446 | -1.1744915 | -3.1248773 |
| 8.500000 | 6.253866 | 8.844271 | 13.12838 | 1.7473585 | 1.519577 | 5.482221 | 3.5681997 | 0.2066984 | -3.0339927 |
| 6.407456 | 6.647676 | 8.367218 | 16.30334 | -0.5406930 | 2.702054 | 4.656602 | 1.5737990 | -0.8454106 | -2.9139353 |
| 8.703780 | 7.265994 | 7.571345 | 15.15493 | 1.5619906 | 4.988468 | 5.466519 | 4.1104958 | 1.6098176 | -0.2589440 |
| 4.680064 | 3.296836 | 8.185944 | 15.31498 | 0.5370298 | 3.880661 | 6.738451 | 2.2502459 | 0.7658191 | -1.8747902 |
| 9.065405 | 8.291690 | 10.656982 | 16.51603 | 0.6155039 | 3.703260 | 5.355949 | 3.7425529 | 0.7874722 | -1.9188574 |
KOL3 - 4. model
| KVIZ | DZ | KOL1 | KOL2 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|---|---|
| 14.77240 | 7.468125 | 14.24502 | 24.79116 | 6.290189 | 12.90166 | 8.327087 | 2.6373242 | 0.6130065 | -1.916188 |
| 15.62217 | 8.885914 | 15.09682 | 27.22063 | 6.477288 | 12.36561 | 10.290836 | 2.2694923 | 0.7331302 | -1.043025 |
| 13.52397 | 9.198414 | 14.80363 | 27.45425 | 4.775487 | 12.42470 | 9.028005 | 1.2446503 | -0.9054641 | -3.402896 |
| 13.19681 | 8.120129 | 14.33259 | 27.07036 | 3.730793 | 13.20562 | 8.457568 | 2.2479952 | 0.2134241 | -3.118368 |
| 13.46386 | 10.976720 | 14.49296 | 27.36077 | 3.806281 | 12.72710 | 9.535442 | 2.1272877 | -0.2931822 | -1.432335 |
| 11.74166 | 8.684230 | 13.57466 | 26.12478 | 5.242579 | 12.40524 | 9.824104 | -0.7064571 | -1.6801222 | -3.061437 |
| 13.12187 | 9.027583 | 13.98067 | 28.88929 | 5.316099 | 13.79125 | 12.592166 | 4.4227782 | 0.0663979 | -2.016173 |
| 14.16792 | 6.928084 | 16.17790 | 26.77011 | 4.446483 | 12.82190 | 7.790815 | 2.0664560 | -0.0692016 | -2.165211 |
| 12.20982 | 8.400486 | 13.76869 | 28.27186 | 5.423818 | 13.18891 | 9.245313 | 1.9616660 | -0.3569705 | -1.894882 |
| 14.19666 | 8.545616 | 16.47327 | 26.10945 | 5.010359 | 12.37665 | 8.872737 | 2.3239605 | -0.1678412 | -3.511787 |
Column 2
KOL3 - 1. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 8.336254 | 8.928503 | 1.2243392 | 6.186072 | 7.280575 | 2.1074668 | 1.0610264 | 0.3824901 |
| 11.761444 | 5.646539 | 2.5570347 | 8.063676 | 4.146412 | -0.0786715 | -1.9946635 | -3.4234756 |
| 13.207156 | 8.922518 | 5.0910587 | 9.516630 | 10.879377 | 3.6032364 | 2.2626046 | 1.0541243 |
| 8.728170 | 9.707353 | 1.3597842 | 6.817983 | 8.410883 | 1.1212705 | -1.0037139 | -4.2775132 |
| 9.710893 | 6.930505 | 5.3241603 | 8.095008 | 9.857113 | 1.4068356 | 1.0946277 | 0.5166728 |
| 9.996587 | 9.865767 | 5.5787451 | 4.262319 | 5.432004 | 3.2001405 | 1.6826956 | 0.7243408 |
| 9.855558 | 8.220259 | 2.1990615 | 7.721774 | 6.977135 | 1.4649396 | -1.1702355 | -4.3751560 |
| 12.543396 | 9.927550 | 4.3988454 | 7.324860 | 11.040151 | 4.4303186 | 0.0885727 | -5.6724440 |
| 9.918762 | 6.494059 | 3.2367641 | 5.204027 | 6.635277 | -1.1324130 | -2.0186286 | -2.6581073 |
| 7.107990 | 6.617117 | 3.9703184 | 4.186586 | 9.309595 | 0.0706800 | -0.7713352 | -1.5331803 |
| 10.982550 | 8.163379 | 1.3655252 | 2.787235 | 2.627160 | 0.8863634 | -0.0181914 | -1.4232544 |
| 9.763848 | 6.470241 | 0.5093718 | 6.387238 | 5.886724 | 1.6244192 | -0.0301859 | -1.8368291 |
| 8.862530 | 11.252645 | 2.4183616 | 7.005971 | 9.459882 | 1.2776004 | -0.1329850 | -1.2156580 |
| 11.080064 | 7.489353 | 2.2744098 | 6.980464 | 5.548828 | 2.1311876 | -1.4828944 | -4.1295267 |
| 9.792302 | 8.460265 | 2.6980863 | 7.072506 | 6.773585 | 2.0220074 | -0.6171264 | -3.3089061 |
| 7.939196 | 6.740196 | 6.0250345 | 5.515117 | 6.045516 | 1.0148813 | -0.1654235 | -2.3399517 |
| 9.576997 | 6.675636 | 2.4867840 | 7.558147 | 6.380295 | 3.4767420 | -1.1233395 | -3.6288315 |
| 9.818412 | 7.587711 | 3.4492164 | 8.563843 | 7.866107 | 5.4278863 | 0.6505881 | -1.6164287 |
| 11.192310 | 6.227459 | 1.3181544 | 5.701994 | 8.388606 | 1.2598193 | 0.4427058 | -0.9113347 |
| 8.999543 | 7.533138 | 2.3299013 | 5.808832 | 6.643361 | 2.3866261 | -1.0545568 | -3.1817690 |
| 11.284006 | 12.513223 | 0.9399513 | 7.401518 | 5.953834 | 2.9080575 | 0.5720229 | -0.9225056 |
| 6.652331 | 6.937076 | 3.0510020 | 4.933413 | 8.041267 | 3.7953678 | 0.8892449 | -0.9465354 |
| 7.242909 | 11.523609 | 1.5444676 | 8.197896 | 8.968382 | 0.2003652 | -0.5071830 | -1.0414099 |
| 9.974576 | 8.119234 | 2.1036280 | 6.930560 | 7.783433 | 0.7895340 | -0.8999067 | -2.2798008 |
| 10.759767 | 8.001848 | 4.2489238 | 6.951095 | 5.298910 | 1.2917838 | -1.1976415 | -2.8307121 |
| 11.231820 | 8.335611 | 1.5691827 | 7.787990 | 8.038659 | 0.9971234 | -0.2054290 | -2.2064192 |
| 11.136301 | 6.291862 | 3.5733275 | 5.377126 | 6.525051 | 3.8234019 | 0.3571744 | -1.4692655 |
| 7.888477 | 6.770972 | 6.5703332 | 7.064456 | 10.421577 | 2.3550839 | 0.5905744 | -1.0042266 |
| 8.502878 | 12.091089 | 1.3943666 | 7.449491 | 6.027129 | 2.0425941 | 0.5007189 | -1.2884416 |
| 8.603049 | 8.444881 | 1.0611039 | 8.424179 | 8.708768 | 3.5847593 | 0.3613145 | -1.4277246 |
| 10.882612 | 8.297278 | -0.2498505 | 7.808493 | 9.594295 | 2.0707712 | -0.1056150 | -1.6493407 |
| 7.138853 | 5.864257 | 3.0214544 | 4.802577 | 6.078500 | 1.6114789 | -1.2130506 | -2.9936363 |
| 9.664220 | 9.391511 | 2.2341478 | 7.087885 | 8.541499 | -0.0752220 | -1.8249488 | -2.7441269 |
| 11.316120 | 7.079823 | 2.1147121 | 8.846063 | 5.719797 | 1.6627857 | 0.4637476 | -2.0147815 |
| 11.390553 | 11.500503 | 3.6283139 | 6.697087 | 6.752458 | 6.2253417 | 0.2246347 | -3.5168407 |
| 6.651342 | 5.125805 | 1.8972382 | 5.790587 | 6.241636 | 0.1305387 | -1.5010836 | -3.2131846 |
| 7.244161 | 8.857329 | 5.4390670 | 7.605974 | 8.626742 | 7.1461420 | 1.1871270 | -2.0230778 |
| 8.055791 | 8.162563 | 3.4713412 | 6.855432 | 8.029612 | 3.6082647 | 0.3571079 | -2.0103025 |
| 8.811954 | 8.923263 | 1.3613115 | 7.367822 | 7.192574 | 4.4805972 | 1.4922829 | 0.0411961 |
| 7.899051 | 9.247610 | 1.6919338 | 4.899728 | 6.075649 | 3.0122552 | 0.7545502 | -0.8131421 |
| 8.278655 | 10.396197 | 2.0241682 | 8.161406 | 4.728466 | 7.2325074 | 1.6150237 | -1.9364330 |
| 9.851601 | 8.355594 | 2.2053424 | 5.632591 | 4.674350 | 1.7337844 | -0.5352991 | -2.9644939 |
| 11.538819 | 8.337069 | 2.8442952 | 7.608604 | 8.130215 | 3.3064504 | 0.8588979 | -0.9383594 |
| 9.595349 | 6.303541 | 1.9989601 | 6.729069 | 7.709542 | 3.2794904 | 0.7415432 | -0.8437528 |
| 7.896877 | 9.405720 | 2.8168884 | 8.665025 | 8.563586 | 2.1682260 | -0.2651908 | -2.1723458 |
| 9.383243 | 5.432332 | 3.8311154 | 7.327585 | 6.864571 | 1.2177357 | -0.3803792 | -4.5494738 |
| 9.050958 | 9.730088 | 0.6401386 | 9.571857 | 7.814307 | 1.4256962 | -0.0282568 | -2.7249614 |
| 12.959848 | 7.176882 | 2.7940531 | 6.965712 | 8.579079 | 3.0560827 | 0.6770919 | -0.8432212 |
| 9.636783 | 7.670145 | 1.6967407 | 7.024651 | 6.153631 | 5.7881855 | 0.9077696 | -2.8045737 |
| 9.282984 | 10.419963 | 2.9599346 | 4.991261 | 8.822546 | 1.4825623 | 0.6909627 | -1.2726104 |
| 9.016464 | 3.664684 | 3.5672653 | 5.241113 | 5.867102 | 3.3194051 | 1.4943056 | -2.4995979 |
| 8.314840 | 7.155293 | 1.9987677 | 6.611873 | 8.384033 | 1.3785782 | -0.2885952 | -3.2532731 |
| 10.652712 | 12.243614 | 0.3006464 | 8.124344 | 7.307084 | 2.1927609 | 0.9467756 | -0.8728830 |
| 11.313068 | 10.542041 | 1.3459450 | 6.049514 | 10.283816 | 5.0172367 | 1.2819672 | -3.1642067 |
| 9.535569 | 11.735171 | 4.6585973 | 8.948480 | 8.513828 | 0.9905583 | -0.5923159 | -1.4177998 |
| 8.223742 | 5.343806 | 0.7960323 | 7.059962 | 6.800164 | 0.3486310 | -1.4034514 | -3.7454521 |
| 9.061736 | 8.271313 | 2.5651776 | 7.268297 | 6.021702 | 1.0696302 | -0.2039329 | -2.1974986 |
| 7.174610 | 6.700936 | 2.8457649 | 4.048005 | 8.519972 | 1.7788806 | -0.3568141 | -2.5326528 |
| 10.878506 | 9.730618 | 1.6901194 | 8.089494 | 4.739554 | 3.3216542 | 1.0622579 | -1.5056170 |
| 9.372823 | 13.693124 | 2.2064774 | 7.292788 | 7.084343 | 4.7704031 | 0.7887379 | -1.9179990 |
| 13.932299 | 7.011052 | 1.5364329 | 8.922210 | 6.935966 | 3.1146367 | -1.4898928 | -4.0819440 |
| 10.586650 | 6.484941 | 0.5513619 | 8.016065 | 5.683878 | 1.6285069 | -0.9341977 | -2.2506121 |
| 10.713063 | 9.734499 | 4.7386714 | 6.708703 | 6.263136 | 1.8634971 | 0.7714399 | 0.1160821 |
| 6.940691 | 5.170637 | 2.8962809 | 5.649481 | 7.348675 | 0.6308106 | -1.5027382 | -4.0168435 |
| 8.787951 | 7.588634 | 3.0371272 | 7.626131 | 9.964838 | 4.3860837 | 0.9263813 | -1.4674398 |
| 10.093167 | 6.492996 | 1.4991853 | 6.902684 | 5.765973 | 3.1087566 | -1.0280465 | -3.8159534 |
| 11.254088 | 7.924170 | 1.6492180 | 5.959091 | 9.363464 | 2.2147928 | 0.5271728 | -2.7126753 |
| 8.742451 | 7.522555 | 3.7816597 | 5.778696 | 5.042900 | 2.7932397 | -0.0253198 | -2.8010762 |
| 6.943617 | 6.610587 | 2.7997888 | 7.049164 | 3.474771 | -1.1459711 | -2.3300024 | -3.4256330 |
| 10.103005 | 8.529240 | 1.2068142 | 5.627697 | 5.355997 | 3.6317901 | -0.9046150 | -3.5145331 |
| 11.391280 | 8.826212 | 4.1391762 | 6.266435 | 4.670120 | 2.2785186 | 0.4885142 | -1.6331277 |
| 6.284333 | 9.500436 | 1.4631229 | 3.443386 | 8.911236 | 1.9139992 | -0.0959080 | -1.4442079 |
| 9.715003 | 4.812383 | 0.5174926 | 2.537530 | 2.489164 | 3.1267973 | -1.0680082 | -3.0499377 |
| 9.572793 | 6.689948 | 2.0874088 | 6.947130 | 5.022448 | -0.2440448 | -1.9796972 | -3.2030631 |
| 10.260234 | 7.516905 | 4.6379253 | 8.832272 | 10.684629 | 1.5184485 | -0.8108562 | -2.3837842 |
| 11.400020 | 9.157892 | 4.0794301 | 8.833715 | 5.444454 | 0.3556740 | -0.8234186 | -2.8234906 |
| 13.544742 | 7.494381 | 1.6447489 | 6.279374 | 8.736161 | 2.1345463 | -0.8401731 | -2.0841192 |
| 9.969665 | 9.629628 | 1.9282328 | 6.563192 | 8.922871 | 4.1815354 | -0.5817961 | -4.5768430 |
| 7.249956 | 1.304304 | -0.3972031 | 6.681462 | 2.673411 | 1.3173686 | -2.5014340 | -6.0641919 |
| 9.705943 | 5.968843 | 2.4713993 | 7.188131 | 8.676500 | 0.2177267 | -0.7087443 | -1.8668392 |
| 10.194883 | 7.010964 | 2.8057794 | 5.785240 | 7.311169 | 2.3191108 | 0.3168664 | -1.5270943 |
| 6.685286 | 10.037087 | 2.1530317 | 5.043306 | 8.153512 | 2.2894749 | -0.8672308 | -3.0429450 |
| 9.171709 | 6.793288 | -0.0334808 | 5.228308 | 5.157388 | 4.7023076 | -0.3182580 | -3.1651451 |
| 11.085904 | 8.215684 | 4.6118386 | 4.694736 | 4.251648 | 1.9903583 | 0.6882178 | -2.0880852 |
| 10.763487 | 7.210388 | 4.0731472 | 4.018754 | 7.719163 | 1.7792191 | -1.3548335 | -2.3195559 |
| 7.990557 | 7.081017 | 1.3165012 | 4.241612 | 6.869876 | 0.7223534 | -0.3519308 | -1.1590733 |
| 8.957430 | 6.028245 | 0.4960039 | 5.621102 | 4.898668 | 2.1749063 | -0.9313267 | -4.0651694 |
| 5.912710 | 3.998696 | 1.2202377 | 2.953360 | 5.334553 | 2.5614668 | -0.4299547 | -2.2093808 |
| 8.288742 | 8.920792 | 0.4878294 | 5.723414 | 7.607635 | 0.4823754 | -1.6338250 | -3.4825777 |
| 6.067923 | 6.585296 | 3.9326363 | 5.689955 | 8.688096 | 1.8085573 | 0.7111903 | -0.9157192 |
| 10.304344 | 8.213849 | 3.1613876 | 7.032211 | 9.546875 | 1.3407037 | -0.6205442 | -2.6472029 |
| 9.698695 | 4.877069 | 2.4330244 | 6.807948 | 6.524122 | 3.5080122 | -0.7953088 | -3.5957494 |
| 10.962501 | 7.559015 | 2.9153594 | 7.037994 | 7.447394 | 1.9772229 | -0.7904205 | -2.3607746 |
| 11.209825 | 10.403789 | 1.3361511 | 6.545467 | 5.803605 | 1.6374068 | -0.1752962 | -3.2990418 |
| 8.563693 | 7.884260 | 2.2936886 | 6.556952 | 11.592732 | 1.8638253 | -0.4493473 | -2.9635662 |
| 10.051611 | 7.948603 | 1.8588882 | 5.909491 | 9.006233 | 0.6313738 | -0.1087808 | -0.4213101 |
| 9.403767 | 8.151608 | 5.4370942 | 5.657253 | 10.115857 | -0.7048178 | -1.6342958 | -3.9212682 |
| 11.313706 | 8.740507 | 2.8040669 | 9.906492 | 6.655251 | 2.6408888 | 0.0720202 | -1.2934587 |
| 10.241612 | 8.275752 | 3.1110221 | 7.168389 | 6.661227 | 0.9340316 | -0.5277804 | -2.8760025 |
KOL3 - 2. model
| KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|
| 18.00789 | 13.91873 | 7.866505 | 13.59235 | 16.57800 | 3.8468376 | 1.0001391 | -1.2635137 |
| 19.53048 | 13.61059 | 7.676913 | 15.55245 | 17.52349 | 2.8846895 | -0.1256165 | -2.7946170 |
| 20.54037 | 12.74231 | 7.924883 | 13.88012 | 15.91201 | 3.9491726 | 2.9510395 | 0.5793947 |
| 13.72024 | 11.14665 | 9.046669 | 10.18563 | 17.31729 | 0.5369978 | -1.1611824 | -3.0181922 |
| 18.01764 | 12.11030 | 8.141206 | 10.86091 | 19.60941 | 2.4023389 | -0.0726273 | -1.6628924 |
| 19.72119 | 11.61474 | 9.321945 | 14.06734 | 14.61261 | 4.2684120 | 0.7038709 | -2.3954770 |
| 17.13326 | 14.12706 | 7.980388 | 14.82761 | 19.89914 | 3.1813326 | 1.7876754 | -0.5097631 |
| 17.39109 | 14.26425 | 7.911544 | 14.00549 | 16.36461 | 3.9163849 | 1.8139113 | -1.4013784 |
| 14.81266 | 13.42285 | 9.249620 | 12.02395 | 16.00270 | 1.2134049 | -2.0238103 | -3.7854460 |
KOL3 - 3. model
| KVIZ | DZ | KOL1 | KOL2 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|---|---|
| 5.890674 | 7.524916 | 10.677876 | 12.41346 | 0.4538470 | 3.669474 | 3.553749 | 3.2751181 | -0.4726742 | -2.7420206 |
| 6.391130 | 6.462388 | 11.602997 | 15.06249 | 2.3351898 | 2.107505 | 5.888093 | 1.4255934 | -0.2580460 | -3.4266901 |
| 6.317996 | 8.237932 | 8.946317 | 14.07581 | 2.6310556 | 4.636256 | 7.492202 | 1.9837860 | 0.2841407 | -1.1907015 |
| 8.243261 | 6.529506 | 8.033476 | 16.79558 | -0.1213494 | 4.340081 | 5.951287 | 1.9984285 | -0.3075156 | -2.6494733 |
| 5.426259 | 7.005577 | 9.823306 | 15.85913 | 3.7828900 | 4.997886 | 5.991180 | 5.6850077 | 1.2253114 | -1.6961459 |
| 7.332580 | 5.146080 | 9.224022 | 14.70291 | -0.4069696 | 3.607045 | 6.107431 | 1.9156290 | -1.2853758 | -4.3466146 |
| 10.306158 | 8.498608 | 9.322814 | 14.62384 | 2.9075344 | 3.902472 | 4.675376 | 1.4562253 | -0.3877291 | -1.1847651 |
| 7.569234 | 7.847058 | 10.771278 | 17.25603 | 2.9167818 | 4.151200 | 5.299483 | 3.9764521 | 0.2296674 | -4.2546054 |
| 5.986138 | 6.965492 | 9.422989 | 14.90227 | 1.0704741 | 4.478693 | 5.605302 | 1.7743965 | 0.0364447 | -1.6972155 |
| 7.889972 | 5.045631 | 9.521426 | 13.71813 | 3.0394795 | 3.649403 | 4.191059 | 2.1302934 | 0.0407510 | -1.4261287 |
| 9.188648 | 7.343915 | 8.973878 | 14.24148 | 0.4812910 | 3.750436 | 5.971031 | 1.3436045 | -0.8965254 | -2.6441606 |
| 6.173089 | 6.588883 | 7.344701 | 13.63569 | 0.5360203 | 2.194846 | 3.467124 | 0.3476368 | -0.2603230 | -1.2110930 |
| 5.741872 | 6.553730 | 9.419305 | 15.37948 | 1.3047400 | 1.737283 | 2.888411 | 3.7909378 | 0.7290717 | -1.7823030 |
| 7.853210 | 4.560064 | 8.398886 | 14.90666 | 0.5990425 | 5.021689 | 5.313921 | 1.9212824 | 0.4345075 | -0.8599558 |
| 7.380785 | 9.267489 | 11.019933 | 14.33889 | 0.3034774 | 3.186366 | 5.496633 | 2.3146933 | 0.8150099 | -1.3264680 |
| 7.323829 | 6.388429 | 7.235702 | 13.46709 | -2.0472396 | 2.320067 | 3.817985 | 1.3713065 | -0.3876829 | -1.7794860 |
| 8.162980 | 6.947944 | 11.775164 | 15.91032 | 1.1409632 | 4.886754 | 5.852354 | 1.9847020 | -0.1796653 | -2.5877561 |
| 6.427523 | 5.642132 | 8.744904 | 14.39952 | 2.6074032 | 3.516064 | 5.843590 | 1.5337980 | -0.9206474 | -3.0597039 |
| 6.169908 | 5.942506 | 12.513462 | 15.90701 | 1.1426277 | 1.476301 | 5.378658 | 2.5729823 | -0.0447969 | -1.6276178 |
| 7.252875 | 7.253387 | 9.970746 | 17.57133 | 3.6146067 | 3.389154 | 5.588261 | 2.7925711 | 0.5710425 | -1.1749012 |
| 7.078353 | 7.976210 | 10.679054 | 16.10059 | 2.4420211 | 3.853565 | 5.519451 | 3.7912106 | 1.6512140 | -0.1742854 |
| 8.121348 | 7.481430 | 9.263285 | 14.99260 | 1.8447197 | 4.750532 | 6.055166 | 1.1121302 | -0.3058738 | -2.3636209 |
| 8.361316 | 6.756616 | 8.681594 | 14.26537 | 2.0964105 | 4.909939 | 5.305156 | 2.7660609 | 0.6684789 | -1.0900965 |
| 6.368607 | 7.446385 | 11.062495 | 14.75724 | 2.0298256 | 3.365694 | 7.109026 | 4.4455818 | 1.9418708 | 0.7845600 |
