Aktivnosti
Distribucije pojedinih aktivnosti po akademskim godinama
Ostalo
Column 1
Oznake
- VID_1 - ukupni broj logova na video materijale vezane za prvi kolokvij
- VID_2 - ukupni broj logova na video materijale vezane za drugi kolokvij
- 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
1. model - opis i varijable
Column 1
1. model (binarni 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
Važnost prediktora (Gini)
Važnost prediktora (permutacija)
1. model - hiperparametri
Column 1
Testirani hiperparametri
Column 2
200 najboljih modela za roc_auc metriku
# A tibble: 200 × 9
mtry trees min_n .metric .estimator mean n std_err .config
<int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
1 3 505 27 roc_auc binary 0.746 10 0.0215 Preprocessor1_Mode…
2 3 614 37 roc_auc binary 0.746 10 0.0214 Preprocessor1_Mode…
3 3 593 23 roc_auc binary 0.745 10 0.0228 Preprocessor1_Mode…
4 3 653 34 roc_auc binary 0.745 10 0.0225 Preprocessor1_Mode…
5 3 763 36 roc_auc binary 0.745 10 0.0228 Preprocessor1_Mode…
6 3 421 39 roc_auc binary 0.744 10 0.0229 Preprocessor1_Mode…
7 3 969 38 roc_auc binary 0.744 10 0.0227 Preprocessor1_Mode…
8 3 1487 36 roc_auc binary 0.744 10 0.0224 Preprocessor1_Mode…
9 2 604 31 roc_auc binary 0.744 10 0.0234 Preprocessor1_Mode…
10 3 546 35 roc_auc binary 0.744 10 0.0230 Preprocessor1_Mode…
11 3 859 28 roc_auc binary 0.744 10 0.0220 Preprocessor1_Mode…
12 3 1309 24 roc_auc binary 0.744 10 0.0230 Preprocessor1_Mode…
13 3 416 26 roc_auc binary 0.744 10 0.0222 Preprocessor1_Mode…
14 3 816 29 roc_auc binary 0.743 10 0.0213 Preprocessor1_Mode…
15 3 1414 35 roc_auc binary 0.743 10 0.0225 Preprocessor1_Mode…
16 3 531 38 roc_auc binary 0.743 10 0.0234 Preprocessor1_Mode…
17 3 945 38 roc_auc binary 0.743 10 0.0226 Preprocessor1_Mode…
18 3 1046 38 roc_auc binary 0.743 10 0.0222 Preprocessor1_Mode…
19 3 593 40 roc_auc binary 0.743 10 0.0218 Preprocessor1_Mode…
20 3 673 25 roc_auc binary 0.743 10 0.0228 Preprocessor1_Mode…
21 3 561 21 roc_auc binary 0.743 10 0.0227 Preprocessor1_Mode…
22 3 726 37 roc_auc binary 0.742 10 0.0231 Preprocessor1_Mode…
23 3 1006 24 roc_auc binary 0.742 10 0.0226 Preprocessor1_Mode…
24 2 566 38 roc_auc binary 0.742 10 0.0237 Preprocessor1_Mode…
25 3 1208 38 roc_auc binary 0.742 10 0.0229 Preprocessor1_Mode…
26 3 1086 35 roc_auc binary 0.742 10 0.0217 Preprocessor1_Mode…
27 2 612 30 roc_auc binary 0.742 10 0.0229 Preprocessor1_Mode…
28 3 508 33 roc_auc binary 0.742 10 0.0216 Preprocessor1_Mode…
29 3 556 25 roc_auc binary 0.742 10 0.0218 Preprocessor1_Mode…
30 3 1161 38 roc_auc binary 0.742 10 0.0224 Preprocessor1_Mode…
31 3 714 40 roc_auc binary 0.742 10 0.0217 Preprocessor1_Mode…
32 3 758 28 roc_auc binary 0.742 10 0.0223 Preprocessor1_Mode…
33 3 832 29 roc_auc binary 0.742 10 0.0221 Preprocessor1_Mode…
34 3 657 37 roc_auc binary 0.742 10 0.0227 Preprocessor1_Mode…
35 3 661 23 roc_auc binary 0.742 10 0.0233 Preprocessor1_Mode…
36 3 514 36 roc_auc binary 0.742 10 0.0235 Preprocessor1_Mode…
37 3 1471 39 roc_auc binary 0.742 10 0.0235 Preprocessor1_Mode…
38 3 410 39 roc_auc binary 0.742 10 0.0221 Preprocessor1_Mode…
39 3 1128 32 roc_auc binary 0.742 10 0.0227 Preprocessor1_Mode…
40 3 631 38 roc_auc binary 0.742 10 0.0221 Preprocessor1_Mode…
41 3 1227 25 roc_auc binary 0.742 10 0.0224 Preprocessor1_Mode…
42 3 1396 35 roc_auc binary 0.742 10 0.0213 Preprocessor1_Mode…
43 3 1444 35 roc_auc binary 0.742 10 0.0231 Preprocessor1_Mode…
44 3 1187 34 roc_auc binary 0.742 10 0.0226 Preprocessor1_Mode…
45 3 434 29 roc_auc binary 0.742 10 0.0240 Preprocessor1_Mode…
46 3 449 21 roc_auc binary 0.742 10 0.0229 Preprocessor1_Mode…
47 3 725 23 roc_auc binary 0.742 10 0.0229 Preprocessor1_Mode…
48 3 1008 34 roc_auc binary 0.742 10 0.0212 Preprocessor1_Mode…
49 2 1340 38 roc_auc binary 0.741 10 0.0230 Preprocessor1_Mode…
50 3 1134 27 roc_auc binary 0.741 10 0.0230 Preprocessor1_Mode…
51 3 929 28 roc_auc binary 0.741 10 0.0217 Preprocessor1_Mode…
52 3 567 30 roc_auc binary 0.741 10 0.0216 Preprocessor1_Mode…
53 3 755 30 roc_auc binary 0.741 10 0.0226 Preprocessor1_Mode…
54 3 1239 36 roc_auc binary 0.741 10 0.0212 Preprocessor1_Mode…
55 3 1353 40 roc_auc binary 0.741 10 0.0214 Preprocessor1_Mode…
56 3 878 30 roc_auc binary 0.741 10 0.0213 Preprocessor1_Mode…
57 3 784 30 roc_auc binary 0.741 10 0.0224 Preprocessor1_Mode…
58 3 420 36 roc_auc binary 0.741 10 0.0225 Preprocessor1_Mode…
59 3 1056 31 roc_auc binary 0.741 10 0.0218 Preprocessor1_Mode…
60 3 1031 33 roc_auc binary 0.741 10 0.0228 Preprocessor1_Mode…
61 3 1054 40 roc_auc binary 0.741 10 0.0221 Preprocessor1_Mode…
62 3 812 29 roc_auc binary 0.741 10 0.0219 Preprocessor1_Mode…
63 3 1380 35 roc_auc binary 0.741 10 0.0218 Preprocessor1_Mode…
64 2 1051 30 roc_auc binary 0.741 10 0.0235 Preprocessor1_Mode…
65 2 637 35 roc_auc binary 0.741 10 0.0233 Preprocessor1_Mode…
66 2 485 39 roc_auc binary 0.741 10 0.0237 Preprocessor1_Mode…
67 3 1106 29 roc_auc binary 0.741 10 0.0219 Preprocessor1_Mode…
68 3 1475 40 roc_auc binary 0.741 10 0.0218 Preprocessor1_Mode…
69 3 1326 35 roc_auc binary 0.741 10 0.0235 Preprocessor1_Mode…
70 3 1277 25 roc_auc binary 0.741 10 0.0219 Preprocessor1_Mode…
71 3 1251 28 roc_auc binary 0.741 10 0.0215 Preprocessor1_Mode…
72 3 746 25 roc_auc binary 0.741 10 0.0221 Preprocessor1_Mode…
73 2 707 28 roc_auc binary 0.741 10 0.0233 Preprocessor1_Mode…
74 3 1206 38 roc_auc binary 0.741 10 0.0232 Preprocessor1_Mode…
75 3 410 35 roc_auc binary 0.741 10 0.0225 Preprocessor1_Mode…
76 3 1211 40 roc_auc binary 0.741 10 0.0221 Preprocessor1_Mode…
77 3 450 36 roc_auc binary 0.741 10 0.0220 Preprocessor1_Mode…
78 3 884 40 roc_auc binary 0.741 10 0.0230 Preprocessor1_Mode…
79 3 945 39 roc_auc binary 0.741 10 0.0228 Preprocessor1_Mode…
80 3 566 24 roc_auc binary 0.741 10 0.0222 Preprocessor1_Mode…
81 3 1416 21 roc_auc binary 0.741 10 0.0228 Preprocessor1_Mode…
82 2 1443 33 roc_auc binary 0.741 10 0.0235 Preprocessor1_Mode…
83 3 1050 34 roc_auc binary 0.741 10 0.0236 Preprocessor1_Mode…
84 2 779 29 roc_auc binary 0.741 10 0.0240 Preprocessor1_Mode…
85 3 1420 29 roc_auc binary 0.741 10 0.0211 Preprocessor1_Mode…
86 2 772 37 roc_auc binary 0.741 10 0.0232 Preprocessor1_Mode…
87 2 980 35 roc_auc binary 0.741 10 0.0220 Preprocessor1_Mode…
88 3 587 32 roc_auc binary 0.741 10 0.0232 Preprocessor1_Mode…
89 3 797 40 roc_auc binary 0.740 10 0.0213 Preprocessor1_Mode…
90 3 673 34 roc_auc binary 0.740 10 0.0216 Preprocessor1_Mode…
91 3 1100 23 roc_auc binary 0.740 10 0.0212 Preprocessor1_Mode…
92 3 840 35 roc_auc binary 0.740 10 0.0219 Preprocessor1_Mode…
93 3 806 21 roc_auc binary 0.740 10 0.0217 Preprocessor1_Mode…
94 3 927 32 roc_auc binary 0.740 10 0.0226 Preprocessor1_Mode…
95 3 1441 37 roc_auc binary 0.740 10 0.0223 Preprocessor1_Mode…
96 3 1447 39 roc_auc binary 0.740 10 0.0215 Preprocessor1_Mode…
97 2 1188 31 roc_auc binary 0.740 10 0.0230 Preprocessor1_Mode…
98 3 968 30 roc_auc binary 0.740 10 0.0212 Preprocessor1_Mode…
99 3 1385 30 roc_auc binary 0.740 10 0.0218 Preprocessor1_Mode…
100 2 1192 37 roc_auc binary 0.740 10 0.0232 Preprocessor1_Mode…
101 3 1086 36 roc_auc binary 0.740 10 0.0233 Preprocessor1_Mode…
102 3 572 25 roc_auc binary 0.740 10 0.0218 Preprocessor1_Mode…
103 3 1497 23 roc_auc binary 0.740 10 0.0219 Preprocessor1_Mode…
104 3 827 35 roc_auc binary 0.740 10 0.0240 Preprocessor1_Mode…
105 3 1427 30 roc_auc binary 0.740 10 0.0222 Preprocessor1_Mode…
106 2 438 36 roc_auc binary 0.740 10 0.0239 Preprocessor1_Mode…
107 3 1191 19 roc_auc binary 0.740 10 0.0216 Preprocessor1_Mode…
108 2 410 34 roc_auc binary 0.740 10 0.0238 Preprocessor1_Mode…
109 3 1001 20 roc_auc binary 0.740 10 0.0230 Preprocessor1_Mode…
110 3 1064 26 roc_auc binary 0.740 10 0.0221 Preprocessor1_Mode…
111 3 1015 23 roc_auc binary 0.740 10 0.0211 Preprocessor1_Mode…
112 3 781 27 roc_auc binary 0.740 10 0.0224 Preprocessor1_Mode…
113 3 1011 40 roc_auc binary 0.740 10 0.0219 Preprocessor1_Mode…
114 3 864 29 roc_auc binary 0.740 10 0.0215 Preprocessor1_Mode…
115 3 455 40 roc_auc binary 0.740 10 0.0223 Preprocessor1_Mode…
116 3 1427 33 roc_auc binary 0.740 10 0.0214 Preprocessor1_Mode…
117 3 985 35 roc_auc binary 0.740 10 0.0225 Preprocessor1_Mode…
118 3 1499 31 roc_auc binary 0.740 10 0.0213 Preprocessor1_Mode…
119 3 888 25 roc_auc binary 0.740 10 0.0214 Preprocessor1_Mode…
120 3 1247 40 roc_auc binary 0.740 10 0.0217 Preprocessor1_Mode…
121 3 1464 33 roc_auc binary 0.740 10 0.0217 Preprocessor1_Mode…
122 3 1406 36 roc_auc binary 0.740 10 0.0232 Preprocessor1_Mode…
123 3 1154 27 roc_auc binary 0.740 10 0.0222 Preprocessor1_Mode…
124 3 793 31 roc_auc binary 0.740 10 0.0217 Preprocessor1_Mode…
125 3 533 27 roc_auc binary 0.740 10 0.0228 Preprocessor1_Mode…
126 3 816 22 roc_auc binary 0.740 10 0.0229 Preprocessor1_Mode…
127 3 1150 19 roc_auc binary 0.740 10 0.0236 Preprocessor1_Mode…
128 3 633 26 roc_auc binary 0.740 10 0.0221 Preprocessor1_Mode…
129 2 556 39 roc_auc binary 0.740 10 0.0230 Preprocessor1_Mode…
130 3 1392 28 roc_auc binary 0.740 10 0.0223 Preprocessor1_Mode…
131 3 675 37 roc_auc binary 0.740 10 0.0230 Preprocessor1_Mode…
132 3 1332 23 roc_auc binary 0.740 10 0.0221 Preprocessor1_Mode…
133 3 981 32 roc_auc binary 0.740 10 0.0218 Preprocessor1_Mode…
134 3 638 25 roc_auc binary 0.740 10 0.0212 Preprocessor1_Mode…
135 2 603 36 roc_auc binary 0.740 10 0.0222 Preprocessor1_Mode…
136 3 1375 27 roc_auc binary 0.740 10 0.0220 Preprocessor1_Mode…
137 3 1312 21 roc_auc binary 0.740 10 0.0230 Preprocessor1_Mode…
138 3 585 35 roc_auc binary 0.740 10 0.0216 Preprocessor1_Mode…
139 3 1247 29 roc_auc binary 0.740 10 0.0227 Preprocessor1_Mode…
140 3 959 29 roc_auc binary 0.740 10 0.0225 Preprocessor1_Mode…
141 2 693 37 roc_auc binary 0.740 10 0.0227 Preprocessor1_Mode…
142 3 719 26 roc_auc binary 0.740 10 0.0221 Preprocessor1_Mode…
143 3 1344 33 roc_auc binary 0.740 10 0.0222 Preprocessor1_Mode…
144 3 731 38 roc_auc binary 0.740 10 0.0224 Preprocessor1_Mode…
145 3 1239 35 roc_auc binary 0.740 10 0.0231 Preprocessor1_Mode…
146 2 635 39 roc_auc binary 0.740 10 0.0235 Preprocessor1_Mode…
147 2 615 40 roc_auc binary 0.740 10 0.0228 Preprocessor1_Mode…
148 3 1064 40 roc_auc binary 0.740 10 0.0230 Preprocessor1_Mode…
149 3 929 33 roc_auc binary 0.740 10 0.0226 Preprocessor1_Mode…
150 2 1297 23 roc_auc binary 0.740 10 0.0225 Preprocessor1_Mode…
151 3 1035 37 roc_auc binary 0.740 10 0.0225 Preprocessor1_Mode…
152 3 898 33 roc_auc binary 0.740 10 0.0219 Preprocessor1_Mode…
153 3 1008 35 roc_auc binary 0.740 10 0.0219 Preprocessor1_Mode…
154 3 1406 39 roc_auc binary 0.740 10 0.0223 Preprocessor1_Mode…
155 3 859 37 roc_auc binary 0.739 10 0.0213 Preprocessor1_Mode…
156 3 1253 35 roc_auc binary 0.739 10 0.0219 Preprocessor1_Mode…
157 3 913 24 roc_auc binary 0.739 10 0.0220 Preprocessor1_Mode…
158 3 1009 19 roc_auc binary 0.739 10 0.0221 Preprocessor1_Mode…
159 3 764 19 roc_auc binary 0.739 10 0.0228 Preprocessor1_Mode…
160 3 1193 30 roc_auc binary 0.739 10 0.0223 Preprocessor1_Mode…
161 3 1359 23 roc_auc binary 0.739 10 0.0221 Preprocessor1_Mode…
162 3 955 20 roc_auc binary 0.739 10 0.0220 Preprocessor1_Mode…
163 2 564 23 roc_auc binary 0.739 10 0.0229 Preprocessor1_Mode…
164 3 702 36 roc_auc binary 0.739 10 0.0223 Preprocessor1_Mode…
165 2 860 36 roc_auc binary 0.739 10 0.0236 Preprocessor1_Mode…
166 3 1321 34 roc_auc binary 0.739 10 0.0226 Preprocessor1_Mode…
167 2 655 36 roc_auc binary 0.739 10 0.0228 Preprocessor1_Mode…
168 3 684 28 roc_auc binary 0.739 10 0.0222 Preprocessor1_Mode…
169 3 1019 27 roc_auc binary 0.739 10 0.0231 Preprocessor1_Mode…
170 3 495 25 roc_auc binary 0.739 10 0.0232 Preprocessor1_Mode…
171 2 762 30 roc_auc binary 0.739 10 0.0218 Preprocessor1_Mode…
172 2 537 35 roc_auc binary 0.739 10 0.0233 Preprocessor1_Mode…
173 2 1448 25 roc_auc binary 0.739 10 0.0226 Preprocessor1_Mode…
174 2 1237 38 roc_auc binary 0.739 10 0.0227 Preprocessor1_Mode…
175 3 1228 35 roc_auc binary 0.739 10 0.0230 Preprocessor1_Mode…
176 3 1290 23 roc_auc binary 0.739 10 0.0210 Preprocessor1_Mode…
177 3 1449 25 roc_auc binary 0.739 10 0.0218 Preprocessor1_Mode…
178 2 663 40 roc_auc binary 0.739 10 0.0234 Preprocessor1_Mode…
179 3 1053 34 roc_auc binary 0.739 10 0.0231 Preprocessor1_Mode…
180 3 1007 25 roc_auc binary 0.739 10 0.0231 Preprocessor1_Mode…
181 3 1071 39 roc_auc binary 0.739 10 0.0234 Preprocessor1_Mode…
182 3 1139 38 roc_auc binary 0.739 10 0.0227 Preprocessor1_Mode…
183 3 1230 22 roc_auc binary 0.739 10 0.0221 Preprocessor1_Mode…
184 3 1138 36 roc_auc binary 0.739 10 0.0227 Preprocessor1_Mode…
185 3 886 39 roc_auc binary 0.739 10 0.0222 Preprocessor1_Mode…
186 3 1344 35 roc_auc binary 0.739 10 0.0220 Preprocessor1_Mode…
187 3 1469 37 roc_auc binary 0.739 10 0.0227 Preprocessor1_Mode…
188 3 1366 28 roc_auc binary 0.739 10 0.0214 Preprocessor1_Mode…
189 3 846 33 roc_auc binary 0.739 10 0.0219 Preprocessor1_Mode…
190 3 684 21 roc_auc binary 0.739 10 0.0229 Preprocessor1_Mode…
191 3 867 16 roc_auc binary 0.739 10 0.0224 Preprocessor1_Mode…
192 3 477 26 roc_auc binary 0.739 10 0.0246 Preprocessor1_Mode…
193 3 840 21 roc_auc binary 0.739 10 0.0238 Preprocessor1_Mode…
194 3 1054 19 roc_auc binary 0.739 10 0.0233 Preprocessor1_Mode…
195 3 531 19 roc_auc binary 0.739 10 0.0219 Preprocessor1_Mode…
196 2 958 35 roc_auc binary 0.739 10 0.0238 Preprocessor1_Mode…
197 2 452 37 roc_auc binary 0.739 10 0.0233 Preprocessor1_Mode…
198 3 788 21 roc_auc binary 0.739 10 0.0225 Preprocessor1_Mode…
199 2 1301 38 roc_auc binary 0.739 10 0.0239 Preprocessor1_Mode…
200 3 1304 24 roc_auc binary 0.739 10 0.0224 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 3 421 39 mcc binary 0.366 10 0.0486 Preprocessor1_Mode…
2 3 1467 19 mcc binary 0.362 10 0.0538 Preprocessor1_Mode…
3 3 434 25 mcc binary 0.361 10 0.0506 Preprocessor1_Mode…
4 3 1191 19 mcc binary 0.361 10 0.0545 Preprocessor1_Mode…
5 2 753 14 mcc binary 0.361 10 0.0562 Preprocessor1_Mode…
6 3 1189 11 mcc binary 0.360 10 0.0580 Preprocessor1_Mode…
7 2 875 9 mcc binary 0.359 10 0.0529 Preprocessor1_Mode…
8 2 1104 17 mcc binary 0.359 10 0.0498 Preprocessor1_Mode…
9 3 417 11 mcc binary 0.359 10 0.0556 Preprocessor1_Mode…
10 2 618 9 mcc binary 0.358 10 0.0621 Preprocessor1_Mode…
11 2 861 16 mcc binary 0.356 10 0.0512 Preprocessor1_Mode…
12 2 1371 19 mcc binary 0.356 10 0.0512 Preprocessor1_Mode…
13 3 840 21 mcc binary 0.355 10 0.0514 Preprocessor1_Mode…
14 3 631 38 mcc binary 0.355 10 0.0444 Preprocessor1_Mode…
15 3 1002 23 mcc binary 0.355 10 0.0443 Preprocessor1_Mode…
16 2 459 14 mcc binary 0.355 10 0.0526 Preprocessor1_Mode…
17 3 945 38 mcc binary 0.355 10 0.0466 Preprocessor1_Mode…
18 3 1239 35 mcc binary 0.355 10 0.0394 Preprocessor1_Mode…
19 2 988 6 mcc binary 0.354 10 0.0518 Preprocessor1_Mode…
20 2 1414 2 mcc binary 0.354 10 0.0553 Preprocessor1_Mode…
21 3 1124 20 mcc binary 0.354 10 0.0570 Preprocessor1_Mode…
22 3 542 18 mcc binary 0.354 10 0.0512 Preprocessor1_Mode…
23 3 766 18 mcc binary 0.354 10 0.0534 Preprocessor1_Mode…
24 3 1103 5 mcc binary 0.353 10 0.0453 Preprocessor1_Mode…
25 3 661 23 mcc binary 0.353 10 0.0547 Preprocessor1_Mode…
26 2 1129 14 mcc binary 0.353 10 0.0553 Preprocessor1_Mode…
27 2 1365 14 mcc binary 0.353 10 0.0553 Preprocessor1_Mode…
28 2 1454 13 mcc binary 0.352 10 0.0535 Preprocessor1_Mode…
29 3 821 40 mcc binary 0.352 10 0.0411 Preprocessor1_Mode…
30 3 1467 22 mcc binary 0.352 10 0.0556 Preprocessor1_Mode…
31 3 1390 14 mcc binary 0.352 10 0.0629 Preprocessor1_Mode…
32 3 713 19 mcc binary 0.352 10 0.0591 Preprocessor1_Mode…
33 3 1312 21 mcc binary 0.352 10 0.0571 Preprocessor1_Mode…
34 3 1209 6 mcc binary 0.351 10 0.0491 Preprocessor1_Mode…
35 3 872 18 mcc binary 0.351 10 0.0519 Preprocessor1_Mode…
36 3 593 40 mcc binary 0.351 10 0.0437 Preprocessor1_Mode…
37 3 816 22 mcc binary 0.351 10 0.0544 Preprocessor1_Mode…
38 3 1181 20 mcc binary 0.351 10 0.0565 Preprocessor1_Mode…
39 3 785 19 mcc binary 0.350 10 0.0568 Preprocessor1_Mode…
40 3 405 13 mcc binary 0.350 10 0.0587 Preprocessor1_Mode…
41 2 1496 5 mcc binary 0.350 10 0.0608 Preprocessor1_Mode…
42 3 1150 19 mcc binary 0.350 10 0.0504 Preprocessor1_Mode…
43 3 479 9 mcc binary 0.350 10 0.0489 Preprocessor1_Mode…
44 3 793 36 mcc binary 0.350 10 0.0450 Preprocessor1_Mode…
45 2 1369 6 mcc binary 0.349 10 0.0615 Preprocessor1_Mode…
46 3 1278 9 mcc binary 0.349 10 0.0573 Preprocessor1_Mode…
47 2 822 14 mcc binary 0.349 10 0.0513 Preprocessor1_Mode…
48 2 1203 8 mcc binary 0.349 10 0.0521 Preprocessor1_Mode…
49 3 1398 12 mcc binary 0.349 10 0.0591 Preprocessor1_Mode…
50 3 1187 34 mcc binary 0.349 10 0.0451 Preprocessor1_Mode…
51 3 1449 25 mcc binary 0.349 10 0.0505 Preprocessor1_Mode…
52 2 906 3 mcc binary 0.349 10 0.0525 Preprocessor1_Mode…
53 3 911 9 mcc binary 0.348 10 0.0615 Preprocessor1_Mode…
54 3 652 25 mcc binary 0.348 10 0.0499 Preprocessor1_Mode…
55 3 693 17 mcc binary 0.348 10 0.0527 Preprocessor1_Mode…
56 3 1078 9 mcc binary 0.348 10 0.0596 Preprocessor1_Mode…
57 3 454 13 mcc binary 0.348 10 0.0591 Preprocessor1_Mode…
58 3 1468 9 mcc binary 0.348 10 0.0535 Preprocessor1_Mode…
59 3 934 9 mcc binary 0.348 10 0.0535 Preprocessor1_Mode…
60 3 821 6 mcc binary 0.348 10 0.0535 Preprocessor1_Mode…
61 3 911 17 mcc binary 0.348 10 0.0563 Preprocessor1_Mode…
62 3 1005 7 mcc binary 0.348 10 0.0594 Preprocessor1_Mode…
63 3 567 30 mcc binary 0.347 10 0.0506 Preprocessor1_Mode…
64 3 416 26 mcc binary 0.347 10 0.0506 Preprocessor1_Mode…
65 2 1134 16 mcc binary 0.347 10 0.0512 Preprocessor1_Mode…
66 3 1418 17 mcc binary 0.347 10 0.0596 Preprocessor1_Mode…
67 2 1490 13 mcc binary 0.347 10 0.0553 Preprocessor1_Mode…
68 2 1399 14 mcc binary 0.347 10 0.0553 Preprocessor1_Mode…
69 3 410 19 mcc binary 0.347 10 0.0542 Preprocessor1_Mode…
70 3 828 12 mcc binary 0.347 10 0.0655 Preprocessor1_Mode…
71 3 1283 12 mcc binary 0.347 10 0.0655 Preprocessor1_Mode…
72 2 1410 5 mcc binary 0.347 10 0.0507 Preprocessor1_Mode…
73 3 684 28 mcc binary 0.347 10 0.0561 Preprocessor1_Mode…
74 3 1149 21 mcc binary 0.347 10 0.0527 Preprocessor1_Mode…
75 3 621 13 mcc binary 0.346 10 0.0662 Preprocessor1_Mode…
76 2 908 14 mcc binary 0.346 10 0.0558 Preprocessor1_Mode…
77 2 1192 7 mcc binary 0.346 10 0.0526 Preprocessor1_Mode…
78 3 1007 17 mcc binary 0.346 10 0.0562 Preprocessor1_Mode…
79 3 1133 5 mcc binary 0.346 10 0.0552 Preprocessor1_Mode…
80 2 643 20 mcc binary 0.346 10 0.0526 Preprocessor1_Mode…
81 3 572 25 mcc binary 0.346 10 0.0448 Preprocessor1_Mode…
82 3 781 27 mcc binary 0.346 10 0.0516 Preprocessor1_Mode…
83 2 867 7 mcc binary 0.346 10 0.0537 Preprocessor1_Mode…
84 2 699 16 mcc binary 0.345 10 0.0555 Preprocessor1_Mode…
85 3 868 8 mcc binary 0.345 10 0.0625 Preprocessor1_Mode…
86 2 1411 16 mcc binary 0.345 10 0.0585 Preprocessor1_Mode…
87 2 1166 15 mcc binary 0.345 10 0.0554 Preprocessor1_Mode…
88 2 1007 11 mcc binary 0.345 10 0.0600 Preprocessor1_Mode…
89 2 1355 10 mcc binary 0.345 10 0.0600 Preprocessor1_Mode…
90 2 499 3 mcc binary 0.345 10 0.0589 Preprocessor1_Mode…
91 2 771 8 mcc binary 0.345 10 0.0581 Preprocessor1_Mode…
92 2 830 6 mcc binary 0.345 10 0.0574 Preprocessor1_Mode…
93 3 1176 15 mcc binary 0.345 10 0.0591 Preprocessor1_Mode…
94 2 1494 14 mcc binary 0.345 10 0.0562 Preprocessor1_Mode…
95 3 437 13 mcc binary 0.345 10 0.0652 Preprocessor1_Mode…
96 2 1220 10 mcc binary 0.344 10 0.0633 Preprocessor1_Mode…
97 3 673 34 mcc binary 0.344 10 0.0430 Preprocessor1_Mode…
98 3 1416 21 mcc binary 0.344 10 0.0557 Preprocessor1_Mode…
99 3 1019 27 mcc binary 0.344 10 0.0546 Preprocessor1_Mode…
100 3 668 20 mcc binary 0.344 10 0.0546 Preprocessor1_Mode…
101 3 1457 8 mcc binary 0.344 10 0.0586 Preprocessor1_Mode…
102 3 1006 10 mcc binary 0.344 10 0.0570 Preprocessor1_Mode…
103 3 663 5 mcc binary 0.344 10 0.0435 Preprocessor1_Mode…
104 3 1309 24 mcc binary 0.344 10 0.0485 Preprocessor1_Mode…
105 3 420 36 mcc binary 0.344 10 0.0479 Preprocessor1_Mode…
106 2 669 22 mcc binary 0.344 10 0.0583 Preprocessor1_Mode…
107 3 1482 18 mcc binary 0.344 10 0.0584 Preprocessor1_Mode…
108 3 734 10 mcc binary 0.344 10 0.0656 Preprocessor1_Mode…
109 2 1295 14 mcc binary 0.344 10 0.0640 Preprocessor1_Mode…
110 2 566 5 mcc binary 0.344 10 0.0591 Preprocessor1_Mode…
111 2 973 10 mcc binary 0.343 10 0.0544 Preprocessor1_Mode…
112 3 1060 13 mcc binary 0.343 10 0.0546 Preprocessor1_Mode…
113 3 764 19 mcc binary 0.343 10 0.0583 Preprocessor1_Mode…
114 3 1422 11 mcc binary 0.343 10 0.0601 Preprocessor1_Mode…
115 3 596 10 mcc binary 0.343 10 0.0620 Preprocessor1_Mode…
116 3 840 14 mcc binary 0.343 10 0.0640 Preprocessor1_Mode…
117 3 882 16 mcc binary 0.343 10 0.0507 Preprocessor1_Mode…
118 3 913 39 mcc binary 0.343 10 0.0432 Preprocessor1_Mode…
119 3 725 23 mcc binary 0.343 10 0.0561 Preprocessor1_Mode…
120 3 1001 20 mcc binary 0.343 10 0.0583 Preprocessor1_Mode…
121 2 670 2 mcc binary 0.342 10 0.0570 Preprocessor1_Mode…
122 2 1276 16 mcc binary 0.342 10 0.0524 Preprocessor1_Mode…
123 3 816 29 mcc binary 0.342 10 0.0447 Preprocessor1_Mode…
124 3 1486 5 mcc binary 0.342 10 0.0563 Preprocessor1_Mode…
125 2 538 14 mcc binary 0.342 10 0.0473 Preprocessor1_Mode…
126 3 1163 8 mcc binary 0.342 10 0.0525 Preprocessor1_Mode…
127 2 966 11 mcc binary 0.342 10 0.0657 Preprocessor1_Mode…
128 3 829 9 mcc binary 0.342 10 0.0585 Preprocessor1_Mode…
129 3 981 32 mcc binary 0.342 10 0.0462 Preprocessor1_Mode…
130 2 1152 17 mcc binary 0.342 10 0.0529 Preprocessor1_Mode…
131 2 514 16 mcc binary 0.342 10 0.0629 Preprocessor1_Mode…
132 2 1421 15 mcc binary 0.341 10 0.0511 Preprocessor1_Mode…
133 2 1342 20 mcc binary 0.341 10 0.0511 Preprocessor1_Mode…
134 2 1165 14 mcc binary 0.341 10 0.0511 Preprocessor1_Mode…
135 2 1248 16 mcc binary 0.341 10 0.0511 Preprocessor1_Mode…
136 3 898 33 mcc binary 0.341 10 0.0448 Preprocessor1_Mode…
137 3 1071 39 mcc binary 0.341 10 0.0424 Preprocessor1_Mode…
138 3 455 40 mcc binary 0.341 10 0.0424 Preprocessor1_Mode…
139 3 1326 40 mcc binary 0.341 10 0.0424 Preprocessor1_Mode…
140 3 1060 16 mcc binary 0.341 10 0.0568 Preprocessor1_Mode…
141 3 413 19 mcc binary 0.341 10 0.0569 Preprocessor1_Mode…
142 2 439 17 mcc binary 0.340 10 0.0523 Preprocessor1_Mode…
143 2 1115 3 mcc binary 0.340 10 0.0622 Preprocessor1_Mode…
144 3 1154 27 mcc binary 0.340 10 0.0503 Preprocessor1_Mode…
145 3 558 24 mcc binary 0.340 10 0.0503 Preprocessor1_Mode…
146 2 1193 5 mcc binary 0.340 10 0.0581 Preprocessor1_Mode…
147 3 442 29 mcc binary 0.340 10 0.0518 Preprocessor1_Mode…
148 3 613 8 mcc binary 0.340 10 0.0563 Preprocessor1_Mode…
149 3 1457 6 mcc binary 0.340 10 0.0563 Preprocessor1_Mode…
150 3 1232 7 mcc binary 0.340 10 0.0548 Preprocessor1_Mode…
151 3 1358 8 mcc binary 0.340 10 0.0548 Preprocessor1_Mode…
152 3 1194 8 mcc binary 0.340 10 0.0548 Preprocessor1_Mode…
153 3 1498 9 mcc binary 0.339 10 0.0578 Preprocessor1_Mode…
154 3 776 21 mcc binary 0.339 10 0.0483 Preprocessor1_Mode…
155 3 1206 7 mcc binary 0.339 10 0.0482 Preprocessor1_Mode…
156 3 714 15 mcc binary 0.339 10 0.0572 Preprocessor1_Mode…
157 3 417 17 mcc binary 0.339 10 0.0541 Preprocessor1_Mode…
158 3 832 29 mcc binary 0.339 10 0.0449 Preprocessor1_Mode…
159 3 1444 35 mcc binary 0.339 10 0.0449 Preprocessor1_Mode…
160 3 927 32 mcc binary 0.339 10 0.0449 Preprocessor1_Mode…
161 3 1172 29 mcc binary 0.339 10 0.0449 Preprocessor1_Mode…
162 3 758 28 mcc binary 0.339 10 0.0449 Preprocessor1_Mode…
163 2 899 17 mcc binary 0.339 10 0.0493 Preprocessor1_Mode…
164 3 1066 29 mcc binary 0.339 10 0.0443 Preprocessor1_Mode…
165 3 859 28 mcc binary 0.339 10 0.0443 Preprocessor1_Mode…
166 3 1053 21 mcc binary 0.339 10 0.0556 Preprocessor1_Mode…
167 3 1086 36 mcc binary 0.339 10 0.0404 Preprocessor1_Mode…
168 3 1064 26 mcc binary 0.338 10 0.0445 Preprocessor1_Mode…
169 2 727 10 mcc binary 0.338 10 0.0550 Preprocessor1_Mode…
170 3 1202 4 mcc binary 0.338 10 0.0495 Preprocessor1_Mode…
171 3 606 4 mcc binary 0.338 10 0.0495 Preprocessor1_Mode…
172 3 882 15 mcc binary 0.338 10 0.0562 Preprocessor1_Mode…
173 3 1304 24 mcc binary 0.338 10 0.0522 Preprocessor1_Mode…
174 2 1236 12 mcc binary 0.338 10 0.0478 Preprocessor1_Mode…
175 2 492 16 mcc binary 0.338 10 0.0528 Preprocessor1_Mode…
176 3 985 35 mcc binary 0.338 10 0.0432 Preprocessor1_Mode…
177 3 1244 23 mcc binary 0.338 10 0.0516 Preprocessor1_Mode…
178 2 1130 16 mcc binary 0.338 10 0.0543 Preprocessor1_Mode…
179 3 450 36 mcc binary 0.338 10 0.0514 Preprocessor1_Mode…
180 3 627 4 mcc binary 0.338 10 0.0562 Preprocessor1_Mode…
181 3 1334 15 mcc binary 0.338 10 0.0571 Preprocessor1_Mode…
182 3 1151 13 mcc binary 0.338 10 0.0535 Preprocessor1_Mode…
183 3 638 25 mcc binary 0.338 10 0.0514 Preprocessor1_Mode…
184 2 448 11 mcc binary 0.338 10 0.0603 Preprocessor1_Mode…
185 3 531 19 mcc binary 0.338 10 0.0567 Preprocessor1_Mode…
186 3 690 12 mcc binary 0.337 10 0.0592 Preprocessor1_Mode…
187 2 496 13 mcc binary 0.337 10 0.0595 Preprocessor1_Mode…
188 2 418 13 mcc binary 0.337 10 0.0585 Preprocessor1_Mode…
189 2 499 11 mcc binary 0.337 10 0.0589 Preprocessor1_Mode…
190 2 867 16 mcc binary 0.337 10 0.0582 Preprocessor1_Mode…
191 2 811 11 mcc binary 0.337 10 0.0608 Preprocessor1_Mode…
192 3 1344 33 mcc binary 0.337 10 0.0467 Preprocessor1_Mode…
193 3 614 37 mcc binary 0.337 10 0.0467 Preprocessor1_Mode…
194 3 1219 21 mcc binary 0.337 10 0.0467 Preprocessor1_Mode…
195 3 508 33 mcc binary 0.337 10 0.0467 Preprocessor1_Mode…
196 3 505 27 mcc binary 0.337 10 0.0449 Preprocessor1_Mode…
197 3 969 38 mcc binary 0.337 10 0.0444 Preprocessor1_Mode…
198 2 1107 8 mcc binary 0.337 10 0.0544 Preprocessor1_Mode…
199 3 1435 19 mcc binary 0.337 10 0.0555 Preprocessor1_Mode…
200 3 566 24 mcc binary 0.337 10 0.0519 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 0.937 0.723
2 precision binary 0.852 0.737
3 spec binary 0.723 0.527
4 accuracy binary 0.858 0.654
5 f_meas binary 0.892 0.73
6 mcc binary 0.691 0.248
7 kap binary 0.684 0.248
8 roc_auc binary 0.931 0.715
9 mn_log_loss binary 0.395 0.594Confusion matrix
Column 2
ROC curve
Gain curve
1. model - lokalna važnost varijabli
Column 1
geom_point
geom_line
Column 2
geom_boxplot
geom_histogram
1. model - tablica studenata
Column 1
tablica studenata
| KVIZ1 | DZ1 | VID_1 | D1 | M1 | KOL1 | class_1 | class_0 | KVIZ | DZ | VIDEO | DOLASCI | MATERIJALI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4.65 | 0.25 | 8 | 5 | 1 | 7.40 | 0.7593252 | 0.2406748 | -0.1237326 | 0.0434662 | -0.0024787 | -0.0008121 | -0.0041162 |
| 5.17 | 1.42 | 0 | 5 | 3 | 9.37 | 0.8462552 | 0.1537448 | -0.1220492 | 0.0161383 | -0.0211817 | -0.0018362 | -0.0101394 |
| 4.72 | 0.00 | 0 | 5 | 18 | 0.00 | 0.7914276 | 0.2085724 | -0.1091726 | 0.0423281 | -0.0454691 | -0.0047035 | -0.0056647 |
| 5.37 | 1.25 | 0 | 5 | 58 | 9.39 | 0.8224883 | 0.1775117 | -0.1082243 | 0.0187043 | -0.0103584 | -0.0006241 | 0.0011571 |
| 1.94 | 1.00 | 4 | 3 | 16 | 10.59 | 0.2578852 | 0.7421148 | -0.1032455 | -0.0487831 | 0.0048018 | 0.0021527 | -0.0143574 |
| 4.62 | 1.31 | 14 | 5 | 3 | 7.54 | 0.8050528 | 0.1949472 | -0.1009041 | 0.0203860 | -0.0236475 | -0.0042508 | -0.0276939 |
| 1.80 | 0.75 | 7 | 2 | 40 | 13.73 | 0.1274992 | 0.8725008 | -0.0990792 | -0.1080074 | -0.0003771 | -0.0048675 | -0.0305139 |
| 3.21 | 0.58 | 16 | 5 | 4 | 10.67 | 0.1421633 | 0.8578367 | -0.0952849 | -0.0882787 | -0.0353822 | 0.0008928 | -0.0021804 |
| 4.09 | 0.72 | 13 | 5 | 21 | 8.47 | 0.7572901 | 0.2427099 | -0.0910505 | 0.0247570 | -0.0011970 | -0.0035066 | -0.0092366 |
| 4.32 | 1.25 | 1 | 5 | 10 | 8.83 | 0.7662055 | 0.2337945 | -0.0886939 | 0.0171896 | -0.0294239 | -0.0049626 | 0.0049080 |
| 4.46 | 2.00 | 17 | 5 | 9 | 8.96 | 0.9578662 | 0.0421338 | -0.0867540 | -0.1008013 | 0.0071925 | -0.0086142 | -0.0068368 |
| 4.86 | 1.17 | 8 | 5 | 6 | 8.00 | 0.7456583 | 0.2543417 | -0.0862991 | 0.0320685 | -0.0090560 | -0.0002793 | -0.0006738 |
| 3.23 | 0.92 | 13 | 4 | 113 | 11.37 | 0.3438016 | 0.6561984 | -0.0847715 | -0.0444008 | -0.0226374 | -0.0024305 | -0.0101239 |
| 5.26 | 1.75 | 7 | 5 | 10 | 8.67 | 0.9656540 | 0.0343460 | -0.0789175 | -0.0744772 | -0.0078419 | -0.0042952 | -0.0013576 |
| 3.16 | 0.83 | 1 | 5 | 4 | 12.91 | 0.3883897 | 0.6116103 | -0.0783567 | -0.0235352 | 0.0190611 | 0.0009342 | -0.0105444 |
| 2.67 | 0.75 | 5 | 4 | 2 | 10.64 | 0.1944611 | 0.8055389 | -0.0777433 | -0.1189049 | -0.0008647 | -0.0178154 | -0.0276093 |
| 4.31 | 1.00 | 34 | 5 | 8 | 8.92 | 0.7893678 | 0.2106322 | -0.0774936 | -0.0284487 | 0.0088138 | -0.0013307 | 0.0079661 |
| 2.38 | 1.50 | 56 | 5 | 13 | 10.87 | 0.2894865 | 0.7105135 | -0.0769997 | 0.0077592 | -0.0896296 | 0.0006756 | -0.0478691 |
| 2.43 | 1.25 | 14 | 5 | 47 | 11.06 | 0.2312494 | 0.7687506 | -0.0762428 | -0.0945471 | -0.0225223 | 0.0003698 | -0.0025542 |
| 3.30 | 1.67 | 18 | 5 | 5 | 11.56 | 0.3755017 | 0.6244983 | -0.0742936 | -0.0034226 | -0.0353795 | -0.0014356 | 0.0090359 |
| 3.55 | 0.64 | 3 | 5 | 38 | 10.36 | 0.2359274 | 0.7640726 | -0.0738436 | -0.1309435 | 0.0057460 | -0.0006343 | -0.0032904 |
| 3.15 | 1.50 | 20 | 5 | 53 | 15.88 | 0.3520246 | 0.6479754 | -0.0737877 | -0.0083814 | -0.0640945 | 0.0031051 | -0.0044735 |
| 4.45 | 1.08 | 2 | 5 | 13 | 7.83 | 0.8971286 | 0.1028714 | -0.0690770 | -0.0408159 | -0.0186865 | -0.0028552 | -0.0321100 |
| 3.88 | 0.64 | 2 | 5 | 4 | 9.25 | 0.6747412 | 0.3252588 | -0.0665572 | 0.0446485 | -0.0057163 | -0.0015874 | -0.0058858 |
| 5.00 | 1.75 | 6 | 5 | 3 | 9.71 | 0.9530477 | 0.0469523 | -0.0658344 | -0.0813289 | -0.0111682 | -0.0027233 | -0.0015475 |
| 3.85 | 1.25 | 5 | 5 | 44 | 6.43 | 0.7225861 | 0.2774139 | -0.0655136 | 0.0435206 | -0.0073567 | -0.0011686 | -0.0300212 |
| 3.05 | 1.75 | 6 | 5 | 9 | 12.38 | 0.5245954 | 0.4754046 | -0.0568732 | 0.0281052 | 0.0093166 | 0.0011310 | -0.0483119 |
| 2.96 | 1.58 | 10 | 5 | 56 | 14.48 | 0.4737594 | 0.5262406 | -0.0568373 | -0.0168460 | 0.0084252 | 0.0052810 | 0.0038625 |
| 4.08 | 1.50 | 2 | 5 | 23 | 9.99 | 0.8744542 | 0.1255458 | -0.0552804 | -0.0179692 | -0.0184684 | -0.0082448 | -0.0228158 |
| 4.52 | 1.50 | 5 | 5 | 15 | 8.90 | 0.8782975 | 0.1217025 | -0.0536236 | -0.0046147 | -0.0140782 | -0.0017184 | -0.0210329 |
| 3.01 | 2.00 | 0 | 5 | 64 | 14.65 | 0.5093408 | 0.4906592 | -0.0505523 | 0.0513541 | -0.0140122 | -0.0005072 | -0.0013535 |
| 3.62 | 1.50 | 20 | 5 | 11 | 11.47 | 0.4879140 | 0.5120860 | -0.0499995 | 0.0051185 | -0.0481188 | 0.0002718 | 0.0123306 |
| 2.92 | 1.25 | 1 | 5 | 13 | 12.36 | 0.3698651 | 0.6301349 | -0.0493465 | -0.0484774 | -0.0106697 | -0.0003340 | 0.0090944 |
| 0.00 | 0.00 | 2 | 0 | 13 | 0.00 | 0.6023282 | 0.3976718 | -0.0489344 | -0.0335979 | -0.0141696 | -0.0120706 | -0.0073051 |
| 3.13 | 1.83 | 3 | 4 | 14 | 10.81 | 0.6185808 | 0.3814192 | -0.0474278 | 0.0705013 | 0.0059507 | 0.0016598 | 0.0051139 |
| 3.75 | 1.14 | 9 | 5 | 8 | 7.89 | 0.6596843 | 0.3403157 | -0.0461370 | 0.0417978 | 0.0077639 | -0.0053459 | -0.0076102 |
| 2.15 | 0.00 | 2 | 5 | 13 | 14.83 | 0.3624746 | 0.6375254 | -0.0455072 | -0.0387432 | 0.0011144 | 0.0001485 | -0.0056553 |
| 3.63 | 1.00 | 8 | 5 | 8 | 16.50 | 0.5066284 | 0.4933716 | -0.0436237 | -0.0006488 | -0.0041947 | -0.0007469 | 0.0103904 |
| 4.33 | 0.00 | 3 | 5 | 13 | 0.00 | 0.7507098 | 0.2492902 | -0.0436032 | 0.0443699 | -0.0134512 | -0.0009901 | -0.0099996 |
| 3.25 | 1.25 | 6 | 4 | 15 | 10.78 | 0.3746932 | 0.6253068 | -0.0435966 | -0.0405596 | 0.0190842 | -0.0091195 | 0.0084381 |
| 4.13 | 1.50 | 9 | 5 | 31 | 7.75 | 0.8793275 | 0.1206725 | -0.0435856 | -0.0275433 | -0.0085911 | -0.0041594 | -0.0451130 |
| 3.87 | 0.50 | 2 | 5 | 4 | 9.06 | 0.6099000 | 0.3901000 | -0.0431137 | 0.0738022 | 0.0048484 | -0.0021227 | 0.0134871 |
| 5.01 | 1.50 | 7 | 5 | 22 | 9.13 | 0.8622026 | 0.1377974 | -0.0428777 | -0.0008735 | 0.0020673 | -0.0008809 | -0.0180913 |
| 3.44 | 1.25 | 4 | 5 | 42 | 14.25 | 0.3823725 | 0.6176275 | -0.0424301 | -0.0497559 | 0.0083823 | 0.0008211 | -0.0115469 |
| 1.83 | 1.50 | 0 | 3 | 34 | 13.82 | 0.4479406 | 0.5520594 | -0.0423230 | 0.0484641 | -0.0295341 | -0.0101244 | -0.0044298 |
| 3.72 | 1.14 | 12 | 5 | 3 | 13.41 | 0.3901601 | 0.6098399 | -0.0393291 | -0.0557335 | -0.0220142 | 0.0003112 | 0.0112139 |
| 4.21 | 1.25 | 6 | 5 | 13 | 7.04 | 0.6659849 | 0.3340151 | -0.0380584 | 0.0640897 | 0.0043138 | -0.0054655 | 0.0094818 |
| 3.67 | 1.00 | 28 | 5 | 10 | 11.91 | 0.3881105 | 0.6118895 | -0.0380444 | -0.0177409 | -0.0507893 | -0.0013169 | 0.0155929 |
