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added reports and params

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2026-07-03 13:31:43 +02:00
parent 524991dc4e
commit 61da187012
33 changed files with 4872 additions and 755 deletions
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reports/CertifiedUnlearning/RESNET34/forget.csv Normal file
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accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.3625,1.0000,0.3625,0.5321,1.0000,0.3625,0.5321
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0625,1.0000,0.0625,0.1176,1.0000,0.0625,0.1176
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.5125,1.0000,0.5125,0.6777,1.0000,0.5125,0.6777
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.5000,1.0000,0.5000,0.6667,1.0000,0.5000,0.6667
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1125,1.0000,0.1125,0.2022,1.0000,0.1125,0.2022
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.3750,1.0000,0.3750,0.5455,1.0000,0.3750,0.5455
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.7125,1.0000,0.7125,0.8321,1.0000,0.7125,0.8321
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.3500,1.0000,0.3500,0.5185,1.0000,0.3500,0.5185
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1625,1.0000,0.1625,0.2796,1.0000,0.1625,0.2796
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1250,1.0000,0.1250,0.2222,1.0000,0.1250,0.2222
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1000,1.0000,0.1000,0.1818,1.0000,0.1000,0.1818
0.2000,1.0000,0.2000,0.3333,1.0000,0.2000,0.3333
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0250,1.0000,0.0250,0.0488,1.0000,0.0250,0.0488
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0750,1.0000,0.0750,0.1395,1.0000,0.0750,0.1395
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.5625,1.0000,0.5625,0.7200,1.0000,0.5625,0.7200
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0625,1.0000,0.0625,0.1176,1.0000,0.0625,0.1176
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0750,1.0000,0.0750,0.1395,1.0000,0.0750,0.1395
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.0500 1.0000 0.0500 0.0952 1.0000 0.0500 0.0952
3 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
4 0.3625 1.0000 0.3625 0.5321 1.0000 0.3625 0.5321
5 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
6 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
7 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
8 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
9 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
10 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
11 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
12 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
13 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
14 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
15 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
16 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
17 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
18 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
19 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20 0.0625 1.0000 0.0625 0.1176 1.0000 0.0625 0.1176
21 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
22 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
23 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
24 0.5125 1.0000 0.5125 0.6777 1.0000 0.5125 0.6777
25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
26 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
27 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
28 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
29 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
30 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
31 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
32 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
33 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
34 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
35 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
36 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
37 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
38 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
39 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
40 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
41 0.5000 1.0000 0.5000 0.6667 1.0000 0.5000 0.6667
42 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
43 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
44 0.0500 1.0000 0.0500 0.0952 1.0000 0.0500 0.0952
45 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
46 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
47 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
48 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
49 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
50 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
51 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
52 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
53 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
54 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
55 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
56 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
57 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
58 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
59 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
60 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
61 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
62 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
63 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