| 6.306240 | 5.391973 | 10.212229 | 14.17014 | -0.4434575 | 2.813458 | 5.359269 | 1.0980551 | -0.5187418 | -1.5037593 |
| 7.378082 | 6.356003 | 8.634019 | 13.66597 | 1.7917497 | 4.074130 | 4.523273 | 2.8931639 | 0.3308864 | -0.4453515 |
| 6.191228 | 4.726757 | 8.783025 | 13.38673 | 1.7704390 | 3.650904 | 2.997295 | 1.4796382 | 0.1804933 | -1.2275150 |
| 5.688635 | 6.218019 | 9.057544 | 13.75900 | 1.7674394 | 2.742693 | 5.231183 | 2.9833499 | 0.6256948 | -0.9510471 |
| 7.222398 | 6.455259 | 8.928611 | 13.62366 | -0.9619323 | 4.439015 | 5.864348 | 1.0964886 | -1.0974635 | -2.6981548 |
| 8.222174 | 7.486448 | 8.401515 | 15.55468 | 1.4285353 | 3.741235 | 6.902102 | 1.6273644 | -0.3945107 | -2.3622013 |
| 7.421911 | 6.116719 | 5.879384 | 16.37401 | -1.2289880 | 4.281922 | 4.584189 | 4.8373059 | 0.9708250 | -1.8945092 |
| 5.788375 | 6.154159 | 9.774272 | 15.54312 | -1.1052322 | 2.267879 | 4.128771 | 0.8281388 | -0.9736625 | -5.0029168 |
| 7.649993 | 7.335106 | 11.295079 | 14.27317 | 1.9971225 | 2.479220 | 3.178132 | 1.1120572 | -0.2224768 | -2.1144113 |
| 6.670403 | 6.355809 | 7.026412 | 14.06910 | -0.8633063 | 4.615816 | 4.921127 | 1.7160900 | -0.7633509 | -3.2169922 |
| 7.420791 | 5.636028 | 8.899853 | 16.51172 | 0.3817110 | 5.356592 | 4.405595 | 4.0992413 | 1.2247693 | -1.6358136 |
| 7.235700 | 6.204473 | 10.142399 | 12.69306 | 0.9402467 | 1.485938 | 5.905117 | 1.5345014 | -0.9503362 | -3.6758794 |
| 6.694696 | 5.576517 | 9.519819 | 15.32010 | 0.2587314 | 4.142279 | 7.714508 | 3.3487812 | -0.0954429 | -2.0295970 |
| 7.883405 | 6.403828 | 11.212858 | 16.32271 | 0.2088107 | 5.665266 | 4.689455 | 3.8030429 | 1.5677600 | -0.8735358 |
| 7.878292 | 4.705714 | 10.160795 | 14.96004 | 2.2398261 | 3.995781 | 6.344409 | 1.8588291 | 0.3907997 | -1.4397073 |
| 6.829576 | 6.706475 | 12.376254 | 16.31087 | 1.6228519 | 4.546845 | 3.734626 | 1.9818275 | -0.3116692 | -2.0458213 |
| 7.948213 | 5.061891 | 10.431740 | 16.20344 | -0.8032628 | 3.259550 | 7.471952 | 0.0975393 | -0.7826648 | -1.7702215 |
| 8.398934 | 9.185904 | 9.785934 | 15.60883 | 3.1604502 | 3.133876 | 3.904856 | 2.3805387 | 0.4001850 | -0.9241604 |
| 7.590782 | 6.481042 | 8.852405 | 14.85484 | 3.2566616 | 3.339128 | 6.950534 | 0.5734927 | -0.8226809 | -2.4072898 |
| 9.448282 | 4.713399 | 9.292552 | 16.86500 | 1.9576535 | 2.886424 | 5.533448 | 4.1809987 | 0.6516217 | -1.0671076 |
| 5.349765 | 6.701292 | 11.981364 | 13.77664 | 1.8333988 | 4.170923 | 5.037908 | 3.7933345 | -0.0452700 | -2.5215933 |
| 7.438035 | 5.759038 | 9.072613 | 15.52807 | 2.4156427 | 4.356189 | 6.490722 | 1.9688850 | 0.8189758 | -0.5429975 |
| 6.764290 | 5.803759 | 7.379373 | 14.08447 | 2.7706679 | 4.053256 | 5.517927 | -0.1131200 | -1.3695181 | -2.8202373 |
| 10.507912 | 7.438439 | 10.951219 | 17.62896 | 3.0592118 | 5.054468 | 6.861128 | 4.2459184 | 1.9008605 | -0.2322847 |
| 8.405380 | 9.541481 | 10.179593 | 15.91196 | 2.3052227 | 3.963983 | 4.403849 | 3.8676197 | 0.3215361 | -2.7221818 |
| 6.923085 | 4.285213 | 9.598240 | 16.83946 | 2.0929938 | 3.436630 | 6.011023 | 0.5914446 | -1.1744915 | -3.1248773 |
| 8.500000 | 6.253866 | 8.844271 | 13.12838 | 1.7473585 | 1.519577 | 5.482221 | 3.5681997 | 0.2066984 | -3.0339927 |
| 6.407456 | 6.647676 | 8.367218 | 16.30334 | -0.5406930 | 2.702054 | 4.656602 | 1.5737990 | -0.8454106 | -2.9139353 |
| 8.703780 | 7.265994 | 7.571345 | 15.15493 | 1.5619906 | 4.988468 | 5.466519 | 4.1104958 | 1.6098176 | -0.2589440 |
| 4.680064 | 3.296836 | 8.185944 | 15.31498 | 0.5370298 | 3.880661 | 6.738451 | 2.2502459 | 0.7658191 | -1.8747902 |
| 9.065405 | 8.291690 | 10.656982 | 16.51603 | 0.6155039 | 3.703260 | 5.355949 | 3.7425529 | 0.7874722 | -1.9188574 |
KOL3 - 4. model
| KVIZ | DZ | KOL1 | KOL2 | VIDEO | DOLASCI | MATERIJALI | shadowMax | shadowMean | shadowMin |
|---|---|---|---|---|---|---|---|---|---|
| 14.77240 | 7.468125 | 14.24502 | 24.79116 | 6.290189 | 12.90166 | 8.327087 | 2.6373242 | 0.6130065 | -1.916188 |
| 15.62217 | 8.885914 | 15.09682 | 27.22063 | 6.477288 | 12.36561 | 10.290836 | 2.2694923 | 0.7331302 | -1.043025 |
| 13.52397 | 9.198414 | 14.80363 | 27.45425 | 4.775487 | 12.42470 | 9.028005 | 1.2446503 | -0.9054641 | -3.402896 |
| 13.19681 | 8.120129 | 14.33259 | 27.07036 | 3.730793 | 13.20562 | 8.457568 | 2.2479952 | 0.2134241 | -3.118368 |
| 13.46386 | 10.976720 | 14.49296 | 27.36077 | 3.806281 | 12.72710 | 9.535442 | 2.1272877 | -0.2931822 | -1.432335 |
| 11.74166 | 8.684230 | 13.57466 | 26.12478 | 5.242579 | 12.40524 | 9.824104 | -0.7064571 | -1.6801222 | -3.061437 |
| 13.12187 | 9.027583 | 13.98067 | 28.88929 | 5.316099 | 13.79125 | 12.592166 | 4.4227782 | 0.0663979 | -2.016173 |
| 14.16792 | 6.928084 | 16.17790 | 26.77011 | 4.446483 | 12.82190 | 7.790815 | 2.0664560 | -0.0692016 | -2.165211 |
| 12.20982 | 8.400486 | 13.76869 | 28.27186 | 5.423818 | 13.18891 | 9.245313 | 1.9616660 | -0.3569705 | -1.894882 |
| 14.19666 | 8.545616 | 16.47327 | 26.10945 | 5.010359 | 12.37665 | 8.872737 | 2.3239605 | -0.1678412 | -3.511787 |
Opis modifikacije
Column 1
Modifikacija prvog modela za treći kolokvij
Prediktori
- KVIZ - suma svih bodova na kvizovima između drugog i trećeg kolokvija
- DZ - suma bodova na domaćim zadaćama između drugog i trećeg kolokvija
- VIDEO - ukupni broj klikova na video materijale između drugog i trećeg kolokvija
- MATERIJALI - ukupni broj klikova na PDF materijale između drugog i trećeg kolokvija
- DOLASCI - ukupni broj dolazaka na predavanja između drugog i trećeg kolokvija
Response - binarna klasifikacija studenata na temelju broja bodova na trećem kolokviju.
- 1 (pozitivna klasa): ako je na trećem kolokviju ukupni broj bodova veći ili jednak od 10
- 0 (negativna klasa): ako je na trećem kolokviju ukupni broj bodova strogo manji od 10
Modifikacija - pokušala se povećati efikasnost modela na pozitivnoj klasi koristeći nekoliko algoritama
- preko dodjeljivanja težina klasama
- težine 1: klasa 1 ima 7 puta veću težinu od klase 0 jer otprilike ima toliko puta manje elemenata
- težine 2: klasa 1 ima 14 puta veću težinu od klase 0
- SMOTE algoritam
- ROSE algoritam
Hiperparametri - za odabir optimalne kombinacije hiperparametara napravljen je cross-validation s 10 kutija pri čemu je na slučajni način isprobano 1000 kombinacija hiperparametara mtry, min_n i trees. Najbolji model je odabran s obzirom na roc_auc metriku.
- mtry - uzimane su vrijednosti iz skupa {2,3}
- trees - uzimani su prirodni brojevi između 400 i 1500.
- min_n - uzimani su prirodni brojevi između 2 i 40.
Težine 1 - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 1000 35 roc_auc binary 0.680 10 0.0295 Preprocessor1_Mode…
2 2 556 36 roc_auc binary 0.679 10 0.0288 Preprocessor1_Mode…
3 2 1288 37 roc_auc binary 0.676 10 0.0294 Preprocessor1_Mode…
4 2 648 39 roc_auc binary 0.676 10 0.0295 Preprocessor1_Mode…
5 2 928 39 roc_auc binary 0.675 10 0.0300 Preprocessor1_Mode…
6 2 1293 39 roc_auc binary 0.675 10 0.0303 Preprocessor1_Mode…
7 2 1225 37 roc_auc binary 0.675 10 0.0303 Preprocessor1_Mode…
8 2 1282 40 roc_auc binary 0.675 10 0.0302 Preprocessor1_Mode…
9 2 895 38 roc_auc binary 0.674 10 0.0316 Preprocessor1_Mode…
10 2 778 38 roc_auc binary 0.674 10 0.0300 Preprocessor1_Mode…
11 2 1434 40 roc_auc binary 0.674 10 0.0302 Preprocessor1_Mode…
12 2 807 39 roc_auc binary 0.674 10 0.0289 Preprocessor1_Mode…
13 2 793 34 roc_auc binary 0.674 10 0.0301 Preprocessor1_Mode…
14 2 445 40 roc_auc binary 0.674 10 0.0305 Preprocessor1_Mode…
15 2 765 38 roc_auc binary 0.674 10 0.0292 Preprocessor1_Mode…
16 2 906 38 roc_auc binary 0.673 10 0.0281 Preprocessor1_Mode…
17 2 680 39 roc_auc binary 0.673 10 0.0300 Preprocessor1_Mode…
18 2 691 38 roc_auc binary 0.673 10 0.0280 Preprocessor1_Mode…
19 2 1124 40 roc_auc binary 0.673 10 0.0307 Preprocessor1_Mode…
20 2 1001 33 roc_auc binary 0.673 10 0.0291 Preprocessor1_Mode…
21 2 1002 35 roc_auc binary 0.673 10 0.0294 Preprocessor1_Mode…
22 2 1422 36 roc_auc binary 0.673 10 0.0298 Preprocessor1_Mode…
23 2 1210 33 roc_auc binary 0.673 10 0.0291 Preprocessor1_Mode…
24 2 599 34 roc_auc binary 0.673 10 0.0292 Preprocessor1_Mode…
25 2 949 39 roc_auc binary 0.673 10 0.0292 Preprocessor1_Mode…
26 2 1098 39 roc_auc binary 0.673 10 0.0296 Preprocessor1_Mode…
27 2 471 33 roc_auc binary 0.673 10 0.0294 Preprocessor1_Mode…
28 2 913 37 roc_auc binary 0.673 10 0.0304 Preprocessor1_Mode…
29 2 1407 36 roc_auc binary 0.672 10 0.0307 Preprocessor1_Mode…
30 2 1082 37 roc_auc binary 0.672 10 0.0299 Preprocessor1_Mode…
31 2 642 31 roc_auc binary 0.672 10 0.0293 Preprocessor1_Mode…
32 2 1031 38 roc_auc binary 0.672 10 0.0291 Preprocessor1_Mode…
33 2 1021 35 roc_auc binary 0.672 10 0.0308 Preprocessor1_Mode…
34 2 841 37 roc_auc binary 0.672 10 0.0298 Preprocessor1_Mode…
35 2 1312 34 roc_auc binary 0.672 10 0.0287 Preprocessor1_Mode…
36 2 753 40 roc_auc binary 0.672 10 0.0313 Preprocessor1_Mode…
37 2 629 33 roc_auc binary 0.672 10 0.0282 Preprocessor1_Mode…
38 2 996 39 roc_auc binary 0.671 10 0.0309 Preprocessor1_Mode…
39 2 407 30 roc_auc binary 0.671 10 0.0291 Preprocessor1_Mode…
40 2 893 38 roc_auc binary 0.671 10 0.0281 Preprocessor1_Mode…
41 3 576 38 roc_auc binary 0.671 10 0.0263 Preprocessor1_Mode…
42 2 1094 34 roc_auc binary 0.671 10 0.0288 Preprocessor1_Mode…
43 2 1020 36 roc_auc binary 0.671 10 0.0291 Preprocessor1_Mode…
44 2 1335 33 roc_auc binary 0.671 10 0.0291 Preprocessor1_Mode…
45 2 740 37 roc_auc binary 0.671 10 0.0289 Preprocessor1_Mode…
46 2 1262 38 roc_auc binary 0.671 10 0.0289 Preprocessor1_Mode…
47 2 1160 35 roc_auc binary 0.670 10 0.0301 Preprocessor1_Mode…
48 2 1118 40 roc_auc binary 0.670 10 0.0317 Preprocessor1_Mode…
49 2 872 35 roc_auc binary 0.670 10 0.0291 Preprocessor1_Mode…
50 2 1017 32 roc_auc binary 0.670 10 0.0285 Preprocessor1_Mode…
51 2 818 35 roc_auc binary 0.670 10 0.0291 Preprocessor1_Mode…
52 2 1244 38 roc_auc binary 0.670 10 0.0285 Preprocessor1_Mode…
53 2 520 34 roc_auc binary 0.670 10 0.0297 Preprocessor1_Mode…
54 2 963 32 roc_auc binary 0.670 10 0.0281 Preprocessor1_Mode…
55 2 1050 32 roc_auc binary 0.670 10 0.0274 Preprocessor1_Mode…
56 2 1014 36 roc_auc binary 0.670 10 0.0308 Preprocessor1_Mode…
57 2 866 39 roc_auc binary 0.670 10 0.0302 Preprocessor1_Mode…
58 2 691 37 roc_auc binary 0.670 10 0.0298 Preprocessor1_Mode…
59 2 526 31 roc_auc binary 0.670 10 0.0274 Preprocessor1_Mode…
60 2 793 40 roc_auc binary 0.669 10 0.0328 Preprocessor1_Mode…
61 2 1483 36 roc_auc binary 0.669 10 0.0287 Preprocessor1_Mode…
62 2 625 34 roc_auc binary 0.669 10 0.0293 Preprocessor1_Mode…
63 3 622 40 roc_auc binary 0.669 10 0.0269 Preprocessor1_Mode…
64 2 470 33 roc_auc binary 0.669 10 0.0274 Preprocessor1_Mode…
65 2 1483 34 roc_auc binary 0.669 10 0.0295 Preprocessor1_Mode…
66 2 757 31 roc_auc binary 0.669 10 0.0285 Preprocessor1_Mode…
67 2 707 35 roc_auc binary 0.669 10 0.0296 Preprocessor1_Mode…
68 2 1189 34 roc_auc binary 0.669 10 0.0287 Preprocessor1_Mode…
69 2 1310 36 roc_auc binary 0.669 10 0.0300 Preprocessor1_Mode…
70 2 1421 39 roc_auc binary 0.669 10 0.0312 Preprocessor1_Mode…
71 2 1442 35 roc_auc binary 0.669 10 0.0299 Preprocessor1_Mode…
72 2 1031 40 roc_auc binary 0.669 10 0.0294 Preprocessor1_Mode…
73 2 1281 31 roc_auc binary 0.669 10 0.0273 Preprocessor1_Mode…
74 2 1062 33 roc_auc binary 0.669 10 0.0296 Preprocessor1_Mode…
75 2 747 32 roc_auc binary 0.669 10 0.0294 Preprocessor1_Mode…
76 2 465 35 roc_auc binary 0.669 10 0.0308 Preprocessor1_Mode…
77 3 1142 35 roc_auc binary 0.669 10 0.0279 Preprocessor1_Mode…
78 2 808 34 roc_auc binary 0.668 10 0.0295 Preprocessor1_Mode…
79 2 672 34 roc_auc binary 0.668 10 0.0295 Preprocessor1_Mode…
80 2 1360 32 roc_auc binary 0.668 10 0.0289 Preprocessor1_Mode…
81 2 616 36 roc_auc binary 0.668 10 0.0296 Preprocessor1_Mode…
82 2 593 32 roc_auc binary 0.668 10 0.0289 Preprocessor1_Mode…
83 2 435 32 roc_auc binary 0.668 10 0.0286 Preprocessor1_Mode…
84 3 1395 39 roc_auc binary 0.668 10 0.0267 Preprocessor1_Mode…
85 2 1151 34 roc_auc binary 0.668 10 0.0290 Preprocessor1_Mode…
86 2 1015 38 roc_auc binary 0.668 10 0.0308 Preprocessor1_Mode…
87 2 563 35 roc_auc binary 0.668 10 0.0295 Preprocessor1_Mode…
88 2 1451 38 roc_auc binary 0.668 10 0.0299 Preprocessor1_Mode…
89 2 1056 28 roc_auc binary 0.668 10 0.0285 Preprocessor1_Mode…
90 2 1217 39 roc_auc binary 0.668 10 0.0291 Preprocessor1_Mode…
91 3 688 37 roc_auc binary 0.668 10 0.0267 Preprocessor1_Mode…
92 2 1070 35 roc_auc binary 0.668 10 0.0287 Preprocessor1_Mode…
93 3 702 40 roc_auc binary 0.668 10 0.0275 Preprocessor1_Mode…
94 3 739 40 roc_auc binary 0.668 10 0.0292 Preprocessor1_Mode…
95 3 461 37 roc_auc binary 0.668 10 0.0286 Preprocessor1_Mode…
96 2 549 35 roc_auc binary 0.667 10 0.0287 Preprocessor1_Mode…
97 2 882 36 roc_auc binary 0.667 10 0.0299 Preprocessor1_Mode…
98 2 517 40 roc_auc binary 0.667 10 0.0302 Preprocessor1_Mode…
99 3 457 34 roc_auc binary 0.667 10 0.0282 Preprocessor1_Mode…
100 2 1289 37 roc_auc binary 0.667 10 0.0308 Preprocessor1_Mode…
101 2 722 31 roc_auc binary 0.667 10 0.0286 Preprocessor1_Mode…
102 2 1450 34 roc_auc binary 0.667 10 0.0277 Preprocessor1_Mode…
103 2 1204 40 roc_auc binary 0.667 10 0.0307 Preprocessor1_Mode…
104 2 889 32 roc_auc binary 0.667 10 0.0300 Preprocessor1_Mode…
105 2 1007 34 roc_auc binary 0.667 10 0.0307 Preprocessor1_Mode…
106 3 743 34 roc_auc binary 0.667 10 0.0281 Preprocessor1_Mode…
107 3 1387 38 roc_auc binary 0.667 10 0.0270 Preprocessor1_Mode…
108 3 630 36 roc_auc binary 0.667 10 0.0271 Preprocessor1_Mode…
109 2 650 35 roc_auc binary 0.667 10 0.0302 Preprocessor1_Mode…
110 2 850 28 roc_auc binary 0.667 10 0.0281 Preprocessor1_Mode…
111 3 833 38 roc_auc binary 0.667 10 0.0272 Preprocessor1_Mode…
112 3 1391 38 roc_auc binary 0.667 10 0.0275 Preprocessor1_Mode…
113 2 1456 39 roc_auc binary 0.667 10 0.0309 Preprocessor1_Mode…
114 2 821 38 roc_auc binary 0.667 10 0.0309 Preprocessor1_Mode…
115 2 884 31 roc_auc binary 0.667 10 0.0289 Preprocessor1_Mode…
116 2 1439 32 roc_auc binary 0.666 10 0.0292 Preprocessor1_Mode…
117 2 420 33 roc_auc binary 0.666 10 0.0303 Preprocessor1_Mode…
118 3 744 38 roc_auc binary 0.666 10 0.0268 Preprocessor1_Mode…
119 2 1088 36 roc_auc binary 0.666 10 0.0290 Preprocessor1_Mode…
120 2 703 33 roc_auc binary 0.666 10 0.0299 Preprocessor1_Mode…
121 2 809 35 roc_auc binary 0.666 10 0.0298 Preprocessor1_Mode…
122 3 1499 37 roc_auc binary 0.666 10 0.0266 Preprocessor1_Mode…
123 2 493 30 roc_auc binary 0.666 10 0.0293 Preprocessor1_Mode…
124 2 829 35 roc_auc binary 0.666 10 0.0311 Preprocessor1_Mode…
125 2 413 38 roc_auc binary 0.666 10 0.0307 Preprocessor1_Mode…
126 3 436 37 roc_auc binary 0.666 10 0.0271 Preprocessor1_Mode…
127 2 1264 35 roc_auc binary 0.666 10 0.0296 Preprocessor1_Mode…
128 2 1235 35 roc_auc binary 0.665 10 0.0317 Preprocessor1_Mode…
129 2 805 33 roc_auc binary 0.665 10 0.0306 Preprocessor1_Mode…
130 3 961 38 roc_auc binary 0.665 10 0.0292 Preprocessor1_Mode…
131 3 1263 38 roc_auc binary 0.665 10 0.0273 Preprocessor1_Mode…
132 2 1168 25 roc_auc binary 0.665 10 0.0286 Preprocessor1_Mode…
133 2 986 35 roc_auc binary 0.665 10 0.0274 Preprocessor1_Mode…
134 3 1135 38 roc_auc binary 0.665 10 0.0277 Preprocessor1_Mode…
135 3 1043 39 roc_auc binary 0.665 10 0.0273 Preprocessor1_Mode…
136 2 1492 31 roc_auc binary 0.665 10 0.0270 Preprocessor1_Mode…
137 3 711 40 roc_auc binary 0.665 10 0.0270 Preprocessor1_Mode…
138 2 625 19 roc_auc binary 0.665 10 0.0295 Preprocessor1_Mode…
139 2 804 25 roc_auc binary 0.665 10 0.0284 Preprocessor1_Mode…
140 3 1128 40 roc_auc binary 0.665 10 0.0270 Preprocessor1_Mode…