| 2.99 | 1.25 | 2 | 5 | 14 | 14.90 | 0.3710217 | 0.6289783 | -0.0377748 | -0.0603397 | 0.0213795 | 0.0042624 | -0.0003276 |
| 1.15 | 0.00 | 1 | 2 | 1 | 12.34 | 0.3281366 | 0.6718634 | -0.0377456 | -0.0100906 | -0.0109034 | -0.0168548 | 0.0106235 |
| 2.92 | 1.50 | 0 | 4 | 6 | 14.20 | 0.5166630 | 0.4833370 | -0.0375163 | 0.0422311 | -0.0372275 | -0.0001477 | 0.0072209 |
| 4.21 | 1.25 | 4 | 5 | 35 | 9.24 | 0.7484494 | 0.2515506 | -0.0373063 | 0.0381974 | -0.0158472 | -0.0038381 | -0.0180009 |
| 3.48 | 1.75 | 0 | 5 | 4 | 13.33 | 0.4294915 | 0.5705085 | -0.0353539 | 0.0403873 | -0.0136382 | 0.0001712 | -0.1011429 |
| 3.18 | 1.75 | 12 | 5 | 3 | 10.01 | 0.6739427 | 0.3260573 | -0.0346110 | 0.0827048 | 0.0162985 | 0.0001002 | 0.0072074 |
| 4.15 | 1.25 | 10 | 5 | 12 | 9.18 | 0.6009518 | 0.3990482 | -0.0338074 | 0.0828812 | -0.0041280 | -0.0013186 | 0.0207900 |
| 3.61 | 0.89 | 3 | 5 | 10 | 11.78 | 0.5356574 | 0.4643426 | -0.0335435 | -0.0216698 | 0.0187301 | 0.0030462 | 0.0268490 |
| 3.83 | 1.33 | 16 | 5 | 12 | 9.89 | 0.5005484 | 0.4994516 | -0.0333407 | 0.0467624 | 0.0073272 | -0.0053668 | 0.0392525 |
| 3.75 | 1.25 | 4 | 3 | 12 | 11.01 | 0.3243807 | 0.6756193 | -0.0323411 | -0.0686865 | 0.0010776 | -0.0347586 | 0.0035095 |
| 3.49 | 1.25 | 2 | 5 | 22 | 11.33 | 0.3814980 | 0.6185020 | -0.0312036 | -0.0449790 | 0.0301470 | -0.0017341 | -0.0090164 |
| 2.43 | 1.75 | 1 | 3 | 22 | 10.78 | 0.6326384 | 0.3673616 | -0.0290918 | 0.0845299 | 0.0052548 | -0.0145732 | 0.0107930 |
| 2.30 | 2.00 | 3 | 3 | 13 | 16.43 | 0.5772320 | 0.4227680 | -0.0289216 | 0.0462540 | 0.0073280 | -0.0176979 | 0.0005454 |
| 3.70 | 1.75 | 21 | 5 | 3 | 10.66 | 0.6180183 | 0.3819817 | -0.0280486 | 0.0555495 | -0.0350978 | -0.0002965 | 0.0017515 |
| 2.94 | 1.75 | 4 | 5 | 4 | 12.15 | 0.6457161 | 0.3542839 | -0.0276391 | 0.0466831 | 0.0034820 | 0.0031412 | -0.0011847 |
| 3.38 | 1.08 | 3 | 5 | 0 | 11.07 | 0.4544008 | 0.5455992 | -0.0269465 | -0.0387181 | 0.0155260 | 0.0030966 | -0.0293664 |
| 3.70 | 0.00 | 1 | 5 | 12 | 11.87 | 0.4696381 | 0.5303619 | -0.0262869 | -0.0447085 | -0.0036489 | 0.0050530 | 0.0137976 |
| 3.83 | 1.25 | 1 | 5 | 1 | 5.28 | 0.6937116 | 0.3062884 | -0.0258334 | 0.0439581 | -0.0183926 | -0.0038497 | -0.0075643 |
| 3.50 | 1.50 | 12 | 4 | 12 | 10.39 | 0.5221336 | 0.4778664 | -0.0250770 | 0.0209215 | 0.0074316 | -0.0040975 | -0.0274314 |
| 1.00 | 0.00 | 6 | 4 | 24 | 12.09 | 0.4079927 | 0.5920073 | -0.0245663 | -0.0052011 | 0.0201750 | 0.0067794 | -0.0019247 |
| 2.83 | 1.75 | 13 | 5 | 0 | 15.66 | 0.7372788 | 0.2627212 | -0.0242563 | 0.0761990 | 0.0169659 | 0.0026680 | 0.0059897 |
| 1.85 | 2.00 | 13 | 5 | 31 | 10.17 | 0.6945472 | 0.3054528 | -0.0242548 | 0.0822624 | 0.0115194 | 0.0030950 | 0.0161725 |
| 3.17 | 1.17 | 8 | 4 | 6 | 10.86 | 0.4482312 | 0.5517688 | -0.0238514 | -0.0181810 | 0.0037021 | -0.0086794 | 0.0207396 |
| 1.97 | 1.75 | 2 | 4 | 2 | 16.61 | 0.6625811 | 0.3374189 | -0.0225375 | 0.0644112 | 0.0027071 | -0.0029966 | -0.0031540 |
| 3.61 | 2.00 | 10 | 5 | 11 | 18.08 | 0.6635582 | 0.3364418 | -0.0221435 | 0.0566184 | -0.0027703 | 0.0010066 | -0.0028824 |
| 3.05 | 1.50 | 10 | 5 | 33 | 10.48 | 0.5966998 | 0.4033002 | -0.0197329 | 0.0444206 | 0.0050124 | 0.0069239 | -0.0031919 |
| 3.38 | 1.75 | 5 | 4 | 4 | 15.22 | 0.7122267 | 0.2877733 | -0.0192450 | 0.0646222 | 0.0033562 | -0.0006647 | 0.0124540 |
| 3.53 | 1.92 | 9 | 4 | 15 | 11.69 | 0.6881943 | 0.3118057 | -0.0190059 | 0.0596102 | 0.0050936 | -0.0050965 | 0.0043139 |
| 2.58 | 1.75 | 1 | 4 | 48 | 12.45 | 0.6771795 | 0.3228205 | -0.0184466 | 0.0741304 | -0.0012345 | 0.0036307 | 0.0083085 |
| 3.67 | 2.00 | 9 | 5 | 27 | 14.90 | 0.7175119 | 0.2824881 | -0.0176120 | 0.0381928 | 0.0084021 | 0.0025127 | 0.0045393 |
| 3.75 | 1.25 | 4 | 4 | 54 | 8.83 | 0.5577352 | 0.4422648 | -0.0161971 | 0.0251531 | -0.0067736 | -0.0070702 | -0.0051045 |
| 3.63 | 2.00 | 10 | 5 | 7 | 9.21 | 0.8848588 | 0.1151412 | -0.0154705 | -0.1090535 | -0.0229262 | -0.0006070 | -0.0112176 |
| 3.51 | 1.75 | 22 | 5 | 2 | 12.25 | 0.6014675 | 0.3985325 | -0.0140294 | 0.0658267 | -0.0427076 | 0.0020285 | -0.0044547 |
| 3.67 | 2.00 | 22 | 5 | 15 | 12.57 | 0.6211881 | 0.3788119 | -0.0139390 | 0.0629331 | -0.0251718 | 0.0043782 | -0.0003804 |
| 3.44 | 1.89 | 6 | 5 | 11 | 10.83 | 0.7639089 | 0.2360911 | -0.0125236 | 0.0745339 | 0.0055419 | -0.0027110 | 0.0048038 |
| 0.00 | 0.00 | 13 | 0 | 32 | 14.58 | 0.4226089 | 0.5773911 | -0.0117341 | -0.0005261 | -0.0042524 | -0.0150485 | 0.0097496 |
| 3.36 | 1.14 | 1 | 5 | 20 | 10.43 | 0.5650166 | 0.4349834 | -0.0107595 | 0.0219664 | 0.0096270 | 0.0063750 | 0.0287195 |
| 3.17 | 1.17 | 9 | 5 | 15 | 15.78 | 0.4294422 | 0.5705578 | -0.0104661 | -0.0148613 | -0.0155166 | 0.0031001 | 0.0281880 |
| 3.46 | 1.08 | 6 | 5 | 22 | 18.39 | 0.6143149 | 0.3856851 | -0.0104645 | 0.0156031 | 0.0116177 | 0.0006988 | 0.0312295 |
| 2.72 | 1.75 | 2 | 4 | 15 | 11.36 | 0.7199175 | 0.2800825 | -0.0101772 | 0.0523088 | 0.0090708 | -0.0028335 | 0.0028372 |
| 3.52 | 1.50 | 1 | 5 | 8 | 13.04 | 0.6669650 | 0.3330350 | -0.0100199 | 0.0468469 | 0.0048427 | 0.0029417 | 0.0129818 |
| 2.33 | 1.50 | 6 | 4 | 29 | 12.08 | 0.6632179 | 0.3367821 | -0.0094602 | 0.0444878 | 0.0118121 | 0.0004474 | 0.0058908 |
| 2.77 | 1.17 | 8 | 5 | 4 | 12.29 | 0.4442715 | 0.5557285 | -0.0089173 | -0.0256106 | 0.0056114 | 0.0029767 | 0.0350792 |
| 2.80 | 1.89 | 11 | 5 | 9 | 13.95 | 0.7390375 | 0.2609625 | -0.0086506 | 0.0577044 | 0.0070974 | 0.0030410 | 0.0068064 |
| 3.74 | 0.94 | 6 | 5 | 19 | 10.22 | 0.5802280 | 0.4197720 | -0.0077476 | -0.0042943 | 0.0096155 | 0.0033006 | -0.0161652 |
| 2.17 | 0.00 | 6 | 4 | 4 | 6.34 | 0.5395233 | 0.4604767 | -0.0073429 | -0.0070323 | -0.0074943 | -0.0137114 | 0.0137886 |
| 2.96 | 0.00 | 4 | 4 | 10 | 11.36 | 0.4826133 | 0.5173867 | -0.0072783 | -0.0175824 | 0.0244658 | 0.0055492 | 0.0084479 |
| 2.62 | 0.00 | 5 | 4 | 7 | 11.80 | 0.5040572 | 0.4959428 | -0.0070647 | -0.0183595 | 0.0309547 | 0.0008603 | 0.0182948 |
| 3.60 | 2.00 | 0 | 5 | 10 | 11.69 | 0.7286629 | 0.2713371 | -0.0058605 | 0.0908532 | -0.0084022 | -0.0000939 | 0.0128207 |
| 4.47 | 1.75 | 5 | 5 | 16 | 13.74 | 0.8778393 | 0.1221607 | -0.0053638 | 0.0214773 | 0.0017307 | 0.0024393 | 0.0073811 |
| 2.81 | 1.50 | 2 | 5 | 12 | 12.48 | 0.6907804 | 0.3092196 | -0.0048498 | 0.0509121 | 0.0218176 | 0.0003410 | -0.0014824 |
| 3.42 | 1.50 | 2 | 5 | 35 | 14.90 | 0.6663452 | 0.3336548 | -0.0037796 | 0.0343603 | 0.0099100 | 0.0037971 | -0.0005582 |
| 3.75 | 1.75 | 14 | 5 | 21 | 11.95 | 0.7918950 | 0.2081050 | -0.0020342 | 0.0554784 | -0.0119098 | 0.0031333 | -0.0006778 |
| 5.01 | 1.75 | 6 | 5 | 1 | 12.77 | 0.8896741 | 0.1103259 | -0.0019344 | 0.0308528 | -0.0007029 | 0.0007307 | -0.0031775 |
| 3.85 | 1.50 | 3 | 5 | 16 | 14.61 | 0.7445927 | 0.2554073 | -0.0014913 | 0.0157359 | 0.0113843 | 0.0023218 | 0.0100766 |
| 2.92 | 1.50 | 5 | 5 | 40 | 12.93 | 0.6605388 | 0.3394612 | -0.0013899 | 0.0213159 | 0.0091055 | 0.0044915 | 0.0162686 |
| 3.58 | 1.75 | 3 | 5 | 35 | 14.68 | 0.7408583 | 0.2591417 | -0.0012368 | 0.0519788 | 0.0049228 | 0.0023981 | -0.0057231 |
| 0.44 | 0.00 | 7 | 1 | 7 | 11.23 | 0.4377399 | 0.5622601 | -0.0004537 | 0.0102853 | 0.0143909 | -0.0142932 | 0.0099879 |
| 5.55 | 1.50 | 11 | 5 | 20 | 12.88 | 0.6890153 | 0.3109847 | 0.0002098 | -0.0210724 | 0.0016730 | -0.0003582 | -0.0114168 |
| 3.84 | 2.00 | 19 | 5 | 8 | 16.52 | 0.7024950 | 0.2975050 | 0.0023018 | 0.0338831 | -0.0192760 | 0.0030643 | -0.0097501 |
| 3.55 | 1.75 | 2 | 5 | 7 | 11.02 | 0.6346460 | 0.3653540 | 0.0028852 | 0.0477575 | 0.0075529 | -0.0015929 | -0.0537379 |
| 3.80 | 1.75 | 7 | 4 | 7 | 14.90 | 0.8627437 | 0.1372563 | 0.0045475 | 0.0404471 | 0.0076903 | -0.0017640 | 0.0039893 |
| 4.25 | 1.25 | 2 | 5 | 25 | 14.18 | 0.4933415 | 0.5066585 | 0.0061680 | -0.0293845 | -0.0056221 | 0.0027262 | -0.0258158 |
| 3.92 | 1.75 | 11 | 5 | 27 | 13.50 | 0.7927367 | 0.2072633 | 0.0068981 | 0.0112297 | -0.0003226 | 0.0000595 | -0.0228590 |
| 3.15 | 1.50 | 16 | 5 | 21 | 9.94 | 0.5815792 | 0.4184208 | 0.0070455 | -0.0428792 | 0.0340615 | -0.0010962 | -0.0087213 |
| 3.79 | 0.89 | 13 | 5 | 11 | 12.33 | 0.6611338 | 0.3388662 | 0.0075475 | -0.0045167 | 0.0036224 | 0.0023484 | -0.0012991 |
| 3.83 | 0.67 | 3 | 5 | 2 | 13.25 | 0.4762707 | 0.5237293 | 0.0076834 | -0.0631692 | 0.0004198 | 0.0023810 | 0.0029493 |
| 4.76 | 1.50 | 6 | 5 | 7 | 15.51 | 0.7271608 | 0.2728392 | 0.0077755 | -0.0102902 | -0.0039469 | -0.0002437 | 0.0036128 |
| 4.20 | 1.50 | 3 | 5 | 36 | 16.23 | 0.7394678 | 0.2605322 | 0.0098626 | -0.0080626 | 0.0058026 | 0.0022979 | 0.0072700 |
| 4.21 | 1.72 | 11 | 5 | 21 | 11.87 | 0.9094946 | 0.0905054 | 0.0107872 | 0.0474427 | 0.0021809 | 0.0040323 | -0.0032736 |
| 3.80 | 0.89 | 13 | 5 | 13 | 11.93 | 0.6117535 | 0.3882465 | 0.0109311 | -0.0140887 | -0.0074048 | 0.0023542 | -0.0125597 |
| 4.54 | 1.75 | 8 | 5 | 10 | 13.48 | 0.9077682 | 0.0922318 | 0.0114482 | 0.0359740 | 0.0022401 | 0.0000696 | 0.0069531 |
| 3.86 | 1.50 | 8 | 5 | 22 | 13.03 | 0.7038085 | 0.2961915 | 0.0124924 | -0.0009172 | -0.0066850 | 0.0027869 | 0.0036508 |
| 5.50 | 1.75 | 1 | 5 | 4 | 13.72 | 0.7054182 | 0.2945818 | 0.0129513 | -0.0147671 | 0.0054179 | 0.0011237 | -0.0554094 |
| 4.71 | 1.75 | 7 | 5 | 4 | 13.49 | 0.7844080 | 0.2155920 | 0.0131742 | -0.0078666 | -0.0065313 | 0.0000000 | -0.0316833 |
| 4.23 | 1.50 | 9 | 5 | 7 | 12.61 | 0.6953734 | 0.3046266 | 0.0134028 | -0.0006634 | -0.0010437 | 0.0026904 | 0.0048794 |
| 4.67 | 1.08 | 5 | 5 | 7 | 13.32 | 0.6996588 | 0.3003412 | 0.0138977 | -0.0194932 | -0.0029446 | 0.0013649 | 0.0104593 |
| 3.73 | 1.50 | 18 | 5 | 36 | 9.59 | 0.6032571 | 0.3967429 | 0.0141115 | -0.0066980 | 0.0373268 | -0.0029187 | 0.0208446 |
| 3.67 | 0.00 | 3 | 3 | 16 | 9.92 | 0.5130984 | 0.4869016 | 0.0154403 | 0.0420427 | -0.0239270 | 0.0070854 | 0.0029459 |
| 6.26 | 1.75 | 3 | 5 | 25 | 18.70 | 0.9435471 | 0.0564529 | 0.0162352 | 0.0397791 | 0.0021365 | 0.0012108 | -0.0000904 |
| 3.00 | 0.00 | 7 | 3 | 6 | 9.75 | 0.5437799 | 0.4562201 | 0.0168980 | -0.0049536 | -0.0202385 | 0.0019170 | -0.0215766 |
| 4.19 | 1.25 | 10 | 5 | 72 | 13.99 | 0.5980099 | 0.4019901 | 0.0171646 | -0.0439404 | -0.0109453 | 0.0012399 | -0.0007993 |
| 4.43 | 1.75 | 1 | 5 | 2 | 14.15 | 0.9038907 | 0.0961093 | 0.0174785 | 0.0375767 | 0.0033371 | 0.0006983 | -0.0019198 |
| 2.92 | 1.75 | 2 | 5 | 10 | 8.47 | 0.6660015 | 0.3339985 | 0.0175668 | -0.0674646 | -0.0133611 | -0.0019060 | 0.0268411 |
| 4.60 | 1.50 | 2 | 5 | 25 | 10.07 | 0.7392818 | 0.2607182 | 0.0178442 | -0.0108193 | 0.0040557 | 0.0015719 | 0.0046553 |
| 2.67 | 1.50 | 6 | 5 | 20 | 10.03 | 0.7474340 | 0.2525660 | 0.0182513 | 0.0478263 | 0.0248585 | 0.0024032 | 0.0205688 |
| 5.83 | 2.00 | 8 | 5 | 6 | 12.11 | 0.9481156 | 0.0518844 | 0.0187349 | 0.0298664 | 0.0064055 | 0.0010840 | -0.0025996 |
| 4.05 | 1.50 | 12 | 5 | 13 | 13.21 | 0.7314344 | 0.2685656 | 0.0189146 | -0.0044258 | 0.0011857 | 0.0008525 | 0.0063734 |
| 4.69 | 1.75 | 4 | 5 | 7 | 15.01 | 0.9317737 | 0.0682263 | 0.0190779 | 0.0522488 | 0.0003135 | 0.0012968 | -0.0051820 |
| 2.58 | 1.25 | 14 | 3 | 13 | 8.84 | 0.3662964 | 0.6337036 | 0.0199355 | 0.0483191 | 0.0035564 | 0.0237885 | -0.0049019 |
| 2.84 | 1.50 | 2 | 4 | 16 | 11.83 | 0.7360708 | 0.2639292 | 0.0200328 | 0.0573885 | 0.0176531 | -0.0026988 | 0.0221791 |
| 4.83 | 1.75 | 8 | 4 | 11 | 19.07 | 0.9523046 | 0.0476954 | 0.0206370 | 0.0351967 | 0.0030432 | 0.0024985 | 0.0101239 |
| 5.48 | 2.00 | 12 | 5 | 12 | 14.44 | 0.9281976 | 0.0718024 | 0.0211061 | 0.0544356 | 0.0037520 | 0.0036897 | -0.0018905 |
| 3.63 | 1.17 | 9 | 5 | 0 | 5.54 | 0.4467551 | 0.5532449 | 0.0220245 | 0.0591035 | 0.0113441 | -0.0012026 | 0.0072545 |
| 4.68 | 1.75 | 7 | 5 | 8 | 12.73 | 0.9726438 | 0.0273562 | 0.0221169 | 0.0293084 | 0.0010271 | 0.0028207 | 0.0098769 |
| 3.66 | 1.25 | 2 | 5 | 1 | 8.25 | 0.5456847 | 0.4543153 | 0.0221376 | 0.0540307 | -0.0313370 | -0.0011731 | -0.0126413 |
| 4.21 | 1.00 | 3 | 5 | 20 | 10.98 | 0.7898080 | 0.2101920 | 0.0228486 | 0.0146550 | 0.0055782 | 0.0011044 | 0.0045492 |
| 2.78 | 1.50 | 2 | 5 | 5 | 11.12 | 0.7324653 | 0.2675347 | 0.0228705 | 0.0589623 | 0.0108838 | 0.0054441 | 0.0103293 |
| 3.21 | 1.25 | 4 | 5 | 5 | 7.70 | 0.5117532 | 0.4882468 | 0.0229092 | 0.0288734 | -0.0163860 | -0.0012207 | -0.0020715 |
| 3.98 | 1.75 | 13 | 5 | 78 | 14.98 | 0.9603047 | 0.0396953 | 0.0229648 | 0.0419574 | 0.0030421 | 0.0014115 | 0.0116084 |
| 3.93 | 1.75 | 9 | 5 | 11 | 11.51 | 0.9443778 | 0.0556222 | 0.0234772 | 0.0327353 | 0.0049857 | 0.0000000 | 0.0103806 |
| 2.72 | 0.00 | 0 | 5 | 30 | 5.33 | 0.4259191 | 0.5740809 | 0.0237354 | 0.0269737 | 0.0150395 | -0.0009741 | -0.0024758 |
| 5.87 | 2.00 | 8 | 5 | 20 | 11.52 | 0.9772973 | 0.0227027 | 0.0238690 | 0.0299476 | 0.0034069 | 0.0045555 | 0.0155190 |
| 5.32 | 2.00 | 4 | 5 | 14 | 15.93 | 0.9393857 | 0.0606143 | 0.0239454 | 0.0490617 | 0.0045361 | 0.0033411 | -0.0008256 |
| 4.05 | 1.75 | 0 | 5 | 12 | 10.81 | 0.9629478 | 0.0370522 | 0.0240344 | 0.0279050 | 0.0016585 | 0.0010818 | 0.0076516 |
| 3.85 | 2.00 | 0 | 4 | 1 | 18.47 | 0.8829153 | 0.1170847 | 0.0245772 | 0.0334027 | 0.0039492 | -0.0048493 | 0.0033618 |
| 4.57 | 2.00 | 8 | 5 | 23 | 16.88 | 0.9478875 | 0.0521125 | 0.0249846 | 0.0287583 | 0.0049188 | 0.0019492 | 0.0033665 |
| 3.68 | 1.64 | 18 | 5 | 15 | 9.13 | 0.5800134 | 0.4199866 | 0.0256374 | -0.0389653 | 0.0263117 | 0.0002850 | 0.0063664 |
| 5.05 | 1.75 | 11 | 5 | 6 | 11.63 | 0.9250890 | 0.0749110 | 0.0256431 | 0.0531290 | -0.0004414 | 0.0013483 | 0.0022707 |
| 4.25 | 2.00 | 3 | 5 | 34 | 13.17 | 0.9660194 | 0.0339806 | 0.0261961 | 0.0297771 | 0.0040065 | 0.0005553 | 0.0056816 |
| 5.71 | 2.00 | 8 | 5 | 5 | 17.10 | 0.9575764 | 0.0424236 | 0.0264219 | 0.0379621 | 0.0027360 | 0.0004065 | 0.0028918 |
| 5.38 | 1.75 | 3 | 5 | 5 | 16.28 | 0.9717077 | 0.0282923 | 0.0265236 | 0.0386120 | 0.0047341 | -0.0001616 | 0.0088866 |
| 3.82 | 1.06 | 3 | 5 | 7 | 10.40 | 0.6289503 | 0.3710497 | 0.0266087 | -0.0306562 | 0.0206591 | 0.0042147 | 0.0051797 |
| 4.60 | 1.75 | 7 | 5 | 3 | 10.91 | 0.9249607 | 0.0750393 | 0.0267255 | 0.0259459 | 0.0004817 | 0.0041376 | -0.0014105 |
| 5.53 | 1.00 | 2 | 5 | 10 | 11.07 | 0.7832703 | 0.2167297 | 0.0271913 | 0.0128488 | -0.0101544 | 0.0054803 | 0.0014500 |
| 2.88 | 1.17 | 16 | 5 | 6 | 7.15 | 0.4508874 | 0.5491126 | 0.0275263 | 0.0120374 | 0.0316834 | -0.0015087 | -0.0244134 |
| 2.67 | 0.89 | 8 | 4 | 22 | 5.32 | 0.5263682 | 0.4736318 | 0.0278176 | 0.0185361 | -0.0111680 | 0.0051314 | -0.0116765 |
| 4.72 | 2.00 | 3 | 5 | 10 | 10.92 | 0.9668034 | 0.0331966 | 0.0279989 | 0.0471234 | 0.0037391 | 0.0031240 | 0.0051954 |
| 2.90 | 1.64 | 8 | 5 | 22 | 8.86 | 0.6910736 | 0.3089264 | 0.0280099 | -0.0242775 | -0.0205514 | -0.0005706 | -0.0106648 |
| 2.63 | 1.89 | 1 | 4 | 5 | 7.92 | 0.8050628 | 0.1949372 | 0.0283479 | -0.0791707 | -0.0072252 | -0.0073204 | -0.0267855 |
| 5.55 | 2.00 | 5 | 5 | 10 | 14.86 | 0.9830984 | 0.0169016 | 0.0284418 | 0.0294723 | 0.0021867 | 0.0021150 | 0.0123585 |
| 0.96 | 1.25 | 3 | 5 | 44 | 6.39 | 0.4178566 | 0.5821434 | 0.0284655 | 0.0462680 | -0.0015667 | -0.0101154 | -0.0152261 |
| 3.46 | 1.31 | 12 | 5 | 9 | 5.99 | 0.3820089 | 0.6179911 | 0.0288197 | 0.0771418 | 0.0127486 | 0.0016007 | 0.0043465 |
| 2.69 | 0.25 | 12 | 5 | 35 | 6.66 | 0.3311068 | 0.6688932 | 0.0288212 | 0.1006655 | -0.0033046 | -0.0018216 | -0.0154368 |
| 5.05 | 1.83 | 1 | 4 | 14 | 17.00 | 0.9423429 | 0.0576571 | 0.0290014 | 0.0254436 | 0.0035072 | -0.0025433 | 0.0076741 |
| 3.88 | 1.42 | 1 | 5 | 15 | 13.79 | 0.5841785 | 0.4158215 | 0.0291580 | -0.0373128 | 0.0041089 | 0.0014324 | 0.0016106 |
| 4.32 | 2.00 | 0 | 5 | 27 | 11.97 | 0.9497900 | 0.0502100 | 0.0298899 | 0.0257855 | 0.0012578 | 0.0026270 | 0.0041143 |
| 5.48 | 2.00 | 4 | 5 | 28 | 17.08 | 0.9664458 | 0.0335542 | 0.0299578 | 0.0358782 | 0.0058879 | 0.0004293 | 0.0026109 |
| 4.75 | 2.00 | 5 | 5 | 10 | 16.32 | 0.9813298 | 0.0186702 | 0.0315017 | 0.0314441 | 0.0038529 | 0.0000000 | 0.0044412 |
| 3.71 | 0.75 | 0 | 5 | 20 | 6.74 | 0.3273728 | 0.6726272 | 0.0316708 | 0.0565468 | 0.0044493 | -0.0002563 | 0.0282255 |
| 1.00 | 0.25 | 1 | 1 | 2 | 6.35 | 0.2362590 | 0.7637410 | 0.0317213 | 0.0623412 | -0.0088539 | 0.0018981 | 0.0058397 |
| 2.88 | 1.58 | 6 | 5 | 16 | 9.70 | 0.6365036 | 0.3634964 | 0.0317860 | -0.0344309 | -0.0353577 | -0.0068733 | -0.0102714 |
| 5.20 | 1.92 | 14 | 5 | 8 | 12.82 | 0.9006254 | 0.0993746 | 0.0318591 | 0.0332828 | -0.0022397 | 0.0011139 | 0.0010185 |
| 4.28 | 1.75 | 9 | 5 | 10 | 12.45 | 0.9606144 | 0.0393856 | 0.0325056 | 0.0480009 | -0.0007017 | 0.0011316 | 0.0079959 |
| 4.55 | 0.00 | 0 | 5 | 2 | 15.15 | 0.4984272 | 0.5015728 | 0.0325079 | -0.0975087 | -0.0005795 | 0.0026872 | -0.0055018 |
| 3.45 | 0.89 | 3 | 5 | 6 | 9.31 | 0.5737708 | 0.4262292 | 0.0325504 | 0.0172452 | -0.0286955 | -0.0069224 | 0.0095956 |
| 4.05 | 1.75 | 0 | 5 | 37 | 12.59 | 0.9644414 | 0.0355586 | 0.0325658 | 0.0373516 | 0.0054840 | 0.0029863 | 0.0102667 |
| 4.04 | 2.00 | 8 | 5 | 5 | 13.13 | 0.9290167 | 0.0709833 | 0.0325936 | 0.0434828 | 0.0093063 | 0.0045978 | 0.0052345 |
| 3.51 | 1.22 | 9 | 5 | 45 | 9.26 | 0.4426932 | 0.5573068 | 0.0329242 | 0.0712846 | 0.0060621 | -0.0048923 | -0.0001807 |
| 2.50 | 1.17 | 6 | 5 | 14 | 7.83 | 0.4608764 | 0.5391236 | 0.0329807 | 0.0415342 | -0.0188787 | -0.0005480 | 0.0105109 |
| 5.30 | 2.00 | 2 | 5 | 27 | 14.99 | 0.9579906 | 0.0420094 | 0.0330137 | 0.0415515 | 0.0026448 | 0.0033434 | 0.0108018 |
| 3.60 | 1.92 | 20 | 5 | 13 | 8.46 | 0.7067853 | 0.2932147 | 0.0331882 | -0.0990507 | 0.0366790 | -0.0041851 | -0.0019335 |
| 3.50 | 0.50 | 6 | 5 | 35 | 7.61 | 0.3483060 | 0.6516940 | 0.0332769 | 0.0938961 | -0.0175542 | -0.0001170 | 0.0143632 |
| 5.95 | 2.00 | 7 | 5 | 26 | 17.53 | 0.9686746 | 0.0313254 | 0.0335569 | 0.0374307 | 0.0024191 | 0.0039824 | 0.0099932 |
| 6.03 | 1.75 | 0 | 5 | 1 | 14.65 | 0.9703709 | 0.0296291 | 0.0336076 | 0.0281939 | 0.0058749 | 0.0002535 | 0.0054080 |
| 5.55 | 1.75 | 0 | 5 | 9 | 10.21 | 0.9683893 | 0.0316107 | 0.0338665 | 0.0359192 | 0.0035060 | 0.0019802 | 0.0118848 |
| 2.46 | 0.75 | 1 | 5 | 12 | 9.03 | 0.4443308 | 0.5556692 | 0.0346992 | 0.0374490 | -0.0272045 | -0.0021411 | -0.0287741 |
| 4.73 | 2.00 | 5 | 5 | 6 | 14.85 | 0.9828329 | 0.0171671 | 0.0347784 | 0.0318455 | 0.0037018 | 0.0000550 | 0.0049197 |
| 3.70 | 0.25 | 12 | 5 | 11 | 3.38 | 0.3804642 | 0.6195358 | 0.0352970 | 0.0889117 | -0.0012761 | 0.0007822 | 0.0027855 |
| 4.72 | 1.58 | 1 | 5 | 28 | 15.49 | 0.6541816 | 0.3458184 | 0.0352998 | -0.0067770 | 0.0046132 | -0.0022844 | -0.0626161 |
| 3.94 | 1.64 | 21 | 5 | 21 | 10.80 | 0.7534218 | 0.2465782 | 0.0369625 | 0.0151106 | -0.0037214 | 0.0020728 | -0.0079312 |
| 4.71 | 1.00 | 6 | 5 | 0 | 12.13 | 0.8250524 | 0.1749476 | 0.0369764 | 0.0072699 | 0.0063231 | 0.0013243 | 0.0093414 |
| 5.14 | 1.25 | 7 | 5 | 6 | 12.63 | 0.6324936 | 0.3675064 | 0.0371749 | -0.0416238 | 0.0019568 | 0.0059661 | 0.0018546 |
| 3.90 | 1.00 | 3 | 5 | 48 | 12.50 | 0.7276369 | 0.2723631 | 0.0371791 | 0.0067501 | 0.0088268 | 0.0060300 | -0.0278383 |
| 2.02 | 0.00 | 0 | 5 | 4 | 6.43 | 0.4100626 | 0.5899374 | 0.0374106 | 0.0095754 | 0.0328476 | -0.0013788 | 0.0039246 |
| 4.33 | 2.00 | 23 | 5 | 19 | 15.35 | 0.8311665 | 0.1688335 | 0.0374968 | 0.0485076 | -0.0051110 | 0.0000000 | -0.0022313 |
| 4.14 | 1.50 | 0 | 5 | 2 | 12.86 | 0.7307816 | 0.2692184 | 0.0377413 | -0.0085385 | 0.0139725 | 0.0000000 | 0.0079855 |
| 3.18 | 0.67 | 12 | 5 | 5 | 8.35 | 0.4121297 | 0.5878703 | 0.0381282 | 0.0525053 | -0.0162854 | -0.0034321 | -0.0242723 |
| 5.78 | 2.00 | 0 | 5 | 32 | 12.63 | 0.9476993 | 0.0523007 | 0.0384343 | 0.0312462 | 0.0063983 | 0.0003463 | 0.0042820 |
| 5.31 | 1.81 | 0 | 5 | 11 | 10.71 | 0.9545294 | 0.0454706 | 0.0385532 | 0.0311310 | 0.0039749 | 0.0015676 | 0.0044504 |
| 4.63 | 1.75 | 0 | 5 | 41 | 12.72 | 0.9768345 | 0.0231655 | 0.0389757 | 0.0345054 | 0.0030660 | 0.0004490 | 0.0067289 |
| 5.05 | 1.67 | 7 | 5 | 13 | 13.97 | 0.8972637 | 0.1027363 | 0.0394678 | 0.0435212 | 0.0038880 | 0.0003301 | 0.0039869 |
| 6.01 | 1.00 | 6 | 5 | 30 | 12.81 | 0.7709763 | 0.2290237 | 0.0397553 | -0.0070482 | 0.0029187 | 0.0019951 | -0.0149091 |
| 5.77 | 2.00 | 3 | 5 | 17 | 19.02 | 0.9838510 | 0.0161490 | 0.0398105 | 0.0363418 | 0.0051625 | 0.0001998 | 0.0034387 |
| 3.05 | 1.42 | 10 | 4 | 41 | 8.39 | 0.4365833 | 0.5634167 | 0.0401093 | 0.0466728 | -0.0139675 | -0.0088608 | -0.0190186 |
| 3.91 | 0.92 | 11 | 5 | 14 | 12.75 | 0.7215160 | 0.2784840 | 0.0413014 | 0.0035994 | -0.0035351 | 0.0032085 | -0.0047000 |
| 3.60 | 1.33 | 8 | 5 | 23 | 8.60 | 0.3624737 | 0.6375263 | 0.0419662 | 0.0863006 | 0.0014781 | -0.0011037 | -0.0013729 |
| 2.94 | 1.25 | 3 | 5 | 23 | 6.94 | 0.5201789 | 0.4798211 | 0.0422487 | 0.0219990 | -0.0223565 | -0.0039787 | -0.0174489 |
| 4.63 | 1.25 | 9 | 5 | 40 | 11.49 | 0.6063033 | 0.3936967 | 0.0430502 | -0.0224568 | -0.0124231 | -0.0020340 | 0.0078512 |
| 3.60 | 1.42 | 4 | 5 | 65 | 8.38 | 0.4721300 | 0.5278700 | 0.0432321 | 0.0548124 | -0.0261776 | -0.0007778 | -0.0043328 |
| 4.71 | 2.00 | 9 | 5 | 48 | 10.72 | 0.9743569 | 0.0256431 | 0.0435740 | 0.0271325 | 0.0026177 | -0.0000219 | 0.0120601 |
| 4.70 | 2.00 | 31 | 5 | 15 | 15.68 | 0.6946799 | 0.3053201 | 0.0437787 | 0.0093700 | -0.0408381 | 0.0038122 | -0.0022884 |
| 4.09 | 1.58 | 7 | 5 | 11 | 14.28 | 0.8429982 | 0.1570018 | 0.0438802 | 0.0164304 | 0.0028235 | 0.0032503 | 0.0120887 |
| 3.22 | 1.25 | 0 | 4 | 18 | 8.63 | 0.3714470 | 0.6285530 | 0.0446058 | 0.0114722 | 0.0147256 | -0.0045914 | -0.0075490 |
| 4.07 | 0.81 | 3 | 5 | 24 | 13.17 | 0.8040893 | 0.1959107 | 0.0446945 | 0.0024939 | 0.0078643 | 0.0071019 | 0.0044063 |
| 3.86 | 0.89 | 0 | 5 | 3 | 10.90 | 0.6347306 | 0.3652694 | 0.0449520 | 0.0005101 | -0.0065381 | 0.0006122 | -0.0268439 |
| 4.38 | 1.67 | 6 | 5 | 13 | 18.80 | 0.9220800 | 0.0779200 | 0.0456874 | 0.0267704 | 0.0029689 | 0.0011504 | 0.0045065 |
| 3.93 | 1.31 | 5 | 5 | 1 | 13.51 | 0.5033813 | 0.4966187 | 0.0475480 | -0.0397837 | -0.0085740 | -0.0000358 | -0.0195076 |
| 5.26 | 2.00 | 26 | 5 | 17 | 17.13 | 0.8029617 | 0.1970383 | 0.0478728 | 0.0353180 | -0.0123527 | 0.0050960 | -0.0002805 |
| 1.50 | 1.67 | 0 | 3 | 6 | 9.07 | 0.6704288 | 0.3295712 | 0.0479854 | -0.0751137 | 0.0094436 | -0.0038687 | -0.0004428 |
| 2.97 | 1.25 | 41 | 4 | 2 | 7.12 | 0.3680887 | 0.6319113 | 0.0482877 | 0.0107089 | 0.0142098 | 0.0064234 | -0.0100692 |
| 3.24 | 0.56 | 16 | 5 | 24 | 6.44 | 0.2923506 | 0.7076494 | 0.0484555 | 0.0411266 | 0.0085548 | 0.0011431 | -0.0072628 |
| 5.10 | 0.00 | 0 | 5 | 3 | 12.25 | 0.5168527 | 0.4831473 | 0.0484644 | -0.0792831 | -0.0071140 | 0.0033010 | -0.0114599 |
| 3.46 | 1.17 | 15 | 4 | 20 | 9.44 | 0.3617727 | 0.6382273 | 0.0487196 | 0.0435862 | 0.0287903 | 0.0021123 | 0.0103069 |
| 3.92 | 0.92 | 6 | 5 | 9 | 12.49 | 0.8443555 | 0.1556445 | 0.0489488 | 0.0154636 | 0.0089102 | 0.0019685 | 0.0089025 |
| 4.57 | 1.00 | 7 | 5 | 3 | 11.23 | 0.8095619 | 0.1904381 | 0.0493311 | 0.0020701 | -0.0025190 | 0.0027897 | 0.0111888 |
| 4.25 | 1.42 | 3 | 5 | 28 | 10.91 | 0.6752151 | 0.3247849 | 0.0509507 | -0.0299543 | 0.0053697 | 0.0032530 | 0.0026176 |
| 3.58 | 0.75 | 4 | 5 | 1 | 9.27 | 0.4332641 | 0.5667359 | 0.0509682 | 0.0765249 | -0.0190406 | -0.0051752 | 0.0020714 |
| 2.48 | 2.00 | 15 | 5 | 18 | 9.52 | 0.6718917 | 0.3281083 | 0.0514365 | -0.0744392 | 0.0133073 | -0.0004950 | -0.0118516 |
| 3.62 | 1.25 | 14 | 4 | 80 | 9.55 | 0.4568113 | 0.5431887 | 0.0515734 | 0.0500510 | 0.0096044 | 0.0048743 | -0.0287685 |
| 3.03 | 0.92 | 8 | 5 | 40 | 6.35 | 0.5265074 | 0.4734926 | 0.0521009 | 0.0070339 | 0.0001443 | -0.0000244 | 0.0067335 |
| 4.88 | 1.58 | 3 | 5 | 18 | 14.73 | 0.9037535 | 0.0962465 | 0.0526661 | 0.0045731 | 0.0048197 | 0.0029946 | 0.0069442 |
| 2.90 | 1.42 | 9 | 4 | 2 | 8.78 | 0.3588962 | 0.6411038 | 0.0538830 | 0.0407312 | 0.0061248 | -0.0056842 | 0.0143668 |
| 3.17 | 0.25 | 1 | 3 | 9 | 6.68 | 0.2281947 | 0.7718053 | 0.0541284 | 0.0660058 | 0.0062790 | -0.0006372 | 0.0133754 |
| 3.26 | 1.75 | 4 | 5 | 12 | 8.89 | 0.7877710 | 0.2122290 | 0.0542166 | -0.0873974 | -0.0268855 | -0.0015096 | -0.0228687 |
| 2.21 | 1.25 | 3 | 5 | 19 | 4.02 | 0.4034929 | 0.5965071 | 0.0543422 | 0.0521201 | -0.0293092 | -0.0036635 | 0.0085138 |
| 3.51 | 1.33 | 0 | 5 | 22 | 9.86 | 0.4053300 | 0.5946700 | 0.0550138 | 0.0578042 | -0.0214030 | -0.0015180 | -0.0112304 |
| 2.33 | 0.75 | 8 | 3 | 22 | 9.22 | 0.2955262 | 0.7044738 | 0.0557408 | 0.0832053 | -0.0085165 | 0.0024955 | 0.0086472 |
| 3.86 | 1.25 | 0 | 5 | 14 | 11.32 | 0.5990187 | 0.4009813 | 0.0561107 | -0.0406590 | 0.0011366 | 0.0026444 | 0.0044687 |
| 3.67 | 0.75 | 16 | 5 | 11 | 7.91 | 0.3874861 | 0.6125139 | 0.0565071 | 0.0476022 | 0.0144666 | -0.0003541 | 0.0075673 |
| 4.92 | 1.22 | 2 | 5 | 20 | 11.43 | 0.6621492 | 0.3378508 | 0.0568727 | -0.0311483 | 0.0054411 | 0.0040813 | -0.0017765 |
| 4.92 | 1.00 | 7 | 5 | 9 | 12.57 | 0.7284199 | 0.2715801 | 0.0577268 | 0.0239501 | -0.0078491 | -0.0009098 | -0.0183243 |
| 3.17 | 0.50 | 2 | 5 | 2 | 9.58 | 0.3405855 | 0.6594145 | 0.0581370 | 0.0726074 | -0.0197331 | -0.0053962 | -0.0093404 |
| 3.02 | 1.89 | 4 | 5 | 37 | 9.35 | 0.6097686 | 0.3902314 | 0.0582398 | -0.0415576 | -0.0155608 | 0.0005664 | 0.0337969 |
| 1.00 | 0.25 | 15 | 1 | 15 | 8.29 | 0.2905562 | 0.7094438 | 0.0586578 | 0.0380474 | -0.0144581 | -0.0114292 | -0.0200989 |
| 3.02 | 1.50 | 45 | 5 | 11 | 9.70 | 0.5098992 | 0.4901008 | 0.0587976 | -0.0315107 | 0.0340215 | -0.0008113 | -0.0025090 |
| 4.43 | 1.00 | 9 | 5 | 20 | 16.59 | 0.8143766 | 0.1856234 | 0.0593110 | 0.0133066 | 0.0002641 | 0.0022883 | 0.0202736 |
| 2.95 | 0.72 | 1 | 3 | 0 | 9.43 | 0.2533765 | 0.7466235 | 0.0606796 | 0.0767312 | -0.0068814 | -0.0009225 | 0.0124922 |
| 3.29 | 1.42 | 22 | 5 | 24 | 8.77 | 0.3260852 | 0.6739148 | 0.0608968 | 0.0407927 | 0.0263108 | -0.0010673 | -0.0004118 |
| 4.08 | 1.00 | 0 | 4 | 23 | 12.00 | 0.7973772 | 0.2026228 | 0.0613056 | 0.0094476 | 0.0075773 | -0.0129491 | 0.0048166 |
| 0.80 | 0.75 | 0 | 1 | 5 | 8.96 | 0.1996505 | 0.8003495 | 0.0618381 | 0.0628637 | 0.0199702 | -0.0085105 | -0.0032881 |
| 4.15 | 0.42 | 34 | 5 | 9 | 13.28 | 0.5428496 | 0.4571504 | 0.0621695 | -0.0411219 | -0.0544414 | 0.0019223 | 0.0066339 |
| 1.33 | 0.25 | 3 | 2 | 5 | 5.78 | 0.2313212 | 0.7686788 | 0.0623063 | 0.0843146 | -0.0000718 | -0.0081694 | 0.0053712 |
| 2.07 | 0.56 | 2 | 3 | 17 | 8.48 | 0.1856555 | 0.8143445 | 0.0633105 | 0.0912406 | 0.0054126 | 0.0156115 | 0.0169310 |
| 3.35 | 1.58 | 0 | 4 | 12 | 4.51 | 0.5798816 | 0.4201184 | 0.0638979 | -0.0138654 | 0.0059544 | 0.0009959 | 0.0136961 |
| 5.13 | 0.25 | 3 | 5 | 24 | 13.38 | 0.6134757 | 0.3865243 | 0.0642886 | -0.0466920 | 0.0037969 | 0.0064830 | -0.0042235 |
| 0.82 | 0.25 | 5 | 3 | 29 | 6.93 | 0.2872759 | 0.7127241 | 0.0646015 | 0.0558202 | -0.0163910 | -0.0021959 | 0.0031083 |
| 3.31 | 1.50 | 27 | 5 | 8 | 6.74 | 0.4969432 | 0.5030568 | 0.0661779 | -0.0164747 | 0.0412347 | -0.0003814 | 0.0027584 |
| 1.50 | 0.75 | 16 | 2 | 3 | 7.63 | 0.2378899 | 0.7621101 | 0.0663779 | 0.0514101 | -0.0026503 | 0.0002238 | 0.0084622 |
| 3.18 | 2.00 | 29 | 4 | 2 | 6.48 | 0.5612447 | 0.4387553 | 0.0664637 | -0.0370529 | 0.0383216 | -0.0010465 | 0.0002465 |
| 5.47 | 0.83 | 12 | 5 | 0 | 13.79 | 0.8157344 | 0.1842656 | 0.0666022 | 0.0042021 | -0.0017087 | 0.0002438 | 0.0041184 |
| 3.50 | 0.39 | 0 | 5 | 6 | 8.60 | 0.2268484 | 0.7731516 | 0.0674257 | 0.1161244 | 0.0042203 | -0.0013054 | 0.0085046 |
| 4.42 | 1.50 | 21 | 5 | 40 | 18.67 | 0.7969066 | 0.2030934 | 0.0701260 | 0.0036872 | 0.0122618 | -0.0004874 | 0.0235281 |
| 3.34 | 0.75 | 0 | 5 | 19 | 7.36 | 0.2592550 | 0.7407450 | 0.0701811 | 0.0798394 | 0.0169859 | 0.0019229 | 0.0172932 |
| 5.40 | 1.56 | 24 | 5 | 14 | 12.73 | 0.8099976 | 0.1900024 | 0.0704168 | 0.0077649 | 0.0060092 | 0.0039933 | 0.0053292 |
| 4.42 | 1.25 | 0 | 5 | 29 | 13.01 | 0.6428338 | 0.3571662 | 0.0705611 | -0.0178611 | 0.0063910 | 0.0005348 | 0.0021981 |
| 2.07 | 1.25 | 7 | 3 | 38 | 9.32 | 0.4104149 | 0.5895851 | 0.0707971 | 0.0456021 | -0.0146637 | 0.0057616 | -0.0144004 |
| 4.19 | 0.89 | 16 | 5 | 10 | 12.91 | 0.6743564 | 0.3256436 | 0.0715086 | 0.0085921 | -0.0158155 | 0.0016831 | -0.0080293 |
| 1.92 | 0.50 | 17 | 4 | 0 | 5.39 | 0.2342586 | 0.7657414 | 0.0716401 | 0.0720334 | -0.0011533 | -0.0017628 | 0.0047243 |
| 3.19 | 1.64 | 1 | 4 | 31 | 5.08 | 0.5771289 | 0.4228711 | 0.0726351 | -0.0257839 | -0.0029157 | -0.0036462 | -0.0115369 |
| 1.50 | 0.50 | 3 | 2 | 12 | 7.90 | 0.2898725 | 0.7101275 | 0.0735218 | 0.0733810 | -0.0009053 | -0.0060805 | -0.0149870 |
| 3.25 | 1.42 | 26 | 5 | 12 | 4.73 | 0.2594042 | 0.7405958 | 0.0740110 | 0.0414477 | 0.0164586 | -0.0013158 | 0.0145243 |
| 1.68 | 1.08 | 0 | 5 | 22 | 5.87 | 0.3110579 | 0.6889421 | 0.0742618 | 0.0366710 | 0.0128053 | 0.0003649 | 0.0076964 |
| 4.95 | 1.00 | 18 | 5 | 6 | 16.52 | 0.8283146 | 0.1716854 | 0.0766125 | 0.0111701 | -0.0065693 | 0.0054071 | 0.0093338 |
| 3.07 | 1.75 | 2 | 5 | 1 | 8.92 | 0.7213688 | 0.2786312 | 0.0768613 | -0.0421103 | -0.0154637 | -0.0014851 | -0.0039050 |
| 5.20 | 1.33 | 14 | 5 | 1 | 13.99 | 0.6977401 | 0.3022599 | 0.0797618 | -0.0163623 | 0.0017223 | 0.0013513 | 0.0170450 |
| 1.47 | 0.72 | 4 | 5 | 10 | 6.85 | 0.2725134 | 0.7274866 | 0.0805915 | 0.0691196 | -0.0098032 | -0.0036639 | 0.0048969 |
| 4.30 | 1.25 | 0 | 5 | 42 | 10.60 | 0.6960154 | 0.3039846 | 0.0818953 | -0.0165334 | 0.0227217 | 0.0016961 | 0.0182392 |
| 4.05 | 1.25 | 20 | 5 | 33 | 11.78 | 0.5894142 | 0.4105858 | 0.0819771 | -0.0361290 | -0.0196457 | -0.0018787 | -0.0003488 |
| 4.46 | 0.39 | 3 | 5 | 9 | 10.41 | 0.6129925 | 0.3870075 | 0.0826370 | -0.0288618 | 0.0009388 | 0.0009955 | -0.0072208 |
| 4.92 | 1.25 | 0 | 5 | 10 | 10.51 | 0.6369182 | 0.3630818 | 0.0890529 | -0.0260282 | 0.0045584 | 0.0017563 | -0.0085902 |
| 3.13 | 1.58 | 2 | 5 | 14 | 9.63 | 0.5886059 | 0.4113941 | 0.0896768 | -0.0130933 | -0.0135419 | -0.0037715 | 0.0018597 |
| 2.10 | 1.00 | 6 | 4 | 4 | 5.06 | 0.4724586 | 0.5275414 | 0.0906196 | 0.0296568 | -0.0075975 | -0.0006085 | -0.0043759 |
| 1.90 | 0.75 | 0 | 3 | 2 | 5.67 | 0.1575802 | 0.8424198 | 0.0918206 | 0.1080125 | 0.0198842 | 0.0015036 | 0.0096556 |
| 4.33 | 1.42 | 16 | 5 | 33 | 12.57 | 0.7197174 | 0.2802826 | 0.0929648 | -0.0018548 | 0.0012371 | 0.0006327 | 0.0239376 |
| 4.82 | 1.25 | 0 | 5 | 5 | 10.79 | 0.7122856 | 0.2877144 | 0.0930751 | -0.0218790 | 0.0013407 | 0.0045447 | 0.0133646 |
| 4.17 | 0.36 | 0 | 5 | 2 | 13.73 | 0.6673382 | 0.3326618 | 0.0931474 | -0.0298394 | 0.0157388 | 0.0018367 | 0.0055836 |
| 4.15 | 0.50 | 0 | 5 | 0 | 10.03 | 0.5905528 | 0.4094472 | 0.0956299 | -0.0260214 | 0.0098129 | 0.0007700 | -0.0142167 |
| 3.23 | 0.25 | 0 | 5 | 26 | 8.43 | 0.1952233 | 0.8047767 | 0.0966808 | 0.0696940 | 0.0102481 | -0.0000612 | -0.0027770 |
| 2.96 | 1.64 | 15 | 5 | 33 | 7.07 | 0.4417688 | 0.5582312 | 0.0985334 | -0.0180162 | 0.0246373 | -0.0000708 | 0.0118924 |
| 4.42 | 1.42 | 15 | 5 | 3 | 13.18 | 0.6912439 | 0.3087561 | 0.0985936 | -0.0162710 | -0.0050030 | 0.0000000 | 0.0172751 |
| 1.58 | 0.67 | 0 | 3 | 2 | 8.08 | 0.1337308 | 0.8662692 | 0.1020062 | 0.0474658 | 0.0092180 | 0.0071763 | 0.0028966 |
| 3.11 | 2.00 | 1 | 4 | 26 | 7.12 | 0.6593573 | 0.3406427 | 0.1038430 | -0.0549847 | -0.0011326 | -0.0070417 | -0.0122227 |
| 4.34 | 0.39 | 0 | 5 | 32 | 10.30 | 0.6405261 | 0.3594739 | 0.1041667 | -0.0310238 | 0.0040002 | 0.0019760 | 0.0042351 |
column 2
Oznake
Prediktori
- KVIZ1 - suma svih bodova na kvizovima do prvog kolokvija
- DZ1 - suma bodova na domaćim zadaćama do prvog kolokvija
- VID_1 - ukupni broj klikova na video materijale do prvog kolokvija
- M1 - ukupni broj klikova na PDF materijale do prvog kolokvija
- D1 - ukupni broj dolazaka na predavanja do prvog kolokvija
Response
- KOL1 - ukupni broj bodova na prvom kolokviju
Vjerojatnosti
- class_1 - predikcija vjerojatnosti da se na prvom kolokviju ostvarilo barem 10 bodova
- class_0 - predikcija vjerojatnosti da se na prvom kolokviju ostvarilo manje 10 bodova
Lokalne važnosti varijabli
- KVIZ - lokalna važnost varijable KVIZ1
- DZ - lokalna važnost varijable DZ1
- VIDEO - lokalna važnost varijable VID_1
- DOLASCI - lokalna važnost varijable D1
- MATERIJALI - lokalna važnost varijable M1
2. model - opis i varijable
Column 1
2. model (model s četiri klase)
Prediktori
- KVIZ - suma svih bodova na kvizovima do prvog kolokvija
- 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.