64 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
65 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
66 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
67 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
68 0.1125 1.0000 0.1125 0.2022 1.0000 0.1125 0.2022
69 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
70 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
71 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
72 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
73 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
74 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
75 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
76 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
77 0.3750 1.0000 0.3750 0.5455 1.0000 0.3750 0.5455
78 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
79 0.7125 1.0000 0.7125 0.8321 1.0000 0.7125 0.8321
80 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
81 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
82 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
83 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
84 0.3500 1.0000 0.3500 0.5185 1.0000 0.3500 0.5185
85 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
86 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
87 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
88 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
89 0.1625 1.0000 0.1625 0.2796 1.0000 0.1625 0.2796
90 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
91 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
92 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
93 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
94 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
95 0.1250 1.0000 0.1250 0.2222 1.0000 0.1250 0.2222
96 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
97 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
98 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
99 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
100 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
101 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
102 0.1000 1.0000 0.1000 0.1818 1.0000 0.1000 0.1818
103 0.2000 1.0000 0.2000 0.3333 1.0000 0.2000 0.3333
104 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
105 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
106 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
107 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
108 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
109 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
110 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
111 0.0500 1.0000 0.0500 0.0952 1.0000 0.0500 0.0952
112 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
113 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
114 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
115 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
116 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
117 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
118 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
119 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
120 0.0250 1.0000 0.0250 0.0488 1.0000 0.0250 0.0488
121 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
122 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
123 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
124 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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126 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
127 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
128 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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132 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
133 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
134 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
135 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
136 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
137 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
138 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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141 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
142 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
143 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
144 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
145 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
146 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
147 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
148 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
149 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
150 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
151 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
152 0.0750 1.0000 0.0750 0.1395 1.0000 0.0750 0.1395
153 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
154 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
155 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
156 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
157 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
158 0.0500 1.0000 0.0500 0.0952 1.0000 0.0500 0.0952
159 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
160 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
161 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
162 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
163 0.5625 1.0000 0.5625 0.7200 1.0000 0.5625 0.7200
164 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