141 2 497 34 roc_auc binary 0.665 10 0.0302 Preprocessor1_Mode…
142 3 1444 38 roc_auc binary 0.664 10 0.0271 Preprocessor1_Mode…
143 2 643 34 roc_auc binary 0.664 10 0.0295 Preprocessor1_Mode…
144 2 1159 27 roc_auc binary 0.664 10 0.0288 Preprocessor1_Mode…
145 2 751 33 roc_auc binary 0.664 10 0.0282 Preprocessor1_Mode…
146 2 1318 30 roc_auc binary 0.664 10 0.0288 Preprocessor1_Mode…
147 3 1235 39 roc_auc binary 0.664 10 0.0274 Preprocessor1_Mode…
148 3 1052 36 roc_auc binary 0.664 10 0.0279 Preprocessor1_Mode…
149 3 1131 37 roc_auc binary 0.664 10 0.0273 Preprocessor1_Mode…
150 2 1352 26 roc_auc binary 0.664 10 0.0277 Preprocessor1_Mode…
151 3 746 37 roc_auc binary 0.664 10 0.0258 Preprocessor1_Mode…
152 2 947 27 roc_auc binary 0.664 10 0.0293 Preprocessor1_Mode…
153 3 596 37 roc_auc binary 0.664 10 0.0256 Preprocessor1_Mode…
154 3 1186 37 roc_auc binary 0.664 10 0.0271 Preprocessor1_Mode…
155 2 865 30 roc_auc binary 0.664 10 0.0307 Preprocessor1_Mode…
156 3 1042 40 roc_auc binary 0.664 10 0.0272 Preprocessor1_Mode…
157 3 1307 40 roc_auc binary 0.664 10 0.0280 Preprocessor1_Mode…
158 3 1106 39 roc_auc binary 0.664 10 0.0284 Preprocessor1_Mode…
159 2 942 24 roc_auc binary 0.663 10 0.0285 Preprocessor1_Mode…
160 3 1201 39 roc_auc binary 0.663 10 0.0281 Preprocessor1_Mode…
161 3 590 35 roc_auc binary 0.663 10 0.0271 Preprocessor1_Mode…
162 3 640 37 roc_auc binary 0.663 10 0.0272 Preprocessor1_Mode…
163 3 815 38 roc_auc binary 0.663 10 0.0264 Preprocessor1_Mode…
164 2 516 29 roc_auc binary 0.663 10 0.0293 Preprocessor1_Mode…
165 3 1222 38 roc_auc binary 0.663 10 0.0284 Preprocessor1_Mode…
166 3 1183 40 roc_auc binary 0.663 10 0.0278 Preprocessor1_Mode…
167 3 1359 38 roc_auc binary 0.663 10 0.0267 Preprocessor1_Mode…
168 3 818 39 roc_auc binary 0.663 10 0.0277 Preprocessor1_Mode…
169 3 790 33 roc_auc binary 0.663 10 0.0275 Preprocessor1_Mode…
170 2 958 26 roc_auc binary 0.663 10 0.0280 Preprocessor1_Mode…
171 3 1460 40 roc_auc binary 0.663 10 0.0287 Preprocessor1_Mode…
172 2 764 28 roc_auc binary 0.663 10 0.0297 Preprocessor1_Mode…
173 2 790 28 roc_auc binary 0.663 10 0.0296 Preprocessor1_Mode…
174 3 714 40 roc_auc binary 0.663 10 0.0276 Preprocessor1_Mode…
175 3 432 40 roc_auc binary 0.663 10 0.0269 Preprocessor1_Mode…
176 2 1108 22 roc_auc binary 0.663 10 0.0294 Preprocessor1_Mode…
177 3 615 36 roc_auc binary 0.663 10 0.0270 Preprocessor1_Mode…
178 2 564 28 roc_auc binary 0.663 10 0.0283 Preprocessor1_Mode…
179 2 1250 33 roc_auc binary 0.662 10 0.0298 Preprocessor1_Mode…
180 3 614 37 roc_auc binary 0.662 10 0.0284 Preprocessor1_Mode…
181 2 1467 24 roc_auc binary 0.662 10 0.0284 Preprocessor1_Mode…
182 2 420 28 roc_auc binary 0.662 10 0.0294 Preprocessor1_Mode…
183 2 628 25 roc_auc binary 0.662 10 0.0284 Preprocessor1_Mode…
184 2 1017 24 roc_auc binary 0.662 10 0.0294 Preprocessor1_Mode…
185 3 1403 38 roc_auc binary 0.662 10 0.0273 Preprocessor1_Mode…
186 2 1218 31 roc_auc binary 0.662 10 0.0291 Preprocessor1_Mode…
187 3 963 38 roc_auc binary 0.662 10 0.0274 Preprocessor1_Mode…
188 2 622 28 roc_auc binary 0.662 10 0.0310 Preprocessor1_Mode…
189 2 1059 31 roc_auc binary 0.662 10 0.0282 Preprocessor1_Mode…
190 3 678 36 roc_auc binary 0.662 10 0.0270 Preprocessor1_Mode…
191 2 1473 29 roc_auc binary 0.662 10 0.0294 Preprocessor1_Mode…
192 2 1192 28 roc_auc binary 0.662 10 0.0279 Preprocessor1_Mode…
193 3 452 33 roc_auc binary 0.662 10 0.0285 Preprocessor1_Mode…
194 3 1058 36 roc_auc binary 0.662 10 0.0290 Preprocessor1_Mode…
195 3 1218 40 roc_auc binary 0.662 10 0.0286 Preprocessor1_Mode…
196 2 1398 28 roc_auc binary 0.662 10 0.0283 Preprocessor1_Mode…
197 3 548 37 roc_auc binary 0.662 10 0.0281 Preprocessor1_Mode…
198 2 989 29 roc_auc binary 0.662 10 0.0312 Preprocessor1_Mode…
199 3 893 33 roc_auc binary 0.662 10 0.0265 Preprocessor1_Mode…
200 2 886 22 roc_auc binary 0.662 10 0.0288 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 654 9 mcc binary 0.209 10 0.0457 Preprocessor1_Mode…
2 2 662 10 mcc binary 0.198 10 0.0415 Preprocessor1_Mode…
3 2 550 3 mcc binary 0.198 10 0.0416 Preprocessor1_Mode…
4 2 749 12 mcc binary 0.190 10 0.0478 Preprocessor1_Mode…
5 2 1028 11 mcc binary 0.189 10 0.0436 Preprocessor1_Mode…
6 2 690 7 mcc binary 0.187 10 0.0417 Preprocessor1_Mode…
7 2 472 11 mcc binary 0.187 10 0.0506 Preprocessor1_Mode…
8 2 853 4 mcc binary 0.186 10 0.0544 Preprocessor1_Mode…
9 2 1018 10 mcc binary 0.186 10 0.0419 Preprocessor1_Mode…
10 2 1330 12 mcc binary 0.185 10 0.0446 Preprocessor1_Mode…
11 2 710 13 mcc binary 0.184 10 0.0495 Preprocessor1_Mode…
12 2 718 12 mcc binary 0.183 10 0.0484 Preprocessor1_Mode…
13 2 1260 10 mcc binary 0.182 10 0.0423 Preprocessor1_Mode…
14 2 401 10 mcc binary 0.182 10 0.0423 Preprocessor1_Mode…
15 2 1391 12 mcc binary 0.182 10 0.0455 Preprocessor1_Mode…
16 2 491 17 mcc binary 0.181 10 0.0516 Preprocessor1_Mode…
17 2 1190 6 mcc binary 0.181 10 0.0373 Preprocessor1_Mode…
18 2 1309 12 mcc binary 0.181 10 0.0448 Preprocessor1_Mode…
19 2 1191 13 mcc binary 0.179 10 0.0469 Preprocessor1_Mode…
20 2 824 8 mcc binary 0.177 10 0.0419 Preprocessor1_Mode…
21 2 1127 14 mcc binary 0.174 10 0.0489 Preprocessor1_Mode…
22 2 1360 14 mcc binary 0.173 10 0.0489 Preprocessor1_Mode…
23 2 1082 7 mcc binary 0.172 10 0.0358 Preprocessor1_Mode…
24 2 914 14 mcc binary 0.172 10 0.0461 Preprocessor1_Mode…
25 2 1392 9 mcc binary 0.172 10 0.0397 Preprocessor1_Mode…
26 2 765 10 mcc binary 0.172 10 0.0397 Preprocessor1_Mode…
27 2 1451 10 mcc binary 0.172 10 0.0425 Preprocessor1_Mode…
28 2 1223 4 mcc binary 0.171 10 0.0469 Preprocessor1_Mode…
29 2 712 12 mcc binary 0.170 10 0.0426 Preprocessor1_Mode…
30 2 1253 10 mcc binary 0.170 10 0.0437 Preprocessor1_Mode…
31 2 854 7 mcc binary 0.170 10 0.0559 Preprocessor1_Mode…
32 2 806 14 mcc binary 0.170 10 0.0495 Preprocessor1_Mode…
33 2 940 14 mcc binary 0.169 10 0.0467 Preprocessor1_Mode…
34 2 1485 7 mcc binary 0.169 10 0.0364 Preprocessor1_Mode…
35 2 601 13 mcc binary 0.166 10 0.0452 Preprocessor1_Mode…
36 3 427 8 mcc binary 0.166 10 0.0552 Preprocessor1_Mode…
37 2 627 12 mcc binary 0.165 10 0.0400 Preprocessor1_Mode…
38 2 1028 8 mcc binary 0.165 10 0.0562 Preprocessor1_Mode…
39 3 816 6 mcc binary 0.164 10 0.0403 Preprocessor1_Mode…
40 2 457 3 mcc binary 0.163 10 0.0502 Preprocessor1_Mode…
41 2 878 8 mcc binary 0.162 10 0.0352 Preprocessor1_Mode…
42 2 1043 8 mcc binary 0.162 10 0.0352 Preprocessor1_Mode…
43 2 938 14 mcc binary 0.162 10 0.0455 Preprocessor1_Mode…
44 2 491 6 mcc binary 0.162 10 0.0494 Preprocessor1_Mode…
45 2 635 13 mcc binary 0.162 10 0.0435 Preprocessor1_Mode…
46 2 1285 13 mcc binary 0.161 10 0.0451 Preprocessor1_Mode…
47 2 1344 12 mcc binary 0.161 10 0.0414 Preprocessor1_Mode…
48 2 422 12 mcc binary 0.160 10 0.0430 Preprocessor1_Mode…
49 2 910 14 mcc binary 0.160 10 0.0448 Preprocessor1_Mode…
50 2 1465 8 mcc binary 0.160 10 0.0401 Preprocessor1_Mode…
51 2 420 33 mcc binary 0.160 10 0.0563 Preprocessor1_Mode…
52 2 1470 13 mcc binary 0.159 10 0.0467 Preprocessor1_Mode…
53 2 467 14 mcc binary 0.159 10 0.0467 Preprocessor1_Mode…
54 2 984 9 mcc binary 0.159 10 0.0391 Preprocessor1_Mode…
55 2 428 14 mcc binary 0.159 10 0.0445 Preprocessor1_Mode…
56 2 427 3 mcc binary 0.159 10 0.0626 Preprocessor1_Mode…
57 3 1259 12 mcc binary 0.158 10 0.0458 Preprocessor1_Mode…
58 3 500 11 mcc binary 0.158 10 0.0458 Preprocessor1_Mode…
59 2 855 8 mcc binary 0.158 10 0.0391 Preprocessor1_Mode…
60 2 1210 33 mcc binary 0.158 10 0.0577 Preprocessor1_Mode…
61 2 1131 14 mcc binary 0.157 10 0.0510 Preprocessor1_Mode…
62 2 1487 12 mcc binary 0.157 10 0.0417 Preprocessor1_Mode…
63 2 616 15 mcc binary 0.157 10 0.0427 Preprocessor1_Mode…
64 3 655 13 mcc binary 0.156 10 0.0476 Preprocessor1_Mode…
65 3 1025 12 mcc binary 0.156 10 0.0475 Preprocessor1_Mode…
66 3 726 12 mcc binary 0.156 10 0.0475 Preprocessor1_Mode…
67 3 639 10 mcc binary 0.156 10 0.0488 Preprocessor1_Mode…
68 3 1462 7 mcc binary 0.156 10 0.0534 Preprocessor1_Mode…
69 3 1318 12 mcc binary 0.156 10 0.0473 Preprocessor1_Mode…
70 2 1165 15 mcc binary 0.155 10 0.0470 Preprocessor1_Mode…
71 2 455 13 mcc binary 0.155 10 0.0402 Preprocessor1_Mode…
72 2 827 7 mcc binary 0.155 10 0.0470 Preprocessor1_Mode…
73 2 521 13 mcc binary 0.155 10 0.0434 Preprocessor1_Mode…
74 3 929 13 mcc binary 0.155 10 0.0513 Preprocessor1_Mode…
75 2 739 23 mcc binary 0.155 10 0.0508 Preprocessor1_Mode…
76 2 818 35 mcc binary 0.154 10 0.0580 Preprocessor1_Mode…
77 2 850 7 mcc binary 0.154 10 0.0490 Preprocessor1_Mode…
78 2 1245 15 mcc binary 0.154 10 0.0446 Preprocessor1_Mode…
79 2 931 20 mcc binary 0.154 10 0.0505 Preprocessor1_Mode…
80 2 519 15 mcc binary 0.153 10 0.0436 Preprocessor1_Mode…
81 2 412 11 mcc binary 0.153 10 0.0389 Preprocessor1_Mode…
82 2 948 15 mcc binary 0.153 10 0.0462 Preprocessor1_Mode…
83 2 1392 15 mcc binary 0.153 10 0.0434 Preprocessor1_Mode…
84 2 408 13 mcc binary 0.153 10 0.0387 Preprocessor1_Mode…
85 3 1177 12 mcc binary 0.152 10 0.0460 Preprocessor1_Mode…
86 3 1416 10 mcc binary 0.152 10 0.0464 Preprocessor1_Mode…
87 3 1217 5 mcc binary 0.152 10 0.0539 Preprocessor1_Mode…
88 3 558 2 mcc binary 0.152 10 0.0612 Preprocessor1_Mode…
89 3 548 17 mcc binary 0.151 10 0.0493 Preprocessor1_Mode…
90 3 518 8 mcc binary 0.151 10 0.0407 Preprocessor1_Mode…
91 2 824 15 mcc binary 0.151 10 0.0463 Preprocessor1_Mode…
92 2 551 26 mcc binary 0.151 10 0.0527 Preprocessor1_Mode…
93 2 1146 10 mcc binary 0.151 10 0.0391 Preprocessor1_Mode…
94 2 513 16 mcc binary 0.151 10 0.0481 Preprocessor1_Mode…
95 3 767 13 mcc binary 0.151 10 0.0452 Preprocessor1_Mode…
96 3 456 9 mcc binary 0.150 10 0.0407 Preprocessor1_Mode…
97 2 1014 10 mcc binary 0.150 10 0.0483 Preprocessor1_Mode…
98 2 1020 36 mcc binary 0.150 10 0.0574 Preprocessor1_Mode…
99 2 1000 35 mcc binary 0.150 10 0.0574 Preprocessor1_Mode…
100 3 725 14 mcc binary 0.150 10 0.0471 Preprocessor1_Mode…
101 2 780 12 mcc binary 0.150 10 0.0538 Preprocessor1_Mode…
102 2 594 4 mcc binary 0.150 10 0.0606 Preprocessor1_Mode…
103 2 522 16 mcc binary 0.150 10 0.0465 Preprocessor1_Mode…
104 2 872 35 mcc binary 0.150 10 0.0565 Preprocessor1_Mode…
105 2 636 9 mcc binary 0.149 10 0.0367 Preprocessor1_Mode…
106 2 894 9 mcc binary 0.149 10 0.0524 Preprocessor1_Mode…
107 2 540 10 mcc binary 0.149 10 0.0355 Preprocessor1_Mode…
108 2 633 8 mcc binary 0.149 10 0.0521 Preprocessor1_Mode…
109 2 604 7 mcc binary 0.149 10 0.0481 Preprocessor1_Mode…
110 2 804 25 mcc binary 0.149 10 0.0522 Preprocessor1_Mode…
111 3 1148 19 mcc binary 0.148 10 0.0499 Preprocessor1_Mode…
112 2 695 21 mcc binary 0.148 10 0.0505 Preprocessor1_Mode…
113 2 1239 13 mcc binary 0.148 10 0.0399 Preprocessor1_Mode…
114 3 448 13 mcc binary 0.148 10 0.0466 Preprocessor1_Mode…
115 2 1204 40 mcc binary 0.148 10 0.0575 Preprocessor1_Mode…
116 2 1417 14 mcc binary 0.148 10 0.0454 Preprocessor1_Mode…
117 2 759 16 mcc binary 0.148 10 0.0456 Preprocessor1_Mode…
118 3 486 11 mcc binary 0.147 10 0.0436 Preprocessor1_Mode…
119 2 594 16 mcc binary 0.147 10 0.0452 Preprocessor1_Mode…
120 3 827 15 mcc binary 0.147 10 0.0503 Preprocessor1_Mode…
121 2 1040 4 mcc binary 0.147 10 0.0571 Preprocessor1_Mode…
122 2 1225 37 mcc binary 0.146 10 0.0567 Preprocessor1_Mode…
123 3 708 8 mcc binary 0.146 10 0.0369 Preprocessor1_Mode…
124 3 721 5 mcc binary 0.146 10 0.0482 Preprocessor1_Mode…
125 2 634 4 mcc binary 0.146 9 0.0523 Preprocessor1_Mode…
126 2 1354 23 mcc binary 0.146 10 0.0515 Preprocessor1_Mode…
127 2 1075 18 mcc binary 0.145 10 0.0489 Preprocessor1_Mode…
128 2 822 15 mcc binary 0.145 10 0.0431 Preprocessor1_Mode…
129 3 451 13 mcc binary 0.145 10 0.0497 Preprocessor1_Mode…
130 2 945 10 mcc binary 0.145 10 0.0363 Preprocessor1_Mode…
131 2 642 15 mcc binary 0.144 10 0.0458 Preprocessor1_Mode…
132 2 623 7 mcc binary 0.144 10 0.0439 Preprocessor1_Mode…
133 3 528 21 mcc binary 0.144 10 0.0503 Preprocessor1_Mode…
134 3 983 8 mcc binary 0.144 10 0.0388 Preprocessor1_Mode…
135 2 472 33 mcc binary 0.144 10 0.0522 Preprocessor1_Mode…
136 2 650 13 mcc binary 0.144 10 0.0420 Preprocessor1_Mode…
137 2 897 16 mcc binary 0.143 10 0.0470 Preprocessor1_Mode…
138 3 405 16 mcc binary 0.143 10 0.0455 Preprocessor1_Mode…
139 2 486 17 mcc binary 0.143 10 0.0435 Preprocessor1_Mode…
140 3 1132 23 mcc binary 0.143 10 0.0538 Preprocessor1_Mode…
141 2 867 9 mcc binary 0.143 10 0.0513 Preprocessor1_Mode…
142 2 820 18 mcc binary 0.142 10 0.0473 Preprocessor1_Mode…
143 2 465 35 mcc binary 0.142 10 0.0560 Preprocessor1_Mode…
144 2 1107 6 mcc binary 0.142 10 0.0488 Preprocessor1_Mode…
145 3 1232 15 mcc binary 0.142 10 0.0450 Preprocessor1_Mode…
146 2 886 22 mcc binary 0.141 10 0.0511 Preprocessor1_Mode…
147 2 1075 20 mcc binary 0.141 10 0.0515 Preprocessor1_Mode…
148 3 1350 16 mcc binary 0.141 10 0.0481 Preprocessor1_Mode…
149 3 1193 4 mcc binary 0.141 10 0.0449 Preprocessor1_Mode…
150 3 839 21 mcc binary 0.141 10 0.0506 Preprocessor1_Mode…
151 3 1003 15 mcc binary 0.141 10 0.0449 Preprocessor1_Mode…
152 2 612 21 mcc binary 0.140 10 0.0502 Preprocessor1_Mode…
153 2 539 9 mcc binary 0.140 10 0.0501 Preprocessor1_Mode…
154 2 1043 22 mcc binary 0.140 10 0.0511 Preprocessor1_Mode…
155 3 687 14 mcc binary 0.140 10 0.0460 Preprocessor1_Mode…
156 3 1490 15 mcc binary 0.140 10 0.0460 Preprocessor1_Mode…
157 3 943 15 mcc binary 0.140 10 0.0460 Preprocessor1_Mode…
158 2 1320 16 mcc binary 0.140 10 0.0444 Preprocessor1_Mode…
159 2 411 17 mcc binary 0.140 10 0.0457 Preprocessor1_Mode…
160 2 430 22 mcc binary 0.140 10 0.0493 Preprocessor1_Mode…
161 3 854 7 mcc binary 0.140 10 0.0499 Preprocessor1_Mode…
162 3 963 12 mcc binary 0.140 10 0.0556 Preprocessor1_Mode…
163 3 664 29 mcc binary 0.140 10 0.0544 Preprocessor1_Mode…
164 2 633 10 mcc binary 0.140 10 0.0347 Preprocessor1_Mode…
165 3 666 8 mcc binary 0.139 10 0.0406 Preprocessor1_Mode…
166 3 595 11 mcc binary 0.139 10 0.0445 Preprocessor1_Mode…
167 3 436 22 mcc binary 0.139 10 0.0499 Preprocessor1_Mode…
168 3 1070 14 mcc binary 0.139 10 0.0456 Preprocessor1_Mode…
169 2 636 19 mcc binary 0.139 10 0.0453 Preprocessor1_Mode…
170 2 1126 24 mcc binary 0.139 10 0.0533 Preprocessor1_Mode…
171 2 1182 23 mcc binary 0.139 10 0.0517 Preprocessor1_Mode…
172 2 618 14 mcc binary 0.139 10 0.0414 Preprocessor1_Mode…
173 2 590 16 mcc binary 0.139 10 0.0432 Preprocessor1_Mode…
174 3 961 6 mcc binary 0.139 10 0.0511 Preprocessor1_Mode…
175 2 434 18 mcc binary 0.139 10 0.0474 Preprocessor1_Mode…
176 2 1094 17 mcc binary 0.139 10 0.0474 Preprocessor1_Mode…
177 2 928 39 mcc binary 0.138 10 0.0542 Preprocessor1_Mode…
178 3 416 5 mcc binary 0.138 10 0.0430 Preprocessor1_Mode…
179 3 1317 16 mcc binary 0.138 10 0.0451 Preprocessor1_Mode…
180 3 1305 3 mcc binary 0.138 10 0.0430 Preprocessor1_Mode…
181 2 794 16 mcc binary 0.138 10 0.0414 Preprocessor1_Mode…
182 2 921 24 mcc binary 0.138 10 0.0517 Preprocessor1_Mode…
183 3 551 12 mcc binary 0.138 10 0.0424 Preprocessor1_Mode…
184 3 925 16 mcc binary 0.138 10 0.0455 Preprocessor1_Mode…
185 2 1143 20 mcc binary 0.138 10 0.0487 Preprocessor1_Mode…
186 3 853 16 mcc binary 0.137 10 0.0459 Preprocessor1_Mode…
187 2 1090 12 mcc binary 0.137 10 0.0366 Preprocessor1_Mode…
188 2 1153 11 mcc binary 0.137 10 0.0366 Preprocessor1_Mode…
189 2 715 15 mcc binary 0.137 10 0.0413 Preprocessor1_Mode…
190 2 1108 22 mcc binary 0.137 10 0.0507 Preprocessor1_Mode…
191 2 433 26 mcc binary 0.137 10 0.0499 Preprocessor1_Mode…
192 3 637 21 mcc binary 0.137 10 0.0500 Preprocessor1_Mode…
193 3 1085 16 mcc binary 0.137 10 0.0440 Preprocessor1_Mode…