Column 2
Važnost prediktora
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 3 878 38 roc_auc hand_till 0.684 10 0.0219 Preprocessor1_Mode…
2 3 642 34 roc_auc hand_till 0.684 10 0.0206 Preprocessor1_Mode…
3 3 1070 39 roc_auc hand_till 0.683 10 0.0215 Preprocessor1_Mode…
4 3 1008 40 roc_auc hand_till 0.683 10 0.0203 Preprocessor1_Mode…
5 3 1249 37 roc_auc hand_till 0.682 10 0.0206 Preprocessor1_Mode…
6 3 675 38 roc_auc hand_till 0.682 10 0.0201 Preprocessor1_Mode…
7 2 693 38 roc_auc hand_till 0.682 10 0.0213 Preprocessor1_Mode…
8 2 725 40 roc_auc hand_till 0.681 10 0.0218 Preprocessor1_Mode…
9 2 1336 35 roc_auc hand_till 0.681 10 0.0212 Preprocessor1_Mode…
10 3 771 38 roc_auc hand_till 0.681 10 0.0212 Preprocessor1_Mode…
11 3 566 40 roc_auc hand_till 0.680 10 0.0213 Preprocessor1_Mode…
12 3 838 40 roc_auc hand_till 0.680 10 0.0213 Preprocessor1_Mode…
13 3 661 34 roc_auc hand_till 0.680 10 0.0210 Preprocessor1_Mode…
14 3 1040 39 roc_auc hand_till 0.680 10 0.0225 Preprocessor1_Mode…
15 3 966 29 roc_auc hand_till 0.679 10 0.0223 Preprocessor1_Mode…
16 3 694 37 roc_auc hand_till 0.679 10 0.0212 Preprocessor1_Mode…
17 3 1136 33 roc_auc hand_till 0.679 10 0.0212 Preprocessor1_Mode…
18 3 1107 39 roc_auc hand_till 0.679 10 0.0224 Preprocessor1_Mode…
19 3 1478 36 roc_auc hand_till 0.678 10 0.0212 Preprocessor1_Mode…
20 3 627 33 roc_auc hand_till 0.678 10 0.0227 Preprocessor1_Mode…
21 3 1194 34 roc_auc hand_till 0.678 10 0.0213 Preprocessor1_Mode…
22 3 1332 39 roc_auc hand_till 0.678 10 0.0208 Preprocessor1_Mode…
23 3 874 35 roc_auc hand_till 0.678 10 0.0216 Preprocessor1_Mode…
24 3 806 40 roc_auc hand_till 0.678 10 0.0221 Preprocessor1_Mode…
25 3 566 38 roc_auc hand_till 0.678 10 0.0196 Preprocessor1_Mode…
26 3 1479 32 roc_auc hand_till 0.678 10 0.0212 Preprocessor1_Mode…
27 3 1435 39 roc_auc hand_till 0.678 10 0.0218 Preprocessor1_Mode…
28 3 424 38 roc_auc hand_till 0.678 10 0.0208 Preprocessor1_Mode…
29 3 1134 37 roc_auc hand_till 0.678 10 0.0212 Preprocessor1_Mode…
30 3 1154 34 roc_auc hand_till 0.678 10 0.0194 Preprocessor1_Mode…
31 3 1276 38 roc_auc hand_till 0.678 10 0.0209 Preprocessor1_Mode…
32 3 1428 37 roc_auc hand_till 0.678 10 0.0216 Preprocessor1_Mode…
33 3 704 39 roc_auc hand_till 0.678 10 0.0203 Preprocessor1_Mode…
34 3 816 37 roc_auc hand_till 0.678 10 0.0213 Preprocessor1_Mode…
35 3 1425 33 roc_auc hand_till 0.677 10 0.0205 Preprocessor1_Mode…
36 3 496 39 roc_auc hand_till 0.677 10 0.0190 Preprocessor1_Mode…
37 3 1050 35 roc_auc hand_till 0.677 10 0.0201 Preprocessor1_Mode…
38 3 992 35 roc_auc hand_till 0.677 10 0.0216 Preprocessor1_Mode…
39 3 1377 39 roc_auc hand_till 0.677 10 0.0206 Preprocessor1_Mode…
40 3 503 33 roc_auc hand_till 0.677 10 0.0214 Preprocessor1_Mode…
41 3 840 40 roc_auc hand_till 0.677 10 0.0218 Preprocessor1_Mode…
42 2 562 28 roc_auc hand_till 0.677 10 0.0217 Preprocessor1_Mode…
43 3 668 39 roc_auc hand_till 0.677 10 0.0222 Preprocessor1_Mode…
44 3 634 33 roc_auc hand_till 0.677 10 0.0209 Preprocessor1_Mode…
45 3 1007 39 roc_auc hand_till 0.677 10 0.0206 Preprocessor1_Mode…
46 3 946 37 roc_auc hand_till 0.677 10 0.0207 Preprocessor1_Mode…
47 2 490 29 roc_auc hand_till 0.677 10 0.0202 Preprocessor1_Mode…
48 3 1174 30 roc_auc hand_till 0.676 10 0.0207 Preprocessor1_Mode…
49 2 1171 38 roc_auc hand_till 0.676 10 0.0219 Preprocessor1_Mode…
50 3 492 30 roc_auc hand_till 0.676 10 0.0214 Preprocessor1_Mode…
51 3 1375 31 roc_auc hand_till 0.676 10 0.0216 Preprocessor1_Mode…
52 3 556 34 roc_auc hand_till 0.676 10 0.0241 Preprocessor1_Mode…
53 3 1433 34 roc_auc hand_till 0.676 10 0.0203 Preprocessor1_Mode…
54 3 421 35 roc_auc hand_till 0.676 10 0.0201 Preprocessor1_Mode…
55 2 1406 33 roc_auc hand_till 0.676 10 0.0213 Preprocessor1_Mode…
56 3 672 32 roc_auc hand_till 0.676 10 0.0198 Preprocessor1_Mode…
57 3 405 36 roc_auc hand_till 0.676 10 0.0215 Preprocessor1_Mode…
58 3 958 39 roc_auc hand_till 0.676 10 0.0213 Preprocessor1_Mode…
59 3 596 37 roc_auc hand_till 0.676 10 0.0209 Preprocessor1_Mode…
60 2 1484 32 roc_auc hand_till 0.676 10 0.0207 Preprocessor1_Mode…
61 3 423 34 roc_auc hand_till 0.676 10 0.0208 Preprocessor1_Mode…
62 2 813 39 roc_auc hand_till 0.676 10 0.0236 Preprocessor1_Mode…
63 2 438 40 roc_auc hand_till 0.676 10 0.0212 Preprocessor1_Mode…
64 3 1494 37 roc_auc hand_till 0.676 10 0.0208 Preprocessor1_Mode…
65 3 768 39 roc_auc hand_till 0.675 10 0.0199 Preprocessor1_Mode…
66 2 1100 40 roc_auc hand_till 0.675 10 0.0225 Preprocessor1_Mode…
67 3 1331 32 roc_auc hand_till 0.675 10 0.0214 Preprocessor1_Mode…
68 2 671 37 roc_auc hand_till 0.675 10 0.0219 Preprocessor1_Mode…
69 3 942 33 roc_auc hand_till 0.675 10 0.0206 Preprocessor1_Mode…
70 3 656 33 roc_auc hand_till 0.675 10 0.0196 Preprocessor1_Mode…
71 3 614 40 roc_auc hand_till 0.675 10 0.0228 Preprocessor1_Mode…
72 3 1188 36 roc_auc hand_till 0.675 10 0.0211 Preprocessor1_Mode…
73 3 499 38 roc_auc hand_till 0.675 10 0.0202 Preprocessor1_Mode…
74 3 1115 24 roc_auc hand_till 0.675 10 0.0224 Preprocessor1_Mode…
75 3 541 32 roc_auc hand_till 0.675 10 0.0222 Preprocessor1_Mode…
76 3 663 25 roc_auc hand_till 0.675 10 0.0193 Preprocessor1_Mode…
77 2 1349 23 roc_auc hand_till 0.675 10 0.0206 Preprocessor1_Mode…
78 3 859 35 roc_auc hand_till 0.675 10 0.0216 Preprocessor1_Mode…
79 3 501 28 roc_auc hand_till 0.675 10 0.0203 Preprocessor1_Mode…
80 3 1017 37 roc_auc hand_till 0.675 10 0.0205 Preprocessor1_Mode…
81 3 1092 34 roc_auc hand_till 0.674 10 0.0202 Preprocessor1_Mode…
82 3 511 28 roc_auc hand_till 0.674 10 0.0210 Preprocessor1_Mode…
83 3 832 33 roc_auc hand_till 0.674 10 0.0194 Preprocessor1_Mode…
84 3 1220 37 roc_auc hand_till 0.674 10 0.0195 Preprocessor1_Mode…
85 3 439 40 roc_auc hand_till 0.674 10 0.0232 Preprocessor1_Mode…
86 2 1278 36 roc_auc hand_till 0.674 10 0.0222 Preprocessor1_Mode…
87 3 661 35 roc_auc hand_till 0.674 10 0.0210 Preprocessor1_Mode…
88 2 618 36 roc_auc hand_till 0.674 10 0.0229 Preprocessor1_Mode…
89 3 1358 40 roc_auc hand_till 0.674 10 0.0210 Preprocessor1_Mode…
90 3 556 28 roc_auc hand_till 0.674 10 0.0212 Preprocessor1_Mode…
91 3 1221 26 roc_auc hand_till 0.674 10 0.0215 Preprocessor1_Mode…
92 2 1304 32 roc_auc hand_till 0.674 10 0.0213 Preprocessor1_Mode…
93 3 740 23 roc_auc hand_till 0.674 10 0.0217 Preprocessor1_Mode…
94 3 1053 38 roc_auc hand_till 0.674 10 0.0211 Preprocessor1_Mode…
95 3 943 26 roc_auc hand_till 0.674 10 0.0207 Preprocessor1_Mode…
96 3 926 30 roc_auc hand_till 0.674 10 0.0208 Preprocessor1_Mode…
97 3 1486 33 roc_auc hand_till 0.674 10 0.0203 Preprocessor1_Mode…
98 2 780 38 roc_auc hand_till 0.674 10 0.0220 Preprocessor1_Mode…
99 3 839 36 roc_auc hand_till 0.674 10 0.0203 Preprocessor1_Mode…
100 3 1172 36 roc_auc hand_till 0.674 10 0.0200 Preprocessor1_Mode…
101 3 1066 36 roc_auc hand_till 0.674 10 0.0197 Preprocessor1_Mode…
102 3 1211 32 roc_auc hand_till 0.674 10 0.0196 Preprocessor1_Mode…
103 3 1204 30 roc_auc hand_till 0.674 10 0.0224 Preprocessor1_Mode…
104 3 875 35 roc_auc hand_till 0.674 10 0.0206 Preprocessor1_Mode…
105 3 1400 31 roc_auc hand_till 0.674 10 0.0206 Preprocessor1_Mode…
106 3 1095 38 roc_auc hand_till 0.674 10 0.0200 Preprocessor1_Mode…
107 3 811 40 roc_auc hand_till 0.673 10 0.0194 Preprocessor1_Mode…
108 3 998 34 roc_auc hand_till 0.673 10 0.0202 Preprocessor1_Mode…
109 2 674 35 roc_auc hand_till 0.673 10 0.0216 Preprocessor1_Mode…
110 2 945 35 roc_auc hand_till 0.673 10 0.0207 Preprocessor1_Mode…
111 2 593 36 roc_auc hand_till 0.673 10 0.0215 Preprocessor1_Mode…
112 3 1043 32 roc_auc hand_till 0.673 10 0.0214 Preprocessor1_Mode…
113 3 1326 34 roc_auc hand_till 0.673 10 0.0207 Preprocessor1_Mode…
114 3 417 37 roc_auc hand_till 0.673 10 0.0234 Preprocessor1_Mode…
115 2 796 36 roc_auc hand_till 0.673 10 0.0224 Preprocessor1_Mode…
116 2 821 31 roc_auc hand_till 0.673 10 0.0232 Preprocessor1_Mode…
117 3 867 36 roc_auc hand_till 0.673 10 0.0207 Preprocessor1_Mode…
118 3 544 38 roc_auc hand_till 0.673 10 0.0221 Preprocessor1_Mode…
119 2 488 38 roc_auc hand_till 0.673 10 0.0220 Preprocessor1_Mode…
120 2 937 38 roc_auc hand_till 0.673 10 0.0216 Preprocessor1_Mode…
121 2 1247 35 roc_auc hand_till 0.673 10 0.0226 Preprocessor1_Mode…
122 3 1134 33 roc_auc hand_till 0.673 10 0.0210 Preprocessor1_Mode…
123 3 1398 30 roc_auc hand_till 0.673 10 0.0202 Preprocessor1_Mode…
124 3 796 25 roc_auc hand_till 0.673 10 0.0208 Preprocessor1_Mode…
125 3 1073 36 roc_auc hand_till 0.673 10 0.0213 Preprocessor1_Mode…
126 2 882 35 roc_auc hand_till 0.673 10 0.0209 Preprocessor1_Mode…
127 3 706 37 roc_auc hand_till 0.673 10 0.0208 Preprocessor1_Mode…
128 3 585 37 roc_auc hand_till 0.673 10 0.0200 Preprocessor1_Mode…
129 3 1192 34 roc_auc hand_till 0.673 10 0.0189 Preprocessor1_Mode…
130 3 542 24 roc_auc hand_till 0.672 10 0.0210 Preprocessor1_Mode…
131 2 807 30 roc_auc hand_till 0.672 10 0.0217 Preprocessor1_Mode…
132 2 435 33 roc_auc hand_till 0.672 10 0.0222 Preprocessor1_Mode…
133 3 973 32 roc_auc hand_till 0.672 10 0.0194 Preprocessor1_Mode…
134 2 1248 32 roc_auc hand_till 0.672 10 0.0214 Preprocessor1_Mode…
135 2 1047 33 roc_auc hand_till 0.672 10 0.0218 Preprocessor1_Mode…
136 3 1186 35 roc_auc hand_till 0.672 10 0.0215 Preprocessor1_Mode…
137 3 669 35 roc_auc hand_till 0.672 10 0.0209 Preprocessor1_Mode…
138 3 505 35 roc_auc hand_till 0.672 10 0.0194 Preprocessor1_Mode…
139 2 1237 40 roc_auc hand_till 0.672 10 0.0221 Preprocessor1_Mode…
140 2 815 27 roc_auc hand_till 0.672 10 0.0212 Preprocessor1_Mode…
141 2 888 34 roc_auc hand_till 0.672 10 0.0221 Preprocessor1_Mode…
142 2 420 31 roc_auc hand_till 0.672 10 0.0210 Preprocessor1_Mode…
143 3 652 29 roc_auc hand_till 0.671 10 0.0195 Preprocessor1_Mode…
144 3 910 30 roc_auc hand_till 0.671 10 0.0201 Preprocessor1_Mode…
145 2 1279 28 roc_auc hand_till 0.671 10 0.0217 Preprocessor1_Mode…
146 2 1482 29 roc_auc hand_till 0.671 10 0.0214 Preprocessor1_Mode…
147 3 463 29 roc_auc hand_till 0.671 10 0.0211 Preprocessor1_Mode…
148 2 1263 36 roc_auc hand_till 0.671 10 0.0213 Preprocessor1_Mode…
149 2 959 38 roc_auc hand_till 0.671 10 0.0241 Preprocessor1_Mode…
150 2 781 32 roc_auc hand_till 0.671 10 0.0204 Preprocessor1_Mode…
151 2 1458 39 roc_auc hand_till 0.671 10 0.0218 Preprocessor1_Mode…
152 3 1357 31 roc_auc hand_till 0.671 10 0.0206 Preprocessor1_Mode…
153 2 606 30 roc_auc hand_till 0.671 10 0.0209 Preprocessor1_Mode…
154 2 907 38 roc_auc hand_till 0.671 10 0.0228 Preprocessor1_Mode…
155 2 1371 40 roc_auc hand_till 0.671 10 0.0237 Preprocessor1_Mode…
156 2 1437 21 roc_auc hand_till 0.671 10 0.0195 Preprocessor1_Mode…
157 2 948 31 roc_auc hand_till 0.671 10 0.0213 Preprocessor1_Mode…
158 3 1019 27 roc_auc hand_till 0.671 10 0.0207 Preprocessor1_Mode…
159 2 609 40 roc_auc hand_till 0.671 10 0.0224 Preprocessor1_Mode…
160 2 1399 30 roc_auc hand_till 0.671 10 0.0207 Preprocessor1_Mode…
161 2 788 27 roc_auc hand_till 0.671 10 0.0204 Preprocessor1_Mode…
162 2 1286 30 roc_auc hand_till 0.671 10 0.0204 Preprocessor1_Mode…
163 2 729 35 roc_auc hand_till 0.671 10 0.0227 Preprocessor1_Mode…
164 3 1054 31 roc_auc hand_till 0.671 10 0.0211 Preprocessor1_Mode…
165 2 479 35 roc_auc hand_till 0.671 10 0.0227 Preprocessor1_Mode…
166 3 911 29 roc_auc hand_till 0.671 10 0.0200 Preprocessor1_Mode…
167 3 776 38 roc_auc hand_till 0.671 10 0.0206 Preprocessor1_Mode…
168 2 1192 25 roc_auc hand_till 0.671 10 0.0210 Preprocessor1_Mode…
169 2 454 40 roc_auc hand_till 0.671 10 0.0236 Preprocessor1_Mode…
170 2 508 27 roc_auc hand_till 0.671 10 0.0216 Preprocessor1_Mode…
171 3 1126 29 roc_auc hand_till 0.671 10 0.0218 Preprocessor1_Mode…
172 2 908 29 roc_auc hand_till 0.671 10 0.0210 Preprocessor1_Mode…
173 2 1141 40 roc_auc hand_till 0.671 10 0.0224 Preprocessor1_Mode…
174 3 511 30 roc_auc hand_till 0.671 10 0.0214 Preprocessor1_Mode…
175 3 963 28 roc_auc hand_till 0.670 10 0.0200 Preprocessor1_Mode…
176 3 1000 28 roc_auc hand_till 0.670 10 0.0203 Preprocessor1_Mode…
177 3 646 34 roc_auc hand_till 0.670 10 0.0220 Preprocessor1_Mode…
178 3 1145 25 roc_auc hand_till 0.670 10 0.0202 Preprocessor1_Mode…
179 2 568 27 roc_auc hand_till 0.670 10 0.0214 Preprocessor1_Mode…
180 3 894 27 roc_auc hand_till 0.670 10 0.0200 Preprocessor1_Mode…
181 3 777 30 roc_auc hand_till 0.670 10 0.0209 Preprocessor1_Mode…
182 3 410 31 roc_auc hand_till 0.670 10 0.0200 Preprocessor1_Mode…
183 2 1293 24 roc_auc hand_till 0.670 10 0.0227 Preprocessor1_Mode…
184 2 718 30 roc_auc hand_till 0.670 10 0.0215 Preprocessor1_Mode…
185 3 587 22 roc_auc hand_till 0.670 10 0.0205 Preprocessor1_Mode…
186 3 1155 24 roc_auc hand_till 0.670 10 0.0192 Preprocessor1_Mode…
187 3 416 19 roc_auc hand_till 0.670 10 0.0241 Preprocessor1_Mode…
188 2 1152 36 roc_auc hand_till 0.670 10 0.0222 Preprocessor1_Mode…
189 2 860 22 roc_auc hand_till 0.670 10 0.0205 Preprocessor1_Mode…
190 3 1014 33 roc_auc hand_till 0.670 10 0.0206 Preprocessor1_Mode…
191 2 1073 36 roc_auc hand_till 0.670 10 0.0229 Preprocessor1_Mode…
192 2 763 30 roc_auc hand_till 0.670 10 0.0212 Preprocessor1_Mode…
193 3 945 32 roc_auc hand_till 0.670 10 0.0195 Preprocessor1_Mode…
194 2 806 39 roc_auc hand_till 0.670 10 0.0237 Preprocessor1_Mode…
195 3 1184 37 roc_auc hand_till 0.670 10 0.0180 Preprocessor1_Mode…
196 3 551 24 roc_auc hand_till 0.670 10 0.0213 Preprocessor1_Mode…
197 3 421 29 roc_auc hand_till 0.670 10 0.0253 Preprocessor1_Mode…
198 2 731 38 roc_auc hand_till 0.670 10 0.0232 Preprocessor1_Mode…
199 2 443 30 roc_auc hand_till 0.670 10 0.0203 Preprocessor1_Mode…
200 2 1378 34 roc_auc hand_till 0.670 10 0.0221 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 2 693 38 mcc multiclass 0.247 10 0.0567 Preprocessor1_Mode…
2 2 772 40 mcc multiclass 0.244 10 0.0557 Preprocessor1_Mode…
3 2 413 16 mcc multiclass 0.243 10 0.0505 Preprocessor1_Mode…
4 2 1366 33 mcc multiclass 0.242 10 0.0474 Preprocessor1_Mode…
5 2 633 35 mcc multiclass 0.242 10 0.0519 Preprocessor1_Mode…
6 2 1073 36 mcc multiclass 0.242 10 0.0517 Preprocessor1_Mode…
7 2 1313 38 mcc multiclass 0.242 10 0.0517 Preprocessor1_Mode…
8 2 1062 36 mcc multiclass 0.238 10 0.0530 Preprocessor1_Mode…
9 2 1278 36 mcc multiclass 0.238 10 0.0535 Preprocessor1_Mode…
10 2 418 8 mcc multiclass 0.237 10 0.0537 Preprocessor1_Mode…
11 2 502 39 mcc multiclass 0.237 10 0.0570 Preprocessor1_Mode…
12 2 1138 34 mcc multiclass 0.237 10 0.0500 Preprocessor1_Mode…
13 2 910 36 mcc multiclass 0.237 10 0.0510 Preprocessor1_Mode…
14 2 817 30 mcc multiclass 0.237 10 0.0518 Preprocessor1_Mode…
15 2 558 22 mcc multiclass 0.237 10 0.0504 Preprocessor1_Mode…
16 2 1157 34 mcc multiclass 0.236 10 0.0498 Preprocessor1_Mode…
17 2 593 36 mcc multiclass 0.236 10 0.0498 Preprocessor1_Mode…
18 2 1464 34 mcc multiclass 0.236 10 0.0498 Preprocessor1_Mode…
19 2 608 3 mcc multiclass 0.236 10 0.0487 Preprocessor1_Mode…
20 3 1070 39 mcc multiclass 0.235 10 0.0502 Preprocessor1_Mode…
21 2 793 40 mcc multiclass 0.235 10 0.0531 Preprocessor1_Mode…
22 2 519 26 mcc multiclass 0.234 10 0.0565 Preprocessor1_Mode…
23 3 415 35 mcc multiclass 0.234 10 0.0538 Preprocessor1_Mode…
24 2 1399 30 mcc multiclass 0.234 10 0.0525 Preprocessor1_Mode…
25 2 479 35 mcc multiclass 0.234 10 0.0538 Preprocessor1_Mode…
26 2 443 30 mcc multiclass 0.234 10 0.0493 Preprocessor1_Mode…
27 2 668 17 mcc multiclass 0.234 10 0.0492 Preprocessor1_Mode…
28 3 1276 38 mcc multiclass 0.233 10 0.0498 Preprocessor1_Mode…
29 2 1273 7 mcc multiclass 0.232 10 0.0555 Preprocessor1_Mode…
30 2 459 31 mcc multiclass 0.232 10 0.0507 Preprocessor1_Mode…
31 2 657 34 mcc multiclass 0.232 10 0.0485 Preprocessor1_Mode…
32 2 546 35 mcc multiclass 0.232 10 0.0517 Preprocessor1_Mode…
33 2 912 36 mcc multiclass 0.232 10 0.0510 Preprocessor1_Mode…
34 2 1203 28 mcc multiclass 0.232 10 0.0516 Preprocessor1_Mode…
35 2 815 27 mcc multiclass 0.232 10 0.0516 Preprocessor1_Mode…
36 2 675 28 mcc multiclass 0.232 10 0.0516 Preprocessor1_Mode…
37 2 828 9 mcc multiclass 0.232 10 0.0532 Preprocessor1_Mode…
38 2 1250 30 mcc multiclass 0.232 10 0.0560 Preprocessor1_Mode…
39 2 1168 37 mcc multiclass 0.232 10 0.0519 Preprocessor1_Mode…
40 2 1078 39 mcc multiclass 0.232 10 0.0519 Preprocessor1_Mode…
41 2 1285 35 mcc multiclass 0.232 10 0.0519 Preprocessor1_Mode…
42 2 1060 39 mcc multiclass 0.231 10 0.0549 Preprocessor1_Mode…
43 2 1100 40 mcc multiclass 0.231 10 0.0549 Preprocessor1_Mode…
44 2 1152 36 mcc multiclass 0.231 10 0.0538 Preprocessor1_Mode…
45 2 882 35 mcc multiclass 0.231 10 0.0490 Preprocessor1_Mode…
46 2 438 40 mcc multiclass 0.231 10 0.0593 Preprocessor1_Mode…
47 3 1040 39 mcc multiclass 0.230 10 0.0473 Preprocessor1_Mode…
48 2 765 39 mcc multiclass 0.230 10 0.0560 Preprocessor1_Mode…
49 2 1159 11 mcc multiclass 0.230 10 0.0554 Preprocessor1_Mode…
50 2 1304 32 mcc multiclass 0.230 10 0.0491 Preprocessor1_Mode…
51 2 1230 35 mcc multiclass 0.230 10 0.0468 Preprocessor1_Mode…
52 2 818 27 mcc multiclass 0.230 10 0.0505 Preprocessor1_Mode…
53 2 1254 2 mcc multiclass 0.230 10 0.0540 Preprocessor1_Mode…
54 2 448 20 mcc multiclass 0.229 10 0.0469 Preprocessor1_Mode…
55 2 1302 35 mcc multiclass 0.229 10 0.0479 Preprocessor1_Mode…
56 2 1214 6 mcc multiclass 0.229 10 0.0531 Preprocessor1_Mode…
57 2 965 34 mcc multiclass 0.229 10 0.0469 Preprocessor1_Mode…
58 3 424 38 mcc multiclass 0.229 10 0.0438 Preprocessor1_Mode…
59 2 987 2 mcc multiclass 0.229 10 0.0516 Preprocessor1_Mode…
60 2 797 11 mcc multiclass 0.229 10 0.0540 Preprocessor1_Mode…
61 2 1028 9 mcc multiclass 0.229 10 0.0518 Preprocessor1_Mode…
62 3 1053 38 mcc multiclass 0.229 10 0.0473 Preprocessor1_Mode…
63 2 684 10 mcc multiclass 0.229 10 0.0507 Preprocessor1_Mode…
64 2 454 40 mcc multiclass 0.229 10 0.0468 Preprocessor1_Mode…
65 2 471 29 mcc multiclass 0.229 10 0.0537 Preprocessor1_Mode…
66 2 1444 12 mcc multiclass 0.228 10 0.0505 Preprocessor1_Mode…
67 2 1336 35 mcc multiclass 0.228 10 0.0483 Preprocessor1_Mode…
68 2 417 13 mcc multiclass 0.228 10 0.0498 Preprocessor1_Mode…
69 2 1320 12 mcc multiclass 0.228 10 0.0503 Preprocessor1_Mode…
70 2 652 29 mcc multiclass 0.228 10 0.0516 Preprocessor1_Mode…
71 2 1398 37 mcc multiclass 0.227 10 0.0506 Preprocessor1_Mode…
72 3 768 39 mcc multiclass 0.227 10 0.0463 Preprocessor1_Mode…
73 2 813 39 mcc multiclass 0.227 10 0.0549 Preprocessor1_Mode…
74 3 1054 31 mcc multiclass 0.227 10 0.0501 Preprocessor1_Mode…
75 2 1440 39 mcc multiclass 0.227 10 0.0548 Preprocessor1_Mode…
76 2 493 35 mcc multiclass 0.227 10 0.0511 Preprocessor1_Mode…
77 2 1342 38 mcc multiclass 0.227 10 0.0511 Preprocessor1_Mode…
78 2 945 35 mcc multiclass 0.227 10 0.0511 Preprocessor1_Mode…
79 2 1141 40 mcc multiclass 0.227 10 0.0511 Preprocessor1_Mode…
80 2 935 38 mcc multiclass 0.227 10 0.0511 Preprocessor1_Mode…
81 2 1361 38 mcc multiclass 0.227 10 0.0511 Preprocessor1_Mode…
82 2 959 38 mcc multiclass 0.227 10 0.0511 Preprocessor1_Mode…
83 2 830 38 mcc multiclass 0.227 10 0.0511 Preprocessor1_Mode…
84 2 514 37 mcc multiclass 0.227 10 0.0504 Preprocessor1_Mode…
85 2 763 35 mcc multiclass 0.227 10 0.0504 Preprocessor1_Mode…
86 2 1047 30 mcc multiclass 0.227 10 0.0504 Preprocessor1_Mode…
87 2 1091 11 mcc multiclass 0.226 10 0.0522 Preprocessor1_Mode…
88 2 455 29 mcc multiclass 0.226 10 0.0538 Preprocessor1_Mode…
89 2 806 39 mcc multiclass 0.226 10 0.0544 Preprocessor1_Mode…
90 2 416 12 mcc multiclass 0.226 10 0.0498 Preprocessor1_Mode…
91 3 816 37 mcc multiclass 0.226 10 0.0487 Preprocessor1_Mode…
92 2 780 38 mcc multiclass 0.226 10 0.0485 Preprocessor1_Mode…
93 2 631 37 mcc multiclass 0.226 10 0.0500 Preprocessor1_Mode…
94 2 488 38 mcc multiclass 0.226 10 0.0507 Preprocessor1_Mode…
95 2 859 33 mcc multiclass 0.226 10 0.0502 Preprocessor1_Mode…
96 3 669 35 mcc multiclass 0.226 10 0.0524 Preprocessor1_Mode…
97 3 661 35 mcc multiclass 0.226 10 0.0512 Preprocessor1_Mode…
98 2 1272 25 mcc multiclass 0.226 10 0.0511 Preprocessor1_Mode…
99 2 1247 13 mcc multiclass 0.226 10 0.0459 Preprocessor1_Mode…
100 2 702 25 mcc multiclass 0.226 10 0.0444 Preprocessor1_Mode…
101 2 907 38 mcc multiclass 0.226 10 0.0534 Preprocessor1_Mode…
102 2 1469 30 mcc multiclass 0.226 10 0.0488 Preprocessor1_Mode…
103 2 1416 37 mcc multiclass 0.225 10 0.0574 Preprocessor1_Mode…
104 2 1267 2 mcc multiclass 0.225 10 0.0533 Preprocessor1_Mode…
105 3 946 37 mcc multiclass 0.225 10 0.0513 Preprocessor1_Mode…
106 2 746 40 mcc multiclass 0.225 10 0.0521 Preprocessor1_Mode…
107 2 968 34 mcc multiclass 0.225 10 0.0524 Preprocessor1_Mode…
108 2 1416 31 mcc multiclass 0.225 10 0.0519 Preprocessor1_Mode…
109 2 928 12 mcc multiclass 0.225 10 0.0519 Preprocessor1_Mode…
110 2 1171 38 mcc multiclass 0.225 10 0.0532 Preprocessor1_Mode…
111 2 534 15 mcc multiclass 0.225 10 0.0466 Preprocessor1_Mode…
112 2 469 15 mcc multiclass 0.225 10 0.0479 Preprocessor1_Mode…
113 2 860 22 mcc multiclass 0.225 10 0.0466 Preprocessor1_Mode…
114 2 1251 30 mcc multiclass 0.225 10 0.0459 Preprocessor1_Mode…
115 2 727 35 mcc multiclass 0.225 10 0.0504 Preprocessor1_Mode…
116 3 811 40 mcc multiclass 0.225 10 0.0476 Preprocessor1_Mode…
117 2 729 35 mcc multiclass 0.225 10 0.0488 Preprocessor1_Mode…
118 3 840 40 mcc multiclass 0.225 10 0.0529 Preprocessor1_Mode…
119 2 937 38 mcc multiclass 0.225 10 0.0508 Preprocessor1_Mode…
120 2 671 37 mcc multiclass 0.225 10 0.0524 Preprocessor1_Mode…
121 2 692 36 mcc multiclass 0.225 10 0.0489 Preprocessor1_Mode…
122 2 832 3 mcc multiclass 0.225 10 0.0525 Preprocessor1_Mode…
123 2 1383 9 mcc multiclass 0.224 10 0.0513 Preprocessor1_Mode…
124 2 1334 19 mcc multiclass 0.224 10 0.0450 Preprocessor1_Mode…
125 2 702 5 mcc multiclass 0.224 10 0.0559 Preprocessor1_Mode…
126 2 1009 39 mcc multiclass 0.224 10 0.0500 Preprocessor1_Mode…
127 2 410 21 mcc multiclass 0.224 10 0.0482 Preprocessor1_Mode…
128 2 674 35 mcc multiclass 0.224 10 0.0535 Preprocessor1_Mode…
129 3 878 38 mcc multiclass 0.224 10 0.0528 Preprocessor1_Mode…
130 2 495 17 mcc multiclass 0.224 10 0.0516 Preprocessor1_Mode…
131 2 775 33 mcc multiclass 0.224 10 0.0510 Preprocessor1_Mode…
132 2 811 29 mcc multiclass 0.224 10 0.0515 Preprocessor1_Mode…
133 3 1377 39 mcc multiclass 0.224 10 0.0493 Preprocessor1_Mode…
134 2 903 5 mcc multiclass 0.224 10 0.0509 Preprocessor1_Mode…
135 2 718 30 mcc multiclass 0.223 10 0.0478 Preprocessor1_Mode…
136 2 566 16 mcc multiclass 0.223 10 0.0462 Preprocessor1_Mode…
137 2 439 9 mcc multiclass 0.223 10 0.0502 Preprocessor1_Mode…
138 2 1028 33 mcc multiclass 0.223 10 0.0482 Preprocessor1_Mode…
139 2 644 15 mcc multiclass 0.223 10 0.0457 Preprocessor1_Mode…
140 3 867 36 mcc multiclass 0.223 10 0.0513 Preprocessor1_Mode…
141 2 1239 13 mcc multiclass 0.223 10 0.0528 Preprocessor1_Mode…
142 2 553 2 mcc multiclass 0.223 10 0.0543 Preprocessor1_Mode…
143 2 638 22 mcc multiclass 0.223 10 0.0528 Preprocessor1_Mode…
144 3 417 37 mcc multiclass 0.223 10 0.0524 Preprocessor1_Mode…
145 3 1358 40 mcc multiclass 0.223 10 0.0577 Preprocessor1_Mode…
146 2 930 13 mcc multiclass 0.222 10 0.0500 Preprocessor1_Mode…
147 2 1151 4 mcc multiclass 0.222 10 0.0513 Preprocessor1_Mode…
148 3 668 39 mcc multiclass 0.222 10 0.0482 Preprocessor1_Mode…
149 3 1095 38 mcc multiclass 0.222 10 0.0477 Preprocessor1_Mode…
150 3 776 38 mcc multiclass 0.222 10 0.0525 Preprocessor1_Mode…
151 2 1426 6 mcc multiclass 0.222 10 0.0530 Preprocessor1_Mode…
152 3 441 36 mcc multiclass 0.222 10 0.0515 Preprocessor1_Mode…
153 2 784 34 mcc multiclass 0.222 10 0.0489 Preprocessor1_Mode…
154 3 1007 39 mcc multiclass 0.222 10 0.0446 Preprocessor1_Mode…
155 2 1344 26 mcc multiclass 0.222 10 0.0416 Preprocessor1_Mode…
156 2 1446 8 mcc multiclass 0.222 10 0.0534 Preprocessor1_Mode…
157 3 1134 33 mcc multiclass 0.221 10 0.0470 Preprocessor1_Mode…
158 2 704 28 mcc multiclass 0.221 10 0.0496 Preprocessor1_Mode…
159 3 958 39 mcc multiclass 0.221 10 0.0463 Preprocessor1_Mode…
160 2 479 3 mcc multiclass 0.221 10 0.0463 Preprocessor1_Mode…
161 2 746 11 mcc multiclass 0.221 10 0.0531 Preprocessor1_Mode…
162 2 420 31 mcc multiclass 0.221 10 0.0509 Preprocessor1_Mode…
163 2 1433 12 mcc multiclass 0.221 10 0.0477 Preprocessor1_Mode…
164 2 821 31 mcc multiclass 0.221 10 0.0448 Preprocessor1_Mode…
165 3 704 39 mcc multiclass 0.221 10 0.0450 Preprocessor1_Mode…
166 2 1482 29 mcc multiclass 0.221 10 0.0462 Preprocessor1_Mode…
167 2 1332 15 mcc multiclass 0.221 10 0.0494 Preprocessor1_Mode…
168 2 637 24 mcc multiclass 0.221 10 0.0497 Preprocessor1_Mode…
169 2 1497 33 mcc multiclass 0.221 10 0.0479 Preprocessor1_Mode…
170 2 719 35 mcc multiclass 0.221 10 0.0491 Preprocessor1_Mode…
171 2 1445 36 mcc multiclass 0.221 10 0.0491 Preprocessor1_Mode…
172 2 1457 37 mcc multiclass 0.221 10 0.0491 Preprocessor1_Mode…
173 2 888 34 mcc multiclass 0.221 10 0.0491 Preprocessor1_Mode…
174 2 1500 35 mcc multiclass 0.221 10 0.0491 Preprocessor1_Mode…
175 2 1457 35 mcc multiclass 0.221 10 0.0491 Preprocessor1_Mode…
176 2 1290 36 mcc multiclass 0.221 10 0.0491 Preprocessor1_Mode…
177 2 1098 9 mcc multiclass 0.221 10 0.0496 Preprocessor1_Mode…
178 2 961 30 mcc multiclass 0.221 10 0.0482 Preprocessor1_Mode…
179 2 1149 37 mcc multiclass 0.221 10 0.0508 Preprocessor1_Mode…
180 2 859 34 mcc multiclass 0.221 10 0.0517 Preprocessor1_Mode…
181 2 1230 16 mcc multiclass 0.221 10 0.0499 Preprocessor1_Mode…
182 3 556 34 mcc multiclass 0.220 10 0.0541 Preprocessor1_Mode…
183 2 768 35 mcc multiclass 0.220 10 0.0494 Preprocessor1_Mode…
184 2 1141 29 mcc multiclass 0.220 10 0.0542 Preprocessor1_Mode…
185 2 1317 33 mcc multiclass 0.220 10 0.0491 Preprocessor1_Mode…
186 2 590 29 mcc multiclass 0.220 10 0.0491 Preprocessor1_Mode…
187 2 1348 33 mcc multiclass 0.220 10 0.0491 Preprocessor1_Mode…
188 2 1359 11 mcc multiclass 0.220 10 0.0488 Preprocessor1_Mode…
189 2 506 40 mcc multiclass 0.220 10 0.0542 Preprocessor1_Mode…
190 2 1015 8 mcc multiclass 0.220 10 0.0534 Preprocessor1_Mode…
191 2 764 33 mcc multiclass 0.220 10 0.0484 Preprocessor1_Mode…
192 2 885 39 mcc multiclass 0.220 10 0.0524 Preprocessor1_Mode…
193 2 838 32 mcc multiclass 0.220 10 0.0524 Preprocessor1_Mode…
194 2 1371 36 mcc multiclass 0.220 10 0.0524 Preprocessor1_Mode…
195 3 1066 36 mcc multiclass 0.220 10 0.0470 Preprocessor1_Mode…
196 2 551 9 mcc multiclass 0.220 10 0.0518 Preprocessor1_Mode…
197 2 430 17 mcc multiclass 0.220 10 0.0539 Preprocessor1_Mode…
198 2 779 38 mcc multiclass 0.220 10 0.0513 Preprocessor1_Mode…
199 3 1308 24 mcc multiclass 0.220 10 0.0482 Preprocessor1_Mode…
200 3 551 24 mcc multiclass 0.220 10 0.0535 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 0.416 0.311
2 precision macro 0.803 0.501
3 spec macro 0.856 0.787
4 accuracy multiclass 0.699 0.513
5 f_meas macro 0.558 0.555
6 mcc multiclass 0.464 0.164
7 kap multiclass 0.445 0.155
8 roc_auc hand_till 0.916 0.725
9 mn_log_loss multiclass 0.694 1.06 Confusion matrix
Column 2
ROC curve
Gain curve
1. model - opis i varijable
Column 1
1. model (binarni 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.
Column 2
Važnost prediktora
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 3 763 38 roc_auc binary 0.789 10 0.0171 Preprocessor1_Mode…
2 3 741 40 roc_auc binary 0.789 10 0.0169 Preprocessor1_Mode…
3 3 1031 40 roc_auc binary 0.789 10 0.0159 Preprocessor1_Mode…
4 2 1008 39 roc_auc binary 0.788 10 0.0169 Preprocessor1_Mode…
5 3 479 39 roc_auc binary 0.787 10 0.0178 Preprocessor1_Mode…
6 2 913 34 roc_auc binary 0.787 10 0.0163 Preprocessor1_Mode…
7 3 874 39 roc_auc binary 0.787 10 0.0161 Preprocessor1_Mode…
8 2 908 32 roc_auc binary 0.787 10 0.0172 Preprocessor1_Mode…
9 3 1468 40 roc_auc binary 0.787 10 0.0170 Preprocessor1_Mode…
10 3 817 39 roc_auc binary 0.786 10 0.0172 Preprocessor1_Mode…
11 3 935 39 roc_auc binary 0.786 10 0.0168 Preprocessor1_Mode…
12 3 1161 35 roc_auc binary 0.786 10 0.0175 Preprocessor1_Mode…
13 2 828 32 roc_auc binary 0.786 10 0.0175 Preprocessor1_Mode…
14 2 1176 39 roc_auc binary 0.786 10 0.0147 Preprocessor1_Mode…
15 3 894 35 roc_auc binary 0.786 10 0.0170 Preprocessor1_Mode…
16 3 1377 40 roc_auc binary 0.786 10 0.0153 Preprocessor1_Mode…
17 3 593 40 roc_auc binary 0.786 10 0.0161 Preprocessor1_Mode…
18 3 922 40 roc_auc binary 0.785 10 0.0165 Preprocessor1_Mode…
19 3 484 39 roc_auc binary 0.785 10 0.0183 Preprocessor1_Mode…
20 3 1047 38 roc_auc binary 0.785 10 0.0167 Preprocessor1_Mode…
21 3 1146 35 roc_auc binary 0.785 10 0.0167 Preprocessor1_Mode…
22 3 1021 33 roc_auc binary 0.785 10 0.0168 Preprocessor1_Mode…
23 3 1091 37 roc_auc binary 0.785 10 0.0174 Preprocessor1_Mode…
24 3 721 39 roc_auc binary 0.785 10 0.0162 Preprocessor1_Mode…
25 3 647 35 roc_auc binary 0.785 10 0.0184 Preprocessor1_Mode…
26 3 560 36 roc_auc binary 0.785 10 0.0170 Preprocessor1_Mode…
27 3 1107 33 roc_auc binary 0.785 10 0.0184 Preprocessor1_Mode…
28 3 1248 36 roc_auc binary 0.785 10 0.0171 Preprocessor1_Mode…
29 2 886 34 roc_auc binary 0.785 10 0.0177 Preprocessor1_Mode…
30 3 415 38 roc_auc binary 0.785 10 0.0175 Preprocessor1_Mode…
31 2 830 36 roc_auc binary 0.785 10 0.0159 Preprocessor1_Mode…
32 2 1095 40 roc_auc binary 0.785 10 0.0157 Preprocessor1_Mode…
33 2 673 40 roc_auc binary 0.785 10 0.0157 Preprocessor1_Mode…
34 2 450 31 roc_auc binary 0.785 10 0.0180 Preprocessor1_Mode…
35 2 1279 39 roc_auc binary 0.785 10 0.0168 Preprocessor1_Mode…
36 2 1371 36 roc_auc binary 0.785 10 0.0167 Preprocessor1_Mode…
37 2 1102 33 roc_auc binary 0.785 10 0.0168 Preprocessor1_Mode…
38 2 1121 30 roc_auc binary 0.785 10 0.0170 Preprocessor1_Mode…
39 3 690 38 roc_auc binary 0.785 10 0.0174 Preprocessor1_Mode…
40 3 885 38 roc_auc binary 0.785 10 0.0164 Preprocessor1_Mode…
41 3 1186 34 roc_auc binary 0.785 10 0.0171 Preprocessor1_Mode…
42 3 1361 38 roc_auc binary 0.785 10 0.0163 Preprocessor1_Mode…
43 3 1064 37 roc_auc binary 0.785 10 0.0170 Preprocessor1_Mode…
44 3 1053 39 roc_auc binary 0.785 10 0.0161 Preprocessor1_Mode…
45 3 538 38 roc_auc binary 0.785 10 0.0165 Preprocessor1_Mode…
46 3 655 33 roc_auc binary 0.785 10 0.0178 Preprocessor1_Mode…
47 3 472 34 roc_auc binary 0.785 10 0.0188 Preprocessor1_Mode…
48 3 1009 36 roc_auc binary 0.785 10 0.0177 Preprocessor1_Mode…
49 2 998 35 roc_auc binary 0.784 10 0.0174 Preprocessor1_Mode…
50 2 1444 33 roc_auc binary 0.784 10 0.0161 Preprocessor1_Mode…
51 2 1064 33 roc_auc binary 0.784 10 0.0168 Preprocessor1_Mode…
52 2 684 33 roc_auc binary 0.784 10 0.0163 Preprocessor1_Mode…
53 2 1124 32 roc_auc binary 0.784 10 0.0169 Preprocessor1_Mode…
54 2 735 39 roc_auc binary 0.784 10 0.0166 Preprocessor1_Mode…
55 3 1181 37 roc_auc binary 0.784 10 0.0164 Preprocessor1_Mode…
56 2 729 39 roc_auc binary 0.784 10 0.0166 Preprocessor1_Mode…
57 3 836 36 roc_auc binary 0.784 10 0.0171 Preprocessor1_Mode…
58 2 1478 38 roc_auc binary 0.784 10 0.0163 Preprocessor1_Mode…
59 3 1495 35 roc_auc binary 0.784 10 0.0166 Preprocessor1_Mode…
60 3 1188 34 roc_auc binary 0.784 10 0.0170 Preprocessor1_Mode…
61 3 1073 33 roc_auc binary 0.784 10 0.0181 Preprocessor1_Mode…
62 3 1467 35 roc_auc binary 0.784 10 0.0180 Preprocessor1_Mode…
63 3 702 34 roc_auc binary 0.784 10 0.0182 Preprocessor1_Mode…
64 2 951 38 roc_auc binary 0.784 10 0.0168 Preprocessor1_Mode…
65 2 688 38 roc_auc binary 0.784 10 0.0160 Preprocessor1_Mode…
66 3 661 35 roc_auc binary 0.784 10 0.0173 Preprocessor1_Mode…
67 3 1158 34 roc_auc binary 0.784 10 0.0185 Preprocessor1_Mode…
68 2 438 37 roc_auc binary 0.784 10 0.0168 Preprocessor1_Mode…
69 2 953 34 roc_auc binary 0.784 10 0.0169 Preprocessor1_Mode…
70 3 1416 38 roc_auc binary 0.784 10 0.0167 Preprocessor1_Mode…
71 2 1385 37 roc_auc binary 0.784 10 0.0160 Preprocessor1_Mode…
72 2 1273 31 roc_auc binary 0.784 10 0.0169 Preprocessor1_Mode…
73 2 657 34 roc_auc binary 0.784 10 0.0170 Preprocessor1_Mode…
74 2 1433 35 roc_auc binary 0.784 10 0.0169 Preprocessor1_Mode…
75 2 966 39 roc_auc binary 0.784 10 0.0159 Preprocessor1_Mode…
76 2 1333 40 roc_auc binary 0.784 10 0.0161 Preprocessor1_Mode…
77 2 644 35 roc_auc binary 0.784 10 0.0174 Preprocessor1_Mode…
78 3 1317 39 roc_auc binary 0.784 10 0.0169 Preprocessor1_Mode…
79 3 1271 38 roc_auc binary 0.784 10 0.0166 Preprocessor1_Mode…
80 3 1198 36 roc_auc binary 0.784 10 0.0173 Preprocessor1_Mode…
81 3 628 37 roc_auc binary 0.784 10 0.0157 Preprocessor1_Mode…
82 3 1279 36 roc_auc binary 0.784 10 0.0164 Preprocessor1_Mode…
83 3 534 35 roc_auc binary 0.784 10 0.0168 Preprocessor1_Mode…
84 3 663 38 roc_auc binary 0.784 10 0.0170 Preprocessor1_Mode…
85 3 908 36 roc_auc binary 0.784 10 0.0177 Preprocessor1_Mode…
86 3 469 40 roc_auc binary 0.784 10 0.0165 Preprocessor1_Mode…
87 3 906 34 roc_auc binary 0.784 10 0.0174 Preprocessor1_Mode…
88 3 1487 31 roc_auc binary 0.784 10 0.0183 Preprocessor1_Mode…
89 2 1344 30 roc_auc binary 0.784 10 0.0176 Preprocessor1_Mode…
90 2 1054 34 roc_auc binary 0.784 10 0.0181 Preprocessor1_Mode…
91 2 1238 37 roc_auc binary 0.784 10 0.0162 Preprocessor1_Mode…
92 2 1265 36 roc_auc binary 0.784 10 0.0166 Preprocessor1_Mode…
93 2 596 36 roc_auc binary 0.784 10 0.0164 Preprocessor1_Mode…
94 2 1194 38 roc_auc binary 0.784 10 0.0154 Preprocessor1_Mode…
95 2 966 40 roc_auc binary 0.784 10 0.0170 Preprocessor1_Mode…
96 2 668 37 roc_auc binary 0.784 10 0.0163 Preprocessor1_Mode…
97 2 1220 36 roc_auc binary 0.784 10 0.0171 Preprocessor1_Mode…
98 2 631 34 roc_auc binary 0.784 10 0.0174 Preprocessor1_Mode…
99 2 897 36 roc_auc binary 0.783 10 0.0162 Preprocessor1_Mode…
100 3 1476 34 roc_auc binary 0.783 10 0.0167 Preprocessor1_Mode…
101 3 1267 32 roc_auc binary 0.783 10 0.0181 Preprocessor1_Mode…
102 2 1272 38 roc_auc binary 0.783 10 0.0160 Preprocessor1_Mode…
103 3 459 39 roc_auc binary 0.783 10 0.0164 Preprocessor1_Mode…
104 3 1061 38 roc_auc binary 0.783 10 0.0165 Preprocessor1_Mode…
105 3 1172 33 roc_auc binary 0.783 10 0.0167 Preprocessor1_Mode…
106 2 1290 35 roc_auc binary 0.783 10 0.0173 Preprocessor1_Mode…
107 2 1290 38 roc_auc binary 0.783 10 0.0163 Preprocessor1_Mode…
108 3 1045 35 roc_auc binary 0.783 10 0.0171 Preprocessor1_Mode…
109 3 1115 40 roc_auc binary 0.783 10 0.0177 Preprocessor1_Mode…
110 3 417 35 roc_auc binary 0.783 10 0.0179 Preprocessor1_Mode…
111 3 832 39 roc_auc binary 0.783 10 0.0174 Preprocessor1_Mode…
112 2 884 37 roc_auc binary 0.783 10 0.0167 Preprocessor1_Mode…
113 2 1467 37 roc_auc binary 0.783 10 0.0161 Preprocessor1_Mode…
114 2 1095 29 roc_auc binary 0.783 10 0.0168 Preprocessor1_Mode…
115 2 1238 34 roc_auc binary 0.783 10 0.0183 Preprocessor1_Mode…
116 2 679 33 roc_auc binary 0.783 10 0.0158 Preprocessor1_Mode…
117 2 1422 38 roc_auc binary 0.783 10 0.0162 Preprocessor1_Mode…
118 2 1214 39 roc_auc binary 0.783 10 0.0158 Preprocessor1_Mode…
119 2 1119 33 roc_auc binary 0.783 10 0.0172 Preprocessor1_Mode…
120 2 746 36 roc_auc binary 0.783 10 0.0173 Preprocessor1_Mode…
121 2 1353 38 roc_auc binary 0.783 10 0.0173 Preprocessor1_Mode…
122 2 1228 38 roc_auc binary 0.783 10 0.0161 Preprocessor1_Mode…
123 2 912 36 roc_auc binary 0.783 10 0.0167 Preprocessor1_Mode…
124 2 604 40 roc_auc binary 0.783 10 0.0159 Preprocessor1_Mode…
125 3 926 40 roc_auc binary 0.783 10 0.0167 Preprocessor1_Mode…
126 2 876 37 roc_auc binary 0.783 10 0.0170 Preprocessor1_Mode…
127 3 581 40 roc_auc binary 0.783 10 0.0173 Preprocessor1_Mode…
128 2 1384 40 roc_auc binary 0.783 10 0.0161 Preprocessor1_Mode…
129 3 931 40 roc_auc binary 0.783 10 0.0158 Preprocessor1_Mode…
130 3 746 34 roc_auc binary 0.783 10 0.0183 Preprocessor1_Mode…
131 2 588 35 roc_auc binary 0.783 10 0.0161 Preprocessor1_Mode…
132 3 953 30 roc_auc binary 0.783 10 0.0187 Preprocessor1_Mode…
133 2 1244 33 roc_auc binary 0.783 10 0.0154 Preprocessor1_Mode…
134 3 439 37 roc_auc binary 0.783 10 0.0164 Preprocessor1_Mode…
135 2 860 35 roc_auc binary 0.783 10 0.0162 Preprocessor1_Mode…
136 2 735 30 roc_auc binary 0.783 10 0.0174 Preprocessor1_Mode…
137 2 727 36 roc_auc binary 0.783 10 0.0155 Preprocessor1_Mode…
138 2 585 35 roc_auc binary 0.783 10 0.0167 Preprocessor1_Mode…
139 2 1386 37 roc_auc binary 0.783 10 0.0165 Preprocessor1_Mode…
140 2 1421 28 roc_auc binary 0.783 10 0.0173 Preprocessor1_Mode…
141 2 1252 26 roc_auc binary 0.783 10 0.0180 Preprocessor1_Mode…
142 2 441 23 roc_auc binary 0.783 10 0.0181 Preprocessor1_Mode…
143 2 1134 40 roc_auc binary 0.783 10 0.0155 Preprocessor1_Mode…
144 3 838 37 roc_auc binary 0.782 10 0.0179 Preprocessor1_Mode…
145 3 1433 39 roc_auc binary 0.782 10 0.0171 Preprocessor1_Mode…
146 3 1112 35 roc_auc binary 0.782 10 0.0167 Preprocessor1_Mode…
147 3 1260 33 roc_auc binary 0.782 10 0.0173 Preprocessor1_Mode…
148 3 714 35 roc_auc binary 0.782 10 0.0178 Preprocessor1_Mode…
149 3 490 34 roc_auc binary 0.782 10 0.0177 Preprocessor1_Mode…
150 3 505 32 roc_auc binary 0.782 10 0.0184 Preprocessor1_Mode…
151 3 637 33 roc_auc binary 0.782 10 0.0184 Preprocessor1_Mode…
152 2 1232 37 roc_auc binary 0.782 10 0.0164 Preprocessor1_Mode…
153 2 808 33 roc_auc binary 0.782 10 0.0170 Preprocessor1_Mode…
154 2 405 36 roc_auc binary 0.782 10 0.0169 Preprocessor1_Mode…
155 2 1086 34 roc_auc binary 0.782 10 0.0166 Preprocessor1_Mode…
156 2 1251 33 roc_auc binary 0.782 10 0.0164 Preprocessor1_Mode…
157 2 698 34 roc_auc binary 0.782 10 0.0169 Preprocessor1_Mode…
158 2 1006 30 roc_auc binary 0.782 10 0.0171 Preprocessor1_Mode…
159 2 1302 40 roc_auc binary 0.782 10 0.0159 Preprocessor1_Mode…
160 2 784 27 roc_auc binary 0.782 10 0.0168 Preprocessor1_Mode…
161 2 1168 39 roc_auc binary 0.782 10 0.0154 Preprocessor1_Mode…
162 3 1499 36 roc_auc binary 0.782 10 0.0171 Preprocessor1_Mode…
163 3 726 37 roc_auc binary 0.782 10 0.0164 Preprocessor1_Mode…
164 2 544 35 roc_auc binary 0.782 10 0.0162 Preprocessor1_Mode…
165 2 587 32 roc_auc binary 0.782 10 0.0172 Preprocessor1_Mode…
166 2 807 29 roc_auc binary 0.782 10 0.0171 Preprocessor1_Mode…
167 2 1408 35 roc_auc binary 0.782 10 0.0171 Preprocessor1_Mode…
168 2 475 37 roc_auc binary 0.782 10 0.0175 Preprocessor1_Mode…
169 3 1482 38 roc_auc binary 0.782 10 0.0169 Preprocessor1_Mode…
170 3 1133 36 roc_auc binary 0.782 10 0.0176 Preprocessor1_Mode…
171 2 1384 33 roc_auc binary 0.782 10 0.0169 Preprocessor1_Mode…
172 2 930 33 roc_auc binary 0.782 10 0.0169 Preprocessor1_Mode…
173 2 1007 39 roc_auc binary 0.782 10 0.0166 Preprocessor1_Mode…
174 3 1191 34 roc_auc binary 0.782 10 0.0178 Preprocessor1_Mode…
175 3 1035 31 roc_auc binary 0.782 10 0.0174 Preprocessor1_Mode…
176 3 810 33 roc_auc binary 0.782 10 0.0178 Preprocessor1_Mode…
177 2 1036 33 roc_auc binary 0.782 10 0.0180 Preprocessor1_Mode…
178 2 1340 35 roc_auc binary 0.782 10 0.0167 Preprocessor1_Mode…
179 2 416 31 roc_auc binary 0.782 10 0.0172 Preprocessor1_Mode…
180 2 1332 30 roc_auc binary 0.782 10 0.0175 Preprocessor1_Mode…
181 2 1178 29 roc_auc binary 0.782 10 0.0170 Preprocessor1_Mode…
182 3 945 35 roc_auc binary 0.782 10 0.0176 Preprocessor1_Mode…
183 2 839 33 roc_auc binary 0.782 10 0.0168 Preprocessor1_Mode…
184 2 1380 32 roc_auc binary 0.782 10 0.0178 Preprocessor1_Mode…
185 3 1249 38 roc_auc binary 0.782 10 0.0172 Preprocessor1_Mode…
186 2 1440 36 roc_auc binary 0.782 10 0.0165 Preprocessor1_Mode…
187 2 443 32 roc_auc binary 0.782 10 0.0178 Preprocessor1_Mode…
188 3 1426 38 roc_auc binary 0.782 10 0.0166 Preprocessor1_Mode…
189 3 1149 36 roc_auc binary 0.782 10 0.0174 Preprocessor1_Mode…
190 3 1184 34 roc_auc binary 0.782 10 0.0179 Preprocessor1_Mode…
191 2 572 38 roc_auc binary 0.782 10 0.0163 Preprocessor1_Mode…
192 2 533 34 roc_auc binary 0.782 10 0.0173 Preprocessor1_Mode…
193 2 482 29 roc_auc binary 0.782 10 0.0173 Preprocessor1_Mode…
194 3 1335 34 roc_auc binary 0.782 10 0.0176 Preprocessor1_Mode…
195 3 817 38 roc_auc binary 0.782 10 0.0168 Preprocessor1_Mode…
196 3 1019 36 roc_auc binary 0.782 10 0.0172 Preprocessor1_Mode…
197 3 910 34 roc_auc binary 0.782 10 0.0171 Preprocessor1_Mode…
198 2 574 39 roc_auc binary 0.782 10 0.0152 Preprocessor1_Mode…
199 2 861 39 roc_auc binary 0.781 10 0.0170 Preprocessor1_Mode…