165 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
166 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
167 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
168 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
169 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
170 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
171 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
172 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
173 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
174 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
175 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
176 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
177 0.0625 1.0000 0.0625 0.1176 1.0000 0.0625 0.1176
178 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
179 0.0750 1.0000 0.0750 0.1395 1.0000 0.0750 0.1395
180 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
181 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
182 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

182
reports/CertifiedUnlearning/RESNET34/forget_train.csv Normal file
View File

@@ -0,0 +1,182 @@
accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
0.0281,1.0000,0.0281,0.0547,1.0000,0.0281,0.0547
0.0156,1.0000,0.0156,0.0308,1.0000,0.0156,0.0308
0.5000,1.0000,0.5000,0.6667,1.0000,0.5000,0.6667
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0063,1.0000,0.0063,0.0124,1.0000,0.0063,0.0124
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0250,1.0000,0.0250,0.0488,1.0000,0.0250,0.0488
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.7281,1.0000,0.7281,0.8427,1.0000,0.7281,0.8427
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0156,1.0000,0.0156,0.0308,1.0000,0.0156,0.0308
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.6188,1.0000,0.6188,0.7645,1.0000,0.6188,0.7645
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0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
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0.1187,1.0000,0.1187,0.2123,1.0000,0.1187,0.2123
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0.4906,1.0000,0.4906,0.6583,1.0000,0.4906,0.6583
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.8812,1.0000,0.8812,0.9369,1.0000,0.8812,0.9369
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.4000,1.0000,0.4000,0.5714,1.0000,0.4000,0.5714
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.1500,1.0000,0.1500,0.2609,1.0000,0.1500,0.2609
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1094,1.0000,0.1094,0.1972,1.0000,0.1094,0.1972
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0688,1.0000,0.0688,0.1287,1.0000,0.0688,0.1287
0.2219,1.0000,0.2219,0.3632,1.0000,0.2219,0.3632
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1656,1.0000,0.1656,0.2842,1.0000,0.1656,0.2842
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0406,1.0000,0.0406,0.0781,1.0000,0.0406,0.0781
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0063,1.0000,0.0063,0.0124,1.0000,0.0063,0.0124
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0187,1.0000,0.0187,0.0368,1.0000,0.0187,0.0368
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0312,1.0000,0.0312,0.0606,1.0000,0.0312,0.0606
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1250,1.0000,0.1250,0.2222,1.0000,0.1250,0.2222
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0813,1.0000,0.0813,0.1503,1.0000,0.0813,0.1503
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.5844,1.0000,0.5844,0.7377,1.0000,0.5844,0.7377
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0688,1.0000,0.0688,0.1287,1.0000,0.0688,0.1287
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1375,1.0000,0.1375,0.2418,1.0000,0.1375,0.2418
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.0281 1.0000 0.0281 0.0547 1.0000 0.0281 0.0547
3 0.0156 1.0000 0.0156 0.0308 1.0000 0.0156 0.0308
4 0.5000 1.0000 0.5000 0.6667 1.0000 0.5000 0.6667
5 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
6 0.0063 1.0000 0.0063 0.0124 1.0000 0.0063 0.0124
7 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
8 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
9 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
10 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
11 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
12 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
13 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
14 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
15 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
16 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
17 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
18 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
19 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20 0.0250 1.0000 0.0250 0.0488 1.0000 0.0250 0.0488
21 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
22 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
23 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
24 0.7281 1.0000 0.7281 0.8427 1.0000 0.7281 0.8427
25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
26 0.0156 1.0000 0.0156 0.0308 1.0000 0.0156 0.0308
27 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
28 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
29 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
30 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
31 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
32 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
33 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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182