194 2 805 33 mcc binary 0.137 10 0.0534 Preprocessor1_Mode…
195 2 1281 31 mcc binary 0.137 10 0.0518 Preprocessor1_Mode…
196 2 643 34 mcc binary 0.137 10 0.0518 Preprocessor1_Mode…
197 2 1486 23 mcc binary 0.137 10 0.0514 Preprocessor1_Mode…
198 2 1037 24 mcc binary 0.137 10 0.0514 Preprocessor1_Mode…
199 3 1186 14 mcc binary 0.137 10 0.0450 Preprocessor1_Mode…
200 3 1013 14 mcc binary 0.137 10 0.0450 Preprocessor1_Mode…Težine 2 - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 573 39 roc_auc binary 0.633 10 0.0313 Preprocessor1_Mode…
2 2 700 40 roc_auc binary 0.632 10 0.0317 Preprocessor1_Mode…
3 2 460 31 roc_auc binary 0.631 10 0.0306 Preprocessor1_Mode…
4 2 924 40 roc_auc binary 0.630 10 0.0340 Preprocessor1_Mode…
5 2 576 39 roc_auc binary 0.629 10 0.0323 Preprocessor1_Mode…
6 2 744 40 roc_auc binary 0.629 10 0.0323 Preprocessor1_Mode…
7 2 735 39 roc_auc binary 0.629 10 0.0314 Preprocessor1_Mode…
8 2 1463 39 roc_auc binary 0.628 10 0.0318 Preprocessor1_Mode…
9 2 1413 40 roc_auc binary 0.628 10 0.0317 Preprocessor1_Mode…
10 2 1173 38 roc_auc binary 0.628 10 0.0334 Preprocessor1_Mode…
11 2 677 40 roc_auc binary 0.627 10 0.0309 Preprocessor1_Mode…
12 2 902 36 roc_auc binary 0.627 10 0.0321 Preprocessor1_Mode…
13 2 1180 40 roc_auc binary 0.627 10 0.0328 Preprocessor1_Mode…
14 2 933 32 roc_auc binary 0.626 10 0.0346 Preprocessor1_Mode…
15 2 895 34 roc_auc binary 0.626 10 0.0353 Preprocessor1_Mode…
16 2 770 35 roc_auc binary 0.626 10 0.0323 Preprocessor1_Mode…
17 2 1402 40 roc_auc binary 0.626 10 0.0332 Preprocessor1_Mode…
18 2 828 39 roc_auc binary 0.626 10 0.0337 Preprocessor1_Mode…
19 2 723 39 roc_auc binary 0.626 10 0.0324 Preprocessor1_Mode…
20 2 498 37 roc_auc binary 0.626 10 0.0316 Preprocessor1_Mode…
21 2 1449 36 roc_auc binary 0.625 10 0.0332 Preprocessor1_Mode…
22 2 977 40 roc_auc binary 0.625 10 0.0311 Preprocessor1_Mode…
23 2 1064 38 roc_auc binary 0.625 10 0.0338 Preprocessor1_Mode…
24 2 806 39 roc_auc binary 0.625 10 0.0359 Preprocessor1_Mode…
25 2 600 37 roc_auc binary 0.625 10 0.0314 Preprocessor1_Mode…
26 2 660 27 roc_auc binary 0.625 10 0.0322 Preprocessor1_Mode…
27 2 1172 38 roc_auc binary 0.625 10 0.0335 Preprocessor1_Mode…
28 2 1477 36 roc_auc binary 0.625 10 0.0328 Preprocessor1_Mode…
29 2 1403 36 roc_auc binary 0.625 10 0.0336 Preprocessor1_Mode…
30 2 1098 40 roc_auc binary 0.624 10 0.0313 Preprocessor1_Mode…
31 2 656 40 roc_auc binary 0.624 10 0.0334 Preprocessor1_Mode…
32 2 1182 40 roc_auc binary 0.624 10 0.0312 Preprocessor1_Mode…
33 2 1144 37 roc_auc binary 0.624 10 0.0330 Preprocessor1_Mode…
34 2 781 38 roc_auc binary 0.623 10 0.0341 Preprocessor1_Mode…
35 2 1443 37 roc_auc binary 0.623 10 0.0320 Preprocessor1_Mode…
36 2 770 34 roc_auc binary 0.623 10 0.0308 Preprocessor1_Mode…
37 2 1197 36 roc_auc binary 0.623 10 0.0326 Preprocessor1_Mode…
38 2 1071 32 roc_auc binary 0.623 10 0.0323 Preprocessor1_Mode…
39 2 767 37 roc_auc binary 0.623 10 0.0352 Preprocessor1_Mode…
40 2 500 34 roc_auc binary 0.623 10 0.0350 Preprocessor1_Mode…
41 2 1049 32 roc_auc binary 0.623 10 0.0344 Preprocessor1_Mode…
42 2 1362 33 roc_auc binary 0.623 10 0.0332 Preprocessor1_Mode…
43 2 610 36 roc_auc binary 0.623 10 0.0322 Preprocessor1_Mode…
44 2 769 36 roc_auc binary 0.622 10 0.0333 Preprocessor1_Mode…
45 2 1483 28 roc_auc binary 0.622 10 0.0344 Preprocessor1_Mode…
46 2 481 40 roc_auc binary 0.622 10 0.0328 Preprocessor1_Mode…
47 2 1019 39 roc_auc binary 0.622 10 0.0312 Preprocessor1_Mode…
48 2 1369 38 roc_auc binary 0.622 10 0.0310 Preprocessor1_Mode…
49 2 1283 35 roc_auc binary 0.622 10 0.0332 Preprocessor1_Mode…
50 2 1239 38 roc_auc binary 0.622 10 0.0334 Preprocessor1_Mode…
51 2 473 36 roc_auc binary 0.622 10 0.0350 Preprocessor1_Mode…
52 2 712 37 roc_auc binary 0.622 10 0.0325 Preprocessor1_Mode…
53 2 701 33 roc_auc binary 0.622 10 0.0341 Preprocessor1_Mode…
54 2 1234 35 roc_auc binary 0.622 10 0.0344 Preprocessor1_Mode…
55 2 1432 35 roc_auc binary 0.622 10 0.0342 Preprocessor1_Mode…
56 2 823 38 roc_auc binary 0.622 10 0.0336 Preprocessor1_Mode…
57 2 1353 32 roc_auc binary 0.621 10 0.0348 Preprocessor1_Mode…
58 2 1031 37 roc_auc binary 0.621 10 0.0324 Preprocessor1_Mode…
59 2 680 25 roc_auc binary 0.621 10 0.0342 Preprocessor1_Mode…
60 2 1217 33 roc_auc binary 0.621 10 0.0334 Preprocessor1_Mode…
61 2 1488 39 roc_auc binary 0.621 10 0.0332 Preprocessor1_Mode…
62 2 501 25 roc_auc binary 0.621 10 0.0354 Preprocessor1_Mode…
63 2 597 34 roc_auc binary 0.621 10 0.0332 Preprocessor1_Mode…
64 2 796 27 roc_auc binary 0.621 10 0.0335 Preprocessor1_Mode…
65 2 710 40 roc_auc binary 0.621 10 0.0332 Preprocessor1_Mode…
66 2 1384 32 roc_auc binary 0.621 10 0.0341 Preprocessor1_Mode…
67 2 1370 24 roc_auc binary 0.621 10 0.0354 Preprocessor1_Mode…
68 2 475 39 roc_auc binary 0.621 10 0.0350 Preprocessor1_Mode…
69 2 923 39 roc_auc binary 0.621 10 0.0342 Preprocessor1_Mode…
70 2 763 34 roc_auc binary 0.620 10 0.0346 Preprocessor1_Mode…
71 2 1300 33 roc_auc binary 0.620 10 0.0350 Preprocessor1_Mode…
72 2 887 28 roc_auc binary 0.620 10 0.0344 Preprocessor1_Mode…
73 2 1087 38 roc_auc binary 0.620 10 0.0342 Preprocessor1_Mode…
74 2 1100 27 roc_auc binary 0.620 10 0.0352 Preprocessor1_Mode…
75 2 1356 21 roc_auc binary 0.620 10 0.0345 Preprocessor1_Mode…
76 2 768 35 roc_auc binary 0.620 10 0.0350 Preprocessor1_Mode…
77 2 518 37 roc_auc binary 0.620 10 0.0371 Preprocessor1_Mode…
78 2 411 38 roc_auc binary 0.620 10 0.0341 Preprocessor1_Mode…
79 2 1336 37 roc_auc binary 0.620 10 0.0330 Preprocessor1_Mode…
80 2 1132 31 roc_auc binary 0.620 10 0.0356 Preprocessor1_Mode…
81 2 1203 38 roc_auc binary 0.620 10 0.0332 Preprocessor1_Mode…
82 2 1303 21 roc_auc binary 0.620 10 0.0353 Preprocessor1_Mode…
83 2 966 31 roc_auc binary 0.620 10 0.0377 Preprocessor1_Mode…
84 2 1486 31 roc_auc binary 0.620 10 0.0365 Preprocessor1_Mode…
85 2 1394 28 roc_auc binary 0.620 10 0.0334 Preprocessor1_Mode…
86 2 543 30 roc_auc binary 0.619 10 0.0313 Preprocessor1_Mode…
87 2 1209 35 roc_auc binary 0.619 10 0.0341 Preprocessor1_Mode…
88 2 743 33 roc_auc binary 0.619 10 0.0345 Preprocessor1_Mode…
89 2 1354 33 roc_auc binary 0.619 10 0.0348 Preprocessor1_Mode…
90 2 1338 25 roc_auc binary 0.619 10 0.0352 Preprocessor1_Mode…
91 2 1036 37 roc_auc binary 0.619 10 0.0330 Preprocessor1_Mode…
92 2 1431 30 roc_auc binary 0.619 10 0.0326 Preprocessor1_Mode…
93 2 564 26 roc_auc binary 0.619 10 0.0369 Preprocessor1_Mode…
94 2 1205 40 roc_auc binary 0.619 10 0.0339 Preprocessor1_Mode…
95 2 580 34 roc_auc binary 0.619 10 0.0337 Preprocessor1_Mode…
96 2 1459 26 roc_auc binary 0.619 10 0.0350 Preprocessor1_Mode…
97 2 898 27 roc_auc binary 0.619 10 0.0333 Preprocessor1_Mode…
98 2 567 30 roc_auc binary 0.619 10 0.0333 Preprocessor1_Mode…
99 2 1205 30 roc_auc binary 0.619 10 0.0361 Preprocessor1_Mode…
100 2 805 26 roc_auc binary 0.619 10 0.0346 Preprocessor1_Mode…
101 2 1172 32 roc_auc binary 0.619 10 0.0356 Preprocessor1_Mode…
102 2 1111 35 roc_auc binary 0.619 10 0.0339 Preprocessor1_Mode…
103 2 954 29 roc_auc binary 0.619 10 0.0348 Preprocessor1_Mode…
104 2 1436 27 roc_auc binary 0.619 10 0.0347 Preprocessor1_Mode…
105 2 1039 31 roc_auc binary 0.618 10 0.0339 Preprocessor1_Mode…
106 2 1466 33 roc_auc binary 0.618 10 0.0371 Preprocessor1_Mode…
107 2 1477 26 roc_auc binary 0.618 10 0.0355 Preprocessor1_Mode…
108 2 1445 38 roc_auc binary 0.618 10 0.0330 Preprocessor1_Mode…
109 2 545 35 roc_auc binary 0.618 10 0.0343 Preprocessor1_Mode…
110 2 1122 34 roc_auc binary 0.618 10 0.0347 Preprocessor1_Mode…
111 2 1085 25 roc_auc binary 0.618 10 0.0360 Preprocessor1_Mode…
112 2 889 37 roc_auc binary 0.618 10 0.0359 Preprocessor1_Mode…
113 2 653 33 roc_auc binary 0.618 10 0.0343 Preprocessor1_Mode…
114 2 1379 34 roc_auc binary 0.618 10 0.0347 Preprocessor1_Mode…
115 2 755 31 roc_auc binary 0.618 10 0.0343 Preprocessor1_Mode…
116 2 1142 37 roc_auc binary 0.618 10 0.0338 Preprocessor1_Mode…
117 2 788 17 roc_auc binary 0.617 10 0.0371 Preprocessor1_Mode…
118 2 675 33 roc_auc binary 0.617 10 0.0344 Preprocessor1_Mode…
119 2 608 33 roc_auc binary 0.617 10 0.0344 Preprocessor1_Mode…
120 2 902 33 roc_auc binary 0.617 10 0.0344 Preprocessor1_Mode…
121 2 614 40 roc_auc binary 0.617 10 0.0358 Preprocessor1_Mode…
122 2 454 30 roc_auc binary 0.617 10 0.0378 Preprocessor1_Mode…
123 2 915 34 roc_auc binary 0.617 10 0.0358 Preprocessor1_Mode…
124 2 854 33 roc_auc binary 0.617 10 0.0352 Preprocessor1_Mode…
125 2 1110 32 roc_auc binary 0.617 10 0.0356 Preprocessor1_Mode…
126 2 953 28 roc_auc binary 0.617 10 0.0339 Preprocessor1_Mode…
127 2 400 32 roc_auc binary 0.617 10 0.0313 Preprocessor1_Mode…
128 2 429 32 roc_auc binary 0.617 10 0.0365 Preprocessor1_Mode…
129 2 948 28 roc_auc binary 0.617 10 0.0359 Preprocessor1_Mode…
130 2 1442 24 roc_auc binary 0.617 10 0.0353 Preprocessor1_Mode…
131 2 1335 29 roc_auc binary 0.617 10 0.0365 Preprocessor1_Mode…
132 2 1018 29 roc_auc binary 0.617 10 0.0346 Preprocessor1_Mode…
133 2 706 26 roc_auc binary 0.616 10 0.0361 Preprocessor1_Mode…
134 2 981 37 roc_auc binary 0.616 10 0.0355 Preprocessor1_Mode…
135 2 1399 35 roc_auc binary 0.616 10 0.0342 Preprocessor1_Mode…
136 2 957 32 roc_auc binary 0.616 10 0.0336 Preprocessor1_Mode…
137 2 907 40 roc_auc binary 0.616 10 0.0350 Preprocessor1_Mode…
138 2 705 39 roc_auc binary 0.616 10 0.0324 Preprocessor1_Mode…
139 2 1149 25 roc_auc binary 0.616 10 0.0368 Preprocessor1_Mode…
140 2 552 23 roc_auc binary 0.616 10 0.0387 Preprocessor1_Mode…
141 2 1280 24 roc_auc binary 0.616 10 0.0372 Preprocessor1_Mode…
142 2 1474 26 roc_auc binary 0.616 10 0.0362 Preprocessor1_Mode…
143 2 1332 35 roc_auc binary 0.616 10 0.0348 Preprocessor1_Mode…
144 2 839 34 roc_auc binary 0.616 10 0.0350 Preprocessor1_Mode…
145 2 525 29 roc_auc binary 0.616 10 0.0353 Preprocessor1_Mode…
146 2 425 30 roc_auc binary 0.616 10 0.0333 Preprocessor1_Mode…
147 2 722 26 roc_auc binary 0.616 10 0.0372 Preprocessor1_Mode…
148 2 1203 30 roc_auc binary 0.616 10 0.0354 Preprocessor1_Mode…
149 2 745 34 roc_auc binary 0.616 10 0.0351 Preprocessor1_Mode…
150 2 936 29 roc_auc binary 0.616 10 0.0357 Preprocessor1_Mode…
151 2 1133 25 roc_auc binary 0.615 10 0.0362 Preprocessor1_Mode…
152 2 1061 19 roc_auc binary 0.615 10 0.0363 Preprocessor1_Mode…
153 2 1153 31 roc_auc binary 0.615 10 0.0369 Preprocessor1_Mode…
154 2 702 27 roc_auc binary 0.615 10 0.0365 Preprocessor1_Mode…
155 2 704 31 roc_auc binary 0.615 10 0.0373 Preprocessor1_Mode…
156 2 1221 24 roc_auc binary 0.615 10 0.0360 Preprocessor1_Mode…
157 2 894 34 roc_auc binary 0.615 10 0.0356 Preprocessor1_Mode…
158 2 1337 26 roc_auc binary 0.615 10 0.0354 Preprocessor1_Mode…
159 2 1340 23 roc_auc binary 0.615 10 0.0359 Preprocessor1_Mode…
160 2 1223 26 roc_auc binary 0.615 10 0.0355 Preprocessor1_Mode…
161 2 865 24 roc_auc binary 0.615 10 0.0357 Preprocessor1_Mode…
162 2 1225 26 roc_auc binary 0.615 10 0.0355 Preprocessor1_Mode…
163 2 1364 32 roc_auc binary 0.615 10 0.0346 Preprocessor1_Mode…
164 2 1339 29 roc_auc binary 0.615 10 0.0351 Preprocessor1_Mode…
165 2 586 20 roc_auc binary 0.615 10 0.0372 Preprocessor1_Mode…
166 2 467 6 roc_auc binary 0.615 10 0.0368 Preprocessor1_Mode…
167 2 916 30 roc_auc binary 0.615 10 0.0353 Preprocessor1_Mode…
168 2 547 33 roc_auc binary 0.615 10 0.0371 Preprocessor1_Mode…
169 2 1407 23 roc_auc binary 0.614 10 0.0348 Preprocessor1_Mode…
170 2 642 28 roc_auc binary 0.614 10 0.0365 Preprocessor1_Mode…
171 2 753 27 roc_auc binary 0.614 10 0.0355 Preprocessor1_Mode…
172 2 934 18 roc_auc binary 0.614 10 0.0357 Preprocessor1_Mode…
173 2 1005 22 roc_auc binary 0.614 10 0.0390 Preprocessor1_Mode…
174 2 920 33 roc_auc binary 0.614 10 0.0344 Preprocessor1_Mode…
175 2 620 22 roc_auc binary 0.614 10 0.0353 Preprocessor1_Mode…
176 2 1245 21 roc_auc binary 0.614 10 0.0364 Preprocessor1_Mode…
177 2 1353 25 roc_auc binary 0.614 10 0.0374 Preprocessor1_Mode…
178 2 1477 28 roc_auc binary 0.614 10 0.0353 Preprocessor1_Mode…
179 2 1413 21 roc_auc binary 0.614 10 0.0361 Preprocessor1_Mode…
180 2 1195 26 roc_auc binary 0.614 10 0.0347 Preprocessor1_Mode…
181 2 644 17 roc_auc binary 0.614 10 0.0367 Preprocessor1_Mode…
182 2 720 22 roc_auc binary 0.614 10 0.0397 Preprocessor1_Mode…
183 2 845 21 roc_auc binary 0.613 10 0.0388 Preprocessor1_Mode…
184 2 811 27 roc_auc binary 0.613 10 0.0372 Preprocessor1_Mode…
185 2 617 27 roc_auc binary 0.613 10 0.0368 Preprocessor1_Mode…
186 2 904 21 roc_auc binary 0.613 10 0.0375 Preprocessor1_Mode…
187 2 1388 27 roc_auc binary 0.613 10 0.0375 Preprocessor1_Mode…
188 2 1025 27 roc_auc binary 0.613 10 0.0373 Preprocessor1_Mode…
189 2 1123 2 roc_auc binary 0.613 10 0.0351 Preprocessor1_Mode…
190 2 561 33 roc_auc binary 0.613 10 0.0343 Preprocessor1_Mode…
191 2 1067 18 roc_auc binary 0.613 10 0.0371 Preprocessor1_Mode…
192 2 1231 27 roc_auc binary 0.613 10 0.0367 Preprocessor1_Mode…
193 2 890 22 roc_auc binary 0.613 10 0.0357 Preprocessor1_Mode…
194 2 1383 22 roc_auc binary 0.613 10 0.0361 Preprocessor1_Mode…
195 2 712 21 roc_auc binary 0.613 10 0.0365 Preprocessor1_Mode…
196 2 542 23 roc_auc binary 0.613 10 0.0379 Preprocessor1_Mode…
197 2 531 16 roc_auc binary 0.613 10 0.0375 Preprocessor1_Mode…
198 2 989 24 roc_auc binary 0.613 10 0.0367 Preprocessor1_Mode…
199 2 742 32 roc_auc binary 0.613 10 0.0362 Preprocessor1_Mode…
200 2 536 25 roc_auc binary 0.613 10 0.0354 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 1087 38 mcc binary 0.158 10 0.0453 Preprocessor1_Mode…
2 2 1205 40 mcc binary 0.153 10 0.0445 Preprocessor1_Mode…
3 2 744 40 mcc binary 0.153 10 0.0453 Preprocessor1_Mode…
4 2 481 40 mcc binary 0.153 10 0.0490 Preprocessor1_Mode…
5 2 614 40 mcc binary 0.152 10 0.0464 Preprocessor1_Mode…
6 2 580 34 mcc binary 0.152 10 0.0378 Preprocessor1_Mode…
7 2 1098 40 mcc binary 0.152 10 0.0449 Preprocessor1_Mode…
8 2 770 34 mcc binary 0.150 10 0.0389 Preprocessor1_Mode…
9 2 768 35 mcc binary 0.150 10 0.0380 Preprocessor1_Mode…
10 2 677 40 mcc binary 0.148 10 0.0460 Preprocessor1_Mode…
11 2 700 40 mcc binary 0.147 10 0.0476 Preprocessor1_Mode…
12 2 1209 35 mcc binary 0.145 10 0.0396 Preprocessor1_Mode…
13 2 902 36 mcc binary 0.145 10 0.0396 Preprocessor1_Mode…
14 2 1142 37 mcc binary 0.145 10 0.0401 Preprocessor1_Mode…
15 2 1203 38 mcc binary 0.145 10 0.0452 Preprocessor1_Mode…
16 3 706 39 mcc binary 0.144 10 0.0404 Preprocessor1_Mode…
17 2 500 34 mcc binary 0.144 10 0.0389 Preprocessor1_Mode…
18 2 828 39 mcc binary 0.143 10 0.0374 Preprocessor1_Mode…
19 2 1336 37 mcc binary 0.143 10 0.0401 Preprocessor1_Mode…
20 2 1432 35 mcc binary 0.142 10 0.0404 Preprocessor1_Mode…
21 2 1463 39 mcc binary 0.142 10 0.0394 Preprocessor1_Mode…
22 2 1173 38 mcc binary 0.142 10 0.0403 Preprocessor1_Mode…
23 2 1144 37 mcc binary 0.142 10 0.0392 Preprocessor1_Mode…
24 2 823 38 mcc binary 0.142 10 0.0379 Preprocessor1_Mode…
25 2 1172 38 mcc binary 0.142 10 0.0399 Preprocessor1_Mode…
26 2 576 39 mcc binary 0.141 10 0.0395 Preprocessor1_Mode…
27 2 1403 36 mcc binary 0.141 10 0.0389 Preprocessor1_Mode…
28 2 769 36 mcc binary 0.140 10 0.0602 Preprocessor1_Mode…
29 2 600 37 mcc binary 0.140 10 0.0408 Preprocessor1_Mode…
30 2 1283 35 mcc binary 0.140 10 0.0407 Preprocessor1_Mode…
31 2 473 36 mcc binary 0.139 10 0.0397 Preprocessor1_Mode…
32 2 920 33 mcc binary 0.139 10 0.0511 Preprocessor1_Mode…
33 2 712 37 mcc binary 0.138 10 0.0405 Preprocessor1_Mode…
34 2 1036 37 mcc binary 0.138 10 0.0385 Preprocessor1_Mode…
35 2 411 38 mcc binary 0.138 10 0.0385 Preprocessor1_Mode…