200 2 1005 32 roc_auc binary 0.781 10 0.0167 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 1134 40 mcc binary 0.440 10 0.0374 Preprocessor1_Mode…
2 2 574 39 mcc binary 0.435 10 0.0352 Preprocessor1_Mode…
3 2 913 34 mcc binary 0.433 10 0.0359 Preprocessor1_Mode…
4 2 966 39 mcc binary 0.433 10 0.0348 Preprocessor1_Mode…
5 2 1302 40 mcc binary 0.433 10 0.0362 Preprocessor1_Mode…
6 2 1284 40 mcc binary 0.433 10 0.0388 Preprocessor1_Mode…
7 2 992 35 mcc binary 0.433 10 0.0403 Preprocessor1_Mode…
8 2 1095 40 mcc binary 0.433 10 0.0416 Preprocessor1_Mode…
9 2 475 37 mcc binary 0.433 10 0.0416 Preprocessor1_Mode…
10 2 840 40 mcc binary 0.433 10 0.0416 Preprocessor1_Mode…
11 2 765 38 mcc binary 0.433 10 0.0416 Preprocessor1_Mode…
12 2 897 36 mcc binary 0.433 10 0.0416 Preprocessor1_Mode…
13 2 1220 36 mcc binary 0.433 10 0.0416 Preprocessor1_Mode…
14 2 1478 38 mcc binary 0.432 10 0.0360 Preprocessor1_Mode…
15 2 1178 29 mcc binary 0.432 10 0.0402 Preprocessor1_Mode…
16 2 1244 33 mcc binary 0.431 10 0.0374 Preprocessor1_Mode…
17 2 450 31 mcc binary 0.427 10 0.0337 Preprocessor1_Mode…
18 2 1017 34 mcc binary 0.427 10 0.0351 Preprocessor1_Mode…
19 2 438 37 mcc binary 0.426 10 0.0378 Preprocessor1_Mode…
20 2 808 33 mcc binary 0.426 10 0.0401 Preprocessor1_Mode…
21 2 657 34 mcc binary 0.426 10 0.0375 Preprocessor1_Mode…
22 2 777 31 mcc binary 0.426 10 0.0390 Preprocessor1_Mode…
23 2 704 34 mcc binary 0.426 10 0.0391 Preprocessor1_Mode…
24 2 1384 40 mcc binary 0.426 10 0.0391 Preprocessor1_Mode…
25 2 1371 36 mcc binary 0.426 10 0.0391 Preprocessor1_Mode…
26 2 1064 33 mcc binary 0.426 10 0.0409 Preprocessor1_Mode…
27 2 668 37 mcc binary 0.426 10 0.0362 Preprocessor1_Mode…
28 2 665 19 mcc binary 0.426 10 0.0340 Preprocessor1_Mode…
29 2 1117 21 mcc binary 0.426 10 0.0356 Preprocessor1_Mode…
30 2 1353 38 mcc binary 0.426 10 0.0403 Preprocessor1_Mode…
31 2 1238 37 mcc binary 0.426 10 0.0379 Preprocessor1_Mode…
32 2 860 35 mcc binary 0.426 10 0.0427 Preprocessor1_Mode…
33 2 1265 36 mcc binary 0.426 10 0.0427 Preprocessor1_Mode…
34 3 838 37 mcc binary 0.426 10 0.0315 Preprocessor1_Mode…
35 3 637 33 mcc binary 0.426 10 0.0315 Preprocessor1_Mode…
36 2 405 36 mcc binary 0.426 10 0.0346 Preprocessor1_Mode…
37 2 1052 36 mcc binary 0.426 10 0.0346 Preprocessor1_Mode…
38 2 1385 37 mcc binary 0.426 10 0.0346 Preprocessor1_Mode…
39 2 495 37 mcc binary 0.426 10 0.0346 Preprocessor1_Mode…
40 2 1174 38 mcc binary 0.426 10 0.0346 Preprocessor1_Mode…
41 2 908 32 mcc binary 0.426 10 0.0416 Preprocessor1_Mode…
42 2 1006 30 mcc binary 0.426 10 0.0416 Preprocessor1_Mode…
43 3 479 39 mcc binary 0.425 10 0.0408 Preprocessor1_Mode…
44 2 493 29 mcc binary 0.425 10 0.0402 Preprocessor1_Mode…
45 2 934 29 mcc binary 0.425 10 0.0402 Preprocessor1_Mode…
46 2 544 35 mcc binary 0.425 10 0.0402 Preprocessor1_Mode…
47 2 698 34 mcc binary 0.425 10 0.0402 Preprocessor1_Mode…
48 2 1408 35 mcc binary 0.425 10 0.0402 Preprocessor1_Mode…
49 2 1279 39 mcc binary 0.425 10 0.0402 Preprocessor1_Mode…
50 3 1184 34 mcc binary 0.425 10 0.0348 Preprocessor1_Mode…
51 2 875 14 mcc binary 0.425 10 0.0375 Preprocessor1_Mode…
52 2 421 20 mcc binary 0.424 10 0.0388 Preprocessor1_Mode…
53 2 644 35 mcc binary 0.420 10 0.0363 Preprocessor1_Mode…
54 3 593 40 mcc binary 0.420 10 0.0346 Preprocessor1_Mode…
55 2 953 34 mcc binary 0.420 10 0.0361 Preprocessor1_Mode…
56 2 669 24 mcc binary 0.420 10 0.0367 Preprocessor1_Mode…
57 2 861 39 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
58 2 1290 38 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
59 2 688 38 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
60 2 1176 39 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
61 3 1271 38 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
62 3 415 38 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
63 2 572 38 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
64 2 1440 36 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
65 2 1194 38 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
66 2 727 36 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
67 2 729 39 mcc binary 0.420 10 0.0377 Preprocessor1_Mode…
68 2 1444 33 mcc binary 0.420 10 0.0396 Preprocessor1_Mode…
69 2 1422 38 mcc binary 0.419 10 0.0402 Preprocessor1_Mode…
70 2 1078 37 mcc binary 0.419 10 0.0402 Preprocessor1_Mode…
71 2 1333 40 mcc binary 0.419 10 0.0402 Preprocessor1_Mode…
72 2 1126 35 mcc binary 0.419 10 0.0402 Preprocessor1_Mode…
73 2 690 27 mcc binary 0.419 10 0.0393 Preprocessor1_Mode…
74 2 673 40 mcc binary 0.419 10 0.0314 Preprocessor1_Mode…
75 2 828 32 mcc binary 0.419 10 0.0389 Preprocessor1_Mode…
76 2 876 37 mcc binary 0.419 10 0.0414 Preprocessor1_Mode…
77 2 884 37 mcc binary 0.419 10 0.0414 Preprocessor1_Mode…
78 2 1272 38 mcc binary 0.419 10 0.0414 Preprocessor1_Mode…
79 2 687 38 mcc binary 0.419 10 0.0414 Preprocessor1_Mode…
80 2 684 33 mcc binary 0.419 10 0.0414 Preprocessor1_Mode…
81 2 1007 39 mcc binary 0.419 10 0.0414 Preprocessor1_Mode…
82 2 1124 32 mcc binary 0.419 10 0.0414 Preprocessor1_Mode…
83 2 998 35 mcc binary 0.419 10 0.0344 Preprocessor1_Mode…
84 2 495 29 mcc binary 0.419 10 0.0402 Preprocessor1_Mode…
85 2 830 36 mcc binary 0.419 10 0.0358 Preprocessor1_Mode…
86 2 1156 37 mcc binary 0.419 10 0.0358 Preprocessor1_Mode…
87 2 868 35 mcc binary 0.419 10 0.0351 Preprocessor1_Mode…
88 2 596 36 mcc binary 0.419 10 0.0375 Preprocessor1_Mode…
89 2 1321 30 mcc binary 0.419 10 0.0375 Preprocessor1_Mode…
90 2 1319 36 mcc binary 0.419 10 0.0375 Preprocessor1_Mode…
91 2 1036 33 mcc binary 0.419 10 0.0375 Preprocessor1_Mode…
92 2 1008 39 mcc binary 0.419 10 0.0375 Preprocessor1_Mode…
93 2 656 29 mcc binary 0.419 10 0.0375 Preprocessor1_Mode…
94 3 1249 38 mcc binary 0.419 10 0.0391 Preprocessor1_Mode…
95 3 1279 36 mcc binary 0.419 10 0.0360 Preprocessor1_Mode…
96 3 817 39 mcc binary 0.419 10 0.0360 Preprocessor1_Mode…
97 3 690 38 mcc binary 0.419 10 0.0360 Preprocessor1_Mode…
98 3 1091 37 mcc binary 0.419 10 0.0360 Preprocessor1_Mode…
99 3 1158 34 mcc binary 0.419 10 0.0360 Preprocessor1_Mode…
100 2 1086 34 mcc binary 0.419 10 0.0388 Preprocessor1_Mode…
101 2 1441 31 mcc binary 0.419 10 0.0388 Preprocessor1_Mode…
102 2 1228 38 mcc binary 0.419 10 0.0388 Preprocessor1_Mode…
103 2 588 35 mcc binary 0.419 10 0.0388 Preprocessor1_Mode…
104 2 959 35 mcc binary 0.419 10 0.0362 Preprocessor1_Mode…
105 2 1102 33 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
106 2 1386 37 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
107 2 1165 37 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
108 2 913 32 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
109 2 1352 32 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
110 2 1340 35 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
111 2 416 31 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
112 2 1193 29 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
113 2 1119 33 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
114 2 1194 30 mcc binary 0.419 10 0.0412 Preprocessor1_Mode…
115 3 832 39 mcc binary 0.419 10 0.0346 Preprocessor1_Mode…
116 3 661 35 mcc binary 0.419 10 0.0346 Preprocessor1_Mode…
117 3 1377 40 mcc binary 0.419 10 0.0294 Preprocessor1_Mode…
118 2 582 30 mcc binary 0.419 10 0.0361 Preprocessor1_Mode…
119 2 564 25 mcc binary 0.418 10 0.0387 Preprocessor1_Mode…
120 3 628 37 mcc binary 0.418 10 0.0330 Preprocessor1_Mode…
121 2 679 33 mcc binary 0.418 10 0.0412 Preprocessor1_Mode…
122 2 441 23 mcc binary 0.418 10 0.0368 Preprocessor1_Mode…
123 2 1297 3 mcc binary 0.418 10 0.0429 Preprocessor1_Mode…
124 2 1239 25 mcc binary 0.418 10 0.0412 Preprocessor1_Mode…
125 2 693 12 mcc binary 0.418 10 0.0373 Preprocessor1_Mode…
126 3 1476 34 mcc binary 0.418 10 0.0389 Preprocessor1_Mode…
127 2 1416 19 mcc binary 0.418 10 0.0298 Preprocessor1_Mode…
128 2 496 16 mcc binary 0.418 10 0.0298 Preprocessor1_Mode…
129 2 1208 24 mcc binary 0.418 10 0.0378 Preprocessor1_Mode…
130 3 894 35 mcc binary 0.418 10 0.0372 Preprocessor1_Mode…
131 2 663 22 mcc binary 0.418 10 0.0359 Preprocessor1_Mode…
132 2 1168 24 mcc binary 0.418 10 0.0397 Preprocessor1_Mode…
133 2 1349 24 mcc binary 0.418 10 0.0397 Preprocessor1_Mode…
134 2 1011 14 mcc binary 0.417 10 0.0371 Preprocessor1_Mode…
135 2 1414 23 mcc binary 0.417 10 0.0360 Preprocessor1_Mode…
136 2 758 17 mcc binary 0.417 10 0.0368 Preprocessor1_Mode…
137 2 1318 19 mcc binary 0.417 10 0.0417 Preprocessor1_Mode…
138 2 501 8 mcc binary 0.417 10 0.0419 Preprocessor1_Mode…
139 2 1071 17 mcc binary 0.417 10 0.0442 Preprocessor1_Mode…
140 2 1421 18 mcc binary 0.416 10 0.0384 Preprocessor1_Mode…
141 2 434 16 mcc binary 0.414 10 0.0320 Preprocessor1_Mode…
142 2 616 14 mcc binary 0.413 10 0.0351 Preprocessor1_Mode…
143 2 839 33 mcc binary 0.413 10 0.0358 Preprocessor1_Mode…
144 2 1290 35 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
145 3 1191 34 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
146 3 469 40 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
147 2 1214 39 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
148 3 1064 37 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
149 3 1248 36 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
150 3 1112 35 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
151 3 1482 38 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
152 2 604 40 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
153 2 930 33 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
154 2 1433 35 mcc binary 0.413 10 0.0387 Preprocessor1_Mode…
155 2 1384 33 mcc binary 0.413 10 0.0405 Preprocessor1_Mode…
156 3 529 5 mcc binary 0.413 10 0.0433 Preprocessor1_Mode…
157 3 1061 38 mcc binary 0.413 10 0.0326 Preprocessor1_Mode…
158 3 1181 37 mcc binary 0.413 10 0.0326 Preprocessor1_Mode…
159 2 746 36 mcc binary 0.413 10 0.0326 Preprocessor1_Mode…
160 3 796 34 mcc binary 0.413 10 0.0326 Preprocessor1_Mode…
161 2 1344 30 mcc binary 0.412 10 0.0412 Preprocessor1_Mode…
162 2 551 28 mcc binary 0.412 10 0.0412 Preprocessor1_Mode…
163 3 581 40 mcc binary 0.412 10 0.0350 Preprocessor1_Mode…
164 2 429 35 mcc binary 0.412 10 0.0358 Preprocessor1_Mode…
165 2 1380 32 mcc binary 0.412 10 0.0358 Preprocessor1_Mode…
166 2 735 39 mcc binary 0.412 10 0.0358 Preprocessor1_Mode…
167 2 707 27 mcc binary 0.412 10 0.0334 Preprocessor1_Mode…
168 2 585 35 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
169 2 886 34 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
170 2 1225 30 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
171 2 735 30 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
172 2 912 36 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
173 2 1421 28 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
174 2 1005 32 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
175 2 784 27 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
176 2 443 32 mcc binary 0.412 10 0.0385 Preprocessor1_Mode…
177 2 1484 28 mcc binary 0.412 10 0.0403 Preprocessor1_Mode…
178 2 807 29 mcc binary 0.412 10 0.0403 Preprocessor1_Mode…
179 3 963 31 mcc binary 0.412 10 0.0373 Preprocessor1_Mode…
180 3 439 37 mcc binary 0.412 10 0.0326 Preprocessor1_Mode…
181 2 540 23 mcc binary 0.412 10 0.0369 Preprocessor1_Mode…
182 2 966 40 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
183 2 1232 37 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
184 2 1168 39 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
185 2 684 37 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
186 2 1002 33 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
187 2 1054 34 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
188 2 1151 32 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
189 2 1238 34 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
190 2 806 32 mcc binary 0.412 10 0.0397 Preprocessor1_Mode…
191 3 861 39 mcc binary 0.412 10 0.0414 Preprocessor1_Mode…
192 3 1146 35 mcc binary 0.412 10 0.0414 Preprocessor1_Mode…
193 2 1326 29 mcc binary 0.412 10 0.0372 Preprocessor1_Mode…
194 2 1237 29 mcc binary 0.412 10 0.0372 Preprocessor1_Mode…
195 2 621 32 mcc binary 0.412 10 0.0386 Preprocessor1_Mode…
196 3 652 37 mcc binary 0.412 10 0.0371 Preprocessor1_Mode…
197 3 1188 34 mcc binary 0.412 10 0.0291 Preprocessor1_Mode…
198 2 405 22 mcc binary 0.412 10 0.0420 Preprocessor1_Mode…
199 2 825 26 mcc binary 0.412 10 0.0442 Preprocessor1_Mode…
200 2 771 29 mcc binary 0.412 10 0.0385 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 0.759 0.311
2 precision binary 0.829 0.929
3 spec binary 0.863 0.951
4 accuracy binary 0.815 0.522
5 f_meas binary 0.793 0.466
6 mcc binary 0.628 0.296
7 kap binary 0.626 0.196
8 roc_auc binary 0.914 0.738
9 mn_log_loss binary 0.406 0.861Confusion matrix
Column 2
ROC curve
Gain curve
2. model - opis i varijable
Column 1
2. model (model s četiri klase)
Prediktori
- KVIZ - suma svih bodova na kvizovima između prvog i drugog kolokvija
- 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
Važnost prediktora
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 1302 40 roc_auc hand_till 0.780 10 0.0179 Preprocessor1_Mode…
2 2 495 37 roc_auc hand_till 0.779 10 0.0186 Preprocessor1_Mode…
3 3 655 33 roc_auc hand_till 0.779 10 0.0172 Preprocessor1_Mode…
4 3 1031 40 roc_auc hand_till 0.779 10 0.0187 Preprocessor1_Mode…
5 3 472 34 roc_auc hand_till 0.778 10 0.0189 Preprocessor1_Mode…
6 2 908 36 roc_auc hand_till 0.778 10 0.0188 Preprocessor1_Mode…
7 3 405 36 roc_auc hand_till 0.778 10 0.0186 Preprocessor1_Mode…
8 2 1102 33 roc_auc hand_till 0.778 10 0.0180 Preprocessor1_Mode…
9 3 1482 38 roc_auc hand_till 0.778 10 0.0182 Preprocessor1_Mode…
10 3 1165 37 roc_auc hand_till 0.777 10 0.0181 Preprocessor1_Mode…
11 3 1047 38 roc_auc hand_till 0.777 10 0.0181 Preprocessor1_Mode…
12 2 1279 39 roc_auc hand_till 0.777 10 0.0184 Preprocessor1_Mode…
13 2 1271 38 roc_auc hand_till 0.777 10 0.0184 Preprocessor1_Mode…
14 3 673 40 roc_auc hand_till 0.777 10 0.0184 Preprocessor1_Mode…
15 2 966 39 roc_auc hand_till 0.777 10 0.0181 Preprocessor1_Mode…
16 2 1384 33 roc_auc hand_till 0.777 10 0.0190 Preprocessor1_Mode…
17 3 1176 39 roc_auc hand_till 0.777 10 0.0173 Preprocessor1_Mode…
18 3 762 36 roc_auc hand_till 0.777 10 0.0171 Preprocessor1_Mode…
19 3 538 38 roc_auc hand_till 0.777 10 0.0176 Preprocessor1_Mode…
20 2 832 39 roc_auc hand_till 0.777 10 0.0177 Preprocessor1_Mode…
21 3 1078 37 roc_auc hand_till 0.777 10 0.0188 Preprocessor1_Mode…
22 2 998 35 roc_auc hand_till 0.777 10 0.0190 Preprocessor1_Mode…
23 3 657 38 roc_auc hand_till 0.777 10 0.0177 Preprocessor1_Mode…
24 3 687 38 roc_auc hand_till 0.777 10 0.0177 Preprocessor1_Mode…
25 3 1372 34 roc_auc hand_till 0.777 10 0.0183 Preprocessor1_Mode…
26 2 604 40 roc_auc hand_till 0.776 10 0.0185 Preprocessor1_Mode…
27 2 1317 39 roc_auc hand_till 0.776 10 0.0177 Preprocessor1_Mode…
28 3 698 34 roc_auc hand_till 0.776 10 0.0178 Preprocessor1_Mode…
29 3 931 40 roc_auc hand_till 0.776 10 0.0183 Preprocessor1_Mode…
30 2 1134 40 roc_auc hand_till 0.776 10 0.0174 Preprocessor1_Mode…
31 2 861 39 roc_auc hand_till 0.776 10 0.0175 Preprocessor1_Mode…
32 3 922 40 roc_auc hand_till 0.776 10 0.0180 Preprocessor1_Mode…
33 3 1385 37 roc_auc hand_till 0.776 10 0.0176 Preprocessor1_Mode…
34 3 1186 34 roc_auc hand_till 0.776 10 0.0177 Preprocessor1_Mode…
35 2 764 34 roc_auc hand_till 0.776 10 0.0190 Preprocessor1_Mode…
36 3 836 36 roc_auc hand_till 0.776 10 0.0184 Preprocessor1_Mode…
37 2 1008 39 roc_auc hand_till 0.776 10 0.0180 Preprocessor1_Mode…
38 2 1333 40 roc_auc hand_till 0.776 10 0.0184 Preprocessor1_Mode…
39 2 1467 37 roc_auc hand_till 0.776 10 0.0176 Preprocessor1_Mode…
40 3 1284 40 roc_auc hand_till 0.776 10 0.0181 Preprocessor1_Mode…
41 2 1198 36 roc_auc hand_till 0.776 10 0.0169 Preprocessor1_Mode…
42 3 596 32 roc_auc hand_till 0.776 10 0.0183 Preprocessor1_Mode…
43 3 966 40 roc_auc hand_till 0.776 10 0.0179 Preprocessor1_Mode…
44 3 1053 39 roc_auc hand_till 0.776 10 0.0187 Preprocessor1_Mode…
45 2 1433 39 roc_auc hand_till 0.776 10 0.0184 Preprocessor1_Mode…
46 3 1115 40 roc_auc hand_till 0.776 10 0.0180 Preprocessor1_Mode…
47 2 1061 38 roc_auc hand_till 0.776 10 0.0176 Preprocessor1_Mode…
48 2 1133 36 roc_auc hand_till 0.776 10 0.0184 Preprocessor1_Mode…
49 3 853 36 roc_auc hand_till 0.776 10 0.0181 Preprocessor1_Mode…
50 2 1095 40 roc_auc hand_till 0.776 10 0.0184 Preprocessor1_Mode…
51 3 1416 38 roc_auc hand_till 0.776 10 0.0175 Preprocessor1_Mode…
52 2 1497 39 roc_auc hand_till 0.776 10 0.0180 Preprocessor1_Mode…
53 3 657 34 roc_auc hand_till 0.776 10 0.0174 Preprocessor1_Mode…
54 3 464 30 roc_auc hand_till 0.776 10 0.0187 Preprocessor1_Mode…
55 3 876 37 roc_auc hand_till 0.776 10 0.0186 Preprocessor1_Mode…
56 3 688 38 roc_auc hand_till 0.776 10 0.0183 Preprocessor1_Mode…
57 2 735 39 roc_auc hand_till 0.776 10 0.0192 Preprocessor1_Mode…
58 3 621 32 roc_auc hand_till 0.776 10 0.0197 Preprocessor1_Mode…
59 2 1425 32 roc_auc hand_till 0.776 10 0.0185 Preprocessor1_Mode…
60 2 1408 35 roc_auc hand_till 0.776 10 0.0184 Preprocessor1_Mode…
61 2 534 35 roc_auc hand_till 0.776 10 0.0182 Preprocessor1_Mode…
62 3 439 37 roc_auc hand_till 0.776 10 0.0172 Preprocessor1_Mode…
63 2 897 36 roc_auc hand_till 0.776 10 0.0178 Preprocessor1_Mode…
64 3 1468 40 roc_auc hand_till 0.776 10 0.0185 Preprocessor1_Mode…
65 3 1202 31 roc_auc hand_till 0.776 10 0.0174 Preprocessor1_Mode…
66 2 1007 39 roc_auc hand_till 0.776 10 0.0181 Preprocessor1_Mode…
67 3 840 40 roc_auc hand_till 0.776 10 0.0182 Preprocessor1_Mode…
68 2 1191 34 roc_auc hand_till 0.776 10 0.0186 Preprocessor1_Mode…
69 2 817 38 roc_auc hand_till 0.775 10 0.0178 Preprocessor1_Mode…
70 3 560 36 roc_auc hand_till 0.775 10 0.0184 Preprocessor1_Mode…
71 3 519 31 roc_auc hand_till 0.775 10 0.0179 Preprocessor1_Mode…
72 3 721 39 roc_auc hand_till 0.775 10 0.0187 Preprocessor1_Mode…
73 2 884 37 roc_auc hand_till 0.775 10 0.0181 Preprocessor1_Mode…
74 2 613 31 roc_auc hand_till 0.775 10 0.0188 Preprocessor1_Mode…
75 3 1440 36 roc_auc hand_till 0.775 10 0.0181 Preprocessor1_Mode…
76 3 1495 35 roc_auc hand_till 0.775 10 0.0183 Preprocessor1_Mode…
77 3 866 27 roc_auc hand_till 0.775 10 0.0189 Preprocessor1_Mode…
78 3 777 31 roc_auc hand_till 0.775 10 0.0186 Preprocessor1_Mode…
79 2 1009 36 roc_auc hand_till 0.775 10 0.0185 Preprocessor1_Mode…
80 3 746 34 roc_auc hand_till 0.775 10 0.0192 Preprocessor1_Mode…
81 3 1249 38 roc_auc hand_till 0.775 10 0.0182 Preprocessor1_Mode…
82 3 1228 38 roc_auc hand_till 0.775 10 0.0175 Preprocessor1_Mode…
83 2 516 35 roc_auc hand_till 0.775 10 0.0189 Preprocessor1_Mode…
84 2 572 38 roc_auc hand_till 0.775 10 0.0179 Preprocessor1_Mode…
85 3 661 35 roc_auc hand_till 0.775 10 0.0187 Preprocessor1_Mode…
86 2 1426 38 roc_auc hand_till 0.775 10 0.0182 Preprocessor1_Mode…
87 2 1156 37 roc_auc hand_till 0.775 10 0.0179 Preprocessor1_Mode…
88 2 1371 36 roc_auc hand_till 0.775 10 0.0183 Preprocessor1_Mode…
89 3 1134 37 roc_auc hand_till 0.775 10 0.0172 Preprocessor1_Mode…
90 2 1181 37 roc_auc hand_till 0.775 10 0.0193 Preprocessor1_Mode…
91 2 926 40 roc_auc hand_till 0.775 10 0.0186 Preprocessor1_Mode…
92 3 1340 35 roc_auc hand_till 0.775 10 0.0185 Preprocessor1_Mode…
93 2 427 31 roc_auc hand_till 0.775 10 0.0184 Preprocessor1_Mode…
94 2 475 37 roc_auc hand_till 0.775 10 0.0174 Preprocessor1_Mode…
95 2 1214 39 roc_auc hand_till 0.775 10 0.0183 Preprocessor1_Mode…
96 3 1499 36 roc_auc hand_till 0.775 10 0.0178 Preprocessor1_Mode…
97 3 1279 36 roc_auc hand_till 0.775 10 0.0187 Preprocessor1_Mode…
98 2 1194 38 roc_auc hand_till 0.775 10 0.0187 Preprocessor1_Mode…
99 2 511 37 roc_auc hand_till 0.775 10 0.0186 Preprocessor1_Mode…
100 2 702 34 roc_auc hand_till 0.775 10 0.0183 Preprocessor1_Mode…
101 2 1384 40 roc_auc hand_till 0.775 10 0.0181 Preprocessor1_Mode…
102 3 546 28 roc_auc hand_till 0.775 10 0.0179 Preprocessor1_Mode…
103 2 840 40 roc_auc hand_till 0.775 10 0.0194 Preprocessor1_Mode…
104 3 614 32 roc_auc hand_till 0.775 10 0.0177 Preprocessor1_Mode…
105 2 1272 38 roc_auc hand_till 0.775 10 0.0179 Preprocessor1_Mode…
106 2 1064 37 roc_auc hand_till 0.775 10 0.0177 Preprocessor1_Mode…
107 3 1124 32 roc_auc hand_till 0.775 10 0.0174 Preprocessor1_Mode…
108 3 910 34 roc_auc hand_till 0.775 10 0.0175 Preprocessor1_Mode…
109 3 1002 33 roc_auc hand_till 0.775 10 0.0180 Preprocessor1_Mode…
110 3 410 26 roc_auc hand_till 0.775 10 0.0185 Preprocessor1_Mode…
111 3 838 37 roc_auc hand_till 0.775 10 0.0188 Preprocessor1_Mode…
112 2 1377 40 roc_auc hand_till 0.775 10 0.0182 Preprocessor1_Mode…
113 2 917 35 roc_auc hand_till 0.775 10 0.0183 Preprocessor1_Mode…
114 2 817 39 roc_auc hand_till 0.775 10 0.0178 Preprocessor1_Mode…
115 2 808 33 roc_auc hand_till 0.775 10 0.0175 Preprocessor1_Mode…
116 2 729 34 roc_auc hand_till 0.775 10 0.0185 Preprocessor1_Mode…
117 2 684 33 roc_auc hand_till 0.775 10 0.0188 Preprocessor1_Mode…
118 2 1478 38 roc_auc hand_till 0.775 10 0.0185 Preprocessor1_Mode…
119 3 1095 29 roc_auc hand_till 0.775 10 0.0186 Preprocessor1_Mode…
120 2 1194 30 roc_auc hand_till 0.775 10 0.0179 Preprocessor1_Mode…
121 2 1265 36 roc_auc hand_till 0.775 10 0.0178 Preprocessor1_Mode…
122 2 574 39 roc_auc hand_till 0.775 10 0.0174 Preprocessor1_Mode…
123 2 449 29 roc_auc hand_till 0.775 10 0.0200 Preprocessor1_Mode…
124 3 765 38 roc_auc hand_till 0.775 10 0.0187 Preprocessor1_Mode…
125 3 1232 37 roc_auc hand_till 0.775 10 0.0182 Preprocessor1_Mode…
126 2 1386 37 roc_auc hand_till 0.775 10 0.0170 Preprocessor1_Mode…
127 2 1248 36 roc_auc hand_till 0.775 10 0.0184 Preprocessor1_Mode…
128 2 727 36 roc_auc hand_till 0.775 10 0.0180 Preprocessor1_Mode…
129 2 959 35 roc_auc hand_till 0.775 10 0.0187 Preprocessor1_Mode…
130 2 484 39 roc_auc hand_till 0.775 10 0.0188 Preprocessor1_Mode…
131 3 1161 35 roc_auc hand_till 0.775 10 0.0183 Preprocessor1_Mode…
132 3 1319 36 roc_auc hand_till 0.774 10 0.0182 Preprocessor1_Mode…
133 2 1192 31 roc_auc hand_till 0.774 10 0.0188 Preprocessor1_Mode…
134 2 784 27 roc_auc hand_till 0.774 10 0.0183 Preprocessor1_Mode…
135 3 1091 37 roc_auc hand_till 0.774 10 0.0176 Preprocessor1_Mode…
136 3 1444 33 roc_auc hand_till 0.774 10 0.0180 Preprocessor1_Mode…
137 3 1290 38 roc_auc hand_till 0.774 10 0.0182 Preprocessor1_Mode…
138 2 1353 38 roc_auc hand_till 0.774 10 0.0187 Preprocessor1_Mode…
139 2 1290 35 roc_auc hand_till 0.774 10 0.0188 Preprocessor1_Mode…
140 3 828 32 roc_auc hand_till 0.774 10 0.0182 Preprocessor1_Mode…
141 3 1190 33 roc_auc hand_till 0.774 10 0.0178 Preprocessor1_Mode…
142 2 1158 34 roc_auc hand_till 0.774 10 0.0177 Preprocessor1_Mode…
143 3 868 35 roc_auc hand_till 0.774 10 0.0184 Preprocessor1_Mode…
144 2 951 38 roc_auc hand_till 0.774 10 0.0181 Preprocessor1_Mode…
145 2 675 35 roc_auc hand_till 0.774 10 0.0189 Preprocessor1_Mode…
146 3 960 27 roc_auc hand_till 0.774 10 0.0185 Preprocessor1_Mode…
147 3 912 36 roc_auc hand_till 0.774 10 0.0177 Preprocessor1_Mode…
148 2 923 26 roc_auc hand_till 0.774 10 0.0193 Preprocessor1_Mode…
149 3 746 36 roc_auc hand_till 0.774 10 0.0184 Preprocessor1_Mode…
150 3 1422 38 roc_auc hand_till 0.774 10 0.0181 Preprocessor1_Mode…
151 2 839 33 roc_auc hand_till 0.774 10 0.0185 Preprocessor1_Mode…
152 3 656 29 roc_auc hand_till 0.774 10 0.0183 Preprocessor1_Mode…
153 2 652 37 roc_auc hand_till 0.774 10 0.0191 Preprocessor1_Mode…
154 3 1398 29 roc_auc hand_till 0.774 10 0.0184 Preprocessor1_Mode…
155 2 1119 33 roc_auc hand_till 0.774 10 0.0192 Preprocessor1_Mode…
156 3 673 30 roc_auc hand_till 0.774 10 0.0187 Preprocessor1_Mode…
157 3 1467 35 roc_auc hand_till 0.774 10 0.0182 Preprocessor1_Mode…
158 3 910 28 roc_auc hand_till 0.774 10 0.0188 Preprocessor1_Mode…
159 3 1168 39 roc_auc hand_till 0.774 10 0.0178 Preprocessor1_Mode…
160 2 459 39 roc_auc hand_till 0.774 10 0.0190 Preprocessor1_Mode…
161 2 1174 38 roc_auc hand_till 0.774 10 0.0177 Preprocessor1_Mode…
162 3 588 35 roc_auc hand_till 0.774 10 0.0179 Preprocessor1_Mode…
163 3 644 36 roc_auc hand_till 0.774 10 0.0173 Preprocessor1_Mode…
164 3 1021 33 roc_auc hand_till 0.774 10 0.0178 Preprocessor1_Mode…
165 2 1149 36 roc_auc hand_till 0.774 10 0.0172 Preprocessor1_Mode…
166 3 934 29 roc_auc hand_till 0.774 10 0.0182 Preprocessor1_Mode…
167 3 807 29 roc_auc hand_till 0.774 10 0.0185 Preprocessor1_Mode…
168 3 1328 32 roc_auc hand_till 0.774 10 0.0187 Preprocessor1_Mode…
169 3 1146 35 roc_auc hand_till 0.774 10 0.0177 Preprocessor1_Mode…
170 2 690 38 roc_auc hand_till 0.774 10 0.0182 Preprocessor1_Mode…
171 2 1273 31 roc_auc hand_till 0.774 10 0.0186 Preprocessor1_Mode…
172 3 806 32 roc_auc hand_till 0.774 10 0.0187 Preprocessor1_Mode…
173 3 1078 34 roc_auc hand_till 0.774 10 0.0189 Preprocessor1_Mode…
174 2 1289 29 roc_auc hand_till 0.774 10 0.0188 Preprocessor1_Mode…
175 2 946 26 roc_auc hand_till 0.774 10 0.0192 Preprocessor1_Mode…
176 3 913 34 roc_auc hand_till 0.774 10 0.0181 Preprocessor1_Mode…
177 2 729 39 roc_auc hand_till 0.774 10 0.0185 Preprocessor1_Mode…
178 3 935 39 roc_auc hand_till 0.774 10 0.0186 Preprocessor1_Mode…
179 3 1172 33 roc_auc hand_till 0.774 10 0.0182 Preprocessor1_Mode…
180 2 438 37 roc_auc hand_till 0.774 10 0.0190 Preprocessor1_Mode…
181 3 1073 26 roc_auc hand_till 0.774 10 0.0188 Preprocessor1_Mode…
182 3 906 34 roc_auc hand_till 0.774 10 0.0183 Preprocessor1_Mode…
183 3 1251 33 roc_auc hand_till 0.774 10 0.0175 Preprocessor1_Mode…
184 3 1064 33 roc_auc hand_till 0.774 10 0.0188 Preprocessor1_Mode…
185 2 479 39 roc_auc hand_till 0.774 10 0.0183 Preprocessor1_Mode…
186 3 1184 34 roc_auc hand_till 0.774 10 0.0186 Preprocessor1_Mode…
187 3 468 28 roc_auc hand_till 0.774 10 0.0180 Preprocessor1_Mode…
188 3 913 32 roc_auc hand_till 0.774 10 0.0183 Preprocessor1_Mode…
189 3 810 33 roc_auc hand_till 0.774 10 0.0192 Preprocessor1_Mode…
190 2 597 25 roc_auc hand_till 0.774 10 0.0181 Preprocessor1_Mode…
191 2 741 40 roc_auc hand_till 0.774 10 0.0186 Preprocessor1_Mode…
192 2 1366 25 roc_auc hand_till 0.774 10 0.0189 Preprocessor1_Mode…
193 2 704 34 roc_auc hand_till 0.774 10 0.0184 Preprocessor1_Mode…
194 2 684 37 roc_auc hand_till 0.774 10 0.0203 Preprocessor1_Mode…
195 2 593 40 roc_auc hand_till 0.774 10 0.0180 Preprocessor1_Mode…
196 3 1036 33 roc_auc hand_till 0.774 10 0.0174 Preprocessor1_Mode…
197 3 533 34 roc_auc hand_till 0.774 10 0.0182 Preprocessor1_Mode…
198 2 913 23 roc_auc hand_till 0.774 10 0.0193 Preprocessor1_Mode…
199 2 815 26 roc_auc hand_till 0.774 10 0.0184 Preprocessor1_Mode…
200 2 1361 38 roc_auc hand_till 0.774 10 0.0188 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 2 596 36 mcc multiclass 0.340 10 0.0412 Preprocessor1_Mode…
2 2 1377 40 mcc multiclass 0.336 10 0.0435 Preprocessor1_Mode…
3 2 1408 35 mcc multiclass 0.335 10 0.0348 Preprocessor1_Mode…
4 2 840 40 mcc multiclass 0.334 10 0.0428 Preprocessor1_Mode…
5 2 764 34 mcc multiclass 0.333 10 0.0380 Preprocessor1_Mode…
6 3 1031 40 mcc multiclass 0.332 10 0.0402 Preprocessor1_Mode…
7 2 511 37 mcc multiclass 0.331 10 0.0399 Preprocessor1_Mode…
8 2 817 39 mcc multiclass 0.330 10 0.0453 Preprocessor1_Mode…
9 2 953 34 mcc multiclass 0.330 10 0.0363 Preprocessor1_Mode…
10 2 1302 40 mcc multiclass 0.330 10 0.0370 Preprocessor1_Mode…
11 3 405 36 mcc multiclass 0.330 10 0.0356 Preprocessor1_Mode…
12 2 1317 39 mcc multiclass 0.330 10 0.0398 Preprocessor1_Mode…
13 2 1166 37 mcc multiclass 0.329 10 0.0383 Preprocessor1_Mode…
14 2 959 35 mcc multiclass 0.329 10 0.0408 Preprocessor1_Mode…
15 2 684 33 mcc multiclass 0.329 10 0.0361 Preprocessor1_Mode…
16 2 727 36 mcc multiclass 0.329 10 0.0406 Preprocessor1_Mode…
17 2 736 29 mcc multiclass 0.328 10 0.0360 Preprocessor1_Mode…
18 2 908 36 mcc multiclass 0.328 10 0.0405 Preprocessor1_Mode…
19 2 874 39 mcc multiclass 0.328 10 0.0403 Preprocessor1_Mode…
20 2 499 23 mcc multiclass 0.327 10 0.0345 Preprocessor1_Mode…
21 2 581 40 mcc multiclass 0.326 10 0.0395 Preprocessor1_Mode…
22 2 1198 36 mcc multiclass 0.325 10 0.0332 Preprocessor1_Mode…
23 2 1134 40 mcc multiclass 0.325 10 0.0380 Preprocessor1_Mode…
24 2 495 37 mcc multiclass 0.325 10 0.0483 Preprocessor1_Mode…
25 2 1220 36 mcc multiclass 0.324 10 0.0376 Preprocessor1_Mode…
26 2 951 38 mcc multiclass 0.324 10 0.0372 Preprocessor1_Mode…
27 2 1290 35 mcc multiclass 0.324 10 0.0366 Preprocessor1_Mode…
28 2 505 25 mcc multiclass 0.324 10 0.0359 Preprocessor1_Mode…
29 2 652 37 mcc multiclass 0.324 10 0.0401 Preprocessor1_Mode…
30 2 438 37 mcc multiclass 0.324 10 0.0420 Preprocessor1_Mode…
31 2 966 39 mcc multiclass 0.324 10 0.0455 Preprocessor1_Mode…
32 2 1133 36 mcc multiclass 0.324 10 0.0347 Preprocessor1_Mode…
33 2 1102 33 mcc multiclass 0.324 10 0.0400 Preprocessor1_Mode…
34 2 1497 39 mcc multiclass 0.324 10 0.0392 Preprocessor1_Mode…
35 3 1013 14 mcc multiclass 0.323 10 0.0309 Preprocessor1_Mode…
36 2 1332 30 mcc multiclass 0.323 10 0.0325 Preprocessor1_Mode…
37 3 746 36 mcc multiclass 0.323 10 0.0371 Preprocessor1_Mode…
38 2 1273 31 mcc multiclass 0.323 10 0.0406 Preprocessor1_Mode…
39 2 784 27 mcc multiclass 0.323 10 0.0387 Preprocessor1_Mode…
40 2 784 19 mcc multiclass 0.323 10 0.0354 Preprocessor1_Mode…
41 2 704 34 mcc multiclass 0.322 10 0.0337 Preprocessor1_Mode…
42 3 673 40 mcc multiclass 0.322 10 0.0391 Preprocessor1_Mode…
43 2 427 28 mcc multiclass 0.322 10 0.0365 Preprocessor1_Mode…
44 2 582 30 mcc multiclass 0.322 10 0.0385 Preprocessor1_Mode…
45 2 923 26 mcc multiclass 0.322 10 0.0344 Preprocessor1_Mode…
46 2 813 26 mcc multiclass 0.322 10 0.0306 Preprocessor1_Mode…
47 2 908 32 mcc multiclass 0.322 10 0.0324 Preprocessor1_Mode…
48 2 1019 25 mcc multiclass 0.322 10 0.0390 Preprocessor1_Mode…
49 2 1187 25 mcc multiclass 0.322 10 0.0390 Preprocessor1_Mode…
50 2 1289 29 mcc multiclass 0.322 10 0.0368 Preprocessor1_Mode…
51 2 637 22 mcc multiclass 0.321 10 0.0376 Preprocessor1_Mode…
52 3 1248 17 mcc multiclass 0.321 10 0.0303 Preprocessor1_Mode…
53 2 1311 23 mcc multiclass 0.321 10 0.0355 Preprocessor1_Mode…
54 3 1161 35 mcc multiclass 0.321 10 0.0406 Preprocessor1_Mode…
55 2 1333 40 mcc multiclass 0.321 10 0.0407 Preprocessor1_Mode…
56 2 1009 36 mcc multiclass 0.321 10 0.0420 Preprocessor1_Mode…
57 2 415 38 mcc multiclass 0.321 10 0.0390 Preprocessor1_Mode…
58 3 765 38 mcc multiclass 0.320 10 0.0356 Preprocessor1_Mode…
59 2 1433 35 mcc multiclass 0.320 10 0.0365 Preprocessor1_Mode…
60 3 1047 38 mcc multiclass 0.320 10 0.0369 Preprocessor1_Mode…
61 2 726 37 mcc multiclass 0.320 10 0.0422 Preprocessor1_Mode…
62 2 1061 38 mcc multiclass 0.320 10 0.0429 Preprocessor1_Mode…
63 2 564 25 mcc multiclass 0.319 10 0.0308 Preprocessor1_Mode…
64 2 684 37 mcc multiclass 0.319 10 0.0391 Preprocessor1_Mode…
65 2 1384 40 mcc multiclass 0.319 10 0.0422 Preprocessor1_Mode…
66 2 479 39 mcc multiclass 0.319 10 0.0416 Preprocessor1_Mode…
67 2 484 39 mcc multiclass 0.319 10 0.0377 Preprocessor1_Mode…
68 3 647 35 mcc multiclass 0.319 10 0.0373 Preprocessor1_Mode…
69 3 455 16 mcc multiclass 0.319 10 0.0324 Preprocessor1_Mode…
70 3 490 34 mcc multiclass 0.319 10 0.0368 Preprocessor1_Mode…
71 2 1019 36 mcc multiclass 0.319 10 0.0357 Preprocessor1_Mode…
72 2 1272 38 mcc multiclass 0.319 10 0.0395 Preprocessor1_Mode…
73 2 729 34 mcc multiclass 0.319 10 0.0368 Preprocessor1_Mode…
74 2 1386 37 mcc multiclass 0.319 10 0.0399 Preprocessor1_Mode…
75 2 416 31 mcc multiclass 0.319 10 0.0379 Preprocessor1_Mode…
76 2 1335 34 mcc multiclass 0.318 10 0.0370 Preprocessor1_Mode…
77 2 1279 39 mcc multiclass 0.318 10 0.0399 Preprocessor1_Mode…
78 3 405 22 mcc multiclass 0.318 10 0.0358 Preprocessor1_Mode…
79 2 1178 29 mcc multiclass 0.318 10 0.0290 Preprocessor1_Mode…
80 3 1193 29 mcc multiclass 0.318 10 0.0369 Preprocessor1_Mode…
81 2 1254 21 mcc multiclass 0.318 10 0.0436 Preprocessor1_Mode…
82 2 1172 31 mcc multiclass 0.318 10 0.0366 Preprocessor1_Mode…
83 2 561 23 mcc multiclass 0.317 10 0.0360 Preprocessor1_Mode…
84 2 1398 27 mcc multiclass 0.317 10 0.0365 Preprocessor1_Mode…
85 2 1006 30 mcc multiclass 0.317 10 0.0375 Preprocessor1_Mode…
86 2 1141 30 mcc multiclass 0.317 10 0.0339 Preprocessor1_Mode…
87 2 675 35 mcc multiclass 0.317 10 0.0306 Preprocessor1_Mode…
88 2 572 17 mcc multiclass 0.317 10 0.0317 Preprocessor1_Mode…
89 3 1421 28 mcc multiclass 0.317 10 0.0386 Preprocessor1_Mode…
90 2 1114 23 mcc multiclass 0.317 10 0.0360 Preprocessor1_Mode…
91 2 562 27 mcc multiclass 0.317 10 0.0360 Preprocessor1_Mode…
92 2 921 29 mcc multiclass 0.317 10 0.0374 Preprocessor1_Mode…
93 3 588 35 mcc multiclass 0.317 10 0.0365 Preprocessor1_Mode…
94 2 1194 30 mcc multiclass 0.317 10 0.0378 Preprocessor1_Mode…
95 3 418 16 mcc multiclass 0.317 10 0.0377 Preprocessor1_Mode…
96 2 1130 22 mcc multiclass 0.317 10 0.0366 Preprocessor1_Mode…
97 2 684 29 mcc multiclass 0.317 10 0.0342 Preprocessor1_Mode…
98 2 1227 29 mcc multiclass 0.317 10 0.0365 Preprocessor1_Mode…
99 2 930 33 mcc multiclass 0.317 10 0.0377 Preprocessor1_Mode…
100 2 735 30 mcc multiclass 0.317 10 0.0419 Preprocessor1_Mode…
101 2 1478 38 mcc multiclass 0.317 10 0.0443 Preprocessor1_Mode…
102 3 1228 38 mcc multiclass 0.317 10 0.0405 Preprocessor1_Mode…
103 2 463 17 mcc multiclass 0.317 10 0.0378 Preprocessor1_Mode…
104 2 861 27 mcc multiclass 0.317 10 0.0343 Preprocessor1_Mode…
105 2 1214 39 mcc multiclass 0.316 10 0.0407 Preprocessor1_Mode…
106 2 818 31 mcc multiclass 0.316 10 0.0369 Preprocessor1_Mode…
107 2 597 25 mcc multiclass 0.316 10 0.0381 Preprocessor1_Mode…
108 2 1127 27 mcc multiclass 0.316 10 0.0381 Preprocessor1_Mode…
109 2 1353 38 mcc multiclass 0.316 10 0.0370 Preprocessor1_Mode…
110 2 603 21 mcc multiclass 0.316 10 0.0344 Preprocessor1_Mode…
111 2 825 26 mcc multiclass 0.316 10 0.0358 Preprocessor1_Mode…
112 2 1360 26 mcc multiclass 0.316 10 0.0346 Preprocessor1_Mode…
113 2 1320 28 mcc multiclass 0.316 10 0.0346 Preprocessor1_Mode…
114 3 992 23 mcc multiclass 0.316 10 0.0356 Preprocessor1_Mode…
115 2 531 23 mcc multiclass 0.316 10 0.0332 Preprocessor1_Mode…
116 2 1101 24 mcc multiclass 0.316 10 0.0409 Preprocessor1_Mode…
117 2 668 37 mcc multiclass 0.316 10 0.0324 Preprocessor1_Mode…
118 2 926 40 mcc multiclass 0.316 10 0.0388 Preprocessor1_Mode…
119 2 1443 21 mcc multiclass 0.316 10 0.0304 Preprocessor1_Mode…
120 3 714 35 mcc multiclass 0.316 10 0.0379 Preprocessor1_Mode…
121 2 1366 25 mcc multiclass 0.315 10 0.0370 Preprocessor1_Mode…
122 3 1422 38 mcc multiclass 0.315 10 0.0384 Preprocessor1_Mode…
123 2 665 19 mcc multiclass 0.315 10 0.0378 Preprocessor1_Mode…
124 3 1284 40 mcc multiclass 0.315 10 0.0398 Preprocessor1_Mode…
125 2 1095 40 mcc multiclass 0.315 10 0.0397 Preprocessor1_Mode…
126 2 861 39 mcc multiclass 0.315 10 0.0436 Preprocessor1_Mode…
127 3 1168 39 mcc multiclass 0.315 10 0.0376 Preprocessor1_Mode…
128 3 931 40 mcc multiclass 0.315 10 0.0376 Preprocessor1_Mode…
129 2 1433 39 mcc multiclass 0.315 10 0.0437 Preprocessor1_Mode…
130 3 560 36 mcc multiclass 0.314 10 0.0385 Preprocessor1_Mode…
131 2 593 40 mcc multiclass 0.314 10 0.0494 Preprocessor1_Mode…
132 3 1279 36 mcc multiclass 0.314 10 0.0388 Preprocessor1_Mode…
133 2 1174 38 mcc multiclass 0.314 10 0.0359 Preprocessor1_Mode…
134 3 1468 40 mcc multiclass 0.314 10 0.0383 Preprocessor1_Mode…
135 2 886 34 mcc multiclass 0.314 10 0.0362 Preprocessor1_Mode…
136 2 1194 38 mcc multiclass 0.314 10 0.0409 Preprocessor1_Mode…
137 3 1482 38 mcc multiclass 0.314 10 0.0374 Preprocessor1_Mode…
138 3 807 29 mcc multiclass 0.314 10 0.0371 Preprocessor1_Mode…
139 2 1181 37 mcc multiclass 0.314 10 0.0393 Preprocessor1_Mode…
140 2 1045 35 mcc multiclass 0.314 10 0.0376 Preprocessor1_Mode…
141 2 983 30 mcc multiclass 0.314 10 0.0395 Preprocessor1_Mode…
142 3 1021 33 mcc multiclass 0.314 10 0.0397 Preprocessor1_Mode…
143 2 735 39 mcc multiclass 0.314 10 0.0388 Preprocessor1_Mode…
144 3 609 23 mcc multiclass 0.314 10 0.0403 Preprocessor1_Mode…
145 3 1070 13 mcc multiclass 0.314 10 0.0308 Preprocessor1_Mode…
146 2 1145 33 mcc multiclass 0.314 10 0.0376 Preprocessor1_Mode…
147 3 994 13 mcc multiclass 0.314 10 0.0349 Preprocessor1_Mode…
148 3 472 34 mcc multiclass 0.314 10 0.0371 Preprocessor1_Mode…
149 3 746 34 mcc multiclass 0.314 10 0.0343 Preprocessor1_Mode…
150 3 1078 34 mcc multiclass 0.314 10 0.0366 Preprocessor1_Mode…
151 3 1036 33 mcc multiclass 0.314 10 0.0366 Preprocessor1_Mode…
152 3 999 12 mcc multiclass 0.314 10 0.0322 Preprocessor1_Mode…
153 3 661 17 mcc multiclass 0.314 10 0.0266 Preprocessor1_Mode…
154 2 1265 36 mcc multiclass 0.314 10 0.0363 Preprocessor1_Mode…
155 2 1267 32 mcc multiclass 0.313 10 0.0359 Preprocessor1_Mode…
156 3 868 34 mcc multiclass 0.313 10 0.0348 Preprocessor1_Mode…
157 2 1248 36 mcc multiclass 0.313 10 0.0405 Preprocessor1_Mode…
158 3 913 34 mcc multiclass 0.313 10 0.0353 Preprocessor1_Mode…
159 3 1078 37 mcc multiclass 0.313 10 0.0373 Preprocessor1_Mode…
160 3 1151 32 mcc multiclass 0.313 10 0.0371 Preprocessor1_Mode…
161 3 450 31 mcc multiclass 0.313 10 0.0365 Preprocessor1_Mode…
162 3 868 30 mcc multiclass 0.313 10 0.0387 Preprocessor1_Mode…
163 2 755 21 mcc multiclass 0.313 10 0.0390 Preprocessor1_Mode…
164 2 1347 22 mcc multiclass 0.313 10 0.0383 Preprocessor1_Mode…
165 2 1112 35 mcc multiclass 0.313 10 0.0399 Preprocessor1_Mode…
166 2 903 29 mcc multiclass 0.313 10 0.0366 Preprocessor1_Mode…
167 2 1206 29 mcc multiclass 0.313 10 0.0381 Preprocessor1_Mode…
168 3 832 16 mcc multiclass 0.313 10 0.0348 Preprocessor1_Mode…
169 3 805 22 mcc multiclass 0.313 10 0.0325 Preprocessor1_Mode…
170 2 663 22 mcc multiclass 0.313 10 0.0395 Preprocessor1_Mode…
171 3 672 18 mcc multiclass 0.313 10 0.0389 Preprocessor1_Mode…
172 2 1117 21 mcc multiclass 0.312 10 0.0311 Preprocessor1_Mode…
173 2 1119 33 mcc multiclass 0.312 10 0.0362 Preprocessor1_Mode…
174 3 1435 16 mcc multiclass 0.312 10 0.0325 Preprocessor1_Mode…
175 3 796 24 mcc multiclass 0.312 10 0.0325 Preprocessor1_Mode…
176 3 410 26 mcc multiclass 0.312 10 0.0370 Preprocessor1_Mode…
177 2 1371 36 mcc multiclass 0.312 10 0.0313 Preprocessor1_Mode…
178 3 1479 16 mcc multiclass 0.312 10 0.0331 Preprocessor1_Mode…
179 2 1384 33 mcc multiclass 0.312 10 0.0389 Preprocessor1_Mode…
180 2 690 38 mcc multiclass 0.312 10 0.0393 Preprocessor1_Mode…
181 2 889 29 mcc multiclass 0.312 10 0.0334 Preprocessor1_Mode…
182 3 1278 17 mcc multiclass 0.312 10 0.0353 Preprocessor1_Mode…
183 3 1102 22 mcc multiclass 0.312 10 0.0319 Preprocessor1_Mode…
184 2 424 20 mcc multiclass 0.312 10 0.0343 Preprocessor1_Mode…
185 2 1158 34 mcc multiclass 0.312 10 0.0356 Preprocessor1_Mode…
186 2 1237 29 mcc multiclass 0.312 10 0.0378 Preprocessor1_Mode…
187 2 1380 32 mcc multiclass 0.312 10 0.0378 Preprocessor1_Mode…
188 2 482 29 mcc multiclass 0.312 10 0.0378 Preprocessor1_Mode…
189 3 675 26 mcc multiclass 0.312 10 0.0409 Preprocessor1_Mode…
190 2 1247 28 mcc multiclass 0.312 10 0.0342 Preprocessor1_Mode…
191 2 1066 23 mcc multiclass 0.312 10 0.0343 Preprocessor1_Mode…
192 2 1204 27 mcc multiclass 0.312 10 0.0343 Preprocessor1_Mode…
193 2 1500 25 mcc multiclass 0.312 10 0.0343 Preprocessor1_Mode…
194 2 1498 33 mcc multiclass 0.312 10 0.0368 Preprocessor1_Mode…
195 2 896 16 mcc multiclass 0.312 10 0.0409 Preprocessor1_Mode…
196 2 1438 16 mcc multiclass 0.312 10 0.0377 Preprocessor1_Mode…
197 2 998 35 mcc multiclass 0.312 10 0.0362 Preprocessor1_Mode…
198 2 1362 22 mcc multiclass 0.312 10 0.0383 Preprocessor1_Mode…
199 3 519 31 mcc multiclass 0.312 10 0.0358 Preprocessor1_Mode…
200 3 460 15 mcc multiclass 0.312 10 0.0232 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 0.616 0.409
2 precision macro 0.720 0.518
3 spec macro 0.874 0.763
4 accuracy multiclass 0.672 0.333
5 f_meas macro 0.648 0.280
6 mcc multiclass 0.517 0.0757
7 kap multiclass 0.511 0.0633
8 roc_auc hand_till 0.904 0.749
9 mn_log_loss multiclass 0.813 1.30 Confusion matrix
Column 2
ROC curve
Gain curve
3. model - opis i varijable
Column 1
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.
Column 2
Važnost prediktora
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 1168 39 roc_auc binary 0.816 10 0.00811 Preprocessor1_Mode…
2 2 1086 34 roc_auc binary 0.815 10 0.00847 Preprocessor1_Mode…
3 2 604 40 roc_auc binary 0.815 10 0.00773 Preprocessor1_Mode…
4 2 1353 38 roc_auc binary 0.815 10 0.00788 Preprocessor1_Mode…
5 2 1302 40 roc_auc binary 0.815 10 0.00952 Preprocessor1_Mode…
6 2 1290 38 roc_auc binary 0.815 10 0.00845 Preprocessor1_Mode…
7 2 1478 38 roc_auc binary 0.815 10 0.00961 Preprocessor1_Mode…
8 2 585 35 roc_auc binary 0.814 10 0.00937 Preprocessor1_Mode…
9 2 1319 36 roc_auc binary 0.814 10 0.00971 Preprocessor1_Mode…
10 2 1422 38 roc_auc binary 0.814 10 0.00956 Preprocessor1_Mode…
11 2 1238 37 roc_auc binary 0.814 10 0.00840 Preprocessor1_Mode…
12 2 475 37 roc_auc binary 0.814 10 0.00862 Preprocessor1_Mode…
13 2 1440 36 roc_auc binary 0.814 10 0.0104 Preprocessor1_Mode…
14 2 1408 35 roc_auc binary 0.814 10 0.00826 Preprocessor1_Mode…
15 2 1279 39 roc_auc binary 0.814 10 0.00908 Preprocessor1_Mode…
16 2 1371 36 roc_auc binary 0.814 10 0.00888 Preprocessor1_Mode…
17 2 1064 33 roc_auc binary 0.814 10 0.00930 Preprocessor1_Mode…
18 3 657 38 roc_auc binary 0.813 10 0.00954 Preprocessor1_Mode…
19 2 1126 35 roc_auc binary 0.813 10 0.00822 Preprocessor1_Mode…
20 2 533 34 roc_auc binary 0.813 10 0.00905 Preprocessor1_Mode…
21 2 1284 40 roc_auc binary 0.813 10 0.00929 Preprocessor1_Mode…
22 2 1002 33 roc_auc binary 0.813 10 0.00872 Preprocessor1_Mode…
23 2 1265 36 roc_auc binary 0.813 10 0.00843 Preprocessor1_Mode…
24 2 673 40 roc_auc binary 0.813 10 0.00731 Preprocessor1_Mode…
25 2 727 36 roc_auc binary 0.813 10 0.00921 Preprocessor1_Mode…
26 2 544 35 roc_auc binary 0.813 10 0.00859 Preprocessor1_Mode…
27 2 1165 37 roc_auc binary 0.813 10 0.00838 Preprocessor1_Mode…
28 2 596 36 roc_auc binary 0.813 10 0.00882 Preprocessor1_Mode…
29 2 1095 40 roc_auc binary 0.813 10 0.00960 Preprocessor1_Mode…
30 2 1007 39 roc_auc binary 0.813 10 0.00896 Preprocessor1_Mode…
31 2 966 40 roc_auc binary 0.813 10 0.00882 Preprocessor1_Mode…
32 2 1385 37 roc_auc binary 0.813 10 0.00973 Preprocessor1_Mode…
33 3 469 40 roc_auc binary 0.813 10 0.0101 Preprocessor1_Mode…
34 2 688 38 roc_auc binary 0.813 10 0.00901 Preprocessor1_Mode…
35 2 861 39 roc_auc binary 0.812 10 0.00978 Preprocessor1_Mode…
36 2 1333 40 roc_auc binary 0.812 10 0.00900 Preprocessor1_Mode…
37 2 495 37 roc_auc binary 0.812 10 0.0101 Preprocessor1_Mode…
38 2 1272 38 roc_auc binary 0.812 10 0.00880 Preprocessor1_Mode…
39 2 1214 39 roc_auc binary 0.812 10 0.00799 Preprocessor1_Mode…
40 2 1232 37 roc_auc binary 0.812 10 0.00857 Preprocessor1_Mode…
41 2 438 37 roc_auc binary 0.812 10 0.00958 Preprocessor1_Mode…
42 2 884 37 roc_auc binary 0.812 10 0.00830 Preprocessor1_Mode…
43 2 1220 36 roc_auc binary 0.812 10 0.00838 Preprocessor1_Mode…
44 2 1176 39 roc_auc binary 0.812 10 0.00853 Preprocessor1_Mode…
45 2 1228 38 roc_auc binary 0.812 10 0.00984 Preprocessor1_Mode…
46 2 656 29 roc_auc binary 0.812 10 0.00926 Preprocessor1_Mode…
47 2 1433 35 roc_auc binary 0.812 10 0.00884 Preprocessor1_Mode…
48 2 966 39 roc_auc binary 0.812 10 0.00869 Preprocessor1_Mode…
49 2 1386 37 roc_auc binary 0.812 10 0.0106 Preprocessor1_Mode…
50 2 631 34 roc_auc binary 0.812 10 0.00878 Preprocessor1_Mode…
51 3 894 35 roc_auc binary 0.812 10 0.00875 Preprocessor1_Mode…
52 2 746 36 roc_auc binary 0.812 10 0.00817 Preprocessor1_Mode…
53 2 684 37 roc_auc binary 0.812 10 0.00897 Preprocessor1_Mode…
54 2 1238 34 roc_auc binary 0.812 10 0.00882 Preprocessor1_Mode…
55 2 1194 38 roc_auc binary 0.812 10 0.00872 Preprocessor1_Mode…
56 2 1467 37 roc_auc binary 0.812 10 0.00950 Preprocessor1_Mode…
57 2 729 39 roc_auc binary 0.812 10 0.00957 Preprocessor1_Mode…
58 2 1290 35 roc_auc binary 0.811 10 0.00835 Preprocessor1_Mode…
59 2 582 30 roc_auc binary 0.811 10 0.00923 Preprocessor1_Mode…
60 2 1156 37 roc_auc binary 0.811 10 0.00964 Preprocessor1_Mode…
61 3 702 34 roc_auc binary 0.811 10 0.00972 Preprocessor1_Mode…
62 3 1112 35 roc_auc binary 0.811 10 0.00918 Preprocessor1_Mode…
63 3 1064 37 roc_auc binary 0.811 10 0.00949 Preprocessor1_Mode…
64 3 1115 40 roc_auc binary 0.811 10 0.00953 Preprocessor1_Mode…
65 2 886 34 roc_auc binary 0.811 10 0.00878 Preprocessor1_Mode…
66 2 990 30 roc_auc binary 0.811 10 0.00886 Preprocessor1_Mode…
67 2 572 38 roc_auc binary 0.811 10 0.00996 Preprocessor1_Mode…
68 2 830 36 roc_auc binary 0.811 10 0.00960 Preprocessor1_Mode…
69 2 840 40 roc_auc binary 0.811 10 0.00821 Preprocessor1_Mode…
70 2 1078 37 roc_auc binary 0.811 10 0.00865 Preprocessor1_Mode…
71 2 953 34 roc_auc binary 0.811 10 0.00915 Preprocessor1_Mode…
72 2 698 34 roc_auc binary 0.811 10 0.00946 Preprocessor1_Mode…
73 2 913 32 roc_auc binary 0.811 10 0.00799 Preprocessor1_Mode…
74 2 1244 33 roc_auc binary 0.811 10 0.00964 Preprocessor1_Mode…
75 3 1279 36 roc_auc binary 0.811 10 0.00911 Preprocessor1_Mode…
76 3 836 36 roc_auc binary 0.811 10 0.00927 Preprocessor1_Mode…
77 2 450 31 roc_auc binary 0.811 10 0.00784 Preprocessor1_Mode…
78 2 687 38 roc_auc binary 0.811 10 0.00860 Preprocessor1_Mode…
79 2 806 32 roc_auc binary 0.811 10 0.00860 Preprocessor1_Mode…
80 2 1444 33 roc_auc binary 0.811 10 0.00951 Preprocessor1_Mode…
81 2 1490 28 roc_auc binary 0.811 10 0.00883 Preprocessor1_Mode…
82 2 668 37 roc_auc binary 0.811 10 0.00913 Preprocessor1_Mode…
83 2 684 33 roc_auc binary 0.811 10 0.00860 Preprocessor1_Mode…
84 2 876 37 roc_auc binary 0.811 10 0.00919 Preprocessor1_Mode…
85 2 1384 33 roc_auc binary 0.811 10 0.00872 Preprocessor1_Mode…
86 2 644 35 roc_auc binary 0.811 10 0.00957 Preprocessor1_Mode…
87 3 874 39 roc_auc binary 0.811 10 0.00923 Preprocessor1_Mode…
88 3 885 38 roc_auc binary 0.811 10 0.00956 Preprocessor1_Mode…
89 3 832 39 roc_auc binary 0.811 10 0.00942 Preprocessor1_Mode…
90 3 1134 37 roc_auc binary 0.810 10 0.00887 Preprocessor1_Mode…
91 2 588 35 roc_auc binary 0.810 10 0.00837 Preprocessor1_Mode…
92 2 679 33 roc_auc binary 0.810 10 0.00913 Preprocessor1_Mode…
93 2 1344 30 roc_auc binary 0.810 10 0.00963 Preprocessor1_Mode…
94 2 912 36 roc_auc binary 0.810 10 0.00871 Preprocessor1_Mode…
95 2 1036 33 roc_auc binary 0.810 10 0.00988 Preprocessor1_Mode…
96 2 765 38 roc_auc binary 0.810 10 0.00960 Preprocessor1_Mode…
97 2 951 38 roc_auc binary 0.810 10 0.00821 Preprocessor1_Mode…
98 2 1102 33 roc_auc binary 0.810 10 0.00903 Preprocessor1_Mode…
99 2 1251 33 roc_auc binary 0.810 10 0.00956 Preprocessor1_Mode…
100 2 1332 30 roc_auc binary 0.810 10 0.00937 Preprocessor1_Mode…
101 2 1384 40 roc_auc binary 0.810 10 0.00957 Preprocessor1_Mode…
102 3 1053 39 roc_auc binary 0.810 10 0.0103 Preprocessor1_Mode…
103 3 538 38 roc_auc binary 0.810 10 0.00962 Preprocessor1_Mode…
104 2 1052 36 roc_auc binary 0.810 10 0.0101 Preprocessor1_Mode…
105 3 817 39 roc_auc binary 0.810 10 0.00974 Preprocessor1_Mode…
106 3 439 37 roc_auc binary 0.810 10 0.00937 Preprocessor1_Mode…
107 3 1416 38 roc_auc binary 0.810 10 0.00995 Preprocessor1_Mode…
108 3 417 35 roc_auc binary 0.810 10 0.0105 Preprocessor1_Mode…
109 3 1181 37 roc_auc binary 0.810 10 0.0101 Preprocessor1_Mode…
110 2 1151 32 roc_auc binary 0.810 10 0.00891 Preprocessor1_Mode…
111 2 405 36 roc_auc binary 0.810 10 0.0104 Preprocessor1_Mode…
112 2 1107 30 roc_auc binary 0.810 10 0.00946 Preprocessor1_Mode…
113 2 825 26 roc_auc binary 0.810 10 0.00985 Preprocessor1_Mode…
114 2 897 36 roc_auc binary 0.810 10 0.00876 Preprocessor1_Mode…
115 2 1381 22 roc_auc binary 0.810 10 0.00903 Preprocessor1_Mode…
116 3 1328 32 roc_auc binary 0.810 10 0.00887 Preprocessor1_Mode…
117 2 860 35 roc_auc binary 0.810 10 0.00957 Preprocessor1_Mode…
118 2 1134 40 roc_auc binary 0.810 10 0.00846 Preprocessor1_Mode…
119 2 1273 31 roc_auc binary 0.810 10 0.00910 Preprocessor1_Mode…
120 2 735 39 roc_auc binary 0.810 10 0.00993 Preprocessor1_Mode…
121 2 443 32 roc_auc binary 0.810 10 0.00984 Preprocessor1_Mode…
122 3 1073 33 roc_auc binary 0.810 10 0.00881 Preprocessor1_Mode…
123 3 763 38 roc_auc binary 0.810 10 0.00988 Preprocessor1_Mode…
124 3 593 40 roc_auc binary 0.810 10 0.00988 Preprocessor1_Mode…
125 2 1193 29 roc_auc binary 0.810 10 0.00983 Preprocessor1_Mode…
126 2 587 32 roc_auc binary 0.810 10 0.00972 Preprocessor1_Mode…
127 3 926 40 roc_auc binary 0.810 10 0.00979 Preprocessor1_Mode…
128 3 1497 39 roc_auc binary 0.810 10 0.00944 Preprocessor1_Mode…
129 3 1482 38 roc_auc binary 0.810 10 0.00914 Preprocessor1_Mode…
130 3 1191 34 roc_auc binary 0.810 10 0.0101 Preprocessor1_Mode…
131 3 935 39 roc_auc binary 0.810 10 0.00901 Preprocessor1_Mode…
132 3 663 38 roc_auc binary 0.810 10 0.00968 Preprocessor1_Mode…
133 2 992 35 roc_auc binary 0.809 10 0.00875 Preprocessor1_Mode…
134 2 959 35 roc_auc binary 0.809 10 0.00946 Preprocessor1_Mode…
135 2 1380 32 roc_auc binary 0.809 10 0.00886 Preprocessor1_Mode…
136 2 1124 32 roc_auc binary 0.809 10 0.00948 Preprocessor1_Mode…
137 2 913 34 roc_auc binary 0.809 10 0.00850 Preprocessor1_Mode…
138 2 1178 29 roc_auc binary 0.809 10 0.00932 Preprocessor1_Mode…
139 2 1017 34 roc_auc binary 0.809 10 0.00960 Preprocessor1_Mode…
140 2 868 35 roc_auc binary 0.809 10 0.00939 Preprocessor1_Mode…
141 2 1008 39 roc_auc binary 0.809 10 0.00988 Preprocessor1_Mode…
142 3 1426 38 roc_auc binary 0.809 10 0.00991 Preprocessor1_Mode…
143 2 808 33 roc_auc binary 0.809 10 0.00926 Preprocessor1_Mode…
144 3 652 37 roc_auc binary 0.809 10 0.00934 Preprocessor1_Mode…
145 3 511 37 roc_auc binary 0.809 10 0.0107 Preprocessor1_Mode…
146 2 784 27 roc_auc binary 0.809 10 0.0102 Preprocessor1_Mode…
147 2 916 29 roc_auc binary 0.809 10 0.00997 Preprocessor1_Mode…
148 2 839 33 roc_auc binary 0.809 10 0.00932 Preprocessor1_Mode…
149 3 1383 35 roc_auc binary 0.809 10 0.00983 Preprocessor1_Mode…
150 3 1161 35 roc_auc binary 0.809 10 0.0106 Preprocessor1_Mode…
151 3 1166 37 roc_auc binary 0.809 10 0.00935 Preprocessor1_Mode…
152 3 540 34 roc_auc binary 0.809 10 0.00878 Preprocessor1_Mode…
153 3 1149 36 roc_auc binary 0.809 10 0.0100 Preprocessor1_Mode…
154 3 675 35 roc_auc binary 0.809 10 0.00996 Preprocessor1_Mode…
155 3 1317 39 roc_auc binary 0.809 10 0.0105 Preprocessor1_Mode…
156 3 817 38 roc_auc binary 0.809 10 0.00967 Preprocessor1_Mode…
157 2 574 39 roc_auc binary 0.809 10 0.00812 Preprocessor1_Mode…
158 2 1392 29 roc_auc binary 0.809 10 0.00902 Preprocessor1_Mode…
159 2 1236 25 roc_auc binary 0.809 10 0.00880 Preprocessor1_Mode…
160 2 505 25 roc_auc binary 0.809 10 0.0101 Preprocessor1_Mode…
161 2 1441 31 roc_auc binary 0.809 10 0.00945 Preprocessor1_Mode…
162 2 704 34 roc_auc binary 0.809 10 0.00881 Preprocessor1_Mode…
163 2 1054 34 roc_auc binary 0.809 10 0.00999 Preprocessor1_Mode…
164 2 768 28 roc_auc binary 0.809 10 0.00940 Preprocessor1_Mode…
165 2 1067 29 roc_auc binary 0.809 10 0.00968 Preprocessor1_Mode…
166 2 482 29 roc_auc binary 0.809 10 0.00875 Preprocessor1_Mode…
167 3 647 35 roc_auc binary 0.809 10 0.00929 Preprocessor1_Mode…
168 3 472 34 roc_auc binary 0.809 10 0.0101 Preprocessor1_Mode…
169 3 1495 35 roc_auc binary 0.809 10 0.00994 Preprocessor1_Mode…
170 3 1433 39 roc_auc binary 0.809 10 0.00948 Preprocessor1_Mode…
171 3 1361 38 roc_auc binary 0.809 10 0.00978 Preprocessor1_Mode…
172 3 818 31 roc_auc binary 0.809 10 0.0105 Preprocessor1_Mode…
173 3 945 35 roc_auc binary 0.809 10 0.0106 Preprocessor1_Mode…
174 3 1009 36 roc_auc binary 0.809 10 0.0104 Preprocessor1_Mode…
175 3 1190 33 roc_auc binary 0.809 10 0.00989 Preprocessor1_Mode…
176 3 741 40 roc_auc binary 0.809 10 0.0108 Preprocessor1_Mode…
177 3 505 32 roc_auc binary 0.809 10 0.00950 Preprocessor1_Mode…
178 3 1031 40 roc_auc binary 0.809 10 0.0103 Preprocessor1_Mode…
179 2 621 32 roc_auc binary 0.809 10 0.00847 Preprocessor1_Mode…
180 2 934 29 roc_auc binary 0.809 10 0.00974 Preprocessor1_Mode…
181 2 657 34 roc_auc binary 0.809 10 0.00965 Preprocessor1_Mode…
182 2 1259 23 roc_auc binary 0.808 10 0.00899 Preprocessor1_Mode…
183 2 1005 32 roc_auc binary 0.808 10 0.00889 Preprocessor1_Mode…
184 2 1239 25 roc_auc binary 0.808 10 0.00947 Preprocessor1_Mode…
185 2 1352 32 roc_auc binary 0.808 10 0.00885 Preprocessor1_Mode…
186 2 618 25 roc_auc binary 0.808 10 0.00946 Preprocessor1_Mode…
187 3 796 34 roc_auc binary 0.808 10 0.00957 Preprocessor1_Mode…
188 3 1271 38 roc_auc binary 0.808 10 0.00958 Preprocessor1_Mode…
189 2 908 32 roc_auc binary 0.808 10 0.00874 Preprocessor1_Mode…
190 2 1119 33 roc_auc binary 0.808 10 0.00904 Preprocessor1_Mode…
191 3 1468 40 roc_auc binary 0.808 10 0.0101 Preprocessor1_Mode…
192 3 690 38 roc_auc binary 0.808 10 0.0104 Preprocessor1_Mode…
193 3 853 36 roc_auc binary 0.808 10 0.0102 Preprocessor1_Mode…
194 2 548 22 roc_auc binary 0.808 10 0.0101 Preprocessor1_Mode…
195 3 922 40 roc_auc binary 0.808 10 0.0105 Preprocessor1_Mode…
196 2 777 31 roc_auc binary 0.808 10 0.00936 Preprocessor1_Mode…
197 2 663 22 roc_auc binary 0.808 10 0.00893 Preprocessor1_Mode…
198 2 867 30 roc_auc binary 0.808 10 0.00934 Preprocessor1_Mode…
199 2 553 30 roc_auc binary 0.808 10 0.00998 Preprocessor1_Mode…
200 2 1326 29 roc_auc binary 0.808 10 0.00873 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 2 413 8 mcc binary 0.487 10 0.0309 Preprocessor1_Mode…
2 2 1372 7 mcc binary 0.484 10 0.0378 Preprocessor1_Mode…
3 2 1438 16 mcc binary 0.483 10 0.0337 Preprocessor1_Mode…
4 3 1293 4 mcc binary 0.483 10 0.0292 Preprocessor1_Mode…
5 2 1445 12 mcc binary 0.482 10 0.0309 Preprocessor1_Mode…
6 2 616 14 mcc binary 0.482 10 0.0300 Preprocessor1_Mode…
7 2 560 9 mcc binary 0.480 10 0.0326 Preprocessor1_Mode…
8 2 423 12 mcc binary 0.478 10 0.0352 Preprocessor1_Mode…
9 2 853 9 mcc binary 0.477 10 0.0232 Preprocessor1_Mode…
10 3 913 3 mcc binary 0.476 10 0.0337 Preprocessor1_Mode…
11 2 503 18 mcc binary 0.476 10 0.0289 Preprocessor1_Mode…
12 2 566 18 mcc binary 0.476 10 0.0274 Preprocessor1_Mode…
13 3 1171 3 mcc binary 0.476 10 0.0277 Preprocessor1_Mode…
14 2 1117 21 mcc binary 0.476 10 0.0278 Preprocessor1_Mode…
15 3 768 3 mcc binary 0.476 10 0.0312 Preprocessor1_Mode…
16 2 1471 18 mcc binary 0.475 10 0.0264 Preprocessor1_Mode…
17 2 616 22 mcc binary 0.475 10 0.0343 Preprocessor1_Mode…
18 2 1360 16 mcc binary 0.475 10 0.0282 Preprocessor1_Mode…
19 2 1416 19 mcc binary 0.474 10 0.0384 Preprocessor1_Mode…
20 2 1114 23 mcc binary 0.474 10 0.0370 Preprocessor1_Mode…
21 2 1491 23 mcc binary 0.474 10 0.0370 Preprocessor1_Mode…
22 2 1390 3 mcc binary 0.474 10 0.0248 Preprocessor1_Mode…
23 3 927 5 mcc binary 0.474 10 0.0305 Preprocessor1_Mode…
24 2 861 27 mcc binary 0.474 10 0.0369 Preprocessor1_Mode…
25 2 876 37 mcc binary 0.474 10 0.0338 Preprocessor1_Mode…
26 2 1014 27 mcc binary 0.474 10 0.0338 Preprocessor1_Mode…
27 2 679 33 mcc binary 0.474 10 0.0338 Preprocessor1_Mode…
28 2 531 10 mcc binary 0.474 10 0.0239 Preprocessor1_Mode…
29 3 550 7 mcc binary 0.474 10 0.0268 Preprocessor1_Mode…
30 2 692 19 mcc binary 0.474 10 0.0391 Preprocessor1_Mode…
31 2 1476 16 mcc binary 0.474 10 0.0295 Preprocessor1_Mode…
32 2 821 16 mcc binary 0.474 10 0.0394 Preprocessor1_Mode…
33 2 441 23 mcc binary 0.473 10 0.0337 Preprocessor1_Mode…
34 2 1457 24 mcc binary 0.473 10 0.0337 Preprocessor1_Mode…
35 2 781 10 mcc binary 0.473 10 0.0296 Preprocessor1_Mode…
36 2 777 31 mcc binary 0.473 10 0.0363 Preprocessor1_Mode…
37 2 509 5 mcc binary 0.472 10 0.0312 Preprocessor1_Mode…
38 2 550 6 mcc binary 0.472 10 0.0324 Preprocessor1_Mode…
39 2 1126 5 mcc binary 0.470 10 0.0322 Preprocessor1_Mode…
40 2 969 6 mcc binary 0.470 10 0.0322 Preprocessor1_Mode…
41 2 1239 15 mcc binary 0.470 10 0.0312 Preprocessor1_Mode…
42 2 405 7 mcc binary 0.470 10 0.0329 Preprocessor1_Mode…
43 2 1254 21 mcc binary 0.470 10 0.0335 Preprocessor1_Mode…
44 2 882 3 mcc binary 0.469 10 0.0286 Preprocessor1_Mode…
45 2 633 6 mcc binary 0.469 10 0.0302 Preprocessor1_Mode…
46 3 501 5 mcc binary 0.469 10 0.0292 Preprocessor1_Mode…
47 2 652 15 mcc binary 0.469 10 0.0373 Preprocessor1_Mode…
48 2 454 17 mcc binary 0.469 10 0.0334 Preprocessor1_Mode…
49 2 1043 8 mcc binary 0.469 10 0.0315 Preprocessor1_Mode…
50 3 441 6 mcc binary 0.469 10 0.0352 Preprocessor1_Mode…
51 3 1047 11 mcc binary 0.469 10 0.0285 Preprocessor1_Mode…
52 2 947 3 mcc binary 0.469 10 0.0339 Preprocessor1_Mode…
53 2 816 9 mcc binary 0.469 10 0.0338 Preprocessor1_Mode…
54 2 496 16 mcc binary 0.469 10 0.0347 Preprocessor1_Mode…
55 3 448 11 mcc binary 0.469 10 0.0276 Preprocessor1_Mode…
56 2 1164 10 mcc binary 0.469 10 0.0286 Preprocessor1_Mode…
57 2 618 25 mcc binary 0.469 10 0.0268 Preprocessor1_Mode…
58 2 806 5 mcc binary 0.469 10 0.0257 Preprocessor1_Mode…
59 2 871 16 mcc binary 0.468 10 0.0328 Preprocessor1_Mode…
60 2 693 12 mcc binary 0.468 10 0.0346 Preprocessor1_Mode…
61 2 764 17 mcc binary 0.468 10 0.0257 Preprocessor1_Mode…
62 2 1393 21 mcc binary 0.468 10 0.0257 Preprocessor1_Mode…
63 2 1053 17 mcc binary 0.468 10 0.0257 Preprocessor1_Mode…
64 2 1025 16 mcc binary 0.468 10 0.0303 Preprocessor1_Mode…
65 2 1444 33 mcc binary 0.468 10 0.0329 Preprocessor1_Mode…
66 2 1252 26 mcc binary 0.468 10 0.0329 Preprocessor1_Mode…
67 2 694 26 mcc binary 0.468 10 0.0361 Preprocessor1_Mode…
68 2 1134 21 mcc binary 0.468 10 0.0336 Preprocessor1_Mode…
69 2 1414 21 mcc binary 0.468 10 0.0343 Preprocessor1_Mode…
70 2 929 18 mcc binary 0.468 10 0.0343 Preprocessor1_Mode…
71 2 1297 3 mcc binary 0.468 10 0.0288 Preprocessor1_Mode…
72 3 1150 2 mcc binary 0.468 10 0.0293 Preprocessor1_Mode…
73 3 1340 8 mcc binary 0.468 10 0.0327 Preprocessor1_Mode…
74 2 1279 39 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
75 2 553 30 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
76 2 828 32 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
77 2 1326 29 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
78 2 1321 30 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
79 2 1385 37 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
80 2 1265 36 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
81 2 1178 29 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
82 2 1467 37 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
83 2 1064 33 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
84 2 1095 29 mcc binary 0.468 10 0.0326 Preprocessor1_Mode…
85 2 1136 6 mcc binary 0.468 10 0.0253 Preprocessor1_Mode…
86 2 582 30 mcc binary 0.468 10 0.0346 Preprocessor1_Mode…
87 2 1304 27 mcc binary 0.468 10 0.0331 Preprocessor1_Mode…
88 2 1051 12 mcc binary 0.468 10 0.0327 Preprocessor1_Mode…
89 3 1273 4 mcc binary 0.468 10 0.0261 Preprocessor1_Mode…
90 3 612 4 mcc binary 0.467 10 0.0299 Preprocessor1_Mode…
91 3 1046 3 mcc binary 0.467 10 0.0249 Preprocessor1_Mode…
92 2 1190 8 mcc binary 0.467 10 0.0306 Preprocessor1_Mode…
93 2 1491 15 mcc binary 0.467 10 0.0317 Preprocessor1_Mode…
94 3 784 19 mcc binary 0.467 10 0.0323 Preprocessor1_Mode…
95 2 1211 19 mcc binary 0.467 10 0.0288 Preprocessor1_Mode…
96 3 627 3 mcc binary 0.467 10 0.0238 Preprocessor1_Mode…
97 2 804 25 mcc binary 0.467 10 0.0377 Preprocessor1_Mode…
98 2 768 28 mcc binary 0.467 10 0.0377 Preprocessor1_Mode…
99 2 1124 32 mcc binary 0.467 10 0.0377 Preprocessor1_Mode…
100 2 911 15 mcc binary 0.467 10 0.0376 Preprocessor1_Mode…
101 3 928 12 mcc binary 0.467 10 0.0225 Preprocessor1_Mode…
102 2 643 16 mcc binary 0.467 10 0.0321 Preprocessor1_Mode…
103 2 1362 22 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
104 2 1490 28 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
105 2 665 19 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
106 2 1192 14 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
107 2 1366 25 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
108 2 1484 28 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
109 2 1127 27 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
110 2 1193 29 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
111 2 587 32 mcc binary 0.467 10 0.0331 Preprocessor1_Mode…
112 3 1255 10 mcc binary 0.467 10 0.0233 Preprocessor1_Mode…
113 3 1200 6 mcc binary 0.467 10 0.0233 Preprocessor1_Mode…
114 3 788 4 mcc binary 0.467 10 0.0320 Preprocessor1_Mode…
115 3 746 2 mcc binary 0.467 10 0.0255 Preprocessor1_Mode…
116 3 715 18 mcc binary 0.467 10 0.0270 Preprocessor1_Mode…
117 3 661 35 mcc binary 0.466 10 0.0391 Preprocessor1_Mode…
118 2 1458 21 mcc binary 0.466 10 0.0376 Preprocessor1_Mode…
119 2 1350 20 mcc binary 0.466 10 0.0376 Preprocessor1_Mode…
120 3 1308 2 mcc binary 0.466 10 0.0232 Preprocessor1_Mode…
121 3 861 39 mcc binary 0.466 10 0.0329 Preprocessor1_Mode…
122 3 894 35 mcc binary 0.466 10 0.0329 Preprocessor1_Mode…
123 3 534 35 mcc binary 0.466 10 0.0329 Preprocessor1_Mode…
124 3 614 32 mcc binary 0.466 10 0.0329 Preprocessor1_Mode…
125 3 1053 39 mcc binary 0.466 10 0.0329 Preprocessor1_Mode…
126 3 721 39 mcc binary 0.466 10 0.0329 Preprocessor1_Mode…
127 2 966 40 mcc binary 0.466 10 0.0357 Preprocessor1_Mode…
128 2 1086 34 mcc binary 0.466 10 0.0357 Preprocessor1_Mode…
129 2 829 26 mcc binary 0.466 10 0.0357 Preprocessor1_Mode…
130 2 1054 34 mcc binary 0.466 10 0.0357 Preprocessor1_Mode…
131 2 1107 30 mcc binary 0.466 10 0.0357 Preprocessor1_Mode…
132 2 1126 35 mcc binary 0.466 10 0.0357 Preprocessor1_Mode…
133 2 865 20 mcc binary 0.466 10 0.0357 Preprocessor1_Mode…
134 3 1486 3 mcc binary 0.466 10 0.0226 Preprocessor1_Mode…
135 2 831 18 mcc binary 0.465 10 0.0356 Preprocessor1_Mode…
136 2 535 20 mcc binary 0.465 10 0.0356 Preprocessor1_Mode…
137 3 718 10 mcc binary 0.465 10 0.0265 Preprocessor1_Mode…
138 2 965 14 mcc binary 0.464 10 0.0305 Preprocessor1_Mode…
139 2 495 29 mcc binary 0.463 10 0.0273 Preprocessor1_Mode…
140 2 485 3 mcc binary 0.463 10 0.0339 Preprocessor1_Mode…
141 3 537 8 mcc binary 0.463 10 0.0307 Preprocessor1_Mode…
142 2 994 13 mcc binary 0.463 10 0.0291 Preprocessor1_Mode…
143 2 593 15 mcc binary 0.462 10 0.0329 Preprocessor1_Mode…
144 2 981 9 mcc binary 0.462 10 0.0298 Preprocessor1_Mode…
145 3 915 8 mcc binary 0.462 10 0.0271 Preprocessor1_Mode…
146 2 434 14 mcc binary 0.462 10 0.0367 Preprocessor1_Mode…
147 2 808 33 mcc binary 0.462 10 0.0360 Preprocessor1_Mode…
148 2 514 8 mcc binary 0.462 10 0.0284 Preprocessor1_Mode…
149 2 1479 16 mcc binary 0.462 10 0.0340 Preprocessor1_Mode…
150 2 1478 38 mcc binary 0.462 10 0.0315 Preprocessor1_Mode…
151 2 1017 34 mcc binary 0.462 10 0.0315 Preprocessor1_Mode…
152 2 776 17 mcc binary 0.462 10 0.0387 Preprocessor1_Mode…
153 2 781 22 mcc binary 0.462 10 0.0336 Preprocessor1_Mode…
154 2 763 22 mcc binary 0.462 10 0.0278 Preprocessor1_Mode…
155 2 1066 23 mcc binary 0.462 10 0.0306 Preprocessor1_Mode…
156 2 533 34 mcc binary 0.462 10 0.0330 Preprocessor1_Mode…
157 2 1119 33 mcc binary 0.462 10 0.0330 Preprocessor1_Mode…
158 2 1043 7 mcc binary 0.462 10 0.0250 Preprocessor1_Mode…
159 2 1104 7 mcc binary 0.462 10 0.0250 Preprocessor1_Mode…
160 2 840 40 mcc binary 0.462 10 0.0408 Preprocessor1_Mode…
161 2 596 36 mcc binary 0.462 10 0.0309 Preprocessor1_Mode…
162 2 875 14 mcc binary 0.462 10 0.0268 Preprocessor1_Mode…
163 2 1139 8 mcc binary 0.462 10 0.0315 Preprocessor1_Mode…
164 2 1474 13 mcc binary 0.462 10 0.0297 Preprocessor1_Mode…
165 2 861 39 mcc binary 0.462 10 0.0375 Preprocessor1_Mode…
166 2 1095 40 mcc binary 0.462 10 0.0375 Preprocessor1_Mode…
167 2 990 30 mcc binary 0.461 10 0.0333 Preprocessor1_Mode…
168 2 1228 38 mcc binary 0.461 10 0.0333 Preprocessor1_Mode…
169 2 1102 33 mcc binary 0.461 10 0.0302 Preprocessor1_Mode…
170 2 807 25 mcc binary 0.461 10 0.0302 Preprocessor1_Mode…
171 2 1220 16 mcc binary 0.461 10 0.0369 Preprocessor1_Mode…
172 2 475 37 mcc binary 0.461 10 0.0326 Preprocessor1_Mode…
173 2 1174 38 mcc binary 0.461 10 0.0326 Preprocessor1_Mode…
174 2 1284 40 mcc binary 0.461 10 0.0326 Preprocessor1_Mode…
175 2 1332 12 mcc binary 0.461 10 0.0328 Preprocessor1_Mode…
176 3 1041 2 mcc binary 0.461 10 0.0284 Preprocessor1_Mode…
177 3 1230 3 mcc binary 0.461 10 0.0284 Preprocessor1_Mode…
178 2 1411 2 mcc binary 0.461 10 0.0317 Preprocessor1_Mode…
179 2 923 11 mcc binary 0.461 10 0.0293 Preprocessor1_Mode…
180 2 941 14 mcc binary 0.461 10 0.0233 Preprocessor1_Mode…
181 2 1248 13 mcc binary 0.461 10 0.0355 Preprocessor1_Mode…
182 2 585 35 mcc binary 0.461 10 0.0351 Preprocessor1_Mode…
183 2 668 37 mcc binary 0.461 10 0.0318 Preprocessor1_Mode…
184 2 421 20 mcc binary 0.461 10 0.0310 Preprocessor1_Mode…
185 2 1408 35 mcc binary 0.461 10 0.0368 Preprocessor1_Mode…
186 2 912 36 mcc binary 0.461 10 0.0368 Preprocessor1_Mode…
187 2 1230 21 mcc binary 0.461 10 0.0320 Preprocessor1_Mode…
188 2 1250 24 mcc binary 0.461 10 0.0320 Preprocessor1_Mode…
189 2 727 36 mcc binary 0.461 10 0.0320 Preprocessor1_Mode…
190 2 966 12 mcc binary 0.461 10 0.0295 Preprocessor1_Mode…
191 2 456 13 mcc binary 0.461 10 0.0295 Preprocessor1_Mode…
192 3 1326 4 mcc binary 0.461 10 0.0319 Preprocessor1_Mode…
193 3 1092 5 mcc binary 0.461 10 0.0302 Preprocessor1_Mode…
194 2 1149 11 mcc binary 0.461 10 0.0214 Preprocessor1_Mode…
195 3 881 12 mcc binary 0.461 10 0.0273 Preprocessor1_Mode…
196 3 1428 5 mcc binary 0.461 10 0.0280 Preprocessor1_Mode…
197 2 548 22 mcc binary 0.461 10 0.0351 Preprocessor1_Mode…
198 2 1208 24 mcc binary 0.461 10 0.0335 Preprocessor1_Mode…
199 2 816 25 mcc binary 0.461 10 0.0335 Preprocessor1_Mode…
200 2 1259 23 mcc binary 0.461 10 0.0335 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 0.780 0.416
2 precision binary 0.853 0.916
3 spec binary 0.882 0.922
4 accuracy binary 0.834 0.583
5 f_meas binary 0.815 0.572
6 mcc binary 0.668 0.346
7 kap binary 0.666 0.264
8 roc_auc binary 0.926 0.816
9 mn_log_loss binary 0.397 0.719Confusion matrix
Column 2
ROC curve
Gain curve
4. model - opis i varijable
Column 1
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.