36 2 1239 38 mcc binary 0.137 10 0.0415 Preprocessor1_Mode…
37 2 1217 33 mcc binary 0.137 10 0.0510 Preprocessor1_Mode…
38 2 806 39 mcc binary 0.137 10 0.0399 Preprocessor1_Mode…
39 2 1445 38 mcc binary 0.136 10 0.0397 Preprocessor1_Mode…
40 2 1354 33 mcc binary 0.135 10 0.0531 Preprocessor1_Mode…
41 2 781 38 mcc binary 0.135 10 0.0383 Preprocessor1_Mode…
42 3 446 36 mcc binary 0.135 10 0.0449 Preprocessor1_Mode…
43 2 889 37 mcc binary 0.135 10 0.0418 Preprocessor1_Mode…
44 2 573 39 mcc binary 0.135 10 0.0418 Preprocessor1_Mode…
45 2 839 34 mcc binary 0.134 10 0.0544 Preprocessor1_Mode…
46 2 924 40 mcc binary 0.134 10 0.0411 Preprocessor1_Mode…
47 2 1019 39 mcc binary 0.134 10 0.0407 Preprocessor1_Mode…
48 2 1402 40 mcc binary 0.134 10 0.0407 Preprocessor1_Mode…
49 3 498 40 mcc binary 0.134 10 0.0421 Preprocessor1_Mode…
50 2 1180 40 mcc binary 0.134 10 0.0415 Preprocessor1_Mode…
51 2 1369 38 mcc binary 0.134 10 0.0403 Preprocessor1_Mode…
52 3 467 36 mcc binary 0.133 10 0.0466 Preprocessor1_Mode…
53 2 608 33 mcc binary 0.133 10 0.0524 Preprocessor1_Mode…
54 2 1488 39 mcc binary 0.133 10 0.0388 Preprocessor1_Mode…
55 2 907 40 mcc binary 0.132 10 0.0576 Preprocessor1_Mode…
56 2 1449 36 mcc binary 0.131 10 0.0408 Preprocessor1_Mode…
57 2 977 40 mcc binary 0.131 10 0.0408 Preprocessor1_Mode…
58 3 511 35 mcc binary 0.130 10 0.0477 Preprocessor1_Mode…
59 2 723 39 mcc binary 0.130 10 0.0396 Preprocessor1_Mode…
60 2 735 39 mcc binary 0.130 10 0.0396 Preprocessor1_Mode…
61 2 1197 36 mcc binary 0.130 10 0.0519 Preprocessor1_Mode…
62 2 923 39 mcc binary 0.130 10 0.0386 Preprocessor1_Mode…
63 3 874 30 mcc binary 0.130 10 0.0558 Preprocessor1_Mode…
64 2 1413 40 mcc binary 0.130 10 0.0426 Preprocessor1_Mode…
65 2 1182 40 mcc binary 0.130 10 0.0406 Preprocessor1_Mode…
66 2 763 34 mcc binary 0.128 10 0.0540 Preprocessor1_Mode…
67 2 545 35 mcc binary 0.128 10 0.0397 Preprocessor1_Mode…
68 2 865 34 mcc binary 0.128 10 0.0526 Preprocessor1_Mode…
69 2 1072 34 mcc binary 0.128 10 0.0526 Preprocessor1_Mode…
70 2 705 39 mcc binary 0.128 10 0.0408 Preprocessor1_Mode…
71 3 1216 36 mcc binary 0.128 10 0.0546 Preprocessor1_Mode…
72 3 1025 39 mcc binary 0.127 10 0.0444 Preprocessor1_Mode…
73 2 1111 35 mcc binary 0.127 10 0.0522 Preprocessor1_Mode…
74 2 1332 35 mcc binary 0.127 10 0.0512 Preprocessor1_Mode…
75 3 815 31 mcc binary 0.126 10 0.0538 Preprocessor1_Mode…
76 3 630 39 mcc binary 0.126 10 0.0419 Preprocessor1_Mode…
77 2 710 40 mcc binary 0.125 10 0.0416 Preprocessor1_Mode…
78 2 656 40 mcc binary 0.125 10 0.0403 Preprocessor1_Mode…
79 3 865 31 mcc binary 0.125 10 0.0564 Preprocessor1_Mode…
80 2 1153 31 mcc binary 0.125 10 0.0513 Preprocessor1_Mode…
81 2 1379 34 mcc binary 0.125 10 0.0530 Preprocessor1_Mode…
82 2 1234 35 mcc binary 0.124 10 0.0505 Preprocessor1_Mode…
83 3 709 32 mcc binary 0.124 10 0.0536 Preprocessor1_Mode…
84 3 845 32 mcc binary 0.124 10 0.0535 Preprocessor1_Mode…
85 3 757 31 mcc binary 0.124 10 0.0541 Preprocessor1_Mode…
86 2 755 31 mcc binary 0.124 10 0.0485 Preprocessor1_Mode…
87 3 693 37 mcc binary 0.124 10 0.0563 Preprocessor1_Mode…
88 2 1399 35 mcc binary 0.123 10 0.0535 Preprocessor1_Mode…
89 2 1477 36 mcc binary 0.123 10 0.0535 Preprocessor1_Mode…
90 3 989 37 mcc binary 0.123 10 0.0550 Preprocessor1_Mode…
91 2 610 36 mcc binary 0.123 10 0.0546 Preprocessor1_Mode…
92 2 1443 37 mcc binary 0.123 10 0.0527 Preprocessor1_Mode…
93 2 475 39 mcc binary 0.123 10 0.0538 Preprocessor1_Mode…
94 3 929 32 mcc binary 0.123 10 0.0562 Preprocessor1_Mode…
95 3 921 38 mcc binary 0.122 10 0.0580 Preprocessor1_Mode…
96 3 593 32 mcc binary 0.122 10 0.0547 Preprocessor1_Mode…
97 2 1133 25 mcc binary 0.122 10 0.0646 Preprocessor1_Mode…
98 3 1014 32 mcc binary 0.121 10 0.0542 Preprocessor1_Mode…
99 3 601 33 mcc binary 0.121 10 0.0528 Preprocessor1_Mode…
100 2 1384 32 mcc binary 0.121 10 0.0515 Preprocessor1_Mode…
101 3 1147 39 mcc binary 0.121 10 0.0421 Preprocessor1_Mode…
102 3 883 40 mcc binary 0.121 10 0.0421 Preprocessor1_Mode…
103 2 767 37 mcc binary 0.121 10 0.0508 Preprocessor1_Mode…
104 2 1245 21 mcc binary 0.120 10 0.0616 Preprocessor1_Mode…
105 2 981 37 mcc binary 0.120 10 0.0537 Preprocessor1_Mode…
106 3 476 32 mcc binary 0.120 10 0.0565 Preprocessor1_Mode…
107 3 1159 31 mcc binary 0.120 10 0.0548 Preprocessor1_Mode…
108 3 901 33 mcc binary 0.120 10 0.0548 Preprocessor1_Mode…
109 3 561 30 mcc binary 0.120 10 0.0554 Preprocessor1_Mode…
110 3 1495 32 mcc binary 0.120 10 0.0554 Preprocessor1_Mode…
111 2 1466 33 mcc binary 0.120 10 0.0501 Preprocessor1_Mode…
112 2 660 37 mcc binary 0.120 10 0.0526 Preprocessor1_Mode…
113 3 1058 32 mcc binary 0.119 10 0.0536 Preprocessor1_Mode…
114 3 808 31 mcc binary 0.119 10 0.0541 Preprocessor1_Mode…
115 3 1241 34 mcc binary 0.119 10 0.0541 Preprocessor1_Mode…
116 2 460 31 mcc binary 0.119 10 0.0373 Preprocessor1_Mode…
117 3 846 40 mcc binary 0.119 10 0.0417 Preprocessor1_Mode…
118 3 989 38 mcc binary 0.119 10 0.0417 Preprocessor1_Mode…
119 3 1214 39 mcc binary 0.118 10 0.0418 Preprocessor1_Mode…
120 3 1444 39 mcc binary 0.118 10 0.0431 Preprocessor1_Mode…
121 3 1136 32 mcc binary 0.118 10 0.0573 Preprocessor1_Mode…
122 3 972 39 mcc binary 0.118 10 0.0423 Preprocessor1_Mode…
123 2 1031 37 mcc binary 0.118 10 0.0538 Preprocessor1_Mode…
124 2 1303 21 mcc binary 0.118 10 0.0646 Preprocessor1_Mode…
125 3 1044 33 mcc binary 0.118 10 0.0560 Preprocessor1_Mode…
126 3 828 32 mcc binary 0.118 10 0.0560 Preprocessor1_Mode…
127 3 567 32 mcc binary 0.118 10 0.0566 Preprocessor1_Mode…
128 3 990 32 mcc binary 0.118 10 0.0566 Preprocessor1_Mode…
129 3 1082 32 mcc binary 0.118 10 0.0523 Preprocessor1_Mode…
130 3 729 31 mcc binary 0.117 10 0.0553 Preprocessor1_Mode…
131 3 1404 31 mcc binary 0.117 10 0.0553 Preprocessor1_Mode…
132 3 838 33 mcc binary 0.117 10 0.0553 Preprocessor1_Mode…
133 2 543 30 mcc binary 0.117 10 0.0503 Preprocessor1_Mode…
134 2 1049 32 mcc binary 0.117 10 0.0506 Preprocessor1_Mode…
135 3 870 32 mcc binary 0.117 10 0.0552 Preprocessor1_Mode…
136 2 1389 36 mcc binary 0.117 10 0.0521 Preprocessor1_Mode…
137 2 1039 31 mcc binary 0.117 10 0.0492 Preprocessor1_Mode…
138 2 743 33 mcc binary 0.117 10 0.0400 Preprocessor1_Mode…
139 3 1001 34 mcc binary 0.117 10 0.0547 Preprocessor1_Mode…
140 3 1074 32 mcc binary 0.117 10 0.0541 Preprocessor1_Mode…
141 2 498 37 mcc binary 0.116 10 0.0394 Preprocessor1_Mode…
142 3 722 40 mcc binary 0.116 10 0.0420 Preprocessor1_Mode…
143 2 547 33 mcc binary 0.116 10 0.0578 Preprocessor1_Mode…
144 2 905 21 mcc binary 0.116 10 0.0616 Preprocessor1_Mode…
145 2 425 30 mcc binary 0.116 10 0.0595 Preprocessor1_Mode…
146 2 854 33 mcc binary 0.116 10 0.0517 Preprocessor1_Mode…
147 3 618 32 mcc binary 0.116 10 0.0562 Preprocessor1_Mode…
148 3 999 40 mcc binary 0.116 10 0.0424 Preprocessor1_Mode…
149 3 1023 40 mcc binary 0.116 10 0.0424 Preprocessor1_Mode…
150 3 1455 33 mcc binary 0.115 10 0.0565 Preprocessor1_Mode…
151 3 1438 34 mcc binary 0.115 10 0.0565 Preprocessor1_Mode…
152 3 1125 33 mcc binary 0.115 10 0.0565 Preprocessor1_Mode…
153 3 1169 33 mcc binary 0.115 10 0.0565 Preprocessor1_Mode…
154 3 1196 35 mcc binary 0.115 10 0.0565 Preprocessor1_Mode…
155 3 1142 35 mcc binary 0.115 10 0.0565 Preprocessor1_Mode…
156 2 463 26 mcc binary 0.115 10 0.0643 Preprocessor1_Mode…
157 2 933 32 mcc binary 0.114 10 0.0526 Preprocessor1_Mode…
158 2 904 21 mcc binary 0.114 10 0.0620 Preprocessor1_Mode…
159 3 1283 34 mcc binary 0.114 10 0.0573 Preprocessor1_Mode…
160 3 833 40 mcc binary 0.114 10 0.0445 Preprocessor1_Mode…
161 3 656 33 mcc binary 0.114 10 0.0540 Preprocessor1_Mode…
162 2 518 37 mcc binary 0.113 10 0.0598 Preprocessor1_Mode…
163 3 477 39 mcc binary 0.113 10 0.0559 Preprocessor1_Mode…
164 3 410 39 mcc binary 0.113 10 0.0435 Preprocessor1_Mode…
165 3 1039 34 mcc binary 0.113 10 0.0565 Preprocessor1_Mode…
166 3 645 40 mcc binary 0.113 10 0.0556 Preprocessor1_Mode…
167 2 1364 32 mcc binary 0.113 10 0.0512 Preprocessor1_Mode…
168 3 1218 35 mcc binary 0.113 10 0.0527 Preprocessor1_Mode…
169 3 1458 34 mcc binary 0.113 10 0.0527 Preprocessor1_Mode…
170 2 816 31 mcc binary 0.113 10 0.0592 Preprocessor1_Mode…
171 2 653 33 mcc binary 0.113 10 0.0514 Preprocessor1_Mode…
172 3 970 35 mcc binary 0.113 10 0.0558 Preprocessor1_Mode…
173 3 1378 35 mcc binary 0.113 10 0.0558 Preprocessor1_Mode…
174 2 562 34 mcc binary 0.112 10 0.0617 Preprocessor1_Mode…
175 2 400 32 mcc binary 0.112 10 0.0615 Preprocessor1_Mode…
176 3 885 34 mcc binary 0.112 10 0.0546 Preprocessor1_Mode…
177 3 501 35 mcc binary 0.112 10 0.0588 Preprocessor1_Mode…
178 2 742 32 mcc binary 0.112 10 0.0605 Preprocessor1_Mode…
179 2 829 22 mcc binary 0.112 10 0.0622 Preprocessor1_Mode…
180 3 1151 39 mcc binary 0.112 10 0.0403 Preprocessor1_Mode…
181 3 857 35 mcc binary 0.111 10 0.0580 Preprocessor1_Mode…
182 3 1350 35 mcc binary 0.111 10 0.0578 Preprocessor1_Mode…
183 3 944 35 mcc binary 0.111 10 0.0539 Preprocessor1_Mode…
184 3 528 34 mcc binary 0.111 10 0.0566 Preprocessor1_Mode…
185 3 1414 35 mcc binary 0.111 10 0.0533 Preprocessor1_Mode…
186 3 1471 35 mcc binary 0.111 10 0.0559 Preprocessor1_Mode…
187 2 675 33 mcc binary 0.110 10 0.0513 Preprocessor1_Mode…
188 3 697 35 mcc binary 0.110 10 0.0563 Preprocessor1_Mode…
189 2 525 29 mcc binary 0.110 10 0.0519 Preprocessor1_Mode…
190 2 895 34 mcc binary 0.110 10 0.0507 Preprocessor1_Mode…
191 3 479 38 mcc binary 0.110 10 0.0421 Preprocessor1_Mode…
192 2 894 34 mcc binary 0.110 10 0.0522 Preprocessor1_Mode…
193 3 978 36 mcc binary 0.109 10 0.0552 Preprocessor1_Mode…
194 2 1025 27 mcc binary 0.109 10 0.0621 Preprocessor1_Mode…
195 2 1064 38 mcc binary 0.109 10 0.0529 Preprocessor1_Mode…
196 3 856 36 mcc binary 0.109 10 0.0578 Preprocessor1_Mode…
197 2 770 35 mcc binary 0.109 10 0.0529 Preprocessor1_Mode…
198 3 1338 35 mcc binary 0.109 10 0.0571 Preprocessor1_Mode…
199 3 1067 37 mcc binary 0.109 10 0.0571 Preprocessor1_Mode…
200 3 594 34 mcc binary 0.108 10 0.0578 Preprocessor1_Mode…SMOTE - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 551 7 roc_auc binary 0.709 10 0.0487 Preprocessor1_Mode…
2 2 596 5 roc_auc binary 0.708 10 0.0530 Preprocessor1_Mode…
3 2 531 11 roc_auc binary 0.707 10 0.0511 Preprocessor1_Mode…
4 3 830 6 roc_auc binary 0.706 10 0.0490 Preprocessor1_Mode…
5 2 539 3 roc_auc binary 0.705 10 0.0506 Preprocessor1_Mode…
6 2 465 15 roc_auc binary 0.705 10 0.0511 Preprocessor1_Mode…
7 2 909 8 roc_auc binary 0.705 10 0.0505 Preprocessor1_Mode…
8 2 801 14 roc_auc binary 0.705 10 0.0501 Preprocessor1_Mode…
9 2 1266 10 roc_auc binary 0.705 10 0.0502 Preprocessor1_Mode…
10 3 789 3 roc_auc binary 0.705 10 0.0484 Preprocessor1_Mode…
11 2 1318 2 roc_auc binary 0.705 10 0.0549 Preprocessor1_Mode…
12 3 622 4 roc_auc binary 0.704 10 0.0496 Preprocessor1_Mode…
13 2 762 14 roc_auc binary 0.704 10 0.0521 Preprocessor1_Mode…
14 3 402 36 roc_auc binary 0.704 10 0.0529 Preprocessor1_Mode…
15 2 537 19 roc_auc binary 0.704 10 0.0544 Preprocessor1_Mode…
16 3 780 7 roc_auc binary 0.704 10 0.0517 Preprocessor1_Mode…
17 2 1395 5 roc_auc binary 0.704 10 0.0549 Preprocessor1_Mode…
18 2 1093 27 roc_auc binary 0.704 10 0.0562 Preprocessor1_Mode…
19 3 519 9 roc_auc binary 0.704 10 0.0482 Preprocessor1_Mode…
20 3 544 3 roc_auc binary 0.704 10 0.0485 Preprocessor1_Mode…
21 2 1276 14 roc_auc binary 0.704 10 0.0484 Preprocessor1_Mode…
22 3 448 40 roc_auc binary 0.703 10 0.0499 Preprocessor1_Mode…
23 3 1006 7 roc_auc binary 0.703 10 0.0483 Preprocessor1_Mode…
24 3 564 13 roc_auc binary 0.703 10 0.0480 Preprocessor1_Mode…
25 2 1000 2 roc_auc binary 0.703 10 0.0519 Preprocessor1_Mode…
26 2 524 3 roc_auc binary 0.703 10 0.0541 Preprocessor1_Mode…
27 2 652 4 roc_auc binary 0.703 10 0.0555 Preprocessor1_Mode…
28 2 1332 6 roc_auc binary 0.703 10 0.0532 Preprocessor1_Mode…
29 2 1067 15 roc_auc binary 0.703 10 0.0540 Preprocessor1_Mode…
30 2 782 22 roc_auc binary 0.703 10 0.0520 Preprocessor1_Mode…
31 3 1234 10 roc_auc binary 0.703 10 0.0478 Preprocessor1_Mode…
32 2 468 24 roc_auc binary 0.703 10 0.0525 Preprocessor1_Mode…
33 3 411 18 roc_auc binary 0.703 10 0.0467 Preprocessor1_Mode…
34 3 1022 4 roc_auc binary 0.703 10 0.0502 Preprocessor1_Mode…
35 3 445 4 roc_auc binary 0.703 10 0.0499 Preprocessor1_Mode…
36 2 726 23 roc_auc binary 0.703 10 0.0530 Preprocessor1_Mode…
37 2 494 15 roc_auc binary 0.703 10 0.0536 Preprocessor1_Mode…
38 2 769 16 roc_auc binary 0.703 10 0.0513 Preprocessor1_Mode…
39 3 401 23 roc_auc binary 0.703 10 0.0497 Preprocessor1_Mode…
40 2 594 9 roc_auc binary 0.702 10 0.0555 Preprocessor1_Mode…
41 3 467 8 roc_auc binary 0.702 10 0.0491 Preprocessor1_Mode…
42 3 695 34 roc_auc binary 0.702 10 0.0495 Preprocessor1_Mode…
43 2 697 22 roc_auc binary 0.702 10 0.0524 Preprocessor1_Mode…
44 3 1048 25 roc_auc binary 0.702 10 0.0492 Preprocessor1_Mode…
45 2 445 37 roc_auc binary 0.702 10 0.0544 Preprocessor1_Mode…
46 3 974 35 roc_auc binary 0.702 10 0.0517 Preprocessor1_Mode…
47 3 1173 6 roc_auc binary 0.702 10 0.0499 Preprocessor1_Mode…
48 3 951 2 roc_auc binary 0.702 10 0.0500 Preprocessor1_Mode…
49 3 904 2 roc_auc binary 0.702 10 0.0517 Preprocessor1_Mode…
50 3 904 22 roc_auc binary 0.702 10 0.0510 Preprocessor1_Mode…
51 3 957 21 roc_auc binary 0.702 10 0.0504 Preprocessor1_Mode…
52 3 501 28 roc_auc binary 0.702 10 0.0518 Preprocessor1_Mode…
53 2 525 17 roc_auc binary 0.702 10 0.0517 Preprocessor1_Mode…
54 2 1439 20 roc_auc binary 0.701 10 0.0527 Preprocessor1_Mode…
55 3 1067 23 roc_auc binary 0.701 10 0.0488 Preprocessor1_Mode…
56 3 1014 24 roc_auc binary 0.701 10 0.0491 Preprocessor1_Mode…
57 3 1036 2 roc_auc binary 0.701 10 0.0511 Preprocessor1_Mode…
58 3 1301 9 roc_auc binary 0.701 10 0.0498 Preprocessor1_Mode…
59 2 1074 2 roc_auc binary 0.701 10 0.0558 Preprocessor1_Mode…
60 2 796 40 roc_auc binary 0.701 10 0.0558 Preprocessor1_Mode…
61 2 556 4 roc_auc binary 0.701 10 0.0509 Preprocessor1_Mode…
62 2 627 15 roc_auc binary 0.701 10 0.0503 Preprocessor1_Mode…
63 2 1431 7 roc_auc binary 0.701 10 0.0525 Preprocessor1_Mode…
64 3 849 34 roc_auc binary 0.701 10 0.0515 Preprocessor1_Mode…
65 3 477 7 roc_auc binary 0.701 10 0.0507 Preprocessor1_Mode…
66 3 493 5 roc_auc binary 0.701 10 0.0500 Preprocessor1_Mode…
67 2 975 12 roc_auc binary 0.701 10 0.0558 Preprocessor1_Mode…
68 3 920 29 roc_auc binary 0.701 10 0.0513 Preprocessor1_Mode…
69 3 1057 7 roc_auc binary 0.701 10 0.0476 Preprocessor1_Mode…
70 2 696 2 roc_auc binary 0.701 10 0.0574 Preprocessor1_Mode…
71 3 945 15 roc_auc binary 0.701 10 0.0503 Preprocessor1_Mode…
72 3 1213 22 roc_auc binary 0.701 10 0.0472 Preprocessor1_Mode…
73 2 1346 12 roc_auc binary 0.701 10 0.0535 Preprocessor1_Mode…
74 2 1020 5 roc_auc binary 0.701 10 0.0547 Preprocessor1_Mode…
75 2 508 33 roc_auc binary 0.701 10 0.0559 Preprocessor1_Mode…
76 2 1088 2 roc_auc binary 0.701 10 0.0569 Preprocessor1_Mode…
77 2 586 3 roc_auc binary 0.701 10 0.0580 Preprocessor1_Mode…
78 2 878 12 roc_auc binary 0.701 10 0.0526 Preprocessor1_Mode…
79 2 756 3 roc_auc binary 0.701 10 0.0510 Preprocessor1_Mode…
80 3 1475 5 roc_auc binary 0.701 10 0.0491 Preprocessor1_Mode…
81 3 1393 2 roc_auc binary 0.701 10 0.0476 Preprocessor1_Mode…
82 2 1163 3 roc_auc binary 0.701 10 0.0519 Preprocessor1_Mode…
83 3 1296 14 roc_auc binary 0.701 10 0.0479 Preprocessor1_Mode…
84 2 1359 3 roc_auc binary 0.701 10 0.0541 Preprocessor1_Mode…
85 2 1245 27 roc_auc binary 0.701 10 0.0537 Preprocessor1_Mode…
86 3 488 31 roc_auc binary 0.700 10 0.0508 Preprocessor1_Mode…
87 2 956 8 roc_auc binary 0.700 10 0.0515 Preprocessor1_Mode…