Column 2
Važnost prediktora
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 2 438 37 roc_auc hand_till 0.817 10 0.0133 Preprocessor1_Mode…
2 2 1261 30 roc_auc hand_till 0.816 10 0.0141 Preprocessor1_Mode…
3 3 777 31 roc_auc hand_till 0.816 10 0.0141 Preprocessor1_Mode…
4 2 495 37 roc_auc hand_till 0.816 10 0.0146 Preprocessor1_Mode…
5 3 1284 40 roc_auc hand_till 0.816 10 0.0133 Preprocessor1_Mode…
6 2 1009 36 roc_auc hand_till 0.815 10 0.0143 Preprocessor1_Mode…
7 2 1271 38 roc_auc hand_till 0.815 10 0.0137 Preprocessor1_Mode…
8 2 998 35 roc_auc hand_till 0.815 10 0.0145 Preprocessor1_Mode…
9 3 1448 30 roc_auc hand_till 0.815 10 0.0143 Preprocessor1_Mode…
10 2 1498 33 roc_auc hand_till 0.815 10 0.0140 Preprocessor1_Mode…
11 3 439 37 roc_auc hand_till 0.815 10 0.0136 Preprocessor1_Mode…
12 2 1433 39 roc_auc hand_till 0.815 10 0.0140 Preprocessor1_Mode…
13 2 1384 33 roc_auc hand_till 0.815 10 0.0142 Preprocessor1_Mode…
14 3 553 30 roc_auc hand_till 0.815 10 0.0146 Preprocessor1_Mode…
15 2 817 38 roc_auc hand_till 0.815 10 0.0144 Preprocessor1_Mode…
16 2 684 33 roc_auc hand_till 0.815 10 0.0147 Preprocessor1_Mode…
17 2 804 25 roc_auc hand_till 0.815 10 0.0146 Preprocessor1_Mode…
18 3 644 36 roc_auc hand_till 0.815 10 0.0137 Preprocessor1_Mode…
19 3 472 34 roc_auc hand_till 0.815 10 0.0139 Preprocessor1_Mode…
20 2 1441 31 roc_auc hand_till 0.815 10 0.0143 Preprocessor1_Mode…
21 2 818 31 roc_auc hand_till 0.815 10 0.0149 Preprocessor1_Mode…
22 2 832 39 roc_auc hand_till 0.815 10 0.0140 Preprocessor1_Mode…
23 3 538 38 roc_auc hand_till 0.815 10 0.0135 Preprocessor1_Mode…
24 2 582 30 roc_auc hand_till 0.815 10 0.0139 Preprocessor1_Mode…
25 2 729 39 roc_auc hand_till 0.815 10 0.0141 Preprocessor1_Mode…
26 2 1188 34 roc_auc hand_till 0.815 10 0.0140 Preprocessor1_Mode…
27 2 729 34 roc_auc hand_till 0.815 10 0.0142 Preprocessor1_Mode…
28 3 746 36 roc_auc hand_till 0.815 10 0.0136 Preprocessor1_Mode…
29 2 1158 34 roc_auc hand_till 0.815 10 0.0141 Preprocessor1_Mode…
30 2 1289 29 roc_auc hand_till 0.815 10 0.0140 Preprocessor1_Mode…
31 3 493 29 roc_auc hand_till 0.815 10 0.0135 Preprocessor1_Mode…
32 2 1267 32 roc_auc hand_till 0.814 10 0.0147 Preprocessor1_Mode…
33 2 1279 39 roc_auc hand_till 0.814 10 0.0145 Preprocessor1_Mode…
34 2 1248 36 roc_auc hand_till 0.814 10 0.0138 Preprocessor1_Mode…
35 2 861 27 roc_auc hand_till 0.814 10 0.0146 Preprocessor1_Mode…
36 2 771 29 roc_auc hand_till 0.814 10 0.0149 Preprocessor1_Mode…
37 2 587 32 roc_auc hand_till 0.814 10 0.0143 Preprocessor1_Mode…
38 2 604 40 roc_auc hand_till 0.814 10 0.0136 Preprocessor1_Mode…
39 2 1384 40 roc_auc hand_till 0.814 10 0.0140 Preprocessor1_Mode…
40 2 1352 32 roc_auc hand_till 0.814 10 0.0142 Preprocessor1_Mode…
41 2 796 34 roc_auc hand_till 0.814 10 0.0155 Preprocessor1_Mode…
42 2 1134 40 roc_auc hand_till 0.814 10 0.0138 Preprocessor1_Mode…
43 3 542 29 roc_auc hand_till 0.814 10 0.0144 Preprocessor1_Mode…
44 3 540 34 roc_auc hand_till 0.814 10 0.0138 Preprocessor1_Mode…
45 3 1348 31 roc_auc hand_till 0.814 10 0.0145 Preprocessor1_Mode…
46 2 479 39 roc_auc hand_till 0.814 10 0.0143 Preprocessor1_Mode…
47 2 735 39 roc_auc hand_till 0.814 10 0.0138 Preprocessor1_Mode…
48 2 951 38 roc_auc hand_till 0.814 10 0.0139 Preprocessor1_Mode…
49 2 1204 27 roc_auc hand_till 0.814 10 0.0143 Preprocessor1_Mode…
50 2 1260 33 roc_auc hand_till 0.814 10 0.0139 Preprocessor1_Mode…
51 3 1031 40 roc_auc hand_till 0.814 10 0.0130 Preprocessor1_Mode…
52 2 551 28 roc_auc hand_till 0.814 10 0.0148 Preprocessor1_Mode…
53 2 1273 31 roc_auc hand_till 0.814 10 0.0146 Preprocessor1_Mode…
54 2 546 23 roc_auc hand_till 0.814 10 0.0147 Preprocessor1_Mode…
55 2 449 29 roc_auc hand_till 0.814 10 0.0154 Preprocessor1_Mode…
56 2 1073 33 roc_auc hand_till 0.814 10 0.0139 Preprocessor1_Mode…
57 3 1078 37 roc_auc hand_till 0.814 10 0.0127 Preprocessor1_Mode…
58 3 1136 31 roc_auc hand_till 0.814 10 0.0139 Preprocessor1_Mode…
59 2 817 39 roc_auc hand_till 0.814 10 0.0137 Preprocessor1_Mode…
60 2 959 35 roc_auc hand_till 0.814 10 0.0143 Preprocessor1_Mode…
61 2 1214 39 roc_auc hand_till 0.814 10 0.0137 Preprocessor1_Mode…
62 2 1361 38 roc_auc hand_till 0.814 10 0.0138 Preprocessor1_Mode…
63 3 596 32 roc_auc hand_till 0.814 10 0.0137 Preprocessor1_Mode…
64 2 1174 38 roc_auc hand_till 0.814 10 0.0144 Preprocessor1_Mode…
65 3 1165 37 roc_auc hand_till 0.814 10 0.0140 Preprocessor1_Mode…
66 2 1237 29 roc_auc hand_till 0.814 10 0.0143 Preprocessor1_Mode…
67 2 593 40 roc_auc hand_till 0.814 10 0.0136 Preprocessor1_Mode…
68 3 1047 38 roc_auc hand_till 0.814 10 0.0137 Preprocessor1_Mode…
69 3 746 34 roc_auc hand_till 0.814 10 0.0144 Preprocessor1_Mode…
70 2 665 28 roc_auc hand_till 0.814 10 0.0151 Preprocessor1_Mode…
71 3 935 39 roc_auc hand_till 0.814 10 0.0136 Preprocessor1_Mode…
72 2 1095 40 roc_auc hand_till 0.814 10 0.0135 Preprocessor1_Mode…
73 2 872 28 roc_auc hand_till 0.814 10 0.0138 Preprocessor1_Mode…
74 2 1317 39 roc_auc hand_till 0.814 10 0.0143 Preprocessor1_Mode…
75 2 1265 36 roc_auc hand_till 0.814 10 0.0137 Preprocessor1_Mode…
76 3 585 35 roc_auc hand_till 0.814 10 0.0139 Preprocessor1_Mode…
77 2 921 29 roc_auc hand_till 0.814 10 0.0145 Preprocessor1_Mode…
78 2 894 35 roc_auc hand_till 0.814 10 0.0146 Preprocessor1_Mode…
79 2 1408 35 roc_auc hand_till 0.814 10 0.0138 Preprocessor1_Mode…
80 3 410 25 roc_auc hand_till 0.814 10 0.0154 Preprocessor1_Mode…
81 2 1061 38 roc_auc hand_till 0.814 10 0.0139 Preprocessor1_Mode…
82 2 1227 29 roc_auc hand_till 0.814 10 0.0152 Preprocessor1_Mode…
83 3 687 38 roc_auc hand_till 0.814 10 0.0136 Preprocessor1_Mode…
84 2 908 36 roc_auc hand_till 0.814 10 0.0130 Preprocessor1_Mode…
85 3 1115 40 roc_auc hand_till 0.814 10 0.0138 Preprocessor1_Mode…
86 3 567 26 roc_auc hand_till 0.814 10 0.0143 Preprocessor1_Mode…
87 2 1321 30 roc_auc hand_till 0.814 10 0.0136 Preprocessor1_Mode…
88 3 762 36 roc_auc hand_till 0.814 10 0.0130 Preprocessor1_Mode…
89 2 1194 30 roc_auc hand_till 0.814 10 0.0145 Preprocessor1_Mode…
90 2 885 38 roc_auc hand_till 0.814 10 0.0137 Preprocessor1_Mode…
91 2 1166 37 roc_auc hand_till 0.814 10 0.0141 Preprocessor1_Mode…
92 3 1383 35 roc_auc hand_till 0.814 10 0.0135 Preprocessor1_Mode…
93 2 652 37 roc_auc hand_till 0.813 10 0.0140 Preprocessor1_Mode…
94 3 934 29 roc_auc hand_till 0.813 10 0.0139 Preprocessor1_Mode…
95 2 945 35 roc_auc hand_till 0.813 10 0.0140 Preprocessor1_Mode…
96 2 726 37 roc_auc hand_till 0.813 10 0.0145 Preprocessor1_Mode…
97 3 1005 32 roc_auc hand_till 0.813 10 0.0137 Preprocessor1_Mode…
98 2 1220 36 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
99 2 990 30 roc_auc hand_till 0.813 10 0.0148 Preprocessor1_Mode…
100 2 1166 24 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
101 2 886 34 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
102 2 1145 33 roc_auc hand_till 0.813 10 0.0140 Preprocessor1_Mode…
103 3 1176 39 roc_auc hand_till 0.813 10 0.0135 Preprocessor1_Mode…
104 2 534 35 roc_auc hand_till 0.813 10 0.0145 Preprocessor1_Mode…
105 2 1433 35 roc_auc hand_till 0.813 10 0.0147 Preprocessor1_Mode…
106 2 690 27 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
107 2 1178 29 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
108 2 840 40 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
109 3 1468 40 roc_auc hand_till 0.813 10 0.0132 Preprocessor1_Mode…
110 3 1053 39 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
111 3 715 33 roc_auc hand_till 0.813 10 0.0139 Preprocessor1_Mode…
112 3 1373 30 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
113 2 574 39 roc_auc hand_till 0.813 10 0.0140 Preprocessor1_Mode…
114 2 917 35 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
115 2 1045 35 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
116 2 1008 39 roc_auc hand_till 0.813 10 0.0135 Preprocessor1_Mode…
117 2 628 37 roc_auc hand_till 0.813 10 0.0147 Preprocessor1_Mode…
118 3 588 35 roc_auc hand_till 0.813 10 0.0141 Preprocessor1_Mode…
119 3 1392 29 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
120 3 768 28 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
121 2 1476 34 roc_auc hand_till 0.813 10 0.0141 Preprocessor1_Mode…
122 2 1380 32 roc_auc hand_till 0.813 10 0.0140 Preprocessor1_Mode…
123 2 1156 37 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
124 3 811 30 roc_auc hand_till 0.813 10 0.0141 Preprocessor1_Mode…
125 2 727 36 roc_auc hand_till 0.813 10 0.0144 Preprocessor1_Mode…
126 3 1064 33 roc_auc hand_till 0.813 10 0.0144 Preprocessor1_Mode…
127 2 1206 29 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
128 2 1095 29 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
129 2 702 23 roc_auc hand_till 0.813 10 0.0148 Preprocessor1_Mode…
130 3 1499 36 roc_auc hand_till 0.813 10 0.0136 Preprocessor1_Mode…
131 2 1353 38 roc_auc hand_till 0.813 10 0.0145 Preprocessor1_Mode…
132 3 1232 37 roc_auc hand_till 0.813 10 0.0132 Preprocessor1_Mode…
133 2 581 40 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
134 2 1168 24 roc_auc hand_till 0.813 10 0.0149 Preprocessor1_Mode…
135 2 505 25 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
136 2 807 25 roc_auc hand_till 0.813 10 0.0149 Preprocessor1_Mode…
137 2 1064 37 roc_auc hand_till 0.813 10 0.0139 Preprocessor1_Mode…
138 2 1478 38 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
139 2 1426 38 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
140 2 1192 31 roc_auc hand_till 0.813 10 0.0149 Preprocessor1_Mode…
141 3 1372 34 roc_auc hand_till 0.813 10 0.0139 Preprocessor1_Mode…
142 2 1371 36 roc_auc hand_till 0.813 10 0.0147 Preprocessor1_Mode…
143 2 1500 25 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
144 3 657 38 roc_auc hand_till 0.813 10 0.0137 Preprocessor1_Mode…
145 2 764 34 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
146 3 1400 29 roc_auc hand_till 0.813 10 0.0145 Preprocessor1_Mode…
147 3 1228 38 roc_auc hand_till 0.813 10 0.0136 Preprocessor1_Mode…
148 3 807 29 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
149 3 1202 31 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
150 3 1467 35 roc_auc hand_till 0.813 10 0.0137 Preprocessor1_Mode…
151 2 1198 36 roc_auc hand_till 0.813 10 0.0139 Preprocessor1_Mode…
152 3 1340 35 roc_auc hand_till 0.813 10 0.0137 Preprocessor1_Mode…
153 3 1151 32 roc_auc hand_till 0.813 10 0.0141 Preprocessor1_Mode…
154 2 1172 31 roc_auc hand_till 0.813 10 0.0144 Preprocessor1_Mode…
155 2 1290 35 roc_auc hand_till 0.813 10 0.0141 Preprocessor1_Mode…
156 2 882 33 roc_auc hand_till 0.813 10 0.0145 Preprocessor1_Mode…
157 2 1028 25 roc_auc hand_till 0.813 10 0.0148 Preprocessor1_Mode…
158 2 1052 36 roc_auc hand_till 0.813 10 0.0140 Preprocessor1_Mode…
159 3 675 26 roc_auc hand_till 0.813 10 0.0135 Preprocessor1_Mode…
160 3 1364 31 roc_auc hand_till 0.813 10 0.0144 Preprocessor1_Mode…
161 3 1186 34 roc_auc hand_till 0.813 10 0.0140 Preprocessor1_Mode…
162 3 931 40 roc_auc hand_till 0.813 10 0.0131 Preprocessor1_Mode…
163 2 1225 30 roc_auc hand_till 0.813 10 0.0150 Preprocessor1_Mode…
164 2 851 26 roc_auc hand_till 0.813 10 0.0148 Preprocessor1_Mode…
165 3 1279 36 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
166 2 908 32 roc_auc hand_till 0.813 10 0.0139 Preprocessor1_Mode…
167 2 867 30 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
168 2 793 23 roc_auc hand_till 0.813 10 0.0145 Preprocessor1_Mode…
169 3 405 36 roc_auc hand_till 0.813 10 0.0131 Preprocessor1_Mode…
170 2 1247 28 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
171 2 839 33 roc_auc hand_till 0.813 10 0.0148 Preprocessor1_Mode…
172 2 684 37 roc_auc hand_till 0.813 10 0.0146 Preprocessor1_Mode…
173 2 1006 30 roc_auc hand_till 0.813 10 0.0151 Preprocessor1_Mode…
174 2 874 39 roc_auc hand_till 0.813 10 0.0140 Preprocessor1_Mode…
175 2 1386 37 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
176 3 1290 38 roc_auc hand_till 0.813 10 0.0135 Preprocessor1_Mode…
177 2 475 37 roc_auc hand_till 0.813 10 0.0137 Preprocessor1_Mode…
178 3 868 35 roc_auc hand_till 0.813 10 0.0143 Preprocessor1_Mode…
179 3 859 26 roc_auc hand_till 0.813 10 0.0142 Preprocessor1_Mode…
180 2 570 28 roc_auc hand_till 0.813 10 0.0149 Preprocessor1_Mode…
181 3 966 40 roc_auc hand_till 0.813 10 0.0131 Preprocessor1_Mode…
182 2 1149 36 roc_auc hand_till 0.813 10 0.0139 Preprocessor1_Mode…
183 3 644 35 roc_auc hand_till 0.813 10 0.0139 Preprocessor1_Mode…
184 2 417 35 roc_auc hand_till 0.813 10 0.0144 Preprocessor1_Mode…
185 2 1127 27 roc_auc hand_till 0.813 10 0.0148 Preprocessor1_Mode…
186 2 784 27 roc_auc hand_till 0.813 10 0.0141 Preprocessor1_Mode…
187 2 1398 27 roc_auc hand_till 0.812 10 0.0147 Preprocessor1_Mode…
188 3 1107 30 roc_auc hand_till 0.812 10 0.0139 Preprocessor1_Mode…
189 2 1119 33 roc_auc hand_till 0.812 10 0.0146 Preprocessor1_Mode…
190 3 1190 33 roc_auc hand_till 0.812 10 0.0138 Preprocessor1_Mode…
191 2 1320 28 roc_auc hand_till 0.812 10 0.0151 Preprocessor1_Mode…
192 3 656 29 roc_auc hand_till 0.812 10 0.0143 Preprocessor1_Mode…
193 3 647 35 roc_auc hand_till 0.812 10 0.0141 Preprocessor1_Mode…
194 2 736 29 roc_auc hand_till 0.812 10 0.0141 Preprocessor1_Mode…
195 3 505 32 roc_auc hand_till 0.812 10 0.0142 Preprocessor1_Mode…
196 2 963 31 roc_auc hand_till 0.812 10 0.0146 Preprocessor1_Mode…
197 3 655 33 roc_auc hand_till 0.812 10 0.0147 Preprocessor1_Mode…
198 2 897 36 roc_auc hand_till 0.812 10 0.0137 Preprocessor1_Mode…
199 3 1326 29 roc_auc hand_till 0.812 10 0.0141 Preprocessor1_Mode…
200 2 1490 28 roc_auc hand_till 0.812 10 0.0154 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 3 986 23 mcc multiclass 0.397 10 0.0328 Preprocessor1_Mode…
2 2 702 34 mcc multiclass 0.395 10 0.0408 Preprocessor1_Mode…
3 2 1127 27 mcc multiclass 0.395 10 0.0289 Preprocessor1_Mode…
4 2 1156 37 mcc multiclass 0.394 10 0.0302 Preprocessor1_Mode…
5 2 663 38 mcc multiclass 0.393 10 0.0373 Preprocessor1_Mode…
6 2 1133 36 mcc multiclass 0.393 10 0.0345 Preprocessor1_Mode…
7 2 1194 30 mcc multiclass 0.392 10 0.0359 Preprocessor1_Mode…
8 2 579 21 mcc multiclass 0.392 10 0.0291 Preprocessor1_Mode…
9 2 1204 27 mcc multiclass 0.391 10 0.0287 Preprocessor1_Mode…
10 2 637 33 mcc multiclass 0.391 10 0.0296 Preprocessor1_Mode…
11 2 593 40 mcc multiclass 0.390 10 0.0394 Preprocessor1_Mode…
12 2 1303 20 mcc multiclass 0.389 10 0.0290 Preprocessor1_Mode…
13 2 817 39 mcc multiclass 0.389 10 0.0385 Preprocessor1_Mode…
14 2 1009 36 mcc multiclass 0.389 10 0.0329 Preprocessor1_Mode…
15 2 427 31 mcc multiclass 0.389 10 0.0372 Preprocessor1_Mode…
16 2 581 40 mcc multiclass 0.389 10 0.0378 Preprocessor1_Mode…
17 3 1377 21 mcc multiclass 0.388 10 0.0373 Preprocessor1_Mode…
18 2 874 39 mcc multiclass 0.388 10 0.0322 Preprocessor1_Mode…
19 2 1265 36 mcc multiclass 0.388 10 0.0356 Preprocessor1_Mode…
20 2 604 40 mcc multiclass 0.388 10 0.0356 Preprocessor1_Mode…
21 2 926 40 mcc multiclass 0.388 10 0.0356 Preprocessor1_Mode…
22 3 1007 23 mcc multiclass 0.387 10 0.0355 Preprocessor1_Mode…
23 2 1433 39 mcc multiclass 0.387 10 0.0332 Preprocessor1_Mode…
24 2 652 37 mcc multiclass 0.387 10 0.0357 Preprocessor1_Mode…
25 2 1225 30 mcc multiclass 0.387 10 0.0357 Preprocessor1_Mode…
26 2 804 25 mcc multiclass 0.387 10 0.0350 Preprocessor1_Mode…
27 2 764 34 mcc multiclass 0.387 10 0.0384 Preprocessor1_Mode…
28 3 647 35 mcc multiclass 0.386 10 0.0419 Preprocessor1_Mode…
29 2 1290 24 mcc multiclass 0.386 10 0.0314 Preprocessor1_Mode…
30 2 1006 30 mcc multiclass 0.386 10 0.0332 Preprocessor1_Mode…
31 3 746 34 mcc multiclass 0.386 10 0.0397 Preprocessor1_Mode…
32 2 1366 25 mcc multiclass 0.386 10 0.0289 Preprocessor1_Mode…
33 2 1066 23 mcc multiclass 0.386 10 0.0318 Preprocessor1_Mode…
34 2 865 20 mcc multiclass 0.386 10 0.0318 Preprocessor1_Mode…
35 2 505 25 mcc multiclass 0.386 10 0.0318 Preprocessor1_Mode…
36 2 1441 31 mcc multiclass 0.386 10 0.0384 Preprocessor1_Mode…
37 2 1391 25 mcc multiclass 0.385 10 0.0314 Preprocessor1_Mode…
38 2 1237 29 mcc multiclass 0.385 10 0.0323 Preprocessor1_Mode…
39 2 867 28 mcc multiclass 0.385 10 0.0315 Preprocessor1_Mode…
40 2 815 26 mcc multiclass 0.385 10 0.0310 Preprocessor1_Mode…
41 2 1360 26 mcc multiclass 0.385 10 0.0319 Preprocessor1_Mode…
42 2 894 35 mcc multiclass 0.385 10 0.0319 Preprocessor1_Mode…
43 2 917 35 mcc multiclass 0.385 10 0.0321 Preprocessor1_Mode…
44 2 546 23 mcc multiclass 0.385 10 0.0309 Preprocessor1_Mode…
45 2 1467 37 mcc multiclass 0.385 10 0.0362 Preprocessor1_Mode…
46 2 741 40 mcc multiclass 0.385 10 0.0350 Preprocessor1_Mode…
47 3 410 26 mcc multiclass 0.385 10 0.0371 Preprocessor1_Mode…
48 2 1289 29 mcc multiclass 0.385 10 0.0295 Preprocessor1_Mode…
49 2 1433 35 mcc multiclass 0.384 10 0.0362 Preprocessor1_Mode…
50 2 1220 36 mcc multiclass 0.384 10 0.0362 Preprocessor1_Mode…
51 2 1052 36 mcc multiclass 0.384 10 0.0319 Preprocessor1_Mode…
52 2 1476 34 mcc multiclass 0.384 10 0.0319 Preprocessor1_Mode…
53 2 990 30 mcc multiclass 0.384 10 0.0319 Preprocessor1_Mode…
54 2 963 31 mcc multiclass 0.384 10 0.0319 Preprocessor1_Mode…
55 2 1112 35 mcc multiclass 0.384 10 0.0317 Preprocessor1_Mode…
56 2 1045 35 mcc multiclass 0.384 10 0.0370 Preprocessor1_Mode…
57 2 548 22 mcc multiclass 0.384 10 0.0337 Preprocessor1_Mode…
58 2 1134 40 mcc multiclass 0.384 10 0.0401 Preprocessor1_Mode…
59 2 469 40 mcc multiclass 0.384 10 0.0361 Preprocessor1_Mode…
60 2 727 36 mcc multiclass 0.384 10 0.0365 Preprocessor1_Mode…
61 2 908 36 mcc multiclass 0.384 10 0.0358 Preprocessor1_Mode…
62 2 420 24 mcc multiclass 0.384 10 0.0389 Preprocessor1_Mode…
63 2 1149 36 mcc multiclass 0.383 10 0.0315 Preprocessor1_Mode…
64 2 726 37 mcc multiclass 0.383 10 0.0339 Preprocessor1_Mode…
65 2 885 38 mcc multiclass 0.383 10 0.0361 Preprocessor1_Mode…
66 2 1149 11 mcc multiclass 0.383 10 0.0330 Preprocessor1_Mode…
67 2 937 9 mcc multiclass 0.383 10 0.0368 Preprocessor1_Mode…
68 2 534 35 mcc multiclass 0.382 10 0.0410 Preprocessor1_Mode…
69 2 951 38 mcc multiclass 0.382 10 0.0355 Preprocessor1_Mode…
70 3 746 36 mcc multiclass 0.382 10 0.0391 Preprocessor1_Mode…
71 3 455 16 mcc multiclass 0.382 10 0.0379 Preprocessor1_Mode…
72 2 1418 25 mcc multiclass 0.382 10 0.0325 Preprocessor1_Mode…
73 2 587 24 mcc multiclass 0.382 10 0.0352 Preprocessor1_Mode…
74 2 1313 25 mcc multiclass 0.382 10 0.0312 Preprocessor1_Mode…
75 2 470 21 mcc multiclass 0.382 10 0.0361 Preprocessor1_Mode…
76 2 821 24 mcc multiclass 0.381 10 0.0348 Preprocessor1_Mode…
77 2 953 30 mcc multiclass 0.381 10 0.0366 Preprocessor1_Mode…
78 2 1080 22 mcc multiclass 0.381 10 0.0308 Preprocessor1_Mode…
79 2 669 24 mcc multiclass 0.381 10 0.0314 Preprocessor1_Mode…
80 2 884 37 mcc multiclass 0.381 10 0.0356 Preprocessor1_Mode…
81 3 1457 19 mcc multiclass 0.381 10 0.0435 Preprocessor1_Mode…
82 2 597 25 mcc multiclass 0.381 10 0.0304 Preprocessor1_Mode…
83 3 1193 29 mcc multiclass 0.381 10 0.0348 Preprocessor1_Mode…
84 3 706 17 mcc multiclass 0.381 10 0.0379 Preprocessor1_Mode…
85 2 511 37 mcc multiclass 0.381 10 0.0376 Preprocessor1_Mode…
86 2 1008 27 mcc multiclass 0.381 10 0.0319 Preprocessor1_Mode…
87 2 587 32 mcc multiclass 0.381 10 0.0328 Preprocessor1_Mode…
88 3 443 32 mcc multiclass 0.381 10 0.0356 Preprocessor1_Mode…
89 2 962 7 mcc multiclass 0.381 10 0.0321 Preprocessor1_Mode…
90 2 793 23 mcc multiclass 0.381 10 0.0313 Preprocessor1_Mode…
91 2 596 36 mcc multiclass 0.381 10 0.0363 Preprocessor1_Mode…
92 2 886 34 mcc multiclass 0.380 10 0.0352 Preprocessor1_Mode…
93 2 1311 23 mcc multiclass 0.380 10 0.0319 Preprocessor1_Mode…
94 2 1332 30 mcc multiclass 0.380 10 0.0319 Preprocessor1_Mode…
95 2 921 29 mcc multiclass 0.380 10 0.0356 Preprocessor1_Mode…
96 2 1019 25 mcc multiclass 0.380 10 0.0344 Preprocessor1_Mode…
97 2 1192 31 mcc multiclass 0.380 10 0.0315 Preprocessor1_Mode…
98 2 417 35 mcc multiclass 0.380 10 0.0364 Preprocessor1_Mode…
99 2 1290 35 mcc multiclass 0.380 10 0.0346 Preprocessor1_Mode…
100 3 573 25 mcc multiclass 0.380 10 0.0324 Preprocessor1_Mode…
101 2 1019 36 mcc multiclass 0.380 10 0.0393 Preprocessor1_Mode…
102 2 758 17 mcc multiclass 0.380 10 0.0311 Preprocessor1_Mode…
103 2 867 30 mcc multiclass 0.380 10 0.0342 Preprocessor1_Mode…
104 2 715 18 mcc multiclass 0.380 10 0.0313 Preprocessor1_Mode…
105 3 1399 25 mcc multiclass 0.380 10 0.0331 Preprocessor1_Mode…
106 3 567 26 mcc multiclass 0.380 10 0.0344 Preprocessor1_Mode…
107 2 1273 31 mcc multiclass 0.380 10 0.0349 Preprocessor1_Mode…
108 2 859 22 mcc multiclass 0.380 10 0.0289 Preprocessor1_Mode…
109 2 1320 28 mcc multiclass 0.380 10 0.0315 Preprocessor1_Mode…
110 2 564 25 mcc multiclass 0.380 10 0.0315 Preprocessor1_Mode…
111 2 1188 34 mcc multiclass 0.380 10 0.0346 Preprocessor1_Mode…
112 3 609 23 mcc multiclass 0.380 10 0.0324 Preprocessor1_Mode…
113 2 1000 21 mcc multiclass 0.380 10 0.0313 Preprocessor1_Mode…
114 2 708 23 mcc multiclass 0.380 10 0.0350 Preprocessor1_Mode…
115 2 684 29 mcc multiclass 0.380 10 0.0333 Preprocessor1_Mode…
116 3 671 24 mcc multiclass 0.379 10 0.0423 Preprocessor1_Mode…
117 2 531 23 mcc multiclass 0.379 10 0.0305 Preprocessor1_Mode…
118 2 1119 33 mcc multiclass 0.379 10 0.0329 Preprocessor1_Mode…
119 2 818 31 mcc multiclass 0.379 10 0.0342 Preprocessor1_Mode…
120 2 1271 38 mcc multiclass 0.379 10 0.0348 Preprocessor1_Mode…
121 2 1061 38 mcc multiclass 0.379 10 0.0349 Preprocessor1_Mode…
122 2 864 11 mcc multiclass 0.379 10 0.0313 Preprocessor1_Mode…
123 2 492 22 mcc multiclass 0.379 10 0.0334 Preprocessor1_Mode…
124 2 899 9 mcc multiclass 0.379 10 0.0352 Preprocessor1_Mode…
125 2 1367 28 mcc multiclass 0.379 10 0.0312 Preprocessor1_Mode…
126 3 935 39 mcc multiclass 0.379 10 0.0389 Preprocessor1_Mode…
127 3 1031 40 mcc multiclass 0.379 10 0.0389 Preprocessor1_Mode…
128 2 1172 31 mcc multiclass 0.379 10 0.0371 Preprocessor1_Mode…
129 2 684 37 mcc multiclass 0.379 10 0.0359 Preprocessor1_Mode…
130 3 688 38 mcc multiclass 0.379 10 0.0383 Preprocessor1_Mode…
131 2 793 21 mcc multiclass 0.379 10 0.0297 Preprocessor1_Mode…
132 2 882 33 mcc multiclass 0.379 10 0.0301 Preprocessor1_Mode…
133 2 1377 40 mcc multiclass 0.379 10 0.0385 Preprocessor1_Mode…
134 2 953 34 mcc multiclass 0.379 10 0.0365 Preprocessor1_Mode…
135 2 1227 29 mcc multiclass 0.379 10 0.0332 Preprocessor1_Mode…
136 2 479 14 mcc multiclass 0.379 10 0.0357 Preprocessor1_Mode…
137 2 959 35 mcc multiclass 0.378 10 0.0345 Preprocessor1_Mode…
138 2 484 39 mcc multiclass 0.378 10 0.0339 Preprocessor1_Mode…
139 2 729 39 mcc multiclass 0.378 10 0.0351 Preprocessor1_Mode…
140 2 1302 40 mcc multiclass 0.378 10 0.0387 Preprocessor1_Mode…
141 2 1174 38 mcc multiclass 0.378 10 0.0367 Preprocessor1_Mode…
142 2 544 35 mcc multiclass 0.378 10 0.0383 Preprocessor1_Mode…
143 2 945 35 mcc multiclass 0.378 10 0.0326 Preprocessor1_Mode…
144 2 1478 38 mcc multiclass 0.378 10 0.0331 Preprocessor1_Mode…
145 2 1333 40 mcc multiclass 0.378 10 0.0361 Preprocessor1_Mode…
146 2 966 39 mcc multiclass 0.378 10 0.0332 Preprocessor1_Mode…
147 2 1384 40 mcc multiclass 0.378 10 0.0365 Preprocessor1_Mode…
148 2 495 37 mcc multiclass 0.378 10 0.0356 Preprocessor1_Mode…
149 2 998 35 mcc multiclass 0.378 10 0.0333 Preprocessor1_Mode…
150 2 475 37 mcc multiclass 0.377 10 0.0327 Preprocessor1_Mode…
151 2 1007 39 mcc multiclass 0.377 10 0.0341 Preprocessor1_Mode…
152 2 459 39 mcc multiclass 0.377 10 0.0362 Preprocessor1_Mode…
153 2 832 39 mcc multiclass 0.377 10 0.0362 Preprocessor1_Mode…
154 2 449 29 mcc multiclass 0.377 10 0.0389 Preprocessor1_Mode…
155 2 1095 40 mcc multiclass 0.377 10 0.0397 Preprocessor1_Mode…
156 2 1438 16 mcc multiclass 0.377 10 0.0338 Preprocessor1_Mode…
157 3 1017 34 mcc multiclass 0.377 10 0.0399 Preprocessor1_Mode…
158 3 916 29 mcc multiclass 0.377 10 0.0320 Preprocessor1_Mode…
159 3 1369 27 mcc multiclass 0.377 10 0.0325 Preprocessor1_Mode…
160 3 493 29 mcc multiclass 0.376 10 0.0396 Preprocessor1_Mode…
161 2 1361 38 mcc multiclass 0.376 10 0.0387 Preprocessor1_Mode…
162 2 1386 37 mcc multiclass 0.376 10 0.0331 Preprocessor1_Mode…
163 3 1328 32 mcc multiclass 0.376 10 0.0375 Preprocessor1_Mode…
164 3 762 36 mcc multiclass 0.376 10 0.0400 Preprocessor1_Mode…
165 2 1464 28 mcc multiclass 0.376 10 0.0348 Preprocessor1_Mode…
166 3 763 23 mcc multiclass 0.376 10 0.0325 Preprocessor1_Mode…
167 2 946 26 mcc multiclass 0.376 10 0.0345 Preprocessor1_Mode…
168 2 1304 27 mcc multiclass 0.376 10 0.0338 Preprocessor1_Mode…
169 2 1321 30 mcc multiclass 0.376 10 0.0329 Preprocessor1_Mode…
170 3 614 32 mcc multiclass 0.375 10 0.0353 Preprocessor1_Mode…
171 2 1500 25 mcc multiclass 0.375 10 0.0348 Preprocessor1_Mode…
172 2 1095 29 mcc multiclass 0.375 10 0.0348 Preprocessor1_Mode…
173 2 690 27 mcc multiclass 0.375 10 0.0341 Preprocessor1_Mode…
174 3 1301 24 mcc multiclass 0.375 10 0.0349 Preprocessor1_Mode…
175 3 1491 23 mcc multiclass 0.375 10 0.0349 Preprocessor1_Mode…
176 2 1344 27 mcc multiclass 0.375 10 0.0345 Preprocessor1_Mode…
177 2 1490 28 mcc multiclass 0.375 10 0.0345 Preprocessor1_Mode…
178 2 441 23 mcc multiclass 0.375 10 0.0377 Preprocessor1_Mode…
179 2 1375 30 mcc multiclass 0.375 10 0.0321 Preprocessor1_Mode…
180 3 992 23 mcc multiclass 0.375 10 0.0421 Preprocessor1_Mode…
181 2 942 23 mcc multiclass 0.375 10 0.0317 Preprocessor1_Mode…
182 2 1206 29 mcc multiclass 0.375 10 0.0351 Preprocessor1_Mode…
183 2 769 6 mcc multiclass 0.375 10 0.0339 Preprocessor1_Mode…
184 3 1375 23 mcc multiclass 0.375 10 0.0392 Preprocessor1_Mode…
185 2 416 31 mcc multiclass 0.375 10 0.0374 Preprocessor1_Mode…
186 3 472 34 mcc multiclass 0.375 10 0.0392 Preprocessor1_Mode…
187 2 702 23 mcc multiclass 0.375 10 0.0324 Preprocessor1_Mode…
188 2 1261 30 mcc multiclass 0.375 10 0.0344 Preprocessor1_Mode…
189 2 1166 24 mcc multiclass 0.375 10 0.0344 Preprocessor1_Mode…
190 2 1141 22 mcc multiclass 0.375 10 0.0344 Preprocessor1_Mode…
191 2 889 29 mcc multiclass 0.375 10 0.0324 Preprocessor1_Mode…
192 2 482 29 mcc multiclass 0.375 10 0.0345 Preprocessor1_Mode…
193 3 688 17 mcc multiclass 0.375 10 0.0374 Preprocessor1_Mode…
194 2 438 37 mcc multiclass 0.375 10 0.0362 Preprocessor1_Mode…
195 2 1352 32 mcc multiclass 0.374 10 0.0341 Preprocessor1_Mode…
196 2 628 37 mcc multiclass 0.374 10 0.0389 Preprocessor1_Mode…
197 2 516 35 mcc multiclass 0.374 10 0.0361 Preprocessor1_Mode…
198 3 631 24 mcc multiclass 0.374 10 0.0404 Preprocessor1_Mode…
199 3 1248 13 mcc multiclass 0.374 10 0.0368 Preprocessor1_Mode…
200 3 811 30 mcc multiclass 0.374 10 0.0338 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 0.692 0.517
2 precision macro 0.764 0.440
3 spec macro 0.900 0.791
4 accuracy multiclass 0.738 0.385
5 f_meas macro 0.719 0.401
6 mcc multiclass 0.617 0.191
7 kap multiclass 0.614 0.164
8 roc_auc hand_till 0.932 0.803
9 mn_log_loss multiclass 0.736 1.19 Confusion matrix
Column 2
ROC curve
Gain curve
1. model - opis i varijable
Column 1
1. model (binarni 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.
Column 2
Važnost prediktora
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 2 448 11 roc_auc binary 0.707 10 0.0452 Preprocessor1_Mode…
2 2 959 14 roc_auc binary 0.706 10 0.0423 Preprocessor1_Mode…
3 2 1130 22 roc_auc binary 0.706 10 0.0444 Preprocessor1_Mode…
4 2 864 11 roc_auc binary 0.705 10 0.0413 Preprocessor1_Mode…
5 3 516 22 roc_auc binary 0.704 10 0.0423 Preprocessor1_Mode…
6 2 1254 21 roc_auc binary 0.703 10 0.0454 Preprocessor1_Mode…
7 2 613 31 roc_auc binary 0.703 10 0.0451 Preprocessor1_Mode…
8 2 1303 20 roc_auc binary 0.703 10 0.0455 Preprocessor1_Mode…
9 3 1168 39 roc_auc binary 0.703 10 0.0451 Preprocessor1_Mode…
10 2 784 19 roc_auc binary 0.702 10 0.0440 Preprocessor1_Mode…
11 2 821 24 roc_auc binary 0.702 10 0.0460 Preprocessor1_Mode…
12 2 459 39 roc_auc binary 0.702 10 0.0461 Preprocessor1_Mode…
13 2 1371 16 roc_auc binary 0.702 10 0.0437 Preprocessor1_Mode…
14 2 1114 23 roc_auc binary 0.702 10 0.0441 Preprocessor1_Mode…
15 2 1168 24 roc_auc binary 0.702 10 0.0443 Preprocessor1_Mode…
16 2 1095 13 roc_auc binary 0.702 10 0.0461 Preprocessor1_Mode…
17 3 585 35 roc_auc binary 0.702 10 0.0448 Preprocessor1_Mode…
18 2 1103 19 roc_auc binary 0.702 10 0.0432 Preprocessor1_Mode…
19 2 735 39 roc_auc binary 0.702 10 0.0424 Preprocessor1_Mode…
20 2 960 13 roc_auc binary 0.702 10 0.0470 Preprocessor1_Mode…
21 3 1364 31 roc_auc binary 0.701 10 0.0449 Preprocessor1_Mode…
22 2 943 15 roc_auc binary 0.701 10 0.0435 Preprocessor1_Mode…
23 2 417 19 roc_auc binary 0.701 10 0.0433 Preprocessor1_Mode…
24 2 572 17 roc_auc binary 0.701 10 0.0438 Preprocessor1_Mode…
25 2 958 10 roc_auc binary 0.701 10 0.0450 Preprocessor1_Mode…
26 2 570 28 roc_auc binary 0.701 10 0.0462 Preprocessor1_Mode…
27 3 1053 39 roc_auc binary 0.701 10 0.0418 Preprocessor1_Mode…
28 3 460 15 roc_auc binary 0.701 10 0.0442 Preprocessor1_Mode…
29 2 1141 22 roc_auc binary 0.701 10 0.0442 Preprocessor1_Mode…
30 2 1426 38 roc_auc binary 0.701 10 0.0458 Preprocessor1_Mode…
31 2 1290 24 roc_auc binary 0.701 10 0.0446 Preprocessor1_Mode…
32 2 715 18 roc_auc binary 0.701 10 0.0456 Preprocessor1_Mode…
33 2 816 19 roc_auc binary 0.701 10 0.0437 Preprocessor1_Mode…
34 2 1398 27 roc_auc binary 0.701 10 0.0433 Preprocessor1_Mode…
35 2 1312 16 roc_auc binary 0.701 10 0.0464 Preprocessor1_Mode…
36 2 471 12 roc_auc binary 0.701 10 0.0437 Preprocessor1_Mode…
37 2 966 39 roc_auc binary 0.701 10 0.0466 Preprocessor1_Mode…
38 2 1095 40 roc_auc binary 0.700 10 0.0449 Preprocessor1_Mode…
39 3 698 34 roc_auc binary 0.700 10 0.0468 Preprocessor1_Mode…
40 3 1284 40 roc_auc binary 0.700 10 0.0433 Preprocessor1_Mode…
41 2 484 4 roc_auc binary 0.700 10 0.0414 Preprocessor1_Mode…
42 2 1357 9 roc_auc binary 0.700 10 0.0459 Preprocessor1_Mode…
43 2 1129 9 roc_auc binary 0.700 10 0.0456 Preprocessor1_Mode…
44 2 638 11 roc_auc binary 0.700 10 0.0433 Preprocessor1_Mode…
45 2 1421 18 roc_auc binary 0.700 10 0.0471 Preprocessor1_Mode…
46 2 1476 16 roc_auc binary 0.700 10 0.0469 Preprocessor1_Mode…
47 2 1311 23 roc_auc binary 0.700 10 0.0482 Preprocessor1_Mode…
48 2 1321 30 roc_auc binary 0.700 10 0.0460 Preprocessor1_Mode…
49 2 405 7 roc_auc binary 0.700 10 0.0438 Preprocessor1_Mode…
50 3 838 37 roc_auc binary 0.700 10 0.0446 Preprocessor1_Mode…
51 3 1290 38 roc_auc binary 0.700 10 0.0441 Preprocessor1_Mode…
52 3 1091 37 roc_auc binary 0.700 10 0.0432 Preprocessor1_Mode…
53 3 596 32 roc_auc binary 0.700 10 0.0450 Preprocessor1_Mode…
54 2 441 23 roc_auc binary 0.700 10 0.0449 Preprocessor1_Mode…
55 3 1050 30 roc_auc binary 0.700 10 0.0449 Preprocessor1_Mode…
56 3 1184 34 roc_auc binary 0.700 10 0.0451 Preprocessor1_Mode…
57 3 427 5 roc_auc binary 0.700 10 0.0456 Preprocessor1_Mode…
58 3 910 34 roc_auc binary 0.700 10 0.0454 Preprocessor1_Mode…
59 3 588 35 roc_auc binary 0.700 10 0.0447 Preprocessor1_Mode…
60 2 1344 27 roc_auc binary 0.700 10 0.0457 Preprocessor1_Mode…
61 2 548 22 roc_auc binary 0.699 10 0.0477 Preprocessor1_Mode…
62 2 1273 20 roc_auc binary 0.699 10 0.0463 Preprocessor1_Mode…
63 2 499 23 roc_auc binary 0.699 10 0.0434 Preprocessor1_Mode…
64 2 1347 22 roc_auc binary 0.699 10 0.0429 Preprocessor1_Mode…
65 2 1000 21 roc_auc binary 0.699 10 0.0446 Preprocessor1_Mode…
66 2 959 35 roc_auc binary 0.699 10 0.0434 Preprocessor1_Mode…
67 3 1279 36 roc_auc binary 0.699 10 0.0432 Preprocessor1_Mode…
68 2 1412 14 roc_auc binary 0.699 10 0.0454 Preprocessor1_Mode…
69 3 777 31 roc_auc binary 0.699 10 0.0450 Preprocessor1_Mode…
70 2 435 9 roc_auc binary 0.699 10 0.0427 Preprocessor1_Mode…
71 3 1239 15 roc_auc binary 0.699 10 0.0459 Preprocessor1_Mode…
72 3 417 19 roc_auc binary 0.699 10 0.0440 Preprocessor1_Mode…
73 2 1239 15 roc_auc binary 0.699 10 0.0473 Preprocessor1_Mode…
74 2 1080 22 roc_auc binary 0.699 10 0.0447 Preprocessor1_Mode…
75 2 668 37 roc_auc binary 0.699 10 0.0462 Preprocessor1_Mode…
76 2 1071 17 roc_auc binary 0.699 10 0.0459 Preprocessor1_Mode…
77 2 708 23 roc_auc binary 0.699 10 0.0437 Preprocessor1_Mode…
78 2 1140 15 roc_auc binary 0.699 10 0.0452 Preprocessor1_Mode…
79 2 1475 13 roc_auc binary 0.699 10 0.0441 Preprocessor1_Mode…
80 2 912 6 roc_auc binary 0.699 10 0.0454 Preprocessor1_Mode…
81 2 1066 7 roc_auc binary 0.698 10 0.0449 Preprocessor1_Mode…
82 2 606 14 roc_auc binary 0.698 10 0.0448 Preprocessor1_Mode…
83 2 1336 13 roc_auc binary 0.698 10 0.0451 Preprocessor1_Mode…
84 2 1359 9 roc_auc binary 0.698 10 0.0455 Preprocessor1_Mode…
85 2 1115 21 roc_auc binary 0.698 10 0.0467 Preprocessor1_Mode…
86 2 928 12 roc_auc binary 0.698 10 0.0453 Preprocessor1_Mode…
87 3 1448 30 roc_auc binary 0.698 10 0.0461 Preprocessor1_Mode…
88 2 731 21 roc_auc binary 0.698 10 0.0467 Preprocessor1_Mode…
89 2 1393 27 roc_auc binary 0.698 10 0.0445 Preprocessor1_Mode…
90 2 1060 20 roc_auc binary 0.698 10 0.0456 Preprocessor1_Mode…
91 2 1471 18 roc_auc binary 0.698 10 0.0459 Preprocessor1_Mode…
92 2 1425 18 roc_auc binary 0.698 10 0.0466 Preprocessor1_Mode…
93 3 1005 32 roc_auc binary 0.698 10 0.0451 Preprocessor1_Mode…
94 3 443 32 roc_auc binary 0.698 10 0.0475 Preprocessor1_Mode…
95 2 702 34 roc_auc binary 0.698 10 0.0453 Preprocessor1_Mode…
96 2 704 34 roc_auc binary 0.698 10 0.0460 Preprocessor1_Mode…
97 2 1149 36 roc_auc binary 0.698 10 0.0467 Preprocessor1_Mode…
98 2 953 34 roc_auc binary 0.698 10 0.0453 Preprocessor1_Mode…
99 3 1319 36 roc_auc binary 0.698 10 0.0443 Preprocessor1_Mode…
100 3 1238 34 roc_auc binary 0.698 10 0.0430 Preprocessor1_Mode…
101 2 755 21 roc_auc binary 0.698 10 0.0417 Preprocessor1_Mode…
102 2 484 39 roc_auc binary 0.698 10 0.0439 Preprocessor1_Mode…
103 3 916 29 roc_auc binary 0.698 10 0.0465 Preprocessor1_Mode…
104 2 779 12 roc_auc binary 0.698 10 0.0467 Preprocessor1_Mode…
105 2 907 11 roc_auc binary 0.698 10 0.0443 Preprocessor1_Mode…
106 2 1331 13 roc_auc binary 0.698 10 0.0452 Preprocessor1_Mode…
107 2 719 13 roc_auc binary 0.698 10 0.0459 Preprocessor1_Mode…
108 2 1406 20 roc_auc binary 0.698 10 0.0455 Preprocessor1_Mode…
109 2 1073 20 roc_auc binary 0.698 10 0.0458 Preprocessor1_Mode…
110 2 413 8 roc_auc binary 0.698 10 0.0471 Preprocessor1_Mode…
111 2 1309 12 roc_auc binary 0.698 10 0.0440 Preprocessor1_Mode…
112 2 558 14 roc_auc binary 0.698 10 0.0439 Preprocessor1_Mode…
113 3 992 35 roc_auc binary 0.698 10 0.0467 Preprocessor1_Mode…
114 3 614 32 roc_auc binary 0.698 10 0.0437 Preprocessor1_Mode…
115 2 1414 19 roc_auc binary 0.698 10 0.0459 Preprocessor1_Mode…
116 2 1443 28 roc_auc binary 0.698 10 0.0463 Preprocessor1_Mode…
117 2 1320 28 roc_auc binary 0.698 10 0.0457 Preprocessor1_Mode…
118 2 1134 40 roc_auc binary 0.698 10 0.0469 Preprocessor1_Mode…
119 3 714 35 roc_auc binary 0.698 10 0.0455 Preprocessor1_Mode…
120 2 541 20 roc_auc binary 0.698 10 0.0474 Preprocessor1_Mode…
121 2 821 16 roc_auc binary 0.698 10 0.0450 Preprocessor1_Mode…
122 3 806 32 roc_auc binary 0.698 10 0.0452 Preprocessor1_Mode…
123 2 913 23 roc_auc binary 0.698 10 0.0449 Preprocessor1_Mode…
124 2 535 20 roc_auc binary 0.698 10 0.0435 Preprocessor1_Mode…
125 2 539 12 roc_auc binary 0.698 10 0.0451 Preprocessor1_Mode…
126 2 1232 14 roc_auc binary 0.697 10 0.0445 Preprocessor1_Mode…
127 3 1421 28 roc_auc binary 0.697 10 0.0464 Preprocessor1_Mode…
128 2 1488 19 roc_auc binary 0.697 10 0.0460 Preprocessor1_Mode…
129 2 415 38 roc_auc binary 0.697 10 0.0492 Preprocessor1_Mode…
130 3 1444 33 roc_auc binary 0.697 10 0.0445 Preprocessor1_Mode…
131 3 1161 35 roc_auc binary 0.697 10 0.0439 Preprocessor1_Mode…
132 2 503 18 roc_auc binary 0.697 10 0.0501 Preprocessor1_Mode…
133 3 1136 25 roc_auc binary 0.697 10 0.0470 Preprocessor1_Mode…
134 2 975 8 roc_auc binary 0.697 10 0.0447 Preprocessor1_Mode…
135 2 1360 16 roc_auc binary 0.697 10 0.0459 Preprocessor1_Mode…
136 3 1172 33 roc_auc binary 0.697 10 0.0460 Preprocessor1_Mode…
137 3 866 27 roc_auc binary 0.697 10 0.0479 Preprocessor1_Mode…
138 2 1005 10 roc_auc binary 0.697 10 0.0446 Preprocessor1_Mode…
139 3 1399 25 roc_auc binary 0.697 10 0.0464 Preprocessor1_Mode…
140 2 853 21 roc_auc binary 0.697 10 0.0466 Preprocessor1_Mode…
141 3 1078 37 roc_auc binary 0.697 10 0.0446 Preprocessor1_Mode…
142 3 560 36 roc_auc binary 0.697 10 0.0452 Preprocessor1_Mode…
143 2 1161 22 roc_auc binary 0.697 10 0.0467 Preprocessor1_Mode…
144 3 1228 38 roc_auc binary 0.697 10 0.0447 Preprocessor1_Mode…
145 3 1165 37 roc_auc binary 0.697 10 0.0441 Preprocessor1_Mode…
146 2 983 30 roc_auc binary 0.697 10 0.0447 Preprocessor1_Mode…
147 3 1482 38 roc_auc binary 0.697 10 0.0447 Preprocessor1_Mode…
148 3 657 38 roc_auc binary 0.697 10 0.0451 Preprocessor1_Mode…
149 2 1095 7 roc_auc binary 0.697 10 0.0452 Preprocessor1_Mode…
150 2 1149 11 roc_auc binary 0.697 10 0.0455 Preprocessor1_Mode…
151 3 763 22 roc_auc binary 0.697 10 0.0496 Preprocessor1_Mode…
152 2 1474 13 roc_auc binary 0.697 10 0.0451 Preprocessor1_Mode…
153 2 952 8 roc_auc binary 0.697 10 0.0469 Preprocessor1_Mode…
154 2 758 17 roc_auc binary 0.697 10 0.0457 Preprocessor1_Mode…
155 2 505 25 roc_auc binary 0.697 10 0.0437 Preprocessor1_Mode…
156 2 1393 21 roc_auc binary 0.697 10 0.0458 Preprocessor1_Mode…
157 2 926 40 roc_auc binary 0.697 10 0.0479 Preprocessor1_Mode…
158 3 1392 29 roc_auc binary 0.697 10 0.0468 Preprocessor1_Mode…
159 3 490 34 roc_auc binary 0.697 10 0.0469 Preprocessor1_Mode…
160 2 516 35 roc_auc binary 0.697 10 0.0448 Preprocessor1_Mode…
161 2 859 22 roc_auc binary 0.697 10 0.0445 Preprocessor1_Mode…
162 2 1265 36 roc_auc binary 0.697 10 0.0457 Preprocessor1_Mode…
163 2 764 17 roc_auc binary 0.697 10 0.0464 Preprocessor1_Mode…
164 3 1124 32 roc_auc binary 0.697 10 0.0472 Preprocessor1_Mode…
165 2 1162 21 roc_auc binary 0.697 10 0.0472 Preprocessor1_Mode…
166 2 546 23 roc_auc binary 0.696 10 0.0454 Preprocessor1_Mode…
167 3 1416 38 roc_auc binary 0.696 10 0.0461 Preprocessor1_Mode…
168 2 417 35 roc_auc binary 0.696 10 0.0465 Preprocessor1_Mode…
169 3 1467 35 roc_auc binary 0.696 10 0.0443 Preprocessor1_Mode…
170 3 673 40 roc_auc binary 0.696 10 0.0449 Preprocessor1_Mode…
171 3 1115 40 roc_auc binary 0.696 10 0.0438 Preprocessor1_Mode…
172 2 1174 38 roc_auc binary 0.696 10 0.0456 Preprocessor1_Mode…
173 2 1009 36 roc_auc binary 0.696 10 0.0471 Preprocessor1_Mode…
174 2 421 24 roc_auc binary 0.696 10 0.0426 Preprocessor1_Mode…
175 2 812 15 roc_auc binary 0.696 10 0.0469 Preprocessor1_Mode…
176 2 1256 13 roc_auc binary 0.696 10 0.0459 Preprocessor1_Mode…
177 2 628 37 roc_auc binary 0.696 10 0.0443 Preprocessor1_Mode…
178 2 881 12 roc_auc binary 0.696 10 0.0462 Preprocessor1_Mode…
179 3 655 33 roc_auc binary 0.696 10 0.0475 Preprocessor1_Mode…
180 2 1008 39 roc_auc binary 0.696 10 0.0461 Preprocessor1_Mode…
181 2 1414 21 roc_auc binary 0.696 10 0.0462 Preprocessor1_Mode…
182 3 1047 38 roc_auc binary 0.696 10 0.0458 Preprocessor1_Mode…
183 2 1497 39 roc_auc binary 0.696 10 0.0436 Preprocessor1_Mode…
184 3 922 40 roc_auc binary 0.696 10 0.0452 Preprocessor1_Mode…
185 2 794 2 roc_auc binary 0.696 10 0.0399 Preprocessor1_Mode…
186 2 793 21 roc_auc binary 0.696 10 0.0454 Preprocessor1_Mode…
187 2 479 39 roc_auc binary 0.696 10 0.0458 Preprocessor1_Mode…
188 2 1464 28 roc_auc binary 0.696 10 0.0454 Preprocessor1_Mode…
189 2 705 13 roc_auc binary 0.696 10 0.0454 Preprocessor1_Mode…
190 2 1428 19 roc_auc binary 0.696 10 0.0480 Preprocessor1_Mode…
191 2 1458 21 roc_auc binary 0.696 10 0.0467 Preprocessor1_Mode…
192 3 1370 29 roc_auc binary 0.696 10 0.0468 Preprocessor1_Mode…
193 2 1295 14 roc_auc binary 0.696 10 0.0449 Preprocessor1_Mode…
194 2 942 23 roc_auc binary 0.696 10 0.0458 Preprocessor1_Mode…
195 2 1117 21 roc_auc binary 0.696 10 0.0459 Preprocessor1_Mode…
196 3 496 6 roc_auc binary 0.696 10 0.0431 Preprocessor1_Mode…
197 2 684 37 roc_auc binary 0.696 10 0.0471 Preprocessor1_Mode…
198 3 1002 33 roc_auc binary 0.696 10 0.0461 Preprocessor1_Mode…
199 2 665 19 roc_auc binary 0.696 10 0.0442 Preprocessor1_Mode…
200 2 551 24 roc_auc binary 0.696 10 0.0481 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 3 616 14 mcc binary 0.428 4 0.184 Preprocessor1_Mode…
2 2 628 37 mcc binary 0.392 4 0.154 Preprocessor1_Mode…
3 2 1333 40 mcc binary 0.392 4 0.154 Preprocessor1_Mode…
4 2 459 39 mcc binary 0.392 4 0.154 Preprocessor1_Mode…
5 2 729 34 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
6 3 1372 34 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
7 3 682 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
8 3 468 28 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
9 2 952 8 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
10 2 1071 19 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
11 3 825 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
12 3 1136 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
13 2 1331 13 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
14 3 596 32 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
15 3 718 10 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
16 3 838 37 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
17 3 797 20 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
18 2 724 11 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
19 3 1232 37 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
20 2 1066 7 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
21 2 736 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
22 3 405 36 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
23 2 662 13 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
24 3 1209 2 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
25 3 496 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
26 3 1307 13 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
27 3 1228 24 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
28 3 740 11 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
29 2 1359 9 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
30 2 546 23 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
31 3 599 11 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
32 3 793 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
33 3 1054 28 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
34 3 1442 22 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
35 2 719 13 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
36 3 1445 27 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
37 3 1239 25 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
38 3 1451 13 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
39 2 1406 20 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
40 3 1172 33 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
41 3 916 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
42 2 930 2 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
43 2 932 18 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
44 3 706 17 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
45 3 1422 38 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
46 2 864 11 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
47 2 771 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
48 2 1340 8 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
49 3 1047 38 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
50 3 441 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
51 3 671 24 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
52 3 859 18 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
53 2 704 34 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
54 2 1071 17 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
55 3 1437 15 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
56 2 788 4 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
57 3 796 21 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
58 3 866 27 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
59 2 784 19 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
60 3 1050 30 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
61 3 1086 34 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
62 3 1428 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
63 3 796 9 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
64 3 1070 13 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
65 3 410 25 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
66 3 1168 39 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
67 3 1078 37 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
68 3 493 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
69 3 860 35 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
70 2 1362 22 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
71 2 1236 16 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
72 2 566 21 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
73 2 438 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
74 3 455 16 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
75 2 889 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
76 2 915 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
77 3 421 20 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
78 3 585 35 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
79 3 1134 37 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
80 3 1369 27 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
81 3 1299 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
82 3 1404 30 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
83 3 413 10 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
84 3 1263 18 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
85 3 999 12 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
86 3 1377 21 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
87 2 881 12 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
88 3 655 9 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
89 3 832 14 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
90 3 1126 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
91 2 758 17 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
92 3 1499 36 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
93 3 777 31 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
94 2 1358 3 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
95 3 1468 40 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
96 3 1409 9 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
97 3 799 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
98 2 962 7 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
99 2 405 7 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
100 3 785 18 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
101 3 726 17 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
102 3 442 25 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
103 3 1400 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
104 3 1175 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
105 3 1057 31 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
106 3 567 26 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
107 3 679 30 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
108 3 1244 33 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
109 2 1066 23 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
110 2 1043 7 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
111 2 1347 22 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
112 3 828 32 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
113 2 1378 12 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
114 3 1273 4 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
115 3 472 34 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
116 3 1084 12 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
117 2 1047 20 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
118 3 464 30 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
119 3 868 30 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
120 3 706 16 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
121 2 1421 18 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
122 2 652 15 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
123 2 779 12 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
124 2 903 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
125 2 942 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
126 2 1390 3 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
127 2 434 14 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
128 2 505 25 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
129 3 1146 35 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
130 3 410 2 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
131 3 986 23 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
132 3 1202 31 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
133 3 1326 4 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
134 3 1195 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
135 3 1060 28 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
136 3 1410 13 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
137 2 501 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
138 3 1344 30 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
139 2 633 6 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
140 2 1360 26 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
141 3 992 35 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
142 2 1103 19 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
143 2 1247 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
144 3 1253 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
145 3 714 35 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
146 3 632 15 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
147 2 1277 4 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
148 3 1136 25 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
149 3 613 5 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
150 3 828 8 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
151 3 1498 7 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
152 3 1473 9 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
153 3 477 18 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
154 2 725 11 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
155 3 992 23 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
156 3 875 14 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
157 2 985 9 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
158 3 1467 35 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
159 3 816 19 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
160 3 859 2 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
161 3 1279 36 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
162 3 1164 27 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
163 2 665 28 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
164 3 668 15 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
165 2 911 15 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
166 2 1344 17 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
167 2 839 33 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
168 2 470 21 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
169 3 609 23 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
170 3 1326 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
171 2 1293 4 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
172 3 566 7 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
173 3 631 24 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
174 2 959 14 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
175 3 934 29 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
176 2 899 9 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
177 3 661 17 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
178 3 1414 23 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
179 3 646 2 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
180 3 947 3 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
181 3 1448 30 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
182 3 573 25 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
183 3 653 7 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
184 3 417 19 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
185 2 955 11 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
186 2 821 24 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
187 3 1364 31 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
188 3 1278 10 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
189 3 514 14 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
190 3 746 36 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
191 2 1057 2 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
192 2 1273 20 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
193 3 533 19 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
194 3 615 15 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
195 3 1252 21 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
196 2 1098 15 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
197 2 871 16 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
198 2 560 9 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
199 2 1358 13 mcc binary 0.367 4 0.149 Preprocessor1_Mode…
200 3 1334 8 mcc binary 0.367 4 0.149 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 0.294 0
2 precision binary 0.909 NA
3 spec binary 0.996 1
4 accuracy binary 0.917 0.865
5 f_meas binary 0.444 NA
6 mcc binary 0.490 NA
7 kap binary 0.412 0
8 roc_auc binary 0.979 0.674
9 mn_log_loss binary 0.171 0.391Confusion matrix
Column 2
ROC curve
Gain curve
2. model - opis i varijable
Column 1
2. model (model s četiri klase)
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
Važnost prediktora
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 1057 40 roc_auc hand_till 0.694 10 0.0186 Preprocessor1_Mode…
2 3 501 35 roc_auc hand_till 0.693 10 0.0192 Preprocessor1_Mode…
3 2 940 39 roc_auc hand_till 0.693 10 0.0183 Preprocessor1_Mode…
4 2 821 36 roc_auc hand_till 0.693 10 0.0190 Preprocessor1_Mode…
5 3 762 40 roc_auc hand_till 0.693 10 0.0199 Preprocessor1_Mode…
6 2 1130 40 roc_auc hand_till 0.692 10 0.0188 Preprocessor1_Mode…
7 2 421 35 roc_auc hand_till 0.692 10 0.0227 Preprocessor1_Mode…
8 2 911 36 roc_auc hand_till 0.692 10 0.0207 Preprocessor1_Mode…
9 2 502 28 roc_auc hand_till 0.691 10 0.0215 Preprocessor1_Mode…
10 2 935 35 roc_auc hand_till 0.691 10 0.0205 Preprocessor1_Mode…
11 2 1442 37 roc_auc hand_till 0.691 10 0.0194 Preprocessor1_Mode…
12 2 438 24 roc_auc hand_till 0.691 10 0.0216 Preprocessor1_Mode…
13 2 988 33 roc_auc hand_till 0.691 10 0.0212 Preprocessor1_Mode…
14 2 1328 39 roc_auc hand_till 0.691 10 0.0204 Preprocessor1_Mode…
15 2 1107 38 roc_auc hand_till 0.691 10 0.0196 Preprocessor1_Mode…
16 2 961 40 roc_auc hand_till 0.691 10 0.0191 Preprocessor1_Mode…
17 2 901 36 roc_auc hand_till 0.691 10 0.0210 Preprocessor1_Mode…
18 2 546 38 roc_auc hand_till 0.691 10 0.0205 Preprocessor1_Mode…
19 2 454 39 roc_auc hand_till 0.691 10 0.0186 Preprocessor1_Mode…
20 3 452 37 roc_auc hand_till 0.691 10 0.0194 Preprocessor1_Mode…
21 2 851 38 roc_auc hand_till 0.691 10 0.0193 Preprocessor1_Mode…
22 2 516 40 roc_auc hand_till 0.691 10 0.0189 Preprocessor1_Mode…
23 2 882 33 roc_auc hand_till 0.690 10 0.0206 Preprocessor1_Mode…
24 2 838 37 roc_auc hand_till 0.690 10 0.0182 Preprocessor1_Mode…
25 2 916 36 roc_auc hand_till 0.690 10 0.0191 Preprocessor1_Mode…
26 3 608 35 roc_auc hand_till 0.690 10 0.0188 Preprocessor1_Mode…
27 2 746 38 roc_auc hand_till 0.690 10 0.0200 Preprocessor1_Mode…
28 2 1006 34 roc_auc hand_till 0.690 10 0.0195 Preprocessor1_Mode…
29 2 1176 34 roc_auc hand_till 0.690 10 0.0207 Preprocessor1_Mode…
30 2 1491 30 roc_auc hand_till 0.690 10 0.0192 Preprocessor1_Mode…
31 3 816 36 roc_auc hand_till 0.690 10 0.0203 Preprocessor1_Mode…
32 2 563 38 roc_auc hand_till 0.690 10 0.0186 Preprocessor1_Mode…
33 2 928 36 roc_auc hand_till 0.690 10 0.0195 Preprocessor1_Mode…
34 3 596 40 roc_auc hand_till 0.690 10 0.0173 Preprocessor1_Mode…
35 2 729 33 roc_auc hand_till 0.690 10 0.0213 Preprocessor1_Mode…
36 3 859 39 roc_auc hand_till 0.690 10 0.0197 Preprocessor1_Mode…
37 2 941 32 roc_auc hand_till 0.690 10 0.0195 Preprocessor1_Mode…
38 2 426 29 roc_auc hand_till 0.690 10 0.0191 Preprocessor1_Mode…
39 2 499 38 roc_auc hand_till 0.690 10 0.0196 Preprocessor1_Mode…
40 2 1257 38 roc_auc hand_till 0.690 10 0.0203 Preprocessor1_Mode…
41 3 1467 35 roc_auc hand_till 0.690 10 0.0211 Preprocessor1_Mode…
42 3 1443 39 roc_auc hand_till 0.690 10 0.0187 Preprocessor1_Mode…
43 2 1221 39 roc_auc hand_till 0.690 10 0.0194 Preprocessor1_Mode…
44 3 1364 37 roc_auc hand_till 0.690 10 0.0195 Preprocessor1_Mode…
45 2 765 26 roc_auc hand_till 0.690 10 0.0202 Preprocessor1_Mode…
46 3 755 40 roc_auc hand_till 0.690 10 0.0185 Preprocessor1_Mode…
47 2 1031 37 roc_auc hand_till 0.690 10 0.0201 Preprocessor1_Mode…
48 2 1299 39 roc_auc hand_till 0.690 10 0.0189 Preprocessor1_Mode…
49 3 1150 38 roc_auc hand_till 0.690 10 0.0197 Preprocessor1_Mode…
50 2 1208 33 roc_auc hand_till 0.690 10 0.0206 Preprocessor1_Mode…
51 2 926 29 roc_auc hand_till 0.690 10 0.0196 Preprocessor1_Mode…
52 2 1047 37 roc_auc hand_till 0.689 10 0.0186 Preprocessor1_Mode…
53 2 1054 37 roc_auc hand_till 0.689 10 0.0181 Preprocessor1_Mode…
54 2 1366 38 roc_auc hand_till 0.689 10 0.0204 Preprocessor1_Mode…
55 3 836 36 roc_auc hand_till 0.689 10 0.0184 Preprocessor1_Mode…
56 2 1007 35 roc_auc hand_till 0.689 10 0.0199 Preprocessor1_Mode…
57 2 758 35 roc_auc hand_till 0.689 10 0.0206 Preprocessor1_Mode…
58 2 1062 34 roc_auc hand_till 0.689 10 0.0196 Preprocessor1_Mode…
59 2 753 38 roc_auc hand_till 0.689 10 0.0194 Preprocessor1_Mode…
60 2 1333 37 roc_auc hand_till 0.689 10 0.0195 Preprocessor1_Mode…
61 3 413 40 roc_auc hand_till 0.689 10 0.0195 Preprocessor1_Mode…
62 2 1317 36 roc_auc hand_till 0.689 10 0.0202 Preprocessor1_Mode…
63 2 566 29 roc_auc hand_till 0.689 10 0.0212 Preprocessor1_Mode…
64 2 1028 40 roc_auc hand_till 0.689 10 0.0187 Preprocessor1_Mode…
65 2 1070 37 roc_auc hand_till 0.689 10 0.0190 Preprocessor1_Mode…
66 2 1422 38 roc_auc hand_till 0.689 10 0.0202 Preprocessor1_Mode…
67 2 867 36 roc_auc hand_till 0.689 10 0.0190 Preprocessor1_Mode…
68 2 1155 30 roc_auc hand_till 0.689 10 0.0183 Preprocessor1_Mode…
69 3 1481 40 roc_auc hand_till 0.689 10 0.0200 Preprocessor1_Mode…
70 2 1168 39 roc_auc hand_till 0.689 10 0.0182 Preprocessor1_Mode…
71 2 776 36 roc_auc hand_till 0.689 10 0.0187 Preprocessor1_Mode…
72 2 718 27 roc_auc hand_till 0.689 10 0.0198 Preprocessor1_Mode…
73 2 1133 38 roc_auc hand_till 0.689 10 0.0206 Preprocessor1_Mode…
74 3 1347 34 roc_auc hand_till 0.689 10 0.0182 Preprocessor1_Mode…
75 3 817 34 roc_auc hand_till 0.689 10 0.0209 Preprocessor1_Mode…
76 2 1420 28 roc_auc hand_till 0.689 10 0.0201 Preprocessor1_Mode…
77 2 1008 29 roc_auc hand_till 0.689 10 0.0212 Preprocessor1_Mode…
78 2 780 31 roc_auc hand_till 0.689 10 0.0191 Preprocessor1_Mode…
79 2 1446 31 roc_auc hand_till 0.689 10 0.0203 Preprocessor1_Mode…
80 2 1342 35 roc_auc hand_till 0.689 10 0.0210 Preprocessor1_Mode…
81 3 868 37 roc_auc hand_till 0.689 10 0.0191 Preprocessor1_Mode…
82 2 1006 37 roc_auc hand_till 0.689 10 0.0192 Preprocessor1_Mode…
83 3 1278 40 roc_auc hand_till 0.689 10 0.0196 Preprocessor1_Mode…
84 2 917 30 roc_auc hand_till 0.688 10 0.0204 Preprocessor1_Mode…
85 2 1371 35 roc_auc hand_till 0.688 10 0.0195 Preprocessor1_Mode…
86 2 1198 36 roc_auc hand_till 0.688 10 0.0207 Preprocessor1_Mode…
87 3 675 39 roc_auc hand_till 0.688 10 0.0189 Preprocessor1_Mode…
88 2 913 25 roc_auc hand_till 0.688 10 0.0196 Preprocessor1_Mode…
89 2 1357 38 roc_auc hand_till 0.688 10 0.0204 Preprocessor1_Mode…
90 2 1150 38 roc_auc hand_till 0.688 10 0.0190 Preprocessor1_Mode…
91 2 1499 40 roc_auc hand_till 0.688 10 0.0193 Preprocessor1_Mode…
92 2 1421 38 roc_auc hand_till 0.688 10 0.0187 Preprocessor1_Mode…
93 2 1151 39 roc_auc hand_till 0.688 10 0.0192 Preprocessor1_Mode…
94 2 706 29 roc_auc hand_till 0.688 10 0.0203 Preprocessor1_Mode…
95 3 1390 35 roc_auc hand_till 0.688 10 0.0199 Preprocessor1_Mode…
96 2 1228 32 roc_auc hand_till 0.688 10 0.0202 Preprocessor1_Mode…
97 2 1272 35 roc_auc hand_till 0.688 10 0.0196 Preprocessor1_Mode…
98 2 1273 30 roc_auc hand_till 0.688 10 0.0205 Preprocessor1_Mode…
99 3 781 39 roc_auc hand_till 0.688 10 0.0195 Preprocessor1_Mode…
100 3 495 38 roc_auc hand_till 0.688 10 0.0205 Preprocessor1_Mode…
101 3 958 35 roc_auc hand_till 0.688 10 0.0216 Preprocessor1_Mode…
102 2 1279 36 roc_auc hand_till 0.688 10 0.0192 Preprocessor1_Mode…
103 2 1238 28 roc_auc hand_till 0.688 10 0.0217 Preprocessor1_Mode…
104 2 983 31 roc_auc hand_till 0.688 10 0.0200 Preprocessor1_Mode…
105 2 662 39 roc_auc hand_till 0.688 10 0.0199 Preprocessor1_Mode…
106 2 482 24 roc_auc hand_till 0.688 10 0.0204 Preprocessor1_Mode…
107 3 1174 38 roc_auc hand_till 0.688 10 0.0204 Preprocessor1_Mode…
108 3 975 35 roc_auc hand_till 0.688 10 0.0201 Preprocessor1_Mode…
109 2 1060 34 roc_auc hand_till 0.688 10 0.0209 Preprocessor1_Mode…
110 2 471 23 roc_auc hand_till 0.688 10 0.0166 Preprocessor1_Mode…
111 2 1462 40 roc_auc hand_till 0.688 10 0.0194 Preprocessor1_Mode…
112 2 542 33 roc_auc hand_till 0.687 10 0.0204 Preprocessor1_Mode…
113 2 876 33 roc_auc hand_till 0.687 10 0.0196 Preprocessor1_Mode…
114 3 915 35 roc_auc hand_till 0.687 10 0.0204 Preprocessor1_Mode…
115 2 1069 32 roc_auc hand_till 0.687 10 0.0208 Preprocessor1_Mode…
116 3 1441 37 roc_auc hand_till 0.687 10 0.0202 Preprocessor1_Mode…
117 2 1106 32 roc_auc hand_till 0.687 10 0.0210 Preprocessor1_Mode…
118 3 1265 38 roc_auc hand_till 0.687 10 0.0196 Preprocessor1_Mode…
119 3 807 35 roc_auc hand_till 0.687 10 0.0193 Preprocessor1_Mode…
120 2 913 34 roc_auc hand_till 0.687 10 0.0212 Preprocessor1_Mode…
121 2 940 34 roc_auc hand_till 0.687 10 0.0206 Preprocessor1_Mode…
122 3 1262 35 roc_auc hand_till 0.687 10 0.0193 Preprocessor1_Mode…
123 2 1236 40 roc_auc hand_till 0.687 10 0.0183 Preprocessor1_Mode…
124 2 1167 40 roc_auc hand_till 0.687 10 0.0188 Preprocessor1_Mode…
125 2 1171 33 roc_auc hand_till 0.687 10 0.0193 Preprocessor1_Mode…
126 3 1491 39 roc_auc hand_till 0.687 10 0.0192 Preprocessor1_Mode…
127 2 485 36 roc_auc hand_till 0.687 10 0.0204 Preprocessor1_Mode…
128 3 441 34 roc_auc hand_till 0.687 10 0.0190 Preprocessor1_Mode…
129 2 986 28 roc_auc hand_till 0.687 10 0.0205 Preprocessor1_Mode…
130 3 702 34 roc_auc hand_till 0.687 10 0.0204 Preprocessor1_Mode…
131 3 1384 35 roc_auc hand_till 0.687 10 0.0201 Preprocessor1_Mode…
132 2 1399 31 roc_auc hand_till 0.687 10 0.0196 Preprocessor1_Mode…
133 2 930 30 roc_auc hand_till 0.687 10 0.0212 Preprocessor1_Mode…
134 2 1445 39 roc_auc hand_till 0.687 10 0.0184 Preprocessor1_Mode…
135 3 928 37 roc_auc hand_till 0.687 10 0.0200 Preprocessor1_Mode…
136 3 885 33 roc_auc hand_till 0.687 10 0.0214 Preprocessor1_Mode…
137 3 1398 39 roc_auc hand_till 0.687 10 0.0189 Preprocessor1_Mode…
138 3 1168 39 roc_auc hand_till 0.687 10 0.0192 Preprocessor1_Mode…
139 2 1107 40 roc_auc hand_till 0.687 10 0.0177 Preprocessor1_Mode…
140 2 1239 33 roc_auc hand_till 0.687 10 0.0193 Preprocessor1_Mode…
141 2 1451 33 roc_auc hand_till 0.687 10 0.0201 Preprocessor1_Mode…
142 3 1304 37 roc_auc hand_till 0.687 10 0.0210 Preprocessor1_Mode…
143 3 1495 37 roc_auc hand_till 0.687 10 0.0191 Preprocessor1_Mode…
144 2 1188 35 roc_auc hand_till 0.687 10 0.0198 Preprocessor1_Mode…
145 2 1238 36 roc_auc hand_till 0.687 10 0.0188 Preprocessor1_Mode…
146 2 959 39 roc_auc hand_till 0.687 10 0.0190 Preprocessor1_Mode…
147 3 867 38 roc_auc hand_till 0.687 10 0.0193 Preprocessor1_Mode…
148 2 690 36 roc_auc hand_till 0.686 10 0.0208 Preprocessor1_Mode…
149 2 1367 35 roc_auc hand_till 0.686 10 0.0187 Preprocessor1_Mode…
150 2 1414 34 roc_auc hand_till 0.686 10 0.0194 Preprocessor1_Mode…
151 2 1334 37 roc_auc hand_till 0.686 10 0.0187 Preprocessor1_Mode…
152 3 815 37 roc_auc hand_till 0.686 10 0.0172 Preprocessor1_Mode…
153 2 587 36 roc_auc hand_till 0.686 10 0.0214 Preprocessor1_Mode…
154 2 539 22 roc_auc hand_till 0.686 10 0.0217 Preprocessor1_Mode…
155 2 725 35 roc_auc hand_till 0.686 10 0.0212 Preprocessor1_Mode…
156 2 1130 36 roc_auc hand_till 0.686 10 0.0197 Preprocessor1_Mode…
157 3 1073 37 roc_auc hand_till 0.686 10 0.0198 Preprocessor1_Mode…
158 2 755 28 roc_auc hand_till 0.686 10 0.0213 Preprocessor1_Mode…
159 2 1062 26 roc_auc hand_till 0.686 10 0.0207 Preprocessor1_Mode…
160 2 675 25 roc_auc hand_till 0.686 10 0.0195 Preprocessor1_Mode…
161 3 1363 40 roc_auc hand_till 0.686 10 0.0193 Preprocessor1_Mode…
162 3 992 35 roc_auc hand_till 0.686 10 0.0175 Preprocessor1_Mode…
163 2 867 38 roc_auc hand_till 0.686 10 0.0189 Preprocessor1_Mode…
164 3 1046 33 roc_auc hand_till 0.686 10 0.0206 Preprocessor1_Mode…
165 2 734 33 roc_auc hand_till 0.686 10 0.0200 Preprocessor1_Mode…
166 2 1309 33 roc_auc hand_till 0.686 10 0.0207 Preprocessor1_Mode…
167 3 1044 33 roc_auc hand_till 0.686 10 0.0197 Preprocessor1_Mode…
168 2 1040 31 roc_auc hand_till 0.686 10 0.0196 Preprocessor1_Mode…
169 2 1433 29 roc_auc hand_till 0.686 10 0.0196 Preprocessor1_Mode…
170 2 888 30 roc_auc hand_till 0.686 10 0.0205 Preprocessor1_Mode…
171 2 1095 31 roc_auc hand_till 0.686 10 0.0203 Preprocessor1_Mode…
172 2 1297 29 roc_auc hand_till 0.686 10 0.0194 Preprocessor1_Mode…
173 2 1163 22 roc_auc hand_till 0.686 10 0.0205 Preprocessor1_Mode…
174 3 635 37 roc_auc hand_till 0.686 10 0.0196 Preprocessor1_Mode…
175 2 442 26 roc_auc hand_till 0.686 10 0.0207 Preprocessor1_Mode…
176 3 668 37 roc_auc hand_till 0.686 10 0.0192 Preprocessor1_Mode…
177 2 1383 32 roc_auc hand_till 0.686 10 0.0197 Preprocessor1_Mode…
178 2 1405 34 roc_auc hand_till 0.686 10 0.0209 Preprocessor1_Mode…
179 2 430 28 roc_auc hand_till 0.686 10 0.0185 Preprocessor1_Mode…
180 2 1380 35 roc_auc hand_till 0.686 10 0.0207 Preprocessor1_Mode…
181 3 1404 36 roc_auc hand_till 0.686 10 0.0208 Preprocessor1_Mode…
182 2 1454 32 roc_auc hand_till 0.686 10 0.0193 Preprocessor1_Mode…
183 2 614 37 roc_auc hand_till 0.686 10 0.0206 Preprocessor1_Mode…
184 3 1435 33 roc_auc hand_till 0.686 10 0.0202 Preprocessor1_Mode…
185 2 1195 30 roc_auc hand_till 0.686 10 0.0195 Preprocessor1_Mode…
186 3 965 37 roc_auc hand_till 0.686 10 0.0200 Preprocessor1_Mode…
187 3 1476 33 roc_auc hand_till 0.686 10 0.0202 Preprocessor1_Mode…
188 2 787 26 roc_auc hand_till 0.686 10 0.0197 Preprocessor1_Mode…
189 2 1406 29 roc_auc hand_till 0.686 10 0.0221 Preprocessor1_Mode…
190 3 794 38 roc_auc hand_till 0.686 10 0.0191 Preprocessor1_Mode…
191 3 930 38 roc_auc hand_till 0.686 10 0.0191 Preprocessor1_Mode…
192 3 665 33 roc_auc hand_till 0.686 10 0.0196 Preprocessor1_Mode…
193 2 668 38 roc_auc hand_till 0.685 10 0.0199 Preprocessor1_Mode…
194 2 1239 20 roc_auc hand_till 0.685 10 0.0200 Preprocessor1_Mode…
195 2 535 30 roc_auc hand_till 0.685 10 0.0204 Preprocessor1_Mode…
196 2 771 24 roc_auc hand_till 0.685 10 0.0190 Preprocessor1_Mode…
197 2 1152 26 roc_auc hand_till 0.685 10 0.0199 Preprocessor1_Mode…
198 3 1086 32 roc_auc hand_till 0.685 10 0.0194 Preprocessor1_Mode…
199 3 1438 33 roc_auc hand_till 0.685 10 0.0188 Preprocessor1_Mode…
200 2 959 23 roc_auc hand_till 0.685 10 0.0199 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 2 668 19 mcc multiclass 0.356 10 0.0287 Preprocessor1_Mode…
2 2 1047 37 mcc multiclass 0.355 10 0.0369 Preprocessor1_Mode…
3 2 753 38 mcc multiclass 0.355 10 0.0356 Preprocessor1_Mode…
4 3 667 6 mcc multiclass 0.355 10 0.0254 Preprocessor1_Mode…
5 2 655 17 mcc multiclass 0.351 10 0.0291 Preprocessor1_Mode…
6 2 838 37 mcc multiclass 0.351 10 0.0361 Preprocessor1_Mode…
7 2 1328 39 mcc multiclass 0.350 10 0.0374 Preprocessor1_Mode…
8 2 1445 39 mcc multiclass 0.350 10 0.0357 Preprocessor1_Mode…
9 2 1006 37 mcc multiclass 0.350 10 0.0357 Preprocessor1_Mode…
10 2 603 34 mcc multiclass 0.350 10 0.0318 Preprocessor1_Mode…
11 2 1250 29 mcc multiclass 0.350 10 0.0341 Preprocessor1_Mode…
12 2 831 11 mcc multiclass 0.349 10 0.0206 Preprocessor1_Mode…
13 2 961 40 mcc multiclass 0.349 10 0.0369 Preprocessor1_Mode…
14 2 888 30 mcc multiclass 0.349 10 0.0327 Preprocessor1_Mode…
15 2 1375 5 mcc multiclass 0.348 10 0.0207 Preprocessor1_Mode…
16 2 661 2 mcc multiclass 0.347 10 0.0310 Preprocessor1_Mode…
17 2 818 7 mcc multiclass 0.347 10 0.0257 Preprocessor1_Mode…
18 2 562 20 mcc multiclass 0.347 10 0.0265 Preprocessor1_Mode…
19 2 1344 21 mcc multiclass 0.346 10 0.0290 Preprocessor1_Mode…
20 2 566 2 mcc multiclass 0.346 10 0.0239 Preprocessor1_Mode…
21 2 662 39 mcc multiclass 0.345 10 0.0339 Preprocessor1_Mode…
22 3 556 12 mcc multiclass 0.345 10 0.0245 Preprocessor1_Mode…
23 3 736 6 mcc multiclass 0.345 10 0.0246 Preprocessor1_Mode…
24 2 472 30 mcc multiclass 0.345 10 0.0312 Preprocessor1_Mode…
25 2 1176 34 mcc multiclass 0.345 10 0.0368 Preprocessor1_Mode…
26 3 1025 12 mcc multiclass 0.344 10 0.0299 Preprocessor1_Mode…
27 2 1043 27 mcc multiclass 0.344 10 0.0317 Preprocessor1_Mode…
28 2 911 36 mcc multiclass 0.344 10 0.0373 Preprocessor1_Mode…
29 2 1367 35 mcc multiclass 0.344 10 0.0385 Preprocessor1_Mode…
30 2 442 26 mcc multiclass 0.344 10 0.0280 Preprocessor1_Mode…
31 2 1057 40 mcc multiclass 0.344 10 0.0373 Preprocessor1_Mode…
32 2 853 16 mcc multiclass 0.344 10 0.0254 Preprocessor1_Mode…
33 2 1236 40 mcc multiclass 0.344 10 0.0370 Preprocessor1_Mode…
34 2 1257 38 mcc multiclass 0.344 10 0.0370 Preprocessor1_Mode…
35 2 1299 39 mcc multiclass 0.344 10 0.0370 Preprocessor1_Mode…
36 2 587 36 mcc multiclass 0.344 10 0.0349 Preprocessor1_Mode…
37 2 851 38 mcc multiclass 0.344 10 0.0370 Preprocessor1_Mode…
38 2 853 9 mcc multiclass 0.344 10 0.0205 Preprocessor1_Mode…
39 2 1451 33 mcc multiclass 0.344 10 0.0332 Preprocessor1_Mode…
40 2 706 29 mcc multiclass 0.344 10 0.0332 Preprocessor1_Mode…
41 2 941 32 mcc multiclass 0.344 10 0.0332 Preprocessor1_Mode…
42 2 1381 17 mcc multiclass 0.344 10 0.0251 Preprocessor1_Mode…
43 2 1271 21 mcc multiclass 0.344 10 0.0225 Preprocessor1_Mode…
44 2 734 33 mcc multiclass 0.344 10 0.0332 Preprocessor1_Mode…
45 2 1126 16 mcc multiclass 0.344 10 0.0264 Preprocessor1_Mode…
46 2 1106 32 mcc multiclass 0.344 10 0.0331 Preprocessor1_Mode…
47 2 781 20 mcc multiclass 0.344 10 0.0258 Preprocessor1_Mode…
48 2 533 29 mcc multiclass 0.343 10 0.0285 Preprocessor1_Mode…
49 2 516 40 mcc multiclass 0.343 10 0.0328 Preprocessor1_Mode…
50 3 1061 13 mcc multiclass 0.343 10 0.0261 Preprocessor1_Mode…
51 2 502 28 mcc multiclass 0.343 10 0.0312 Preprocessor1_Mode…
52 2 1499 40 mcc multiclass 0.343 10 0.0364 Preprocessor1_Mode…
53 2 1007 35 mcc multiclass 0.343 10 0.0324 Preprocessor1_Mode…
54 2 1366 38 mcc multiclass 0.342 10 0.0340 Preprocessor1_Mode…
55 2 1442 37 mcc multiclass 0.342 10 0.0322 Preprocessor1_Mode…
56 2 1272 35 mcc multiclass 0.342 10 0.0322 Preprocessor1_Mode…
57 2 1130 40 mcc multiclass 0.342 10 0.0322 Preprocessor1_Mode…
58 2 913 28 mcc multiclass 0.342 10 0.0295 Preprocessor1_Mode…
59 3 573 11 mcc multiclass 0.342 10 0.0240 Preprocessor1_Mode…
60 2 945 13 mcc multiclass 0.342 10 0.0245 Preprocessor1_Mode…
61 2 988 33 mcc multiclass 0.341 10 0.0286 Preprocessor1_Mode…
62 3 896 9 mcc multiclass 0.341 10 0.0235 Preprocessor1_Mode…
63 2 420 30 mcc multiclass 0.341 10 0.0369 Preprocessor1_Mode…
64 2 715 6 mcc multiclass 0.341 10 0.0234 Preprocessor1_Mode…
65 2 812 7 mcc multiclass 0.341 10 0.0197 Preprocessor1_Mode…
66 3 1220 5 mcc multiclass 0.341 10 0.0209 Preprocessor1_Mode…
67 3 493 6 mcc multiclass 0.340 10 0.0259 Preprocessor1_Mode…
68 2 1188 16 mcc multiclass 0.340 10 0.0214 Preprocessor1_Mode…
69 3 1211 16 mcc multiclass 0.340 10 0.0265 Preprocessor1_Mode…
70 2 1062 34 mcc multiclass 0.340 10 0.0383 Preprocessor1_Mode…
71 3 516 5 mcc multiclass 0.340 10 0.0230 Preprocessor1_Mode…
72 2 1221 39 mcc multiclass 0.340 10 0.0367 Preprocessor1_Mode…
73 2 1117 16 mcc multiclass 0.339 10 0.0290 Preprocessor1_Mode…
74 2 1415 15 mcc multiclass 0.339 10 0.0303 Preprocessor1_Mode…
75 3 410 5 mcc multiclass 0.339 10 0.0238 Preprocessor1_Mode…
76 3 475 21 mcc multiclass 0.339 10 0.0196 Preprocessor1_Mode…
77 2 1062 26 mcc multiclass 0.339 10 0.0281 Preprocessor1_Mode…
78 2 1369 18 mcc multiclass 0.339 10 0.0202 Preprocessor1_Mode…
79 2 865 14 mcc multiclass 0.339 10 0.0239 Preprocessor1_Mode…
80 2 1447 15 mcc multiclass 0.339 10 0.0256 Preprocessor1_Mode…
81 2 1060 6 mcc multiclass 0.339 10 0.0218 Preprocessor1_Mode…
82 2 1071 4 mcc multiclass 0.339 10 0.0285 Preprocessor1_Mode…
83 3 424 37 mcc multiclass 0.339 10 0.0294 Preprocessor1_Mode…
84 2 963 24 mcc multiclass 0.338 10 0.0294 Preprocessor1_Mode…
85 2 694 27 mcc multiclass 0.338 10 0.0306 Preprocessor1_Mode…
86 2 1422 38 mcc multiclass 0.338 10 0.0367 Preprocessor1_Mode…
87 2 1168 39 mcc multiclass 0.338 10 0.0382 Preprocessor1_Mode…
88 2 671 17 mcc multiclass 0.338 10 0.0264 Preprocessor1_Mode…
89 2 821 36 mcc multiclass 0.338 10 0.0367 Preprocessor1_Mode…
90 3 816 16 mcc multiclass 0.338 10 0.0301 Preprocessor1_Mode…
91 2 1047 9 mcc multiclass 0.338 10 0.0273 Preprocessor1_Mode…
92 2 1342 35 mcc multiclass 0.338 10 0.0355 Preprocessor1_Mode…
93 2 928 36 mcc multiclass 0.338 10 0.0285 Preprocessor1_Mode…
94 2 1248 10 mcc multiclass 0.338 10 0.0241 Preprocessor1_Mode…
95 2 1414 34 mcc multiclass 0.338 10 0.0328 Preprocessor1_Mode…
96 2 1054 37 mcc multiclass 0.338 10 0.0329 Preprocessor1_Mode…
97 3 817 34 mcc multiclass 0.338 10 0.0284 Preprocessor1_Mode…
98 2 1267 28 mcc multiclass 0.338 10 0.0284 Preprocessor1_Mode…
99 2 1008 29 mcc multiclass 0.338 10 0.0281 Preprocessor1_Mode…
100 2 816 30 mcc multiclass 0.338 10 0.0281 Preprocessor1_Mode…
101 2 1334 37 mcc multiclass 0.338 10 0.0343 Preprocessor1_Mode…
102 2 1151 39 mcc multiclass 0.338 10 0.0325 Preprocessor1_Mode…
103 2 894 15 mcc multiclass 0.338 10 0.0222 Preprocessor1_Mode…
104 2 940 39 mcc multiclass 0.338 10 0.0368 Preprocessor1_Mode…
105 2 1333 37 mcc multiclass 0.337 10 0.0325 Preprocessor1_Mode…
106 2 901 36 mcc multiclass 0.337 10 0.0325 Preprocessor1_Mode…
107 3 421 37 mcc multiclass 0.337 10 0.0304 Preprocessor1_Mode…
108 2 758 35 mcc multiclass 0.337 10 0.0294 Preprocessor1_Mode…
109 3 1482 4 mcc multiclass 0.337 10 0.0189 Preprocessor1_Mode…
110 2 1198 36 mcc multiclass 0.337 10 0.0311 Preprocessor1_Mode…
111 2 499 38 mcc multiclass 0.337 10 0.0311 Preprocessor1_Mode…
112 2 1150 38 mcc multiclass 0.337 10 0.0311 Preprocessor1_Mode…
113 3 1362 12 mcc multiclass 0.337 10 0.0269 Preprocessor1_Mode…
114 2 631 4 mcc multiclass 0.337 10 0.0259 Preprocessor1_Mode…
115 2 985 28 mcc multiclass 0.337 10 0.0252 Preprocessor1_Mode…
116 3 880 25 mcc multiclass 0.337 10 0.0252 Preprocessor1_Mode…
117 2 450 39 mcc multiclass 0.337 10 0.0367 Preprocessor1_Mode…
118 2 652 31 mcc multiclass 0.337 10 0.0312 Preprocessor1_Mode…
119 2 1194 26 mcc multiclass 0.337 10 0.0252 Preprocessor1_Mode…
120 3 829 7 mcc multiclass 0.337 10 0.0241 Preprocessor1_Mode…
121 3 1086 32 mcc multiclass 0.337 10 0.0287 Preprocessor1_Mode…
122 2 1208 33 mcc multiclass 0.337 10 0.0295 Preprocessor1_Mode…
123 2 725 35 mcc multiclass 0.337 10 0.0290 Preprocessor1_Mode…
124 3 838 4 mcc multiclass 0.337 10 0.0276 Preprocessor1_Mode…
125 2 1005 4 mcc multiclass 0.337 10 0.0283 Preprocessor1_Mode…
126 2 1297 29 mcc multiclass 0.337 10 0.0269 Preprocessor1_Mode…
127 2 668 38 mcc multiclass 0.336 10 0.0319 Preprocessor1_Mode…
128 2 1290 8 mcc multiclass 0.336 10 0.0201 Preprocessor1_Mode…
129 2 616 28 mcc multiclass 0.336 10 0.0275 Preprocessor1_Mode…
130 2 763 10 mcc multiclass 0.336 10 0.0214 Preprocessor1_Mode…
131 2 816 9 mcc multiclass 0.336 10 0.0210 Preprocessor1_Mode…
132 2 746 38 mcc multiclass 0.336 10 0.0345 Preprocessor1_Mode…
133 2 1344 31 mcc multiclass 0.336 10 0.0371 Preprocessor1_Mode…
134 2 1348 2 mcc multiclass 0.336 10 0.0274 Preprocessor1_Mode…
135 3 1474 14 mcc multiclass 0.336 10 0.0271 Preprocessor1_Mode…
136 3 437 14 mcc multiclass 0.336 10 0.0271 Preprocessor1_Mode…
137 2 1317 36 mcc multiclass 0.336 10 0.0337 Preprocessor1_Mode…
138 2 1426 32 mcc multiclass 0.336 10 0.0307 Preprocessor1_Mode…
139 2 1078 33 mcc multiclass 0.336 10 0.0304 Preprocessor1_Mode…
140 2 913 34 mcc multiclass 0.336 10 0.0287 Preprocessor1_Mode…
141 2 448 27 mcc multiclass 0.336 10 0.0292 Preprocessor1_Mode…
142 2 1285 9 mcc multiclass 0.335 10 0.0201 Preprocessor1_Mode…
143 2 1318 11 mcc multiclass 0.335 10 0.0225 Preprocessor1_Mode…
144 3 889 20 mcc multiclass 0.335 10 0.0318 Preprocessor1_Mode…
145 3 427 6 mcc multiclass 0.335 10 0.0265 Preprocessor1_Mode…
146 2 859 25 mcc multiclass 0.335 10 0.0324 Preprocessor1_Mode…
147 2 688 11 mcc multiclass 0.335 10 0.0180 Preprocessor1_Mode…
148 3 1448 19 mcc multiclass 0.334 10 0.0249 Preprocessor1_Mode…
149 2 907 15 mcc multiclass 0.334 10 0.0222 Preprocessor1_Mode…
150 3 439 20 mcc multiclass 0.334 10 0.0201 Preprocessor1_Mode…
151 2 930 23 mcc multiclass 0.334 10 0.0320 Preprocessor1_Mode…
152 2 426 29 mcc multiclass 0.334 10 0.0310 Preprocessor1_Mode…
153 2 1500 6 mcc multiclass 0.334 10 0.0213 Preprocessor1_Mode…
154 3 703 18 mcc multiclass 0.334 10 0.0180 Preprocessor1_Mode…
155 3 1473 11 mcc multiclass 0.334 10 0.0253 Preprocessor1_Mode…
156 2 1220 25 mcc multiclass 0.334 10 0.0280 Preprocessor1_Mode…
157 2 860 16 mcc multiclass 0.334 10 0.0229 Preprocessor1_Mode…
158 3 566 20 mcc multiclass 0.334 10 0.0250 Preprocessor1_Mode…
159 2 1409 28 mcc multiclass 0.333 10 0.0289 Preprocessor1_Mode…
160 2 1498 18 mcc multiclass 0.333 10 0.0229 Preprocessor1_Mode…
161 3 947 20 mcc multiclass 0.333 10 0.0264 Preprocessor1_Mode…
162 3 1371 21 mcc multiclass 0.333 10 0.0247 Preprocessor1_Mode…
163 3 808 22 mcc multiclass 0.333 10 0.0222 Preprocessor1_Mode…
164 2 531 16 mcc multiclass 0.333 10 0.0254 Preprocessor1_Mode…
165 2 917 30 mcc multiclass 0.333 10 0.0305 Preprocessor1_Mode…
166 2 947 7 mcc multiclass 0.333 10 0.0244 Preprocessor1_Mode…
167 2 1069 32 mcc multiclass 0.333 10 0.0295 Preprocessor1_Mode…
168 2 1193 30 mcc multiclass 0.333 10 0.0295 Preprocessor1_Mode…
169 3 1398 39 mcc multiclass 0.333 10 0.0288 Preprocessor1_Mode…
170 3 1136 12 mcc multiclass 0.333 10 0.0281 Preprocessor1_Mode…
171 2 1252 28 mcc multiclass 0.333 10 0.0324 Preprocessor1_Mode…
172 2 1309 33 mcc multiclass 0.333 10 0.0353 Preprocessor1_Mode…
173 2 915 17 mcc multiclass 0.333 10 0.0231 Preprocessor1_Mode…
174 2 669 4 mcc multiclass 0.333 10 0.0225 Preprocessor1_Mode…
175 2 864 6 mcc multiclass 0.333 10 0.0229 Preprocessor1_Mode…
176 2 1332 17 mcc multiclass 0.333 10 0.0225 Preprocessor1_Mode…
177 2 1021 8 mcc multiclass 0.333 10 0.0212 Preprocessor1_Mode…
178 2 932 16 mcc multiclass 0.333 10 0.0225 Preprocessor1_Mode…
179 2 1124 5 mcc multiclass 0.333 10 0.0243 Preprocessor1_Mode…
180 2 574 7 mcc multiclass 0.333 10 0.0223 Preprocessor1_Mode…
181 2 413 21 mcc multiclass 0.333 10 0.0219 Preprocessor1_Mode…
182 2 511 6 mcc multiclass 0.333 10 0.0241 Preprocessor1_Mode…
183 2 1140 8 mcc multiclass 0.333 10 0.0191 Preprocessor1_Mode…
184 3 496 24 mcc multiclass 0.333 10 0.0216 Preprocessor1_Mode…
185 2 1219 17 mcc multiclass 0.333 10 0.0211 Preprocessor1_Mode…
186 2 675 25 mcc multiclass 0.333 10 0.0304 Preprocessor1_Mode…
187 2 1107 40 mcc multiclass 0.333 10 0.0334 Preprocessor1_Mode…
188 2 1355 18 mcc multiclass 0.332 10 0.0274 Preprocessor1_Mode…
189 2 1228 32 mcc multiclass 0.332 10 0.0322 Preprocessor1_Mode…
190 3 699 8 mcc multiclass 0.332 10 0.0208 Preprocessor1_Mode…
191 2 867 38 mcc multiclass 0.332 10 0.0321 Preprocessor1_Mode…
192 2 482 24 mcc multiclass 0.332 10 0.0260 Preprocessor1_Mode…
193 3 1438 33 mcc multiclass 0.332 10 0.0306 Preprocessor1_Mode…
194 2 942 5 mcc multiclass 0.332 10 0.0222 Preprocessor1_Mode…
195 2 706 20 mcc multiclass 0.332 10 0.0240 Preprocessor1_Mode…
196 2 597 2 mcc multiclass 0.332 10 0.0267 Preprocessor1_Mode…
197 3 912 10 mcc multiclass 0.332 10 0.0232 Preprocessor1_Mode…
198 2 690 36 mcc multiclass 0.332 10 0.0306 Preprocessor1_Mode…
199 3 1206 21 mcc multiclass 0.332 10 0.0216 Preprocessor1_Mode…
200 3 1186 21 mcc multiclass 0.332 10 0.0269 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 0.459 0.334
2 precision macro 0.821 0.569
3 spec macro 0.881 0.810
4 accuracy multiclass 0.732 0.558
5 f_meas macro 0.624 0.597
6 mcc multiclass 0.528 0.255
7 kap multiclass 0.518 0.237
8 roc_auc hand_till 0.884 0.695
9 mn_log_loss multiclass 0.670 0.971Confusion matrix
Column 2
ROC curve
Gain curve
3. model - opis i varijable
Column 1
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.
Column 2
Važnost prediktora
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 2 463 35 roc_auc binary 0.758 10 0.0478 Preprocessor1_Mode…
2 2 947 31 roc_auc binary 0.757 10 0.0472 Preprocessor1_Mode…
3 2 1117 36 roc_auc binary 0.757 10 0.0498 Preprocessor1_Mode…
4 2 912 36 roc_auc binary 0.756 10 0.0469 Preprocessor1_Mode…
5 2 765 40 roc_auc binary 0.755 10 0.0483 Preprocessor1_Mode…
6 2 746 32 roc_auc binary 0.755 10 0.0496 Preprocessor1_Mode…
7 2 1498 34 roc_auc binary 0.755 10 0.0485 Preprocessor1_Mode…
8 2 400 32 roc_auc binary 0.754 10 0.0496 Preprocessor1_Mode…
9 2 758 13 roc_auc binary 0.754 10 0.0502 Preprocessor1_Mode…
10 2 1406 34 roc_auc binary 0.754 10 0.0478 Preprocessor1_Mode…
11 2 1119 30 roc_auc binary 0.754 10 0.0476 Preprocessor1_Mode…
12 2 477 33 roc_auc binary 0.754 10 0.0487 Preprocessor1_Mode…
13 2 1248 39 roc_auc binary 0.754 10 0.0478 Preprocessor1_Mode…
14 2 1203 39 roc_auc binary 0.754 10 0.0492 Preprocessor1_Mode…
15 2 763 40 roc_auc binary 0.754 10 0.0479 Preprocessor1_Mode…
16 2 1350 39 roc_auc binary 0.754 10 0.0483 Preprocessor1_Mode…
17 2 910 33 roc_auc binary 0.753 10 0.0486 Preprocessor1_Mode…
18 2 1313 25 roc_auc binary 0.753 10 0.0499 Preprocessor1_Mode…
19 2 1054 38 roc_auc binary 0.753 10 0.0476 Preprocessor1_Mode…
20 2 1214 30 roc_auc binary 0.753 10 0.0518 Preprocessor1_Mode…
21 2 1208 38 roc_auc binary 0.753 10 0.0483 Preprocessor1_Mode…
22 2 684 36 roc_auc binary 0.752 10 0.0501 Preprocessor1_Mode…
23 2 755 34 roc_auc binary 0.752 10 0.0516 Preprocessor1_Mode…
24 2 958 26 roc_auc binary 0.752 10 0.0474 Preprocessor1_Mode…
25 2 1112 34 roc_auc binary 0.752 10 0.0477 Preprocessor1_Mode…
26 2 537 26 roc_auc binary 0.752 10 0.0491 Preprocessor1_Mode…
27 2 1011 32 roc_auc binary 0.752 10 0.0507 Preprocessor1_Mode…
28 2 843 26 roc_auc binary 0.752 10 0.0492 Preprocessor1_Mode…
29 2 822 19 roc_auc binary 0.752 10 0.0502 Preprocessor1_Mode…
30 2 714 32 roc_auc binary 0.752 10 0.0501 Preprocessor1_Mode…
31 2 1188 24 roc_auc binary 0.752 10 0.0493 Preprocessor1_Mode…
32 2 816 37 roc_auc binary 0.752 10 0.0473 Preprocessor1_Mode…
33 3 492 34 roc_auc binary 0.752 10 0.0491 Preprocessor1_Mode…
34 2 801 37 roc_auc binary 0.752 10 0.0483 Preprocessor1_Mode…
35 2 1009 40 roc_auc binary 0.752 10 0.0479 Preprocessor1_Mode…
36 2 903 37 roc_auc binary 0.752 10 0.0482 Preprocessor1_Mode…
37 2 933 10 roc_auc binary 0.751 10 0.0520 Preprocessor1_Mode…
38 3 556 40 roc_auc binary 0.751 10 0.0491 Preprocessor1_Mode…
39 2 657 36 roc_auc binary 0.751 10 0.0493 Preprocessor1_Mode…
40 2 1492 32 roc_auc binary 0.751 10 0.0491 Preprocessor1_Mode…
41 2 1201 38 roc_auc binary 0.751 10 0.0485 Preprocessor1_Mode…
42 2 573 36 roc_auc binary 0.751 10 0.0472 Preprocessor1_Mode…
43 2 456 10 roc_auc binary 0.751 10 0.0519 Preprocessor1_Mode…
44 2 1067 18 roc_auc binary 0.751 10 0.0501 Preprocessor1_Mode…
45 2 946 34 roc_auc binary 0.750 10 0.0488 Preprocessor1_Mode…
46 2 729 39 roc_auc binary 0.750 10 0.0488 Preprocessor1_Mode…
47 2 1230 37 roc_auc binary 0.750 10 0.0494 Preprocessor1_Mode…
48 2 1410 35 roc_auc binary 0.750 10 0.0484 Preprocessor1_Mode…
49 2 1383 39 roc_auc binary 0.75 10 0.0469 Preprocessor1_Mode…
50 2 665 40 roc_auc binary 0.750 10 0.0483 Preprocessor1_Mode…
51 2 1130 8 roc_auc binary 0.750 10 0.0499 Preprocessor1_Mode…
52 2 1458 22 roc_auc binary 0.750 10 0.0475 Preprocessor1_Mode…
53 3 806 40 roc_auc binary 0.750 10 0.0517 Preprocessor1_Mode…
54 2 531 36 roc_auc binary 0.750 10 0.0475 Preprocessor1_Mode…
55 2 1005 22 roc_auc binary 0.750 10 0.0480 Preprocessor1_Mode…
56 2 535 38 roc_auc binary 0.750 10 0.0486 Preprocessor1_Mode…
57 2 1136 37 roc_auc binary 0.750 10 0.0467 Preprocessor1_Mode…
58 2 840 21 roc_auc binary 0.750 10 0.0500 Preprocessor1_Mode…
59 2 818 38 roc_auc binary 0.750 10 0.0510 Preprocessor1_Mode…
60 2 1235 8 roc_auc binary 0.750 10 0.0523 Preprocessor1_Mode…
61 2 668 28 roc_auc binary 0.749 10 0.0527 Preprocessor1_Mode…
62 2 842 24 roc_auc binary 0.749 10 0.0506 Preprocessor1_Mode…
63 2 1183 34 roc_auc binary 0.749 10 0.0489 Preprocessor1_Mode…
64 2 1092 38 roc_auc binary 0.749 10 0.0498 Preprocessor1_Mode…
65 2 647 33 roc_auc binary 0.749 10 0.0507 Preprocessor1_Mode…
66 2 975 25 roc_auc binary 0.749 10 0.0476 Preprocessor1_Mode…
67 2 528 39 roc_auc binary 0.749 10 0.0504 Preprocessor1_Mode…
68 2 1355 22 roc_auc binary 0.749 10 0.0502 Preprocessor1_Mode…
69 2 1482 38 roc_auc binary 0.749 10 0.0498 Preprocessor1_Mode…
70 2 1161 32 roc_auc binary 0.749 10 0.0508 Preprocessor1_Mode…
71 3 929 40 roc_auc binary 0.749 10 0.0498 Preprocessor1_Mode…
72 2 642 27 roc_auc binary 0.749 10 0.0514 Preprocessor1_Mode…
73 2 1238 27 roc_auc binary 0.749 10 0.0520 Preprocessor1_Mode…
74 2 627 25 roc_auc binary 0.748 10 0.0508 Preprocessor1_Mode…
75 2 915 24 roc_auc binary 0.748 10 0.0520 Preprocessor1_Mode…
76 3 667 31 roc_auc binary 0.748 10 0.0518 Preprocessor1_Mode…
77 2 816 5 roc_auc binary 0.748 10 0.0531 Preprocessor1_Mode…
78 3 1194 39 roc_auc binary 0.748 10 0.0509 Preprocessor1_Mode…
79 2 1064 35 roc_auc binary 0.748 10 0.0501 Preprocessor1_Mode…
80 2 637 11 roc_auc binary 0.748 10 0.0528 Preprocessor1_Mode…
81 3 680 8 roc_auc binary 0.748 10 0.0517 Preprocessor1_Mode…
82 2 566 8 roc_auc binary 0.748 10 0.0510 Preprocessor1_Mode…
83 2 1344 30 roc_auc binary 0.748 10 0.0488 Preprocessor1_Mode…
84 2 1161 31 roc_auc binary 0.748 10 0.0475 Preprocessor1_Mode…
85 2 931 25 roc_auc binary 0.748 10 0.0485 Preprocessor1_Mode…
86 3 1361 37 roc_auc binary 0.748 10 0.0519 Preprocessor1_Mode…
87 2 1073 22 roc_auc binary 0.748 10 0.0531 Preprocessor1_Mode…
88 4 437 34 roc_auc binary 0.748 10 0.0512 Preprocessor1_Mode…
89 2 942 6 roc_auc binary 0.748 10 0.0536 Preprocessor1_Mode…
90 2 427 39 roc_auc binary 0.748 10 0.0503 Preprocessor1_Mode…
91 3 1406 34 roc_auc binary 0.748 10 0.0501 Preprocessor1_Mode…
92 2 987 10 roc_auc binary 0.747 10 0.0513 Preprocessor1_Mode…
93 3 506 38 roc_auc binary 0.747 10 0.0526 Preprocessor1_Mode…
94 3 505 37 roc_auc binary 0.747 10 0.0508 Preprocessor1_Mode…
95 2 1475 25 roc_auc binary 0.747 10 0.0503 Preprocessor1_Mode…
96 2 1411 28 roc_auc binary 0.747 10 0.0504 Preprocessor1_Mode…
97 2 1036 27 roc_auc binary 0.747 10 0.0500 Preprocessor1_Mode…
98 2 1189 15 roc_auc binary 0.747 10 0.0492 Preprocessor1_Mode…
99 2 1371 34 roc_auc binary 0.747 10 0.0497 Preprocessor1_Mode…
100 2 1223 28 roc_auc binary 0.747 10 0.0509 Preprocessor1_Mode…
101 2 894 36 roc_auc binary 0.747 10 0.0477 Preprocessor1_Mode…
102 2 582 15 roc_auc binary 0.747 10 0.0509 Preprocessor1_Mode…
103 2 1496 17 roc_auc binary 0.747 10 0.0512 Preprocessor1_Mode…
104 3 1173 7 roc_auc binary 0.747 10 0.0503 Preprocessor1_Mode…
105 3 865 31 roc_auc binary 0.747 10 0.0514 Preprocessor1_Mode…
106 2 1028 26 roc_auc binary 0.747 10 0.0491 Preprocessor1_Mode…
107 2 1416 38 roc_auc binary 0.747 10 0.0498 Preprocessor1_Mode…
108 2 769 31 roc_auc binary 0.747 10 0.0506 Preprocessor1_Mode…
109 3 990 29 roc_auc binary 0.747 10 0.0522 Preprocessor1_Mode…
110 2 1414 10 roc_auc binary 0.747 10 0.0504 Preprocessor1_Mode…
111 2 912 12 roc_auc binary 0.747 10 0.0509 Preprocessor1_Mode…
112 2 588 13 roc_auc binary 0.747 10 0.0492 Preprocessor1_Mode…
113 2 1190 22 roc_auc binary 0.747 10 0.0512 Preprocessor1_Mode…
114 2 1247 31 roc_auc binary 0.747 10 0.0514 Preprocessor1_Mode…
115 2 410 29 roc_auc binary 0.747 10 0.0486 Preprocessor1_Mode…
116 2 980 26 roc_auc binary 0.747 10 0.0507 Preprocessor1_Mode…
117 3 901 33 roc_auc binary 0.747 10 0.0519 Preprocessor1_Mode…
118 2 1383 6 roc_auc binary 0.746 10 0.0544 Preprocessor1_Mode…
119 2 1165 40 roc_auc binary 0.746 10 0.0493 Preprocessor1_Mode…
120 3 946 31 roc_auc binary 0.746 10 0.0526 Preprocessor1_Mode…
121 2 1188 22 roc_auc binary 0.746 10 0.0518 Preprocessor1_Mode…
122 4 910 36 roc_auc binary 0.746 10 0.0529 Preprocessor1_Mode…
123 2 642 28 roc_auc binary 0.746 10 0.0508 Preprocessor1_Mode…
124 3 668 40 roc_auc binary 0.746 10 0.0511 Preprocessor1_Mode…
125 3 1187 10 roc_auc binary 0.746 10 0.0541 Preprocessor1_Mode…
126 2 726 14 roc_auc binary 0.746 10 0.0528 Preprocessor1_Mode…
127 2 688 12 roc_auc binary 0.746 10 0.0518 Preprocessor1_Mode…
128 2 864 12 roc_auc binary 0.746 10 0.0508 Preprocessor1_Mode…
129 2 1396 30 roc_auc binary 0.746 10 0.0506 Preprocessor1_Mode…
130 3 859 33 roc_auc binary 0.746 10 0.0515 Preprocessor1_Mode…
131 2 608 30 roc_auc binary 0.746 10 0.0516 Preprocessor1_Mode…
132 4 418 33 roc_auc binary 0.746 10 0.0486 Preprocessor1_Mode…
133 2 1340 33 roc_auc binary 0.746 10 0.0501 Preprocessor1_Mode…
134 2 1293 35 roc_auc binary 0.746 10 0.0478 Preprocessor1_Mode…
135 2 1154 24 roc_auc binary 0.746 10 0.0517 Preprocessor1_Mode…
136 2 1121 23 roc_auc binary 0.746 10 0.0474 Preprocessor1_Mode…
137 3 485 32 roc_auc binary 0.746 10 0.0497 Preprocessor1_Mode…
138 3 443 3 roc_auc binary 0.746 10 0.0554 Preprocessor1_Mode…
139 2 1444 16 roc_auc binary 0.746 10 0.0496 Preprocessor1_Mode…
140 2 1379 22 roc_auc binary 0.746 10 0.0494 Preprocessor1_Mode…
141 3 606 37 roc_auc binary 0.746 10 0.0516 Preprocessor1_Mode…
142 2 1248 25 roc_auc binary 0.746 10 0.0511 Preprocessor1_Mode…
143 3 764 40 roc_auc binary 0.746 10 0.0492 Preprocessor1_Mode…
144 3 572 33 roc_auc binary 0.746 10 0.0502 Preprocessor1_Mode…
145 2 1312 29 roc_auc binary 0.746 10 0.0488 Preprocessor1_Mode…
146 2 757 26 roc_auc binary 0.746 10 0.0487 Preprocessor1_Mode…
147 2 746 15 roc_auc binary 0.746 10 0.0532 Preprocessor1_Mode…
148 3 1017 35 roc_auc binary 0.746 10 0.0549 Preprocessor1_Mode…
149 2 1326 8 roc_auc binary 0.746 10 0.0527 Preprocessor1_Mode…
150 3 1060 29 roc_auc binary 0.746 10 0.0512 Preprocessor1_Mode…
151 2 1192 14 roc_auc binary 0.746 10 0.0500 Preprocessor1_Mode…
152 2 941 24 roc_auc binary 0.746 10 0.0508 Preprocessor1_Mode…
153 3 811 33 roc_auc binary 0.746 10 0.0518 Preprocessor1_Mode…
154 2 1482 32 roc_auc binary 0.746 10 0.0497 Preprocessor1_Mode…
155 2 813 26 roc_auc binary 0.745 10 0.0504 Preprocessor1_Mode…
156 2 1439 31 roc_auc binary 0.745 10 0.0514 Preprocessor1_Mode…
157 2 926 9 roc_auc binary 0.745 10 0.0527 Preprocessor1_Mode…
158 3 1142 37 roc_auc binary 0.745 10 0.0521 Preprocessor1_Mode…
159 2 1049 31 roc_auc binary 0.745 10 0.0489 Preprocessor1_Mode…
160 2 780 23 roc_auc binary 0.745 10 0.0519 Preprocessor1_Mode…
161 2 919 33 roc_auc binary 0.745 10 0.0512 Preprocessor1_Mode…
162 3 1393 10 roc_auc binary 0.745 10 0.0539 Preprocessor1_Mode…
163 3 986 26 roc_auc binary 0.745 10 0.0529 Preprocessor1_Mode…
164 2 1484 6 roc_auc binary 0.745 10 0.0512 Preprocessor1_Mode…
165 3 1046 38 roc_auc binary 0.745 10 0.0537 Preprocessor1_Mode…
166 3 943 12 roc_auc binary 0.745 10 0.0524 Preprocessor1_Mode…
167 3 966 28 roc_auc binary 0.745 10 0.0524 Preprocessor1_Mode…
168 2 763 18 roc_auc binary 0.745 10 0.0514 Preprocessor1_Mode…
169 3 830 29 roc_auc binary 0.745 10 0.0531 Preprocessor1_Mode…
170 3 1100 3 roc_auc binary 0.745 10 0.0516 Preprocessor1_Mode…
171 3 1000 30 roc_auc binary 0.745 10 0.0520 Preprocessor1_Mode…
172 2 894 16 roc_auc binary 0.745 10 0.0520 Preprocessor1_Mode…
173 2 1152 20 roc_auc binary 0.745 10 0.0506 Preprocessor1_Mode…
174 2 783 29 roc_auc binary 0.745 10 0.0492 Preprocessor1_Mode…
175 2 1186 30 roc_auc binary 0.745 10 0.0491 Preprocessor1_Mode…
176 3 1406 37 roc_auc binary 0.745 10 0.0501 Preprocessor1_Mode…
177 4 1219 2 roc_auc binary 0.745 10 0.0554 Preprocessor1_Mode…
178 3 503 4 roc_auc binary 0.745 10 0.0556 Preprocessor1_Mode…
179 2 1007 27 roc_auc binary 0.745 10 0.0493 Preprocessor1_Mode…
180 3 995 22 roc_auc binary 0.745 10 0.0523 Preprocessor1_Mode…
181 2 653 37 roc_auc binary 0.745 10 0.0502 Preprocessor1_Mode…
182 2 566 16 roc_auc binary 0.745 10 0.0494 Preprocessor1_Mode…
183 2 1399 23 roc_auc binary 0.745 10 0.0512 Preprocessor1_Mode…
184 2 693 17 roc_auc binary 0.745 10 0.0530 Preprocessor1_Mode…
185 3 1151 19 roc_auc binary 0.745 10 0.0518 Preprocessor1_Mode…
186 2 1418 33 roc_auc binary 0.745 10 0.0492 Preprocessor1_Mode…
187 3 631 31 roc_auc binary 0.745 10 0.0494 Preprocessor1_Mode…
188 2 688 34 roc_auc binary 0.745 10 0.0490 Preprocessor1_Mode…
189 2 1150 11 roc_auc binary 0.745 10 0.0508 Preprocessor1_Mode…
190 3 556 14 roc_auc binary 0.745 10 0.0501 Preprocessor1_Mode…
191 3 668 38 roc_auc binary 0.745 10 0.0503 Preprocessor1_Mode…
192 3 1398 32 roc_auc binary 0.745 10 0.0518 Preprocessor1_Mode…
193 3 945 37 roc_auc binary 0.745 10 0.0537 Preprocessor1_Mode…
194 2 1262 27 roc_auc binary 0.745 10 0.0513 Preprocessor1_Mode…
195 3 1194 36 roc_auc binary 0.744 10 0.0496 Preprocessor1_Mode…
196 2 1053 37 roc_auc binary 0.744 10 0.0464 Preprocessor1_Mode…
197 2 677 16 roc_auc binary 0.744 10 0.0514 Preprocessor1_Mode…
198 2 484 34 roc_auc binary 0.744 10 0.0494 Preprocessor1_Mode…
199 4 450 16 roc_auc binary 0.744 10 0.0516 Preprocessor1_Mode…
200 2 1390 6 roc_auc binary 0.744 10 0.0517 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 4 515 5 mcc binary 0.528 7 0.118 Preprocessor1_Mode…
2 4 1219 2 mcc binary 0.528 7 0.118 Preprocessor1_Mode…
3 4 574 3 mcc binary 0.508 7 0.110 Preprocessor1_Mode…
4 3 1195 5 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
5 3 1208 4 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
6 3 940 2 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
7 2 886 7 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
8 3 1320 5 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
9 4 928 4 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
10 4 1032 3 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
11 4 1134 4 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
12 4 439 8 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
13 3 915 2 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
14 3 1273 3 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
15 4 1332 2 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
16 4 560 3 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
17 4 1138 4 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
18 3 495 6 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
19 3 804 2 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
20 4 780 3 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
21 3 499 2 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
22 4 1349 4 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
23 4 762 3 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
24 4 587 2 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
25 3 1303 3 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
26 2 659 5 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
27 3 814 3 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
28 4 1236 2 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
29 3 423 6 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
30 2 1056 3 mcc binary 0.504 7 0.109 Preprocessor1_Mode…
31 2 1344 5 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
32 2 1360 5 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
33 2 1114 2 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
34 2 768 8 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
35 2 942 6 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
36 2 1001 3 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
37 2 551 5 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
38 3 1239 3 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
39 2 1479 2 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
40 2 516 5 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
41 2 1008 6 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
42 2 1257 2 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
43 2 1464 2 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
44 2 930 2 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
45 2 746 2 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
46 2 1425 6 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
47 2 816 5 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
48 3 443 3 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
49 2 1158 3 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
50 2 1462 5 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
51 2 1122 5 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
52 2 1417 4 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
53 4 678 3 mcc binary 0.495 6 0.128 Preprocessor1_Mode…
54 2 1232 7 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
55 2 1301 5 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
56 2 899 6 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
57 2 1446 11 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
58 2 908 8 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
59 2 634 9 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
60 2 994 12 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
61 2 1289 7 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
62 2 1221 5 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
63 2 1383 6 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
64 2 538 9 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
65 2 508 5 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
66 2 1054 4 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
67 2 669 5 mcc binary 0.483 5 0.156 Preprocessor1_Mode…
68 4 631 3 mcc binary 0.481 7 0.105 Preprocessor1_Mode…
69 4 581 7 mcc binary 0.474 7 0.104 Preprocessor1_Mode…
70 2 417 2 mcc binary 0.469 6 0.123 Preprocessor1_Mode…
71 3 548 6 mcc binary 0.460 6 0.123 Preprocessor1_Mode…
72 2 516 2 mcc binary 0.454 6 0.114 Preprocessor1_Mode…
73 2 945 2 mcc binary 0.454 6 0.114 Preprocessor1_Mode…
74 4 415 2 mcc binary 0.453 8 0.126 Preprocessor1_Mode…
75 4 637 6 mcc binary 0.453 8 0.126 Preprocessor1_Mode…
76 4 638 3 mcc binary 0.453 8 0.126 Preprocessor1_Mode…
77 4 816 3 mcc binary 0.453 8 0.126 Preprocessor1_Mode…
78 2 840 7 mcc binary 0.451 5 0.149 Preprocessor1_Mode…
79 2 1145 9 mcc binary 0.441 5 0.148 Preprocessor1_Mode…
80 2 827 5 mcc binary 0.434 5 0.138 Preprocessor1_Mode…
81 4 410 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
82 4 1344 4 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
83 4 992 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
84 3 1103 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
85 4 1247 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
86 4 616 2 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
87 4 839 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
88 3 1326 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
89 3 566 2 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
90 3 899 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
91 4 1045 11 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
92 3 702 10 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
93 3 533 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
94 4 1358 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
95 4 1102 2 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
96 3 1332 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
97 4 542 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
98 4 1342 4 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
99 4 1220 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
100 4 1290 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
101 3 1187 10 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
102 4 1236 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
103 3 1271 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
104 3 551 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
105 3 427 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
106 3 550 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
107 4 907 2 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
108 4 913 4 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
109 4 805 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
110 4 966 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
111 4 454 5 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
112 4 983 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
113 4 1435 10 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
114 3 692 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
115 3 1133 5 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
116 4 1005 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
117 3 1399 4 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
118 4 764 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
119 3 1256 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
120 4 1491 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
121 3 1457 4 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
122 4 940 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
123 3 661 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
124 4 818 2 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
125 4 1127 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
126 4 1371 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
127 4 1467 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
128 3 1100 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
129 3 930 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
130 4 1398 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
131 4 484 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
132 3 1171 10 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
133 4 945 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
134 4 806 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
135 4 579 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
136 3 735 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
137 3 1418 2 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
138 4 796 11 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
139 4 793 5 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
140 4 1091 10 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
141 3 680 8 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
142 3 503 4 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
143 3 1365 10 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
144 4 539 4 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
145 4 479 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
146 4 853 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
147 3 783 9 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
148 4 897 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
149 3 1259 3 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
150 3 953 7 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
151 4 1351 5 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
152 3 403 4 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
153 3 776 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
154 3 967 5 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
155 4 941 6 mcc binary 0.432 8 0.118 Preprocessor1_Mode…
156 4 1259 10 mcc binary 0.429 8 0.120 Preprocessor1_Mode…
157 4 1277 11 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
158 3 1095 9 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
159 4 1273 13 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
160 3 1481 8 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
161 3 1494 9 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
162 4 630 14 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
163 4 1486 8 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
164 4 715 13 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
165 4 1043 16 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
166 3 556 11 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
167 4 1363 14 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
168 4 1286 10 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
169 4 1156 13 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
170 4 417 10 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
171 4 1190 13 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
172 4 1415 11 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
173 3 1095 10 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
174 4 574 10 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
175 4 1220 11 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
176 4 868 12 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
177 4 1294 13 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
178 4 1146 12 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
179 3 1050 6 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
180 2 1344 4 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
181 3 1237 11 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
182 3 410 5 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
183 2 846 4 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
184 3 1495 9 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
185 3 1393 10 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
186 3 882 8 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
187 3 947 12 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
188 3 927 5 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
189 2 832 9 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
190 3 896 18 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
191 3 521 14 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
192 3 1412 7 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
193 3 1389 11 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
194 4 663 16 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
195 3 1372 6 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
196 3 427 5 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
197 3 1009 3 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
198 3 807 8 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
199 3 618 5 mcc binary 0.414 7 0.135 Preprocessor1_Mode…
200 3 733 11 mcc binary 0.414 7 0.135 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 0.265 0
2 precision binary 1 0
3 spec binary 1 0.989
4 accuracy binary 0.917 0.856
5 f_meas binary 0.419 0
6 mcc binary 0.492 -0.0389
7 kap binary 0.390 -0.0183
8 roc_auc binary 0.971 0.747
9 mn_log_loss binary 0.201 0.344 Confusion matrix
Column 2
ROC curve
Gain curve
4. model - opis i varijable
Column 1
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.