88 3 1327 13 roc_auc binary 0.700 10 0.0495 Preprocessor1_Mode…
89 2 1008 11 roc_auc binary 0.700 10 0.0546 Preprocessor1_Mode…
90 2 1076 20 roc_auc binary 0.700 10 0.0551 Preprocessor1_Mode…
91 2 407 2 roc_auc binary 0.700 10 0.0587 Preprocessor1_Mode…
92 3 559 3 roc_auc binary 0.700 10 0.0521 Preprocessor1_Mode…
93 2 626 13 roc_auc binary 0.700 10 0.0495 Preprocessor1_Mode…
94 2 1188 14 roc_auc binary 0.700 10 0.0507 Preprocessor1_Mode…
95 3 987 27 roc_auc binary 0.700 10 0.0500 Preprocessor1_Mode…
96 3 1359 33 roc_auc binary 0.700 10 0.0515 Preprocessor1_Mode…
97 2 1041 10 roc_auc binary 0.700 10 0.0514 Preprocessor1_Mode…
98 3 1271 14 roc_auc binary 0.700 10 0.0482 Preprocessor1_Mode…
99 3 902 16 roc_auc binary 0.700 10 0.0489 Preprocessor1_Mode…
100 3 1470 7 roc_auc binary 0.700 10 0.0496 Preprocessor1_Mode…
101 3 1159 8 roc_auc binary 0.700 10 0.0488 Preprocessor1_Mode…
102 2 1114 11 roc_auc binary 0.700 10 0.0540 Preprocessor1_Mode…
103 2 928 13 roc_auc binary 0.700 10 0.0560 Preprocessor1_Mode…
104 3 726 4 roc_auc binary 0.700 10 0.0502 Preprocessor1_Mode…
105 2 792 16 roc_auc binary 0.700 10 0.0491 Preprocessor1_Mode…
106 2 822 40 roc_auc binary 0.700 10 0.0552 Preprocessor1_Mode…
107 3 566 39 roc_auc binary 0.700 10 0.0510 Preprocessor1_Mode…
108 3 965 6 roc_auc binary 0.700 10 0.0479 Preprocessor1_Mode…
109 3 1322 34 roc_auc binary 0.700 10 0.0520 Preprocessor1_Mode…
110 2 1494 9 roc_auc binary 0.700 10 0.0537 Preprocessor1_Mode…
111 3 1354 36 roc_auc binary 0.700 10 0.0523 Preprocessor1_Mode…
112 2 1412 11 roc_auc binary 0.700 10 0.0529 Preprocessor1_Mode…
113 3 700 4 roc_auc binary 0.700 10 0.0473 Preprocessor1_Mode…
114 3 969 2 roc_auc binary 0.700 10 0.0476 Preprocessor1_Mode…
115 3 1325 11 roc_auc binary 0.700 10 0.0485 Preprocessor1_Mode…
116 3 761 4 roc_auc binary 0.700 10 0.0487 Preprocessor1_Mode…
117 3 567 24 roc_auc binary 0.700 10 0.0500 Preprocessor1_Mode…
118 3 736 5 roc_auc binary 0.700 10 0.0513 Preprocessor1_Mode…
119 2 814 20 roc_auc binary 0.700 10 0.0554 Preprocessor1_Mode…
120 2 825 12 roc_auc binary 0.700 10 0.0509 Preprocessor1_Mode…
121 3 1424 2 roc_auc binary 0.699 10 0.0512 Preprocessor1_Mode…
122 2 811 23 roc_auc binary 0.699 10 0.0519 Preprocessor1_Mode…
123 3 1180 6 roc_auc binary 0.699 10 0.0478 Preprocessor1_Mode…
124 3 1073 13 roc_auc binary 0.699 10 0.0480 Preprocessor1_Mode…
125 3 1259 14 roc_auc binary 0.699 10 0.0477 Preprocessor1_Mode…
126 3 835 17 roc_auc binary 0.699 10 0.0477 Preprocessor1_Mode…
127 2 1209 15 roc_auc binary 0.699 10 0.0539 Preprocessor1_Mode…
128 2 1465 11 roc_auc binary 0.699 10 0.0542 Preprocessor1_Mode…
129 2 635 19 roc_auc binary 0.699 10 0.0538 Preprocessor1_Mode…
130 2 930 9 roc_auc binary 0.699 10 0.0546 Preprocessor1_Mode…
131 2 755 9 roc_auc binary 0.699 10 0.0520 Preprocessor1_Mode…
132 3 1421 24 roc_auc binary 0.699 10 0.0470 Preprocessor1_Mode…
133 3 1229 19 roc_auc binary 0.699 10 0.0495 Preprocessor1_Mode…
134 2 1368 15 roc_auc binary 0.699 10 0.0530 Preprocessor1_Mode…
135 2 446 35 roc_auc binary 0.699 10 0.0523 Preprocessor1_Mode…
136 2 1050 34 roc_auc binary 0.699 10 0.0540 Preprocessor1_Mode…
137 2 1013 14 roc_auc binary 0.699 10 0.0519 Preprocessor1_Mode…
138 2 405 4 roc_auc binary 0.699 10 0.0500 Preprocessor1_Mode…
139 3 771 29 roc_auc binary 0.699 10 0.0501 Preprocessor1_Mode…
140 3 630 33 roc_auc binary 0.699 10 0.0517 Preprocessor1_Mode…
141 3 774 5 roc_auc binary 0.699 10 0.0496 Preprocessor1_Mode…
142 3 1063 5 roc_auc binary 0.699 10 0.0493 Preprocessor1_Mode…
143 2 1062 14 roc_auc binary 0.699 10 0.0540 Preprocessor1_Mode…
144 2 1425 11 roc_auc binary 0.699 10 0.0532 Preprocessor1_Mode…
145 3 409 18 roc_auc binary 0.699 10 0.0478 Preprocessor1_Mode…
146 2 767 14 roc_auc binary 0.699 10 0.0554 Preprocessor1_Mode…
147 2 1232 25 roc_auc binary 0.699 10 0.0551 Preprocessor1_Mode…
148 3 690 11 roc_auc binary 0.699 10 0.0484 Preprocessor1_Mode…
149 3 776 2 roc_auc binary 0.699 10 0.0504 Preprocessor1_Mode…
150 2 774 20 roc_auc binary 0.699 10 0.0550 Preprocessor1_Mode…
151 2 1344 8 roc_auc binary 0.699 10 0.0512 Preprocessor1_Mode…
152 3 414 4 roc_auc binary 0.699 10 0.0502 Preprocessor1_Mode…
153 2 1030 3 roc_auc binary 0.699 10 0.0558 Preprocessor1_Mode…
154 2 1040 33 roc_auc binary 0.699 10 0.0552 Preprocessor1_Mode…
155 2 983 38 roc_auc binary 0.699 10 0.0561 Preprocessor1_Mode…
156 3 664 36 roc_auc binary 0.699 10 0.0526 Preprocessor1_Mode…
157 3 898 39 roc_auc binary 0.699 10 0.0511 Preprocessor1_Mode…
158 3 679 32 roc_auc binary 0.699 10 0.0513 Preprocessor1_Mode…
159 2 786 28 roc_auc binary 0.699 10 0.0524 Preprocessor1_Mode…
160 3 1363 38 roc_auc binary 0.699 10 0.0511 Preprocessor1_Mode…
161 2 1112 25 roc_auc binary 0.699 10 0.0538 Preprocessor1_Mode…
162 3 900 10 roc_auc binary 0.699 10 0.0476 Preprocessor1_Mode…
163 3 1476 9 roc_auc binary 0.699 10 0.0481 Preprocessor1_Mode…
164 3 538 13 roc_auc binary 0.699 10 0.0486 Preprocessor1_Mode…
165 2 511 11 roc_auc binary 0.699 10 0.0545 Preprocessor1_Mode…
166 2 1091 14 roc_auc binary 0.699 10 0.0544 Preprocessor1_Mode…
167 2 508 31 roc_auc binary 0.699 10 0.0530 Preprocessor1_Mode…
168 2 1257 25 roc_auc binary 0.699 10 0.0538 Preprocessor1_Mode…
169 3 1300 4 roc_auc binary 0.699 10 0.0511 Preprocessor1_Mode…
170 3 1441 9 roc_auc binary 0.699 10 0.0484 Preprocessor1_Mode…
171 3 868 8 roc_auc binary 0.699 10 0.0478 Preprocessor1_Mode…
172 2 1188 6 roc_auc binary 0.699 10 0.0564 Preprocessor1_Mode…
173 2 562 31 roc_auc binary 0.699 10 0.0562 Preprocessor1_Mode…
174 3 770 32 roc_auc binary 0.699 10 0.0502 Preprocessor1_Mode…
175 3 456 25 roc_auc binary 0.698 10 0.0526 Preprocessor1_Mode…
176 3 1420 31 roc_auc binary 0.698 10 0.0501 Preprocessor1_Mode…
177 3 777 39 roc_auc binary 0.698 10 0.0529 Preprocessor1_Mode…
178 3 1431 15 roc_auc binary 0.698 10 0.0472 Preprocessor1_Mode…
179 3 1344 6 roc_auc binary 0.698 10 0.0483 Preprocessor1_Mode…
180 2 714 17 roc_auc binary 0.698 10 0.0520 Preprocessor1_Mode…
181 3 1145 3 roc_auc binary 0.698 10 0.0511 Preprocessor1_Mode…
182 3 1037 8 roc_auc binary 0.698 10 0.0493 Preprocessor1_Mode…
183 3 511 40 roc_auc binary 0.698 10 0.0507 Preprocessor1_Mode…
184 3 982 11 roc_auc binary 0.698 10 0.0498 Preprocessor1_Mode…
185 2 587 40 roc_auc binary 0.698 10 0.0566 Preprocessor1_Mode…
186 2 1453 3 roc_auc binary 0.698 10 0.0563 Preprocessor1_Mode…
187 3 478 23 roc_auc binary 0.698 10 0.0513 Preprocessor1_Mode…
188 3 1057 28 roc_auc binary 0.698 10 0.0503 Preprocessor1_Mode…
189 2 533 2 roc_auc binary 0.698 10 0.0589 Preprocessor1_Mode…
190 3 615 4 roc_auc binary 0.698 10 0.0483 Preprocessor1_Mode…
191 3 1078 40 roc_auc binary 0.698 10 0.0518 Preprocessor1_Mode…
192 2 474 28 roc_auc binary 0.698 10 0.0508 Preprocessor1_Mode…
193 3 583 9 roc_auc binary 0.698 10 0.0511 Preprocessor1_Mode…
194 3 1417 34 roc_auc binary 0.698 10 0.0521 Preprocessor1_Mode…
195 3 654 38 roc_auc binary 0.698 10 0.0513 Preprocessor1_Mode…
196 3 945 22 roc_auc binary 0.698 10 0.0491 Preprocessor1_Mode…
197 3 1327 20 roc_auc binary 0.698 10 0.0492 Preprocessor1_Mode…
198 3 1219 2 roc_auc binary 0.698 10 0.0496 Preprocessor1_Mode…
199 3 1436 7 roc_auc binary 0.698 10 0.0495 Preprocessor1_Mode…
200 2 1034 5 roc_auc binary 0.698 10 0.0542 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 940 12 mcc binary 0.186 10 0.0934 Preprocessor1_Mode…
2 2 592 11 mcc binary 0.182 10 0.0907 Preprocessor1_Mode…
3 2 1386 12 mcc binary 0.182 10 0.0907 Preprocessor1_Mode…
4 2 1195 20 mcc binary 0.180 10 0.0970 Preprocessor1_Mode…
5 2 743 12 mcc binary 0.180 10 0.0918 Preprocessor1_Mode…
6 2 812 12 mcc binary 0.179 10 0.0917 Preprocessor1_Mode…
7 2 1049 8 mcc binary 0.179 10 0.0917 Preprocessor1_Mode…
8 2 1494 9 mcc binary 0.179 10 0.0917 Preprocessor1_Mode…
9 2 1274 12 mcc binary 0.179 10 0.0917 Preprocessor1_Mode…
10 2 1284 14 mcc binary 0.178 10 0.0925 Preprocessor1_Mode…
11 2 1303 12 mcc binary 0.178 10 0.0925 Preprocessor1_Mode…
12 2 1245 16 mcc binary 0.177 10 0.0952 Preprocessor1_Mode…
13 2 536 10 mcc binary 0.177 10 0.0924 Preprocessor1_Mode…
14 2 421 10 mcc binary 0.175 10 0.0918 Preprocessor1_Mode…
15 2 474 9 mcc binary 0.175 10 0.0892 Preprocessor1_Mode…
16 2 1377 3 mcc binary 0.174 10 0.0893 Preprocessor1_Mode…
17 2 1487 6 mcc binary 0.174 10 0.0893 Preprocessor1_Mode…
18 2 402 7 mcc binary 0.174 10 0.0890 Preprocessor1_Mode…
19 2 814 20 mcc binary 0.174 10 0.0970 Preprocessor1_Mode…
20 2 825 12 mcc binary 0.174 10 0.0918 Preprocessor1_Mode…
21 2 483 16 mcc binary 0.174 10 0.0918 Preprocessor1_Mode…
22 2 703 14 mcc binary 0.174 10 0.0918 Preprocessor1_Mode…
23 2 465 15 mcc binary 0.174 10 0.0928 Preprocessor1_Mode…
24 2 1465 11 mcc binary 0.173 10 0.0829 Preprocessor1_Mode…
25 2 933 10 mcc binary 0.173 10 0.0899 Preprocessor1_Mode…
26 2 868 9 mcc binary 0.173 10 0.0899 Preprocessor1_Mode…
27 2 753 11 mcc binary 0.173 10 0.0899 Preprocessor1_Mode…
28 2 1425 11 mcc binary 0.173 10 0.0899 Preprocessor1_Mode…
29 2 1327 11 mcc binary 0.173 10 0.0899 Preprocessor1_Mode…
30 2 1444 7 mcc binary 0.173 10 0.0899 Preprocessor1_Mode…
31 2 930 9 mcc binary 0.173 10 0.0899 Preprocessor1_Mode…
32 2 755 9 mcc binary 0.173 10 0.0899 Preprocessor1_Mode…
33 2 975 12 mcc binary 0.173 10 0.0917 Preprocessor1_Mode…
34 2 1359 3 mcc binary 0.172 10 0.0900 Preprocessor1_Mode…
35 2 695 2 mcc binary 0.172 10 0.0900 Preprocessor1_Mode…
36 2 920 3 mcc binary 0.172 10 0.0900 Preprocessor1_Mode…
37 2 934 4 mcc binary 0.172 10 0.0900 Preprocessor1_Mode…
38 3 524 22 mcc binary 0.172 10 0.108 Preprocessor1_Mode…
39 2 928 13 mcc binary 0.172 10 0.0806 Preprocessor1_Mode…
40 2 462 33 mcc binary 0.172 10 0.0892 Preprocessor1_Mode…
41 2 1412 11 mcc binary 0.171 10 0.0906 Preprocessor1_Mode…
42 2 527 7 mcc binary 0.171 10 0.0897 Preprocessor1_Mode…
43 2 878 12 mcc binary 0.171 10 0.0805 Preprocessor1_Mode…
44 2 870 11 mcc binary 0.171 10 0.0805 Preprocessor1_Mode…
45 2 1041 10 mcc binary 0.171 10 0.0895 Preprocessor1_Mode…
46 2 1431 12 mcc binary 0.170 10 0.0814 Preprocessor1_Mode…
47 2 1368 15 mcc binary 0.170 10 0.0815 Preprocessor1_Mode…
48 2 865 14 mcc binary 0.170 10 0.0815 Preprocessor1_Mode…
49 3 635 14 mcc binary 0.170 10 0.106 Preprocessor1_Mode…
50 2 796 40 mcc binary 0.169 10 0.0937 Preprocessor1_Mode…
51 2 494 15 mcc binary 0.169 10 0.0922 Preprocessor1_Mode…
52 2 678 20 mcc binary 0.169 10 0.0934 Preprocessor1_Mode…
53 2 1113 25 mcc binary 0.169 10 0.0946 Preprocessor1_Mode…
54 2 756 5 mcc binary 0.168 10 0.0902 Preprocessor1_Mode…
55 2 909 8 mcc binary 0.168 10 0.0902 Preprocessor1_Mode…
56 2 756 3 mcc binary 0.168 10 0.0902 Preprocessor1_Mode…
57 2 594 9 mcc binary 0.168 10 0.0902 Preprocessor1_Mode…
58 2 1259 6 mcc binary 0.168 10 0.0902 Preprocessor1_Mode…
59 2 1093 4 mcc binary 0.168 10 0.0902 Preprocessor1_Mode…
60 2 1188 6 mcc binary 0.168 10 0.0920 Preprocessor1_Mode…
61 2 603 21 mcc binary 0.167 10 0.0952 Preprocessor1_Mode…
62 2 561 10 mcc binary 0.167 10 0.0899 Preprocessor1_Mode…
63 2 1449 7 mcc binary 0.167 10 0.0899 Preprocessor1_Mode…
64 2 430 6 mcc binary 0.167 10 0.0899 Preprocessor1_Mode…
65 2 1067 15 mcc binary 0.167 10 0.0824 Preprocessor1_Mode…
66 2 814 18 mcc binary 0.167 10 0.0825 Preprocessor1_Mode…
67 2 968 4 mcc binary 0.166 10 0.0900 Preprocessor1_Mode…
68 2 1074 2 mcc binary 0.166 10 0.0900 Preprocessor1_Mode…
69 3 567 24 mcc binary 0.166 10 0.108 Preprocessor1_Mode…
70 2 1008 11 mcc binary 0.165 10 0.0898 Preprocessor1_Mode…
71 2 508 33 mcc binary 0.165 10 0.0950 Preprocessor1_Mode…
72 2 1468 10 mcc binary 0.165 10 0.0784 Preprocessor1_Mode…
73 2 1175 11 mcc binary 0.165 10 0.0784 Preprocessor1_Mode…
74 2 917 10 mcc binary 0.165 10 0.0784 Preprocessor1_Mode…
75 2 483 10 mcc binary 0.165 10 0.0907 Preprocessor1_Mode…
76 3 1037 8 mcc binary 0.165 10 0.0914 Preprocessor1_Mode…
77 3 780 7 mcc binary 0.164 10 0.0903 Preprocessor1_Mode…
78 2 836 10 mcc binary 0.163 10 0.0923 Preprocessor1_Mode…
79 2 911 13 mcc binary 0.163 10 0.0800 Preprocessor1_Mode…
80 2 1363 13 mcc binary 0.163 10 0.0796 Preprocessor1_Mode…
81 2 1062 14 mcc binary 0.163 10 0.0796 Preprocessor1_Mode…
82 2 1091 14 mcc binary 0.163 10 0.0796 Preprocessor1_Mode…
83 2 916 15 mcc binary 0.163 10 0.0796 Preprocessor1_Mode…
84 2 1276 14 mcc binary 0.163 10 0.0796 Preprocessor1_Mode…
85 2 751 14 mcc binary 0.163 10 0.0796 Preprocessor1_Mode…
86 2 1346 12 mcc binary 0.163 10 0.0796 Preprocessor1_Mode…
87 2 1256 16 mcc binary 0.163 10 0.0796 Preprocessor1_Mode…
88 2 703 11 mcc binary 0.163 10 0.0792 Preprocessor1_Mode…
89 3 1300 4 mcc binary 0.163 10 0.0891 Preprocessor1_Mode…
90 3 1173 6 mcc binary 0.163 10 0.0891 Preprocessor1_Mode…
91 3 466 12 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
92 3 1092 11 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
93 3 841 11 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
94 3 1147 11 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
95 3 921 8 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
96 3 560 13 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
97 3 1179 8 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
98 3 900 10 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
99 3 1378 12 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
100 3 1491 14 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
101 3 982 11 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
102 3 995 11 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
103 3 909 9 mcc binary 0.163 10 0.0882 Preprocessor1_Mode…
104 2 561 17 mcc binary 0.163 10 0.0816 Preprocessor1_Mode…
105 2 1410 5 mcc binary 0.162 10 0.0902 Preprocessor1_Mode…
106 2 533 2 mcc binary 0.162 10 0.0902 Preprocessor1_Mode…
107 2 1020 5 mcc binary 0.162 10 0.0902 Preprocessor1_Mode…
108 3 1421 24 mcc binary 0.162 10 0.0914 Preprocessor1_Mode…
109 2 668 20 mcc binary 0.162 10 0.0795 Preprocessor1_Mode…
110 2 1280 18 mcc binary 0.162 10 0.0828 Preprocessor1_Mode…
111 3 750 27 mcc binary 0.162 10 0.0930 Preprocessor1_Mode…
112 3 796 28 mcc binary 0.162 10 0.0963 Preprocessor1_Mode…
113 3 947 28 mcc binary 0.162 10 0.0963 Preprocessor1_Mode…
114 2 560 8 mcc binary 0.162 10 0.0795 Preprocessor1_Mode…
115 2 1140 3 mcc binary 0.161 10 0.0903 Preprocessor1_Mode…
116 2 767 14 mcc binary 0.161 10 0.0805 Preprocessor1_Mode…
117 2 970 16 mcc binary 0.161 10 0.0805 Preprocessor1_Mode…
118 2 969 14 mcc binary 0.161 10 0.0805 Preprocessor1_Mode…
119 2 459 14 mcc binary 0.161 10 0.0805 Preprocessor1_Mode…
120 2 714 17 mcc binary 0.161 10 0.0805 Preprocessor1_Mode…
121 3 1159 8 mcc binary 0.161 10 0.0898 Preprocessor1_Mode…
122 3 1466 9 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
123 3 817 10 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
124 3 623 10 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
125 3 1012 10 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
126 3 1006 7 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
127 3 1234 10 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
128 3 1094 12 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
129 3 1275 9 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
130 3 1325 11 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
131 3 1419 9 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
132 3 1379 13 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
133 3 1043 16 mcc binary 0.161 10 0.0889 Preprocessor1_Mode…
134 2 965 17 mcc binary 0.161 10 0.0824 Preprocessor1_Mode…
135 2 1337 19 mcc binary 0.161 10 0.0824 Preprocessor1_Mode…
136 3 902 16 mcc binary 0.160 10 0.0877 Preprocessor1_Mode…
137 3 1070 25 mcc binary 0.160 10 0.0921 Preprocessor1_Mode…
138 3 851 6 mcc binary 0.160 10 0.0890 Preprocessor1_Mode…
139 3 712 2 mcc binary 0.160 10 0.0890 Preprocessor1_Mode…
140 2 1411 13 mcc binary 0.159 10 0.0803 Preprocessor1_Mode…
141 2 605 15 mcc binary 0.159 10 0.0803 Preprocessor1_Mode…
142 3 1346 22 mcc binary 0.159 10 0.0907 Preprocessor1_Mode…
143 3 486 12 mcc binary 0.159 10 0.0896 Preprocessor1_Mode…
144 2 719 17 mcc binary 0.159 10 0.0812 Preprocessor1_Mode…
145 2 407 2 mcc binary 0.159 10 0.0803 Preprocessor1_Mode…
146 3 836 14 mcc binary 0.159 10 0.0896 Preprocessor1_Mode…
147 3 920 15 mcc binary 0.159 10 0.0896 Preprocessor1_Mode…
148 3 805 18 mcc binary 0.159 10 0.0896 Preprocessor1_Mode…
149 3 789 3 mcc binary 0.159 10 0.0896 Preprocessor1_Mode…
150 3 723 6 mcc binary 0.159 10 0.103 Preprocessor1_Mode…
151 3 863 19 mcc binary 0.158 10 0.0884 Preprocessor1_Mode…
152 2 1408 14 mcc binary 0.158 10 0.0799 Preprocessor1_Mode…
153 3 1290 33 mcc binary 0.158 10 0.108 Preprocessor1_Mode…
154 3 400 11 mcc binary 0.158 10 0.0885 Preprocessor1_Mode…
155 3 806 7 mcc binary 0.158 10 0.0885 Preprocessor1_Mode…
156 3 1222 2 mcc binary 0.158 10 0.0885 Preprocessor1_Mode…
157 3 1418 4 mcc binary 0.158 10 0.0885 Preprocessor1_Mode…
158 3 414 4 mcc binary 0.158 10 0.0885 Preprocessor1_Mode…
159 3 625 2 mcc binary 0.158 10 0.0885 Preprocessor1_Mode…
160 3 904 2 mcc binary 0.158 10 0.0885 Preprocessor1_Mode…
161 3 958 3 mcc binary 0.158 10 0.0885 Preprocessor1_Mode…
162 2 1397 28 mcc binary 0.158 10 0.0946 Preprocessor1_Mode…
163 2 1229 33 mcc binary 0.158 10 0.0967 Preprocessor1_Mode…
164 3 1067 23 mcc binary 0.158 10 0.0905 Preprocessor1_Mode…
165 3 1014 24 mcc binary 0.158 10 0.0905 Preprocessor1_Mode…
166 3 453 20 mcc binary 0.157 10 0.0902 Preprocessor1_Mode…
167 3 1495 21 mcc binary 0.157 10 0.0902 Preprocessor1_Mode…
168 3 978 30 mcc binary 0.157 10 0.0926 Preprocessor1_Mode…
169 3 1057 24 mcc binary 0.157 10 0.0926 Preprocessor1_Mode…
170 3 799 27 mcc binary 0.157 10 0.0926 Preprocessor1_Mode…
171 2 596 5 mcc binary 0.157 10 0.0797 Preprocessor1_Mode…
172 2 845 5 mcc binary 0.157 10 0.0797 Preprocessor1_Mode…
173 3 842 18 mcc binary 0.157 10 0.0903 Preprocessor1_Mode…
174 3 614 16 mcc binary 0.157 10 0.0903 Preprocessor1_Mode…
175 3 1482 18 mcc binary 0.157 10 0.0903 Preprocessor1_Mode…
176 2 1188 14 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
177 2 1123 16 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
178 2 1458 16 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
179 2 709 13 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
180 2 901 15 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
181 2 548 19 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
182 2 762 14 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
183 2 627 15 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
184 2 708 16 mcc binary 0.157 10 0.0796 Preprocessor1_Mode…
185 2 556 4 mcc binary 0.157 10 0.0890 Preprocessor1_Mode…
186 3 761 15 mcc binary 0.157 10 0.0881 Preprocessor1_Mode…
187 3 1282 14 mcc binary 0.157 10 0.0881 Preprocessor1_Mode…
188 3 1450 15 mcc binary 0.157 10 0.0881 Preprocessor1_Mode…
189 3 651 13 mcc binary 0.157 10 0.0881 Preprocessor1_Mode…
190 3 504 25 mcc binary 0.156 10 0.0903 Preprocessor1_Mode…
191 3 1085 27 mcc binary 0.156 10 0.0953 Preprocessor1_Mode…
192 3 1180 6 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…
193 3 667 8 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…
194 3 1295 17 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…
195 3 615 4 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…
196 3 1231 11 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…
197 3 1301 9 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…
198 3 1436 7 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…
199 3 939 14 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…
200 3 1063 5 mcc binary 0.156 10 0.0891 Preprocessor1_Mode…ROSE - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 514 40 roc_auc binary 0.690 10 0.0603 Preprocessor1_Mode…
2 2 1110 40 roc_auc binary 0.689 10 0.0629 Preprocessor1_Mode…
3 2 857 39 roc_auc binary 0.689 10 0.0633 Preprocessor1_Mode…
4 2 1157 40 roc_auc binary 0.689 10 0.0641 Preprocessor1_Mode…
5 2 1108 35 roc_auc binary 0.689 10 0.0637 Preprocessor1_Mode…
6 2 547 39 roc_auc binary 0.688 10 0.0641 Preprocessor1_Mode…
7 2 877 39 roc_auc binary 0.688 10 0.0630 Preprocessor1_Mode…
8 2 471 31 roc_auc binary 0.688 10 0.0622 Preprocessor1_Mode…
9 2 1445 35 roc_auc binary 0.688 10 0.0631 Preprocessor1_Mode…
10 2 1215 33 roc_auc binary 0.688 10 0.0621 Preprocessor1_Mode…
11 2 1085 39 roc_auc binary 0.687 10 0.0616 Preprocessor1_Mode…
12 2 1245 35 roc_auc binary 0.687 10 0.0617 Preprocessor1_Mode…
13 2 1404 34 roc_auc binary 0.687 10 0.0638 Preprocessor1_Mode…
14 2 1013 39 roc_auc binary 0.686 10 0.0625 Preprocessor1_Mode…
15 2 1166 37 roc_auc binary 0.686 10 0.0625 Preprocessor1_Mode…
16 2 725 40 roc_auc binary 0.686 10 0.0648 Preprocessor1_Mode…
17 2 1158 39 roc_auc binary 0.686 10 0.0631 Preprocessor1_Mode…
18 2 1338 38 roc_auc binary 0.686 10 0.0637 Preprocessor1_Mode…
19 2 1192 39 roc_auc binary 0.686 10 0.0639 Preprocessor1_Mode…
20 2 1439 36 roc_auc binary 0.685 10 0.0618 Preprocessor1_Mode…
21 2 922 30 roc_auc binary 0.685 10 0.0643 Preprocessor1_Mode…
22 2 1165 39 roc_auc binary 0.685 10 0.0620 Preprocessor1_Mode…
23 2 693 37 roc_auc binary 0.685 10 0.0619 Preprocessor1_Mode…
24 2 886 37 roc_auc binary 0.685 10 0.0628 Preprocessor1_Mode…
25 2 859 38 roc_auc binary 0.685 10 0.0622 Preprocessor1_Mode…
26 2 836 40 roc_auc binary 0.685 10 0.0638 Preprocessor1_Mode…
27 2 1061 39 roc_auc binary 0.685 10 0.0628 Preprocessor1_Mode…
28 2 469 39 roc_auc binary 0.684 10 0.0624 Preprocessor1_Mode…
29 2 565 38 roc_auc binary 0.684 10 0.0638 Preprocessor1_Mode…
30 2 1113 33 roc_auc binary 0.684 10 0.0620 Preprocessor1_Mode…
31 2 1256 29 roc_auc binary 0.684 10 0.0621 Preprocessor1_Mode…
32 2 657 40 roc_auc binary 0.684 10 0.0634 Preprocessor1_Mode…
33 2 1225 39 roc_auc binary 0.684 10 0.0641 Preprocessor1_Mode…
34 2 1490 40 roc_auc binary 0.684 10 0.0630 Preprocessor1_Mode…
35 2 432 38 roc_auc binary 0.684 10 0.0618 Preprocessor1_Mode…
36 2 1055 40 roc_auc binary 0.684 10 0.0646 Preprocessor1_Mode…
37 2 853 26 roc_auc binary 0.683 10 0.0625 Preprocessor1_Mode…
38 2 1409 40 roc_auc binary 0.683 10 0.0633 Preprocessor1_Mode…
39 2 1392 40 roc_auc binary 0.683 10 0.0640 Preprocessor1_Mode…
40 2 409 34 roc_auc binary 0.683 10 0.0640 Preprocessor1_Mode…
41 2 718 29 roc_auc binary 0.683 10 0.0612 Preprocessor1_Mode…
42 2 1376 28 roc_auc binary 0.683 10 0.0617 Preprocessor1_Mode…
43 2 625 35 roc_auc binary 0.683 10 0.0629 Preprocessor1_Mode…
44 2 1346 40 roc_auc binary 0.683 10 0.0641 Preprocessor1_Mode…
45 2 1300 36 roc_auc binary 0.683 10 0.0633 Preprocessor1_Mode…
46 2 1084 33 roc_auc binary 0.683 10 0.0637 Preprocessor1_Mode…
47 2 476 33 roc_auc binary 0.683 10 0.0605 Preprocessor1_Mode…
48 2 1184 33 roc_auc binary 0.683 10 0.0624 Preprocessor1_Mode…
49 2 1213 37 roc_auc binary 0.683 10 0.0626 Preprocessor1_Mode…
50 2 1373 30 roc_auc binary 0.683 10 0.0632 Preprocessor1_Mode…
51 2 722 38 roc_auc binary 0.683 10 0.0638 Preprocessor1_Mode…
52 2 1147 29 roc_auc binary 0.683 10 0.0616 Preprocessor1_Mode…
53 2 625 30 roc_auc binary 0.683 10 0.0609 Preprocessor1_Mode…
54 3 933 40 roc_auc binary 0.682 10 0.0632 Preprocessor1_Mode…
55 2 1130 39 roc_auc binary 0.682 10 0.0649 Preprocessor1_Mode…
56 2 1492 33 roc_auc binary 0.682 10 0.0633 Preprocessor1_Mode…
57 2 813 20 roc_auc binary 0.682 10 0.0596 Preprocessor1_Mode…
58 2 610 24 roc_auc binary 0.682 10 0.0606 Preprocessor1_Mode…
59 2 541 37 roc_auc binary 0.682 10 0.0619 Preprocessor1_Mode…
60 2 1386 32 roc_auc binary 0.682 10 0.0615 Preprocessor1_Mode…
61 2 834 36 roc_auc binary 0.682 10 0.0629 Preprocessor1_Mode…
62 2 925 31 roc_auc binary 0.682 10 0.0621 Preprocessor1_Mode…
63 2 437 30 roc_auc binary 0.682 10 0.0630 Preprocessor1_Mode…
64 2 500 29 roc_auc binary 0.682 10 0.0610 Preprocessor1_Mode…
65 2 969 39 roc_auc binary 0.682 10 0.0642 Preprocessor1_Mode…
66 2 1074 39 roc_auc binary 0.682 10 0.0634 Preprocessor1_Mode…
67 2 1335 33 roc_auc binary 0.682 10 0.0642 Preprocessor1_Mode…
68 2 1206 39 roc_auc binary 0.682 10 0.0644 Preprocessor1_Mode…
69 2 703 32 roc_auc binary 0.682 10 0.0631 Preprocessor1_Mode…
70 2 1328 33 roc_auc binary 0.682 10 0.0638 Preprocessor1_Mode…
71 2 1147 34 roc_auc binary 0.682 10 0.0637 Preprocessor1_Mode…
72 2 425 35 roc_auc binary 0.682 10 0.0645 Preprocessor1_Mode…
73 2 1068 26 roc_auc binary 0.682 10 0.0627 Preprocessor1_Mode…
74 2 675 36 roc_auc binary 0.682 10 0.0628 Preprocessor1_Mode…
75 2 502 23 roc_auc binary 0.682 10 0.0604 Preprocessor1_Mode…
76 2 1314 34 roc_auc binary 0.682 10 0.0633 Preprocessor1_Mode…
77 2 898 40 roc_auc binary 0.682 10 0.0630 Preprocessor1_Mode…
78 2 1453 40 roc_auc binary 0.682 10 0.0631 Preprocessor1_Mode…
79 2 843 36 roc_auc binary 0.681 10 0.0642 Preprocessor1_Mode…
80 2 1016 36 roc_auc binary 0.681 10 0.0645 Preprocessor1_Mode…
81 2 433 21 roc_auc binary 0.681 10 0.0587 Preprocessor1_Mode…
82 2 617 36 roc_auc binary 0.681 10 0.0622 Preprocessor1_Mode…
83 2 601 34 roc_auc binary 0.681 10 0.0644 Preprocessor1_Mode…
84 2 628 29 roc_auc binary 0.681 10 0.0628 Preprocessor1_Mode…
85 2 644 24 roc_auc binary 0.681 10 0.0616 Preprocessor1_Mode…
86 2 467 21 roc_auc binary 0.681 10 0.0624 Preprocessor1_Mode…
87 2 491 39 roc_auc binary 0.681 10 0.0621 Preprocessor1_Mode…
88 2 1052 34 roc_auc binary 0.681 10 0.0633 Preprocessor1_Mode…
89 2 1174 40 roc_auc binary 0.681 10 0.0647 Preprocessor1_Mode…
90 2 897 32 roc_auc binary 0.681 10 0.0629 Preprocessor1_Mode…
91 2 480 28 roc_auc binary 0.681 10 0.0609 Preprocessor1_Mode…
92 2 893 28 roc_auc binary 0.681 10 0.0609 Preprocessor1_Mode…
93 2 841 23 roc_auc binary 0.681 10 0.0610 Preprocessor1_Mode…
94 2 868 34 roc_auc binary 0.681 10 0.0627 Preprocessor1_Mode…
95 2 811 35 roc_auc binary 0.681 10 0.0627 Preprocessor1_Mode…
96 2 1151 34 roc_auc binary 0.681 10 0.0637 Preprocessor1_Mode…
97 2 926 36 roc_auc binary 0.681 10 0.0635 Preprocessor1_Mode…
98 2 741 31 roc_auc binary 0.680 10 0.0634 Preprocessor1_Mode…
99 2 1178 31 roc_auc binary 0.680 10 0.0627 Preprocessor1_Mode…
100 2 1104 31 roc_auc binary 0.680 10 0.0646 Preprocessor1_Mode…
101 2 542 26 roc_auc binary 0.680 10 0.0624 Preprocessor1_Mode…
102 3 1078 38 roc_auc binary 0.680 10 0.0613 Preprocessor1_Mode…
103 2 1259 26 roc_auc binary 0.680 10 0.0614 Preprocessor1_Mode…
104 2 889 32 roc_auc binary 0.680 10 0.0653 Preprocessor1_Mode…
105 2 437 23 roc_auc binary 0.680 10 0.0601 Preprocessor1_Mode…
106 2 1218 33 roc_auc binary 0.680 10 0.0636 Preprocessor1_Mode…
107 2 877 34 roc_auc binary 0.680 10 0.0638 Preprocessor1_Mode…
108 2 1044 39 roc_auc binary 0.680 10 0.0636 Preprocessor1_Mode…
109 2 665 34 roc_auc binary 0.680 10 0.0640 Preprocessor1_Mode…
110 2 845 27 roc_auc binary 0.680 10 0.0591 Preprocessor1_Mode…
111 2 1198 20 roc_auc binary 0.680 10 0.0602 Preprocessor1_Mode…
112 2 674 33 roc_auc binary 0.680 10 0.0602 Preprocessor1_Mode…
113 2 1058 26 roc_auc binary 0.680 10 0.0616 Preprocessor1_Mode…
114 2 998 29 roc_auc binary 0.680 10 0.0609 Preprocessor1_Mode…
115 2 614 27 roc_auc binary 0.680 10 0.0622 Preprocessor1_Mode…
116 2 1198 28 roc_auc binary 0.680 10 0.0624 Preprocessor1_Mode…
117 2 1109 35 roc_auc binary 0.680 10 0.0653 Preprocessor1_Mode…
118 2 805 30 roc_auc binary 0.680 10 0.0625 Preprocessor1_Mode…
119 2 1237 34 roc_auc binary 0.680 10 0.0625 Preprocessor1_Mode…
120 2 820 29 roc_auc binary 0.680 10 0.0626 Preprocessor1_Mode…
121 2 1099 38 roc_auc binary 0.680 10 0.0637 Preprocessor1_Mode…
122 2 1345 19 roc_auc binary 0.679 10 0.0603 Preprocessor1_Mode…
123 2 1320 26 roc_auc binary 0.679 10 0.0615 Preprocessor1_Mode…
124 3 592 32 roc_auc binary 0.679 10 0.0604 Preprocessor1_Mode…
125 3 944 39 roc_auc binary 0.679 10 0.0616 Preprocessor1_Mode…
126 2 736 33 roc_auc binary 0.679 10 0.0622 Preprocessor1_Mode…
127 2 991 28 roc_auc binary 0.679 10 0.0626 Preprocessor1_Mode…
128 2 765 28 roc_auc binary 0.679 10 0.0626 Preprocessor1_Mode…
129 2 1013 37 roc_auc binary 0.679 10 0.0647 Preprocessor1_Mode…
130 2 1074 23 roc_auc binary 0.679 10 0.0606 Preprocessor1_Mode…
131 2 828 38 roc_auc binary 0.679 10 0.0612 Preprocessor1_Mode…
132 2 553 35 roc_auc binary 0.679 10 0.0621 Preprocessor1_Mode…
133 2 1292 31 roc_auc binary 0.679 10 0.0624 Preprocessor1_Mode…
134 2 1148 39 roc_auc binary 0.679 10 0.0627 Preprocessor1_Mode…
135 2 1168 29 roc_auc binary 0.679 10 0.0644 Preprocessor1_Mode…
136 2 1294 35 roc_auc binary 0.679 10 0.0645 Preprocessor1_Mode…
137 3 580 40 roc_auc binary 0.679 10 0.0625 Preprocessor1_Mode…
138 2 714 18 roc_auc binary 0.679 10 0.0586 Preprocessor1_Mode…
139 2 864 21 roc_auc binary 0.679 10 0.0603 Preprocessor1_Mode…
140 3 662 39 roc_auc binary 0.679 10 0.0600 Preprocessor1_Mode…
141 3 1197 36 roc_auc binary 0.679 10 0.0610 Preprocessor1_Mode…
142 3 913 38 roc_auc binary 0.679 10 0.0614 Preprocessor1_Mode…
143 2 1006 33 roc_auc binary 0.679 10 0.0616 Preprocessor1_Mode…
144 2 1081 30 roc_auc binary 0.679 10 0.0614 Preprocessor1_Mode…
145 2 953 29 roc_auc binary 0.679 10 0.0640 Preprocessor1_Mode…
146 2 1128 31 roc_auc binary 0.679 10 0.0623 Preprocessor1_Mode…
147 2 769 25 roc_auc binary 0.679 10 0.0627 Preprocessor1_Mode…
148 2 1330 29 roc_auc binary 0.679 10 0.0623 Preprocessor1_Mode…
149 3 446 28 roc_auc binary 0.679 10 0.0582 Preprocessor1_Mode…
150 3 1129 36 roc_auc binary 0.679 10 0.0606 Preprocessor1_Mode…
151 2 1081 19 roc_auc binary 0.679 10 0.0620 Preprocessor1_Mode…
152 3 910 36 roc_auc binary 0.679 10 0.0613 Preprocessor1_Mode…
153 2 784 26 roc_auc binary 0.679 10 0.0605 Preprocessor1_Mode…
154 2 489 31 roc_auc binary 0.678 10 0.0628 Preprocessor1_Mode…
155 2 643 33 roc_auc binary 0.678 10 0.0618 Preprocessor1_Mode…
156 3 1168 40 roc_auc binary 0.678 10 0.0624 Preprocessor1_Mode…
157 2 1215 31 roc_auc binary 0.678 10 0.0622 Preprocessor1_Mode…
158 2 1342 34 roc_auc binary 0.678 10 0.0637 Preprocessor1_Mode…
159 2 1360 23 roc_auc binary 0.678 10 0.0627 Preprocessor1_Mode…
160 2 683 24 roc_auc binary 0.678 10 0.0624 Preprocessor1_Mode…
161 3 1026 33 roc_auc binary 0.678 10 0.0608 Preprocessor1_Mode…
162 3 637 40 roc_auc binary 0.678 10 0.0614 Preprocessor1_Mode…
163 3 1485 39 roc_auc binary 0.678 10 0.0604 Preprocessor1_Mode…
164 2 467 32 roc_auc binary 0.678 10 0.0637 Preprocessor1_Mode…
165 2 715 34 roc_auc binary 0.678 10 0.0627 Preprocessor1_Mode…
166 2 790 36 roc_auc binary 0.678 10 0.0615 Preprocessor1_Mode…
167 2 839 31 roc_auc binary 0.678 10 0.0631 Preprocessor1_Mode…
168 2 1161 37 roc_auc binary 0.678 10 0.0633 Preprocessor1_Mode…
169 2 869 27 roc_auc binary 0.678 10 0.0610 Preprocessor1_Mode…
170 3 402 31 roc_auc binary 0.678 10 0.0623 Preprocessor1_Mode…
171 2 1440 23 roc_auc binary 0.678 10 0.0623 Preprocessor1_Mode…
172 2 1251 30 roc_auc binary 0.678 10 0.0625 Preprocessor1_Mode…
173 2 830 34 roc_auc binary 0.678 10 0.0623 Preprocessor1_Mode…
174 2 1171 20 roc_auc binary 0.678 10 0.0619 Preprocessor1_Mode…
175 2 1007 36 roc_auc binary 0.678 10 0.0634 Preprocessor1_Mode…
176 2 451 11 roc_auc binary 0.678 10 0.0587 Preprocessor1_Mode…