Column 2
Važnost prediktora
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 2 482 33 roc_auc hand_till 0.698 10 0.0179 Preprocessor1_Mode…
2 2 413 31 roc_auc hand_till 0.697 10 0.0208 Preprocessor1_Mode…
3 2 768 39 roc_auc hand_till 0.696 10 0.0188 Preprocessor1_Mode…
4 2 1025 37 roc_auc hand_till 0.695 10 0.0179 Preprocessor1_Mode…
5 2 1054 30 roc_auc hand_till 0.694 10 0.0201 Preprocessor1_Mode…
6 2 423 38 roc_auc hand_till 0.694 10 0.0199 Preprocessor1_Mode…
7 2 418 23 roc_auc hand_till 0.693 10 0.0173 Preprocessor1_Mode…
8 2 830 34 roc_auc hand_till 0.692 10 0.0204 Preprocessor1_Mode…
9 2 703 38 roc_auc hand_till 0.692 10 0.0214 Preprocessor1_Mode…
10 2 1334 22 roc_auc hand_till 0.692 10 0.0210 Preprocessor1_Mode…
11 2 1121 38 roc_auc hand_till 0.692 10 0.0192 Preprocessor1_Mode…
12 2 1134 36 roc_auc hand_till 0.692 10 0.0201 Preprocessor1_Mode…
13 2 1248 30 roc_auc hand_till 0.692 10 0.0201 Preprocessor1_Mode…
14 2 959 37 roc_auc hand_till 0.691 10 0.0206 Preprocessor1_Mode…
15 2 642 31 roc_auc hand_till 0.691 10 0.0179 Preprocessor1_Mode…
16 2 581 38 roc_auc hand_till 0.691 10 0.0191 Preprocessor1_Mode…
17 2 1000 33 roc_auc hand_till 0.691 10 0.0203 Preprocessor1_Mode…
18 2 1056 31 roc_auc hand_till 0.691 10 0.0208 Preprocessor1_Mode…
19 2 616 38 roc_auc hand_till 0.691 10 0.0197 Preprocessor1_Mode…
20 2 1467 36 roc_auc hand_till 0.691 10 0.0201 Preprocessor1_Mode…
21 2 805 39 roc_auc hand_till 0.690 10 0.0180 Preprocessor1_Mode…
22 2 990 38 roc_auc hand_till 0.690 10 0.0179 Preprocessor1_Mode…
23 2 1155 34 roc_auc hand_till 0.690 10 0.0183 Preprocessor1_Mode…
24 2 1122 35 roc_auc hand_till 0.690 10 0.0207 Preprocessor1_Mode…
25 2 443 28 roc_auc hand_till 0.690 10 0.0198 Preprocessor1_Mode…
26 2 806 21 roc_auc hand_till 0.690 10 0.0213 Preprocessor1_Mode…
27 2 1187 34 roc_auc hand_till 0.690 10 0.0194 Preprocessor1_Mode…
28 2 1064 34 roc_auc hand_till 0.690 10 0.0209 Preprocessor1_Mode…
29 2 1272 39 roc_auc hand_till 0.690 10 0.0201 Preprocessor1_Mode…
30 2 1481 27 roc_auc hand_till 0.690 10 0.0192 Preprocessor1_Mode…
31 2 1164 35 roc_auc hand_till 0.690 10 0.0192 Preprocessor1_Mode…
32 2 945 28 roc_auc hand_till 0.690 10 0.0204 Preprocessor1_Mode…
33 2 1001 33 roc_auc hand_till 0.690 10 0.0201 Preprocessor1_Mode…
34 2 1371 25 roc_auc hand_till 0.690 10 0.0211 Preprocessor1_Mode…
35 2 967 36 roc_auc hand_till 0.690 10 0.0204 Preprocessor1_Mode…
36 2 627 40 roc_auc hand_till 0.689 10 0.0175 Preprocessor1_Mode…
37 2 1007 37 roc_auc hand_till 0.689 10 0.0182 Preprocessor1_Mode…
38 2 832 34 roc_auc hand_till 0.689 10 0.0199 Preprocessor1_Mode…
39 2 780 38 roc_auc hand_till 0.689 10 0.0214 Preprocessor1_Mode…
40 2 727 35 roc_auc hand_till 0.689 10 0.0201 Preprocessor1_Mode…
41 2 1357 28 roc_auc hand_till 0.689 10 0.0206 Preprocessor1_Mode…
42 2 528 33 roc_auc hand_till 0.689 10 0.0202 Preprocessor1_Mode…
43 3 655 36 roc_auc hand_till 0.689 10 0.0211 Preprocessor1_Mode…
44 2 1094 22 roc_auc hand_till 0.689 10 0.0227 Preprocessor1_Mode…
45 2 947 34 roc_auc hand_till 0.689 10 0.0205 Preprocessor1_Mode…
46 2 1236 40 roc_auc hand_till 0.689 10 0.0213 Preprocessor1_Mode…
47 2 913 34 roc_auc hand_till 0.689 10 0.0207 Preprocessor1_Mode…
48 2 403 6 roc_auc hand_till 0.688 10 0.0232 Preprocessor1_Mode…
49 2 940 31 roc_auc hand_till 0.688 10 0.0206 Preprocessor1_Mode…
50 2 1192 38 roc_auc hand_till 0.688 10 0.0196 Preprocessor1_Mode…
51 2 1484 40 roc_auc hand_till 0.688 10 0.0185 Preprocessor1_Mode…
52 3 678 33 roc_auc hand_till 0.688 10 0.0210 Preprocessor1_Mode…
53 2 1049 37 roc_auc hand_till 0.688 10 0.0203 Preprocessor1_Mode…
54 2 959 35 roc_auc hand_till 0.688 10 0.0208 Preprocessor1_Mode…
55 2 1348 37 roc_auc hand_till 0.688 10 0.0208 Preprocessor1_Mode…
56 2 1064 38 roc_auc hand_till 0.688 10 0.0191 Preprocessor1_Mode…
57 2 758 38 roc_auc hand_till 0.688 10 0.0195 Preprocessor1_Mode…
58 2 807 35 roc_auc hand_till 0.688 10 0.0194 Preprocessor1_Mode…
59 2 1045 25 roc_auc hand_till 0.688 10 0.0222 Preprocessor1_Mode…
60 2 1164 33 roc_auc hand_till 0.688 10 0.0202 Preprocessor1_Mode…
61 2 1411 36 roc_auc hand_till 0.688 10 0.0195 Preprocessor1_Mode…
62 2 836 25 roc_auc hand_till 0.688 10 0.0194 Preprocessor1_Mode…
63 2 809 34 roc_auc hand_till 0.688 10 0.0216 Preprocessor1_Mode…
64 2 821 37 roc_auc hand_till 0.688 10 0.0203 Preprocessor1_Mode…
65 2 1474 31 roc_auc hand_till 0.687 10 0.0212 Preprocessor1_Mode…
66 2 1190 28 roc_auc hand_till 0.687 10 0.0216 Preprocessor1_Mode…
67 2 1165 4 roc_auc hand_till 0.687 10 0.0215 Preprocessor1_Mode…
68 2 1488 39 roc_auc hand_till 0.687 10 0.0186 Preprocessor1_Mode…
69 2 1492 40 roc_auc hand_till 0.687 10 0.0179 Preprocessor1_Mode…
70 2 776 22 roc_auc hand_till 0.687 10 0.0217 Preprocessor1_Mode…
71 2 838 18 roc_auc hand_till 0.687 10 0.0208 Preprocessor1_Mode…
72 2 1443 32 roc_auc hand_till 0.687 10 0.0200 Preprocessor1_Mode…
73 2 1190 18 roc_auc hand_till 0.687 10 0.0209 Preprocessor1_Mode…
74 2 910 39 roc_auc hand_till 0.687 10 0.0198 Preprocessor1_Mode…
75 2 1141 28 roc_auc hand_till 0.687 10 0.0213 Preprocessor1_Mode…
76 2 927 33 roc_auc hand_till 0.686 10 0.0204 Preprocessor1_Mode…
77 2 953 14 roc_auc hand_till 0.686 10 0.0208 Preprocessor1_Mode…
78 3 715 33 roc_auc hand_till 0.686 10 0.0209 Preprocessor1_Mode…
79 2 908 24 roc_auc hand_till 0.686 10 0.0208 Preprocessor1_Mode…
80 2 1312 26 roc_auc hand_till 0.686 10 0.0216 Preprocessor1_Mode…
81 2 1453 39 roc_auc hand_till 0.686 10 0.0187 Preprocessor1_Mode…
82 2 458 35 roc_auc hand_till 0.686 10 0.0211 Preprocessor1_Mode…
83 2 508 40 roc_auc hand_till 0.686 10 0.0223 Preprocessor1_Mode…
84 2 1302 35 roc_auc hand_till 0.686 10 0.0200 Preprocessor1_Mode…
85 2 839 29 roc_auc hand_till 0.686 10 0.0229 Preprocessor1_Mode…
86 2 929 30 roc_auc hand_till 0.686 10 0.0213 Preprocessor1_Mode…
87 2 1342 35 roc_auc hand_till 0.686 10 0.0196 Preprocessor1_Mode…
88 2 499 33 roc_auc hand_till 0.686 10 0.0230 Preprocessor1_Mode…
89 2 858 21 roc_auc hand_till 0.686 10 0.0227 Preprocessor1_Mode…
90 2 1380 20 roc_auc hand_till 0.686 10 0.0223 Preprocessor1_Mode…
91 2 413 24 roc_auc hand_till 0.686 10 0.0191 Preprocessor1_Mode…
92 2 706 19 roc_auc hand_till 0.686 10 0.0192 Preprocessor1_Mode…
93 2 865 40 roc_auc hand_till 0.686 10 0.0187 Preprocessor1_Mode…
94 2 1029 26 roc_auc hand_till 0.686 10 0.0221 Preprocessor1_Mode…
95 2 1100 26 roc_auc hand_till 0.686 10 0.0235 Preprocessor1_Mode…
96 2 1200 29 roc_auc hand_till 0.686 10 0.0218 Preprocessor1_Mode…
97 2 975 31 roc_auc hand_till 0.686 10 0.0218 Preprocessor1_Mode…
98 2 661 34 roc_auc hand_till 0.686 10 0.0193 Preprocessor1_Mode…
99 2 483 34 roc_auc hand_till 0.685 10 0.0207 Preprocessor1_Mode…
100 2 1188 32 roc_auc hand_till 0.685 10 0.0203 Preprocessor1_Mode…
101 2 1445 31 roc_auc hand_till 0.685 10 0.0217 Preprocessor1_Mode…
102 2 1174 27 roc_auc hand_till 0.685 10 0.0220 Preprocessor1_Mode…
103 2 1463 28 roc_auc hand_till 0.685 10 0.0215 Preprocessor1_Mode…
104 3 603 38 roc_auc hand_till 0.685 10 0.0211 Preprocessor1_Mode…
105 2 1067 35 roc_auc hand_till 0.685 10 0.0199 Preprocessor1_Mode…
106 2 542 21 roc_auc hand_till 0.685 10 0.0206 Preprocessor1_Mode…
107 2 762 31 roc_auc hand_till 0.685 10 0.0211 Preprocessor1_Mode…
108 2 829 40 roc_auc hand_till 0.685 10 0.0181 Preprocessor1_Mode…
109 2 1457 28 roc_auc hand_till 0.685 10 0.0216 Preprocessor1_Mode…
110 2 587 38 roc_auc hand_till 0.685 10 0.0189 Preprocessor1_Mode…
111 3 1214 30 roc_auc hand_till 0.685 10 0.0224 Preprocessor1_Mode…
112 3 403 37 roc_auc hand_till 0.685 10 0.0206 Preprocessor1_Mode…
113 3 867 34 roc_auc hand_till 0.685 10 0.0231 Preprocessor1_Mode…
114 2 1028 19 roc_auc hand_till 0.684 10 0.0215 Preprocessor1_Mode…
115 2 1383 24 roc_auc hand_till 0.684 10 0.0221 Preprocessor1_Mode…
116 2 853 25 roc_auc hand_till 0.684 10 0.0214 Preprocessor1_Mode…
117 2 1410 35 roc_auc hand_till 0.684 10 0.0208 Preprocessor1_Mode…
118 2 637 34 roc_auc hand_till 0.684 10 0.0204 Preprocessor1_Mode…
119 2 929 35 roc_auc hand_till 0.684 10 0.0199 Preprocessor1_Mode…
120 3 1178 39 roc_auc hand_till 0.684 10 0.0214 Preprocessor1_Mode…
121 2 614 17 roc_auc hand_till 0.684 10 0.0207 Preprocessor1_Mode…
122 2 1161 30 roc_auc hand_till 0.684 10 0.0224 Preprocessor1_Mode…
123 2 668 36 roc_auc hand_till 0.684 10 0.0196 Preprocessor1_Mode…
124 2 1021 30 roc_auc hand_till 0.684 10 0.0211 Preprocessor1_Mode…
125 2 988 22 roc_auc hand_till 0.684 10 0.0222 Preprocessor1_Mode…
126 2 763 36 roc_auc hand_till 0.684 10 0.0205 Preprocessor1_Mode…
127 2 947 22 roc_auc hand_till 0.684 10 0.0213 Preprocessor1_Mode…
128 2 1141 37 roc_auc hand_till 0.683 10 0.0212 Preprocessor1_Mode…
129 2 450 8 roc_auc hand_till 0.683 10 0.0229 Preprocessor1_Mode…
130 2 1344 23 roc_auc hand_till 0.683 10 0.0198 Preprocessor1_Mode…
131 2 875 31 roc_auc hand_till 0.683 10 0.0226 Preprocessor1_Mode…
132 2 584 20 roc_auc hand_till 0.683 10 0.0201 Preprocessor1_Mode…
133 2 410 24 roc_auc hand_till 0.683 10 0.0235 Preprocessor1_Mode…
134 2 1239 11 roc_auc hand_till 0.683 10 0.0212 Preprocessor1_Mode…
135 2 804 35 roc_auc hand_till 0.683 10 0.0217 Preprocessor1_Mode…
136 2 846 24 roc_auc hand_till 0.683 10 0.0218 Preprocessor1_Mode…
137 2 1133 21 roc_auc hand_till 0.683 10 0.0225 Preprocessor1_Mode…
138 2 935 18 roc_auc hand_till 0.683 10 0.0215 Preprocessor1_Mode…
139 2 1332 26 roc_auc hand_till 0.683 10 0.0226 Preprocessor1_Mode…
140 2 657 12 roc_auc hand_till 0.683 10 0.0258 Preprocessor1_Mode…
141 2 1457 35 roc_auc hand_till 0.683 10 0.0213 Preprocessor1_Mode…
142 2 430 16 roc_auc hand_till 0.683 10 0.0237 Preprocessor1_Mode…
143 2 930 10 roc_auc hand_till 0.683 10 0.0223 Preprocessor1_Mode…
144 2 973 33 roc_auc hand_till 0.683 10 0.0219 Preprocessor1_Mode…
145 3 604 31 roc_auc hand_till 0.683 10 0.0195 Preprocessor1_Mode…
146 2 1383 7 roc_auc hand_till 0.683 10 0.0225 Preprocessor1_Mode…
147 3 1005 5 roc_auc hand_till 0.683 10 0.0233 Preprocessor1_Mode…
148 2 1126 25 roc_auc hand_till 0.683 10 0.0228 Preprocessor1_Mode…
149 2 725 19 roc_auc hand_till 0.683 10 0.0212 Preprocessor1_Mode…
150 2 821 31 roc_auc hand_till 0.683 10 0.0204 Preprocessor1_Mode…
151 2 437 40 roc_auc hand_till 0.682 10 0.0196 Preprocessor1_Mode…
152 2 1384 24 roc_auc hand_till 0.682 10 0.0213 Preprocessor1_Mode…
153 2 1309 26 roc_auc hand_till 0.682 10 0.0229 Preprocessor1_Mode…
154 2 871 15 roc_auc hand_till 0.682 10 0.0230 Preprocessor1_Mode…
155 3 582 39 roc_auc hand_till 0.682 10 0.0223 Preprocessor1_Mode…
156 3 438 40 roc_auc hand_till 0.682 10 0.0218 Preprocessor1_Mode…
157 3 932 36 roc_auc hand_till 0.682 10 0.0223 Preprocessor1_Mode…
158 2 815 20 roc_auc hand_till 0.682 10 0.0214 Preprocessor1_Mode…
159 3 1252 33 roc_auc hand_till 0.682 10 0.0236 Preprocessor1_Mode…
160 2 439 21 roc_auc hand_till 0.682 10 0.0206 Preprocessor1_Mode…
161 2 1480 28 roc_auc hand_till 0.682 10 0.0209 Preprocessor1_Mode…
162 2 842 22 roc_auc hand_till 0.682 10 0.0230 Preprocessor1_Mode…
163 2 593 17 roc_auc hand_till 0.682 10 0.0235 Preprocessor1_Mode…
164 2 945 7 roc_auc hand_till 0.682 10 0.0225 Preprocessor1_Mode…
165 3 1015 36 roc_auc hand_till 0.682 10 0.0212 Preprocessor1_Mode…
166 2 1406 35 roc_auc hand_till 0.682 10 0.0220 Preprocessor1_Mode…
167 2 726 20 roc_auc hand_till 0.682 10 0.0207 Preprocessor1_Mode…
168 2 1448 11 roc_auc hand_till 0.682 10 0.0218 Preprocessor1_Mode…
169 2 1060 16 roc_auc hand_till 0.682 10 0.0215 Preprocessor1_Mode…
170 3 875 28 roc_auc hand_till 0.682 10 0.0210 Preprocessor1_Mode…
171 2 674 14 roc_auc hand_till 0.682 10 0.0211 Preprocessor1_Mode…
172 2 933 5 roc_auc hand_till 0.682 10 0.0218 Preprocessor1_Mode…
173 3 1188 39 roc_auc hand_till 0.682 10 0.0229 Preprocessor1_Mode…
174 2 1036 26 roc_auc hand_till 0.681 10 0.0218 Preprocessor1_Mode…
175 2 783 25 roc_auc hand_till 0.681 10 0.0234 Preprocessor1_Mode…
176 3 1206 35 roc_auc hand_till 0.681 10 0.0233 Preprocessor1_Mode…
177 2 656 28 roc_auc hand_till 0.681 10 0.0235 Preprocessor1_Mode…
178 2 995 26 roc_auc hand_till 0.681 10 0.0222 Preprocessor1_Mode…
179 2 535 26 roc_auc hand_till 0.681 10 0.0221 Preprocessor1_Mode…
180 2 896 27 roc_auc hand_till 0.681 10 0.0225 Preprocessor1_Mode…
181 2 1095 17 roc_auc hand_till 0.681 10 0.0218 Preprocessor1_Mode…
182 2 544 19 roc_auc hand_till 0.681 10 0.0225 Preprocessor1_Mode…
183 3 757 39 roc_auc hand_till 0.681 10 0.0230 Preprocessor1_Mode…
184 3 1495 40 roc_auc hand_till 0.681 10 0.0220 Preprocessor1_Mode…
185 3 1053 40 roc_auc hand_till 0.681 10 0.0237 Preprocessor1_Mode…
186 2 574 39 roc_auc hand_till 0.681 10 0.0199 Preprocessor1_Mode…
187 3 793 32 roc_auc hand_till 0.681 10 0.0228 Preprocessor1_Mode…
188 3 673 34 roc_auc hand_till 0.681 10 0.0208 Preprocessor1_Mode…
189 2 913 16 roc_auc hand_till 0.681 10 0.0206 Preprocessor1_Mode…
190 3 722 38 roc_auc hand_till 0.681 10 0.0225 Preprocessor1_Mode…
191 2 1406 25 roc_auc hand_till 0.681 10 0.0206 Preprocessor1_Mode…
192 3 1457 37 roc_auc hand_till 0.681 10 0.0231 Preprocessor1_Mode…
193 2 1362 11 roc_auc hand_till 0.681 10 0.0215 Preprocessor1_Mode…
194 3 969 34 roc_auc hand_till 0.681 10 0.0216 Preprocessor1_Mode…
195 3 923 38 roc_auc hand_till 0.681 10 0.0225 Preprocessor1_Mode…
196 2 985 22 roc_auc hand_till 0.681 10 0.0200 Preprocessor1_Mode…
197 4 471 36 roc_auc hand_till 0.681 10 0.0220 Preprocessor1_Mode…
198 2 1494 21 roc_auc hand_till 0.681 10 0.0222 Preprocessor1_Mode…
199 2 715 20 roc_auc hand_till 0.681 10 0.0214 Preprocessor1_Mode…
200 2 1050 16 roc_auc hand_till 0.681 10 0.0215 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 2 910 39 mcc multiclass 0.413 10 0.0420 Preprocessor1_Mode…
2 2 763 36 mcc multiclass 0.400 10 0.0401 Preprocessor1_Mode…
3 3 669 3 mcc multiclass 0.395 10 0.0441 Preprocessor1_Mode…
4 3 550 20 mcc multiclass 0.394 10 0.0373 Preprocessor1_Mode…
5 2 542 21 mcc multiclass 0.393 10 0.0383 Preprocessor1_Mode…
6 2 413 24 mcc multiclass 0.391 10 0.0393 Preprocessor1_Mode…
7 3 1273 15 mcc multiclass 0.391 10 0.0395 Preprocessor1_Mode…
8 2 581 38 mcc multiclass 0.390 10 0.0435 Preprocessor1_Mode…
9 2 430 16 mcc multiclass 0.390 10 0.0395 Preprocessor1_Mode…
10 2 437 40 mcc multiclass 0.389 10 0.0418 Preprocessor1_Mode…
11 2 661 34 mcc multiclass 0.389 10 0.0433 Preprocessor1_Mode…
12 3 1426 13 mcc multiclass 0.389 10 0.0403 Preprocessor1_Mode…
13 3 1158 3 mcc multiclass 0.389 10 0.0378 Preprocessor1_Mode…
14 4 731 14 mcc multiclass 0.388 10 0.0435 Preprocessor1_Mode…
15 3 1193 13 mcc multiclass 0.388 10 0.0405 Preprocessor1_Mode…
16 2 817 25 mcc multiclass 0.388 10 0.0449 Preprocessor1_Mode…
17 2 776 22 mcc multiclass 0.388 10 0.0380 Preprocessor1_Mode…
18 2 1187 34 mcc multiclass 0.387 10 0.0416 Preprocessor1_Mode…
19 2 959 37 mcc multiclass 0.387 10 0.0381 Preprocessor1_Mode…
20 2 990 38 mcc multiclass 0.387 10 0.0442 Preprocessor1_Mode…
21 3 1161 23 mcc multiclass 0.386 10 0.0394 Preprocessor1_Mode…
22 2 1463 28 mcc multiclass 0.386 10 0.0425 Preprocessor1_Mode…
23 2 1443 32 mcc multiclass 0.386 10 0.0427 Preprocessor1_Mode…
24 2 499 13 mcc multiclass 0.385 10 0.0408 Preprocessor1_Mode…
25 4 1265 14 mcc multiclass 0.385 10 0.0365 Preprocessor1_Mode…
26 3 452 24 mcc multiclass 0.385 10 0.0436 Preprocessor1_Mode…
27 2 947 34 mcc multiclass 0.385 10 0.0447 Preprocessor1_Mode…
28 2 418 23 mcc multiclass 0.384 10 0.0389 Preprocessor1_Mode…
29 3 1174 15 mcc multiclass 0.384 10 0.0409 Preprocessor1_Mode…
30 2 830 34 mcc multiclass 0.384 10 0.0476 Preprocessor1_Mode…
31 2 727 35 mcc multiclass 0.384 10 0.0428 Preprocessor1_Mode…
32 3 1204 14 mcc multiclass 0.384 10 0.0409 Preprocessor1_Mode…
33 4 645 7 mcc multiclass 0.384 10 0.0384 Preprocessor1_Mode…
34 3 1127 15 mcc multiclass 0.384 10 0.0406 Preprocessor1_Mode…
35 4 465 3 mcc multiclass 0.384 10 0.0381 Preprocessor1_Mode…
36 3 1327 6 mcc multiclass 0.383 10 0.0414 Preprocessor1_Mode…
37 3 479 16 mcc multiclass 0.383 10 0.0405 Preprocessor1_Mode…
38 3 1255 18 mcc multiclass 0.383 10 0.0405 Preprocessor1_Mode…
39 3 1236 17 mcc multiclass 0.383 10 0.0405 Preprocessor1_Mode…
40 2 550 21 mcc multiclass 0.383 10 0.0449 Preprocessor1_Mode…
41 2 1457 28 mcc multiclass 0.383 10 0.0449 Preprocessor1_Mode…
42 2 703 38 mcc multiclass 0.383 10 0.0412 Preprocessor1_Mode…
43 3 1498 11 mcc multiclass 0.383 10 0.0413 Preprocessor1_Mode…
44 3 812 11 mcc multiclass 0.383 10 0.0413 Preprocessor1_Mode…
45 4 1471 5 mcc multiclass 0.383 10 0.0462 Preprocessor1_Mode…
46 3 665 9 mcc multiclass 0.383 10 0.0405 Preprocessor1_Mode…
47 3 1277 9 mcc multiclass 0.382 10 0.0420 Preprocessor1_Mode…
48 3 668 25 mcc multiclass 0.382 10 0.0397 Preprocessor1_Mode…
49 3 894 15 mcc multiclass 0.382 10 0.0376 Preprocessor1_Mode…
50 4 1425 9 mcc multiclass 0.382 10 0.0366 Preprocessor1_Mode…
51 3 1313 25 mcc multiclass 0.382 10 0.0442 Preprocessor1_Mode…
52 2 627 40 mcc multiclass 0.382 10 0.0469 Preprocessor1_Mode…
53 4 615 9 mcc multiclass 0.382 10 0.0411 Preprocessor1_Mode…
54 3 1366 7 mcc multiclass 0.382 10 0.0411 Preprocessor1_Mode…
55 3 840 14 mcc multiclass 0.382 10 0.0413 Preprocessor1_Mode…
56 3 1194 17 mcc multiclass 0.382 10 0.0413 Preprocessor1_Mode…
57 3 1406 17 mcc multiclass 0.382 10 0.0413 Preprocessor1_Mode…
58 3 826 5 mcc multiclass 0.381 10 0.0423 Preprocessor1_Mode…
59 2 839 29 mcc multiclass 0.381 10 0.0430 Preprocessor1_Mode…
60 3 910 15 mcc multiclass 0.381 10 0.0379 Preprocessor1_Mode…
61 3 1464 5 mcc multiclass 0.381 10 0.0411 Preprocessor1_Mode…
62 2 1481 27 mcc multiclass 0.381 10 0.0425 Preprocessor1_Mode…
63 3 1256 29 mcc multiclass 0.381 10 0.0443 Preprocessor1_Mode…
64 3 787 17 mcc multiclass 0.381 10 0.0415 Preprocessor1_Mode…
65 2 933 5 mcc multiclass 0.381 10 0.0402 Preprocessor1_Mode…
66 2 805 39 mcc multiclass 0.381 10 0.0387 Preprocessor1_Mode…
67 2 508 40 mcc multiclass 0.381 10 0.0387 Preprocessor1_Mode…
68 2 454 8 mcc multiclass 0.381 10 0.0445 Preprocessor1_Mode…
69 3 1250 25 mcc multiclass 0.381 10 0.0388 Preprocessor1_Mode…
70 3 907 25 mcc multiclass 0.381 10 0.0388 Preprocessor1_Mode…
71 2 1151 14 mcc multiclass 0.381 10 0.0402 Preprocessor1_Mode…
72 3 806 11 mcc multiclass 0.380 10 0.0410 Preprocessor1_Mode…
73 3 492 6 mcc multiclass 0.380 10 0.0426 Preprocessor1_Mode…
74 4 725 5 mcc multiclass 0.380 10 0.0411 Preprocessor1_Mode…
75 2 635 15 mcc multiclass 0.380 10 0.0420 Preprocessor1_Mode…
76 3 1414 27 mcc multiclass 0.380 10 0.0390 Preprocessor1_Mode…
77 2 941 14 mcc multiclass 0.380 10 0.0390 Preprocessor1_Mode…
78 4 1396 16 mcc multiclass 0.380 10 0.0377 Preprocessor1_Mode…
79 3 644 19 mcc multiclass 0.380 10 0.0410 Preprocessor1_Mode…
80 2 1326 4 mcc multiclass 0.380 10 0.0415 Preprocessor1_Mode…
81 3 899 3 mcc multiclass 0.380 10 0.0347 Preprocessor1_Mode…
82 2 484 8 mcc multiclass 0.380 10 0.0421 Preprocessor1_Mode…
83 3 540 24 mcc multiclass 0.380 10 0.0422 Preprocessor1_Mode…
84 3 566 9 mcc multiclass 0.380 10 0.0412 Preprocessor1_Mode…
85 2 1410 35 mcc multiclass 0.380 10 0.0441 Preprocessor1_Mode…
86 2 499 33 mcc multiclass 0.379 10 0.0447 Preprocessor1_Mode…
87 2 537 17 mcc multiclass 0.379 10 0.0447 Preprocessor1_Mode…
88 2 1426 11 mcc multiclass 0.379 10 0.0434 Preprocessor1_Mode…
89 3 1491 24 mcc multiclass 0.379 10 0.0385 Preprocessor1_Mode…
90 2 1482 9 mcc multiclass 0.379 10 0.0415 Preprocessor1_Mode…
91 2 937 13 mcc multiclass 0.379 10 0.0399 Preprocessor1_Mode…
92 3 842 15 mcc multiclass 0.379 10 0.0391 Preprocessor1_Mode…
93 2 1236 40 mcc multiclass 0.379 10 0.0438 Preprocessor1_Mode…
94 2 807 35 mcc multiclass 0.379 10 0.0411 Preprocessor1_Mode…
95 2 1219 4 mcc multiclass 0.379 10 0.0401 Preprocessor1_Mode…
96 4 690 16 mcc multiclass 0.379 10 0.0390 Preprocessor1_Mode…
97 4 572 2 mcc multiclass 0.379 10 0.0368 Preprocessor1_Mode…
98 3 1235 4 mcc multiclass 0.378 10 0.0435 Preprocessor1_Mode…
99 2 733 14 mcc multiclass 0.378 10 0.0429 Preprocessor1_Mode…
100 3 775 9 mcc multiclass 0.378 10 0.0431 Preprocessor1_Mode…
101 2 1171 17 mcc multiclass 0.378 10 0.0426 Preprocessor1_Mode…
102 3 1183 15 mcc multiclass 0.378 10 0.0348 Preprocessor1_Mode…
103 3 935 22 mcc multiclass 0.378 10 0.0434 Preprocessor1_Mode…
104 2 1141 28 mcc multiclass 0.378 10 0.0417 Preprocessor1_Mode…
105 2 940 31 mcc multiclass 0.378 10 0.0462 Preprocessor1_Mode…
106 2 1348 37 mcc multiclass 0.378 10 0.0385 Preprocessor1_Mode…
107 2 1239 11 mcc multiclass 0.378 10 0.0443 Preprocessor1_Mode…
108 4 1214 5 mcc multiclass 0.378 10 0.0454 Preprocessor1_Mode…
109 2 975 31 mcc multiclass 0.378 10 0.0426 Preprocessor1_Mode…
110 2 758 14 mcc multiclass 0.377 10 0.0431 Preprocessor1_Mode…
111 2 488 13 mcc multiclass 0.377 10 0.0431 Preprocessor1_Mode…
112 2 840 11 mcc multiclass 0.377 10 0.0431 Preprocessor1_Mode…
113 2 1067 35 mcc multiclass 0.377 10 0.0433 Preprocessor1_Mode…
114 3 1045 11 mcc multiclass 0.377 10 0.0444 Preprocessor1_Mode…
115 3 735 5 mcc multiclass 0.377 10 0.0438 Preprocessor1_Mode…
116 3 604 3 mcc multiclass 0.377 10 0.0460 Preprocessor1_Mode…
117 3 481 27 mcc multiclass 0.377 10 0.0470 Preprocessor1_Mode…
118 3 1081 11 mcc multiclass 0.377 10 0.0371 Preprocessor1_Mode…
119 3 1320 14 mcc multiclass 0.377 10 0.0424 Preprocessor1_Mode…
120 3 616 4 mcc multiclass 0.377 10 0.0460 Preprocessor1_Mode…
121 3 762 10 mcc multiclass 0.377 10 0.0458 Preprocessor1_Mode…
122 4 931 8 mcc multiclass 0.376 10 0.0377 Preprocessor1_Mode…
123 3 1475 6 mcc multiclass 0.376 10 0.0429 Preprocessor1_Mode…
124 4 506 4 mcc multiclass 0.376 10 0.0421 Preprocessor1_Mode…
125 3 885 15 mcc multiclass 0.376 10 0.0411 Preprocessor1_Mode…
126 3 718 7 mcc multiclass 0.376 10 0.0393 Preprocessor1_Mode…
127 3 718 27 mcc multiclass 0.376 10 0.0460 Preprocessor1_Mode…
128 2 928 14 mcc multiclass 0.376 10 0.0403 Preprocessor1_Mode…
129 2 410 24 mcc multiclass 0.376 10 0.0403 Preprocessor1_Mode…
130 2 693 19 mcc multiclass 0.376 10 0.0398 Preprocessor1_Mode…
131 2 1444 3 mcc multiclass 0.376 10 0.0426 Preprocessor1_Mode…
132 4 1373 9 mcc multiclass 0.376 10 0.0376 Preprocessor1_Mode…
133 2 1492 40 mcc multiclass 0.376 10 0.0438 Preprocessor1_Mode…
134 3 1398 7 mcc multiclass 0.376 10 0.0428 Preprocessor1_Mode…
135 3 1237 18 mcc multiclass 0.376 10 0.0386 Preprocessor1_Mode…
136 2 1155 34 mcc multiclass 0.376 10 0.0428 Preprocessor1_Mode…
137 4 911 21 mcc multiclass 0.376 10 0.0408 Preprocessor1_Mode…
138 3 677 18 mcc multiclass 0.376 10 0.0418 Preprocessor1_Mode…
139 4 1250 7 mcc multiclass 0.376 10 0.0404 Preprocessor1_Mode…
140 3 1017 9 mcc multiclass 0.376 10 0.0375 Preprocessor1_Mode…
141 2 691 10 mcc multiclass 0.375 10 0.0438 Preprocessor1_Mode…
142 2 1141 37 mcc multiclass 0.375 10 0.0440 Preprocessor1_Mode…
143 3 1114 22 mcc multiclass 0.375 10 0.0409 Preprocessor1_Mode…
144 3 955 23 mcc multiclass 0.375 10 0.0409 Preprocessor1_Mode…
145 3 859 18 mcc multiclass 0.375 10 0.0409 Preprocessor1_Mode…
146 3 1049 21 mcc multiclass 0.375 10 0.0409 Preprocessor1_Mode…
147 3 1338 25 mcc multiclass 0.375 10 0.0409 Preprocessor1_Mode…
148 2 948 10 mcc multiclass 0.375 10 0.0415 Preprocessor1_Mode…
149 2 1007 37 mcc multiclass 0.375 10 0.0442 Preprocessor1_Mode…
150 3 793 2 mcc multiclass 0.375 10 0.0465 Preprocessor1_Mode…
151 3 1175 6 mcc multiclass 0.375 10 0.0404 Preprocessor1_Mode…
152 2 1494 21 mcc multiclass 0.375 10 0.0424 Preprocessor1_Mode…
153 3 739 24 mcc multiclass 0.375 10 0.0388 Preprocessor1_Mode…
154 3 763 38 mcc multiclass 0.375 10 0.0466 Preprocessor1_Mode…
155 4 818 2 mcc multiclass 0.375 10 0.0405 Preprocessor1_Mode…
156 2 413 31 mcc multiclass 0.375 10 0.0443 Preprocessor1_Mode…
157 2 528 33 mcc multiclass 0.375 10 0.0437 Preprocessor1_Mode…
158 2 584 20 mcc multiclass 0.375 10 0.0413 Preprocessor1_Mode…
159 3 448 12 mcc multiclass 0.375 10 0.0379 Preprocessor1_Mode…
160 4 1107 13 mcc multiclass 0.375 10 0.0452 Preprocessor1_Mode…
161 2 809 34 mcc multiclass 0.375 10 0.0470 Preprocessor1_Mode…
162 4 475 2 mcc multiclass 0.375 10 0.0403 Preprocessor1_Mode…
163 2 535 26 mcc multiclass 0.375 10 0.0435 Preprocessor1_Mode…
164 2 1272 39 mcc multiclass 0.375 10 0.0417 Preprocessor1_Mode…
165 4 784 12 mcc multiclass 0.375 10 0.0445 Preprocessor1_Mode…
166 3 1371 20 mcc multiclass 0.375 10 0.0417 Preprocessor1_Mode…
167 2 780 38 mcc multiclass 0.375 10 0.0433 Preprocessor1_Mode…
168 2 882 6 mcc multiclass 0.375 10 0.0438 Preprocessor1_Mode…
169 3 1067 9 mcc multiclass 0.375 10 0.0436 Preprocessor1_Mode…
170 3 867 34 mcc multiclass 0.375 10 0.0476 Preprocessor1_Mode…
171 3 1173 23 mcc multiclass 0.375 10 0.0413 Preprocessor1_Mode…
172 3 1326 24 mcc multiclass 0.375 10 0.0411 Preprocessor1_Mode…
173 3 1362 26 mcc multiclass 0.375 10 0.0411 Preprocessor1_Mode…
174 3 793 32 mcc multiclass 0.375 10 0.0411 Preprocessor1_Mode…
175 3 653 20 mcc multiclass 0.375 10 0.0411 Preprocessor1_Mode…
176 3 1158 12 mcc multiclass 0.375 10 0.0452 Preprocessor1_Mode…
177 2 1280 15 mcc multiclass 0.375 10 0.0414 Preprocessor1_Mode…
178 3 495 12 mcc multiclass 0.375 10 0.0400 Preprocessor1_Mode…
179 2 609 7 mcc multiclass 0.374 10 0.0445 Preprocessor1_Mode…
180 3 765 2 mcc multiclass 0.374 10 0.0499 Preprocessor1_Mode…
181 3 1208 28 mcc multiclass 0.374 10 0.0445 Preprocessor1_Mode…
182 3 684 15 mcc multiclass 0.374 10 0.0378 Preprocessor1_Mode…
183 4 1409 29 mcc multiclass 0.374 10 0.0434 Preprocessor1_Mode…
184 4 1043 22 mcc multiclass 0.374 10 0.0427 Preprocessor1_Mode…
185 4 859 18 mcc multiclass 0.374 10 0.0389 Preprocessor1_Mode…
186 3 1421 28 mcc multiclass 0.374 10 0.0415 Preprocessor1_Mode…
187 2 1286 25 mcc multiclass 0.374 10 0.0430 Preprocessor1_Mode…
188 4 511 13 mcc multiclass 0.374 10 0.0407 Preprocessor1_Mode…
189 4 606 20 mcc multiclass 0.374 10 0.0443 Preprocessor1_Mode…
190 4 1119 14 mcc multiclass 0.374 10 0.0415 Preprocessor1_Mode…
191 2 1188 32 mcc multiclass 0.374 10 0.0444 Preprocessor1_Mode…
192 2 1165 4 mcc multiclass 0.374 10 0.0406 Preprocessor1_Mode…
193 3 556 29 mcc multiclass 0.374 10 0.0392 Preprocessor1_Mode…
194 3 781 25 mcc multiclass 0.374 10 0.0392 Preprocessor1_Mode…
195 2 959 35 mcc multiclass 0.374 10 0.0446 Preprocessor1_Mode…
196 3 846 30 mcc multiclass 0.374 10 0.0415 Preprocessor1_Mode…
197 4 521 3 mcc multiclass 0.374 10 0.0410 Preprocessor1_Mode…
198 2 1285 22 mcc multiclass 0.374 10 0.0416 Preprocessor1_Mode…
199 2 1139 15 mcc multiclass 0.374 10 0.0416 Preprocessor1_Mode…
200 2 1414 22 mcc multiclass 0.374 10 0.0416 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 0.564 0.377
2 precision macro 0.889 0.647
3 spec macro 0.904 0.842
4 accuracy multiclass 0.785 0.647
5 f_meas macro 0.613 0.695
6 mcc multiclass 0.624 0.385
7 kap multiclass 0.616 0.374
8 roc_auc hand_till 0.914 0.749
9 mn_log_loss multiclass 0.589 0.872Confusion matrix
Column 2
ROC curve
Gain curve
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 - efikasnost
Column 1
Metrike na testnom i trening skupu, (klasa 0) : (klasa 1) = 1 : 7
# A tibble: 9 × 4
.metric .estimator trening test
<chr> <chr> <dbl> <dbl>
1 sens binary 0.912 0.214
2 precision binary 0.443 0.18
3 spec binary 0.854 0.848
4 accuracy binary 0.861 0.763
5 f_meas binary 0.596 0.196
6 mcc binary 0.574 0.0581
7 kap binary 0.524 0.0578
8 roc_auc binary 0.953 0.650
9 mn_log_loss binary 0.367 0.495 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 0.941 0.571
2 precision binary 0.291 0.220
3 spec binary 0.709 0.685
4 accuracy binary 0.735 0.670
5 f_meas binary 0.444 0.318
6 mcc binary 0.427 0.184
7 kap binary 0.329 0.153
8 roc_auc binary 0.961 0.625
9 mn_log_loss binary 0.490 0.606Confusion 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 0.971 0.0952
2 precision binary 1 0.129
3 spec binary 1 0.9
4 accuracy binary 0.997 0.792
5 f_meas binary 0.985 0.110
6 mcc binary 0.983 -0.00543
7 kap binary 0.983 -0.00535
8 roc_auc binary 0.986 0.530
9 mn_log_loss binary 0.125 0.486 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 0.618 0.452
2 precision binary 0.208 0.264
3 spec binary 0.701 0.804
4 accuracy binary 0.692 0.756
5 f_meas binary 0.311 0.333
6 mcc binary 0.214 0.207
7 kap binary 0.172 0.197
8 roc_auc binary 0.770 0.675
9 mn_log_loss binary 0.515 0.522Confusion matrix
Column 2
ROC curve
Gain curve
Važnost varijabli
Column 1
težine 1
težine 2
Column 2
ROSE
SMOTE
Hiperparametri
Column 1
težine 1
težine 2
Column 2
ROSE
SMOTE