177 2 1005 24 roc_auc binary 0.678 10 0.0600 Preprocessor1_Mode…
178 2 819 24 roc_auc binary 0.678 10 0.0620 Preprocessor1_Mode…
179 2 616 19 roc_auc binary 0.678 10 0.0596 Preprocessor1_Mode…
180 2 1107 30 roc_auc binary 0.678 10 0.0626 Preprocessor1_Mode…
181 2 964 26 roc_auc binary 0.678 10 0.0623 Preprocessor1_Mode…
182 2 1134 26 roc_auc binary 0.678 10 0.0615 Preprocessor1_Mode…
183 3 574 39 roc_auc binary 0.678 10 0.0630 Preprocessor1_Mode…
184 2 1251 33 roc_auc binary 0.677 10 0.0640 Preprocessor1_Mode…
185 2 402 39 roc_auc binary 0.677 10 0.0641 Preprocessor1_Mode…
186 2 561 19 roc_auc binary 0.677 10 0.0595 Preprocessor1_Mode…
187 2 856 30 roc_auc binary 0.677 10 0.0619 Preprocessor1_Mode…
188 3 414 39 roc_auc binary 0.677 10 0.0605 Preprocessor1_Mode…
189 2 728 19 roc_auc binary 0.677 10 0.0605 Preprocessor1_Mode…
190 3 1363 40 roc_auc binary 0.677 10 0.0620 Preprocessor1_Mode…
191 2 788 24 roc_auc binary 0.677 10 0.0611 Preprocessor1_Mode…
192 2 1141 22 roc_auc binary 0.677 10 0.0626 Preprocessor1_Mode…
193 3 1045 39 roc_auc binary 0.677 10 0.0613 Preprocessor1_Mode…
194 2 801 20 roc_auc binary 0.677 10 0.0615 Preprocessor1_Mode…
195 3 694 33 roc_auc binary 0.677 10 0.0615 Preprocessor1_Mode…
196 3 441 38 roc_auc binary 0.677 10 0.0598 Preprocessor1_Mode…
197 3 518 39 roc_auc binary 0.677 10 0.0623 Preprocessor1_Mode…
198 2 871 31 roc_auc binary 0.677 10 0.0617 Preprocessor1_Mode…
199 2 651 37 roc_auc binary 0.677 10 0.0639 Preprocessor1_Mode…
200 2 785 31 roc_auc binary 0.677 10 0.0630 Preprocessor1_Mode…200 najboljih modela za mcc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 2 898 40 mcc binary 0.193 10 0.0664 Preprocessor1_Mode…
2 2 403 36 mcc binary 0.189 10 0.0642 Preprocessor1_Mode…
3 3 1243 39 mcc binary 0.180 10 0.0782 Preprocessor1_Mode…
4 3 1407 40 mcc binary 0.174 10 0.0777 Preprocessor1_Mode…
5 2 1192 39 mcc binary 0.173 10 0.0768 Preprocessor1_Mode…
6 2 1130 39 mcc binary 0.173 10 0.0775 Preprocessor1_Mode…
7 3 702 35 mcc binary 0.172 10 0.0777 Preprocessor1_Mode…
8 2 859 38 mcc binary 0.172 10 0.0762 Preprocessor1_Mode…
9 2 514 40 mcc binary 0.172 10 0.0768 Preprocessor1_Mode…
10 3 1284 11 mcc binary 0.171 10 0.0780 Preprocessor1_Mode…
11 3 683 19 mcc binary 0.171 10 0.0780 Preprocessor1_Mode…
12 3 899 15 mcc binary 0.171 10 0.0780 Preprocessor1_Mode…
13 3 1436 9 mcc binary 0.171 10 0.0780 Preprocessor1_Mode…
14 3 549 13 mcc binary 0.171 10 0.0780 Preprocessor1_Mode…
15 2 437 33 mcc binary 0.171 10 0.0640 Preprocessor1_Mode…
16 3 1031 11 mcc binary 0.171 10 0.0801 Preprocessor1_Mode…
17 3 1315 12 mcc binary 0.170 10 0.0801 Preprocessor1_Mode…
18 2 1085 39 mcc binary 0.170 10 0.0782 Preprocessor1_Mode…
19 2 725 40 mcc binary 0.170 10 0.0780 Preprocessor1_Mode…
20 3 574 39 mcc binary 0.170 10 0.0770 Preprocessor1_Mode…
21 2 1157 40 mcc binary 0.170 10 0.0759 Preprocessor1_Mode…
22 2 836 40 mcc binary 0.170 10 0.0769 Preprocessor1_Mode…
23 2 1213 37 mcc binary 0.169 10 0.0775 Preprocessor1_Mode…
24 3 1356 38 mcc binary 0.169 10 0.0765 Preprocessor1_Mode…
25 2 432 38 mcc binary 0.169 10 0.0766 Preprocessor1_Mode…
26 3 481 18 mcc binary 0.169 10 0.0786 Preprocessor1_Mode…
27 3 421 40 mcc binary 0.169 10 0.0769 Preprocessor1_Mode…
28 2 1300 36 mcc binary 0.169 10 0.0764 Preprocessor1_Mode…
29 2 877 39 mcc binary 0.169 10 0.0764 Preprocessor1_Mode…
30 3 990 12 mcc binary 0.169 10 0.0784 Preprocessor1_Mode…
31 3 1087 22 mcc binary 0.169 10 0.0778 Preprocessor1_Mode…
32 3 1317 13 mcc binary 0.169 10 0.0784 Preprocessor1_Mode…
33 3 1332 10 mcc binary 0.169 10 0.0784 Preprocessor1_Mode…
34 3 476 10 mcc binary 0.168 10 0.0808 Preprocessor1_Mode…
35 3 719 15 mcc binary 0.168 10 0.0774 Preprocessor1_Mode…
36 3 512 13 mcc binary 0.168 10 0.0807 Preprocessor1_Mode…
37 3 1099 12 mcc binary 0.168 10 0.0805 Preprocessor1_Mode…
38 2 1166 37 mcc binary 0.168 10 0.0786 Preprocessor1_Mode…
39 2 969 39 mcc binary 0.168 10 0.0778 Preprocessor1_Mode…
40 2 1013 37 mcc binary 0.168 10 0.0778 Preprocessor1_Mode…
41 2 547 39 mcc binary 0.168 10 0.0778 Preprocessor1_Mode…
42 3 1464 14 mcc binary 0.167 10 0.0771 Preprocessor1_Mode…
43 3 1111 19 mcc binary 0.167 10 0.0771 Preprocessor1_Mode…
44 3 589 10 mcc binary 0.167 10 0.0771 Preprocessor1_Mode…
45 3 1111 16 mcc binary 0.167 10 0.0771 Preprocessor1_Mode…
46 3 1142 18 mcc binary 0.167 10 0.0771 Preprocessor1_Mode…
47 2 657 40 mcc binary 0.167 10 0.0778 Preprocessor1_Mode…
48 2 736 33 mcc binary 0.167 10 0.0775 Preprocessor1_Mode…
49 2 1453 40 mcc binary 0.167 10 0.0775 Preprocessor1_Mode…
50 3 1258 15 mcc binary 0.167 10 0.0794 Preprocessor1_Mode…
51 3 970 5 mcc binary 0.166 10 0.0777 Preprocessor1_Mode…
52 3 1236 23 mcc binary 0.166 10 0.0764 Preprocessor1_Mode…
53 3 618 16 mcc binary 0.166 10 0.0788 Preprocessor1_Mode…
54 3 1132 12 mcc binary 0.166 10 0.0788 Preprocessor1_Mode…
55 3 1366 16 mcc binary 0.166 10 0.0788 Preprocessor1_Mode…
56 3 416 7 mcc binary 0.166 10 0.0788 Preprocessor1_Mode…
57 2 1406 9 mcc binary 0.166 10 0.0788 Preprocessor1_Mode…
58 3 585 18 mcc binary 0.166 10 0.0788 Preprocessor1_Mode…
59 2 728 19 mcc binary 0.166 10 0.0782 Preprocessor1_Mode…
60 3 1257 17 mcc binary 0.166 10 0.0782 Preprocessor1_Mode…
61 3 1297 19 mcc binary 0.166 10 0.0782 Preprocessor1_Mode…
62 3 614 18 mcc binary 0.166 10 0.0782 Preprocessor1_Mode…
63 3 638 17 mcc binary 0.166 10 0.0782 Preprocessor1_Mode…
64 3 1210 16 mcc binary 0.166 10 0.0782 Preprocessor1_Mode…
65 3 716 16 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
66 3 1381 15 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
67 3 590 11 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
68 3 1334 17 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
69 2 1346 40 mcc binary 0.165 10 0.0782 Preprocessor1_Mode…
70 3 428 37 mcc binary 0.165 10 0.0753 Preprocessor1_Mode…
71 3 1192 25 mcc binary 0.165 10 0.0763 Preprocessor1_Mode…
72 3 1223 15 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
73 3 1151 13 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
74 3 737 13 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
75 3 1270 13 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
76 3 1374 13 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
77 3 872 17 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
78 3 718 23 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
79 3 862 14 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
80 3 720 15 mcc binary 0.165 10 0.0775 Preprocessor1_Mode…
81 2 714 18 mcc binary 0.164 10 0.0801 Preprocessor1_Mode…
82 2 1129 17 mcc binary 0.164 10 0.0766 Preprocessor1_Mode…
83 3 832 14 mcc binary 0.164 10 0.0765 Preprocessor1_Mode…
84 3 1399 19 mcc binary 0.164 10 0.0765 Preprocessor1_Mode…
85 3 630 27 mcc binary 0.164 10 0.0777 Preprocessor1_Mode…
86 2 922 7 mcc binary 0.163 10 0.0793 Preprocessor1_Mode…
87 2 1485 13 mcc binary 0.163 10 0.0784 Preprocessor1_Mode…
88 3 1000 22 mcc binary 0.163 10 0.0746 Preprocessor1_Mode…
89 3 1371 20 mcc binary 0.163 10 0.0786 Preprocessor1_Mode…
90 3 1288 21 mcc binary 0.163 10 0.0786 Preprocessor1_Mode…
91 3 576 16 mcc binary 0.163 10 0.0786 Preprocessor1_Mode…
92 3 1445 22 mcc binary 0.163 10 0.0786 Preprocessor1_Mode…
93 3 1167 18 mcc binary 0.163 10 0.0786 Preprocessor1_Mode…
94 2 1450 12 mcc binary 0.163 10 0.0812 Preprocessor1_Mode…
95 3 1236 21 mcc binary 0.163 10 0.0786 Preprocessor1_Mode…
96 3 682 15 mcc binary 0.163 10 0.0786 Preprocessor1_Mode…
97 3 1389 13 mcc binary 0.163 10 0.0786 Preprocessor1_Mode…
98 3 1395 16 mcc binary 0.163 10 0.0775 Preprocessor1_Mode…
99 3 807 18 mcc binary 0.163 10 0.0775 Preprocessor1_Mode…
100 2 1379 11 mcc binary 0.162 10 0.0782 Preprocessor1_Mode…
101 2 1335 11 mcc binary 0.162 10 0.0781 Preprocessor1_Mode…
102 3 734 15 mcc binary 0.162 10 0.0781 Preprocessor1_Mode…
103 3 849 15 mcc binary 0.162 10 0.0781 Preprocessor1_Mode…
104 2 691 40 mcc binary 0.162 10 0.0654 Preprocessor1_Mode…
105 3 1382 29 mcc binary 0.162 10 0.0758 Preprocessor1_Mode…
106 3 796 20 mcc binary 0.162 10 0.0779 Preprocessor1_Mode…
107 3 839 16 mcc binary 0.162 10 0.0779 Preprocessor1_Mode…
108 3 1181 14 mcc binary 0.162 10 0.0779 Preprocessor1_Mode…
109 3 1215 15 mcc binary 0.162 10 0.0779 Preprocessor1_Mode…
110 3 992 13 mcc binary 0.162 10 0.0779 Preprocessor1_Mode…
111 3 1091 17 mcc binary 0.162 10 0.0779 Preprocessor1_Mode…
112 2 1301 13 mcc binary 0.162 10 0.0805 Preprocessor1_Mode…
113 2 1146 9 mcc binary 0.162 10 0.0805 Preprocessor1_Mode…
114 2 933 15 mcc binary 0.162 10 0.0805 Preprocessor1_Mode…
115 3 1295 17 mcc binary 0.162 10 0.0769 Preprocessor1_Mode…
116 3 454 18 mcc binary 0.162 10 0.0779 Preprocessor1_Mode…
117 3 815 29 mcc binary 0.161 10 0.0757 Preprocessor1_Mode…
118 3 493 28 mcc binary 0.161 10 0.0757 Preprocessor1_Mode…
119 3 1486 26 mcc binary 0.161 10 0.0757 Preprocessor1_Mode…
120 3 1173 26 mcc binary 0.161 10 0.0757 Preprocessor1_Mode…
121 3 1007 18 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
122 3 1239 18 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
123 3 1159 16 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
124 3 747 20 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
125 2 947 11 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
126 3 997 15 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
127 3 719 14 mcc binary 0.161 10 0.0802 Preprocessor1_Mode…
128 2 512 13 mcc binary 0.161 10 0.0772 Preprocessor1_Mode…
129 2 811 35 mcc binary 0.161 10 0.0773 Preprocessor1_Mode…
130 2 1120 18 mcc binary 0.161 10 0.0795 Preprocessor1_Mode…
131 3 922 30 mcc binary 0.161 10 0.0747 Preprocessor1_Mode…
132 3 1356 34 mcc binary 0.161 10 0.0747 Preprocessor1_Mode…
133 3 585 34 mcc binary 0.161 10 0.0747 Preprocessor1_Mode…
134 3 1019 23 mcc binary 0.161 10 0.0760 Preprocessor1_Mode…
135 3 1441 18 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
136 3 1245 17 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
137 3 1313 13 mcc binary 0.161 10 0.0769 Preprocessor1_Mode…
138 2 1002 17 mcc binary 0.161 10 0.0783 Preprocessor1_Mode…
139 2 1437 10 mcc binary 0.161 10 0.0798 Preprocessor1_Mode…
140 2 724 13 mcc binary 0.161 10 0.0798 Preprocessor1_Mode…
141 3 1263 24 mcc binary 0.161 10 0.0750 Preprocessor1_Mode…
142 3 408 18 mcc binary 0.161 10 0.0792 Preprocessor1_Mode…
143 3 915 16 mcc binary 0.161 10 0.0797 Preprocessor1_Mode…
144 2 616 19 mcc binary 0.160 10 0.0782 Preprocessor1_Mode…
145 2 1298 18 mcc binary 0.160 10 0.0783 Preprocessor1_Mode…
146 3 881 21 mcc binary 0.160 10 0.0792 Preprocessor1_Mode…
147 2 930 12 mcc binary 0.160 10 0.0792 Preprocessor1_Mode…
148 3 636 22 mcc binary 0.160 10 0.0760 Preprocessor1_Mode…
149 3 794 20 mcc binary 0.160 10 0.0760 Preprocessor1_Mode…
150 2 1086 13 mcc binary 0.160 10 0.0790 Preprocessor1_Mode…
151 2 1011 15 mcc binary 0.160 10 0.0790 Preprocessor1_Mode…
152 3 797 21 mcc binary 0.160 10 0.0790 Preprocessor1_Mode…
153 3 985 16 mcc binary 0.160 10 0.0790 Preprocessor1_Mode…
154 3 494 8 mcc binary 0.160 10 0.0748 Preprocessor1_Mode…
155 3 850 21 mcc binary 0.160 10 0.0782 Preprocessor1_Mode…
156 3 430 20 mcc binary 0.160 10 0.0786 Preprocessor1_Mode…
157 3 1248 22 mcc binary 0.160 10 0.0779 Preprocessor1_Mode…
158 3 875 21 mcc binary 0.160 10 0.0779 Preprocessor1_Mode…
159 3 1086 17 mcc binary 0.160 10 0.0789 Preprocessor1_Mode…
160 3 991 21 mcc binary 0.160 10 0.0782 Preprocessor1_Mode…
161 3 459 20 mcc binary 0.160 10 0.0770 Preprocessor1_Mode…
162 3 913 38 mcc binary 0.160 10 0.0758 Preprocessor1_Mode…
163 3 1094 22 mcc binary 0.160 10 0.0779 Preprocessor1_Mode…
164 3 1295 25 mcc binary 0.160 10 0.0779 Preprocessor1_Mode…
165 3 1494 22 mcc binary 0.160 10 0.0779 Preprocessor1_Mode…
166 3 1484 17 mcc binary 0.160 10 0.0780 Preprocessor1_Mode…
167 3 939 37 mcc binary 0.160 10 0.0768 Preprocessor1_Mode…
168 2 1462 13 mcc binary 0.160 10 0.0786 Preprocessor1_Mode…
169 2 779 17 mcc binary 0.159 10 0.0805 Preprocessor1_Mode…
170 3 601 39 mcc binary 0.159 10 0.0759 Preprocessor1_Mode…
171 2 469 15 mcc binary 0.159 10 0.0809 Preprocessor1_Mode…
172 3 1206 12 mcc binary 0.159 10 0.0779 Preprocessor1_Mode…
173 3 1425 19 mcc binary 0.159 10 0.0779 Preprocessor1_Mode…
174 3 703 15 mcc binary 0.159 10 0.0779 Preprocessor1_Mode…
175 3 1204 12 mcc binary 0.159 10 0.0783 Preprocessor1_Mode…
176 2 902 17 mcc binary 0.159 10 0.0775 Preprocessor1_Mode…
177 3 525 16 mcc binary 0.159 10 0.0769 Preprocessor1_Mode…
178 3 610 23 mcc binary 0.159 10 0.0769 Preprocessor1_Mode…
179 3 884 24 mcc binary 0.159 10 0.0769 Preprocessor1_Mode…
180 2 990 14 mcc binary 0.159 10 0.0775 Preprocessor1_Mode…
181 2 681 13 mcc binary 0.159 10 0.0809 Preprocessor1_Mode…
182 3 965 25 mcc binary 0.159 10 0.0761 Preprocessor1_Mode…
183 3 1474 16 mcc binary 0.159 10 0.0773 Preprocessor1_Mode…
184 3 406 24 mcc binary 0.159 10 0.0770 Preprocessor1_Mode…
185 2 1170 17 mcc binary 0.159 10 0.0763 Preprocessor1_Mode…
186 3 840 38 mcc binary 0.159 10 0.0751 Preprocessor1_Mode…
187 3 941 31 mcc binary 0.159 10 0.0751 Preprocessor1_Mode…
188 3 1485 39 mcc binary 0.159 10 0.0751 Preprocessor1_Mode…
189 2 1002 18 mcc binary 0.159 10 0.0794 Preprocessor1_Mode…
190 3 657 20 mcc binary 0.159 10 0.0773 Preprocessor1_Mode…
191 3 943 15 mcc binary 0.159 10 0.0773 Preprocessor1_Mode…
192 3 734 20 mcc binary 0.158 10 0.0770 Preprocessor1_Mode…
193 2 1050 8 mcc binary 0.158 10 0.0803 Preprocessor1_Mode…
194 3 975 14 mcc binary 0.158 10 0.0773 Preprocessor1_Mode…
195 3 791 17 mcc binary 0.158 10 0.0773 Preprocessor1_Mode…
196 3 567 26 mcc binary 0.158 10 0.0760 Preprocessor1_Mode…
197 3 711 31 mcc binary 0.158 10 0.0760 Preprocessor1_Mode…
198 2 801 20 mcc binary 0.158 10 0.0760 Preprocessor1_Mode…
199 3 444 24 mcc binary 0.158 10 0.0760 Preprocessor1_Mode…
200 3 1302 28 mcc binary 0.158 10 0.0760 Preprocessor1_Mode…Težine 1 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.912 0.421
2 precision binary 0.430 0.16
3 spec binary 0.829 0.689
4 accuracy binary 0.839 0.656
5 f_meas binary 0.584 0.232
6 mcc binary 0.555 0.0772
7 kap binary 0.500 0.0646
8 roc_auc binary 0.958 0.569
9 mn_log_loss binary 0.380 0.619 Confusion matrix
Column 2
ROC curve
Gain curve
Težine 2 - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.965 0.579
2 precision binary 0.263 0.162
3 spec binary 0.618 0.578
4 accuracy binary 0.661 0.578
5 f_meas binary 0.414 0.253
6 mcc binary 0.386 0.104
7 kap binary 0.272 0.0743
8 roc_auc binary 0.960 0.592
9 mn_log_loss binary 0.531 0.667 Confusion matrix
Column 2
ROC curve
Gain curve
SMOTE - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.965 0.105
2 precision binary 0.932 0.133
3 spec binary 0.990 0.904
4 accuracy binary 0.987 0.805
5 f_meas binary 0.948 0.118
6 mcc binary 0.941 0.00995
7 kap binary 0.941 0.00986
8 roc_auc binary 0.985 0.536
9 mn_log_loss binary 0.168 0.476 Confusion matrix
Column 2
ROC curve
Gain curve
ROSE - efikasnost
Column 1
Metrike na testnom i trening skupu
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.667 0.579
2 precision binary 0.212 0.2
3 spec binary 0.650 0.674
4 accuracy binary 0.652 0.662
5 f_meas binary 0.322 0.297
6 mcc binary 0.214 0.174
7 kap binary 0.165 0.139
8 roc_auc binary 0.742 0.706
9 mn_log_loss binary 0.570 0.568Confusion matrix
Column 2
ROC curve
Gain curve
Važnost varijabli
Column 1
težine 1 (Gini)
težine 1 (permutacija)
Column 2
težine 2 (Gini)
težine 2 (permutacija)
Column 3
ROSE (Gini)
ROSE (permutacija)
Column 4
SMOTE (Gini)
SMOTE (permutacija)