reports/CertifiedUnlearning/RESNET34/retain.csv Normal file
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accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
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0.8671,0.9191,0.8671,0.8768,0.9191,0.8671,0.8768
0.8783,0.9099,0.8783,0.8802,0.9099,0.8783,0.8802
0.9316,0.9385,0.9316,0.9329,0.9385,0.9316,0.9329
0.9401,0.9433,0.9401,0.9405,0.9433,0.9401,0.9405
0.9217,0.9278,0.9217,0.9225,0.9278,0.9217,0.9225
0.9000,0.9262,0.9000,0.9055,0.9262,0.9000,0.9055
0.0730,0.0172,0.0730,0.0230,0.0172,0.0730,0.0230
0.9434,0.9479,0.9434,0.9441,0.9479,0.9434,0.9441
0.8158,0.8938,0.8158,0.8186,0.8938,0.8158,0.8186
0.9243,0.9296,0.9243,0.9246,0.9296,0.9243,0.9246
0.7684,0.9132,0.7684,0.8060,0.9132,0.7684,0.8060
0.3500,0.5517,0.3500,0.2872,0.5517,0.3500,0.2872
0.8368,0.8990,0.8368,0.8458,0.8990,0.8368,0.8458
0.8474,0.9095,0.8474,0.8605,0.9095,0.8474,0.8605
0.9421,0.9495,0.9421,0.9436,0.9495,0.9421,0.9436
0.9480,0.9512,0.9480,0.9482,0.9512,0.9480,0.9482
0.9059,0.9267,0.9059,0.9094,0.9267,0.9059,0.9094
0.9388,0.9427,0.9388,0.9391,0.9427,0.9388,0.9391
0.6046,0.9135,0.6046,0.6578,0.9135,0.6046,0.6578
0.8704,0.8981,0.8704,0.8711,0.8981,0.8704,0.8711
0.9487,0.9513,0.9487,0.9491,0.9513,0.9487,0.9491
0.9336,0.9371,0.9336,0.9338,0.9371,0.9336,0.9338
0.9401,0.9437,0.9401,0.9407,0.9437,0.9401,0.9407
0.4592,0.8157,0.4592,0.4758,0.8157,0.4592,0.4758
0.8901,0.9098,0.8901,0.8915,0.9098,0.8901,0.8915
0.9184,0.9272,0.9184,0.9193,0.9272,0.9184,0.9193
0.1533,0.4711,0.1533,0.1406,0.4711,0.1533,0.1406
0.8618,0.8965,0.8618,0.8651,0.8965,0.8618,0.8651
0.9395,0.9415,0.9395,0.9397,0.9415,0.9395,0.9397
0.9007,0.9184,0.9007,0.9033,0.9184,0.9007,0.9033
0.9322,0.9437,0.9322,0.9350,0.9437,0.9322,0.9350
0.6559,0.8956,0.6559,0.6970,0.8956,0.6559,0.6970
0.4914,0.6544,0.4914,0.4662,0.6544,0.4914,0.4662
0.0822,0.2539,0.0822,0.0507,0.2539,0.0822,0.0507
0.9382,0.9419,0.9382,0.9385,0.9419,0.9382,0.9385
0.9283,0.9365,0.9283,0.9296,0.9365,0.9283,0.9296
0.9250,0.9309,0.9250,0.9256,0.9309,0.9250,0.9256
0.6507,0.8499,0.6507,0.6666,0.8499,0.6507,0.6666
0.2855,0.8728,0.2855,0.3249,0.8728,0.2855,0.3249
0.8849,0.9143,0.8849,0.8889,0.9143,0.8849,0.8889
0.0612,0.2133,0.0612,0.0216,0.2133,0.0612,0.0216
0.9487,0.9509,0.9487,0.9490,0.9509,0.9487,0.9490
0.8789,0.9088,0.8789,0.8810,0.9088,0.8789,0.8810
0.7717,0.8719,0.7717,0.7786,0.8719,0.7717,0.7786
0.6007,0.8696,0.6007,0.6239,0.8696,0.6007,0.6239
0.9243,0.9300,0.9243,0.9251,0.9300,0.9243,0.9251
0.7454,0.8489,0.7454,0.7551,0.8489,0.7454,0.7551
0.8112,0.8729,0.8112,0.8159,0.8729,0.8112,0.8159
0.9191,0.9295,0.9191,0.9207,0.9295,0.9191,0.9207
0.8822,0.9212,0.8822,0.8912,0.9212,0.8822,0.8912
0.1447,0.1189,0.1447,0.0678,0.1189,0.1447,0.0678
0.7836,0.9043,0.7836,0.8094,0.9043,0.7836,0.8094
0.9342,0.9390,0.9342,0.9350,0.9390,0.9342,0.9350
0.2007,0.7454,0.2007,0.2223,0.7454,0.2007,0.2223
0.7618,0.8920,0.7618,0.7812,0.8920,0.7618,0.7812
0.9421,0.9438,0.9421,0.9421,0.9438,0.9421,0.9421
0.9382,0.9411,0.9382,0.9385,0.9411,0.9382,0.9385
0.9368,0.9396,0.9368,0.9369,0.9396,0.9368,0.9369
0.6868,0.8858,0.6868,0.7093,0.8858,0.6868,0.7093
0.5974,0.8714,0.5974,0.6424,0.8714,0.5974,0.6424
0.7947,0.8775,0.7947,0.8005,0.8775,0.7947,0.8005
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.9395 0.9420 0.9395 0.9397 0.9420 0.9395 0.9397
3 0.9553 0.9564 0.9553 0.9555 0.9564 0.9553 0.9555
4 0.9559 0.9570 0.9559 0.9559 0.9570 0.9559 0.9559
5 0.9013 0.9258 0.9013 0.9061 0.9258 0.9013 0.9061
6 0.9368 0.9431 0.9368 0.9380 0.9431 0.9368 0.9380
7 0.6428 0.8757 0.6428 0.6625 0.8757 0.6428 0.6625
8 0.9487 0.9510 0.9487 0.9490 0.9510 0.9487 0.9490
9 0.9276 0.9386 0.9276 0.9299 0.9386 0.9276 0.9299
10 0.9046 0.9169 0.9046 0.9057 0.9169 0.9046 0.9057
11 0.9217 0.9273 0.9217 0.9222 0.9273 0.9217 0.9222
12 0.7382 0.9446 0.7382 0.7992 0.9446 0.7382 0.7992
13 0.8395 0.8965 0.8395 0.8487 0.8965 0.8395 0.8487
14 0.0967 0.1954 0.0967 0.0440 0.1954 0.0967 0.0440
15 0.3546 0.7100 0.3546 0.3285 0.7100 0.3546 0.3285
16 0.9461 0.9499 0.9461 0.9467 0.9499 0.9461 0.9467
17 0.9000 0.9258 0.9000 0.9058 0.9258 0.9000 0.9058
18 0.8954 0.9206 0.8954 0.9007 0.9206 0.8954 0.9007
19 0.9053 0.9179 0.9053 0.9070 0.9179 0.9053 0.9070
20 0.9414 0.9446 0.9414 0.9418 0.9446 0.9414 0.9418
21 0.8895 0.9119 0.8895 0.8924 0.9119 0.8895 0.8924
22 0.9263 0.9321 0.9263 0.9268 0.9321 0.9263 0.9268
23 0.8079 0.9061 0.8079 0.8296 0.9061 0.8079 0.8296
24 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
25 0.3105 0.7421 0.3105 0.3367 0.7421 0.3105 0.3367
26 0.9401 0.9436 0.9401 0.9405 0.9436 0.9401 0.9405
27 0.9257 0.9316 0.9257 0.9250 0.9316 0.9257 0.9250
28 0.8474 0.8950 0.8474 0.8496 0.8950 0.8474 0.8496
29 0.8974 0.9192 0.8974 0.9012 0.9192 0.8974 0.9012
30 0.9224 0.9342 0.9224 0.9240 0.9342 0.9224 0.9240
31 0.8921 0.9141 0.8921 0.8954 0.9141 0.8921 0.8954
32 0.7289 0.8936 0.7289 0.7684 0.8936 0.7289 0.7684
33 0.8526 0.8912 0.8526 0.8567 0.8912 0.8526 0.8567
34 0.9303 0.9371 0.9303 0.9313 0.9371 0.9303 0.9313
35 0.1368 0.4546 0.1368 0.0833 0.4546 0.1368 0.0833
36 0.8586 0.8898 0.8586 0.8592 0.8898 0.8586 0.8592
37 0.4204 0.7968 0.4204 0.4326 0.7968 0.4204 0.4326
38 0.9414 0.9434 0.9414 0.9415 0.9434 0.9414 0.9415
39 0.9191 0.9288 0.9191 0.9191 0.9288 0.9191 0.9191
40 0.8428 0.8838 0.8428 0.8404 0.8838 0.8428 0.8404
41 0.9447 0.9467 0.9447 0.9448 0.9467 0.9447 0.9448
42 0.9158 0.9339 0.9158 0.9192 0.9339 0.9158 0.9192
43 0.6500 0.8307 0.6500 0.6530 0.8307 0.6500 0.6530
44 0.9520 0.9532 0.9520 0.9521 0.9532 0.9520 0.9521
45 0.8263 0.8769 0.8263 0.8279 0.8769 0.8263 0.8279
46 0.8914 0.9284 0.8914 0.9021 0.9284 0.8914 0.9021
47 0.8743 0.9006 0.8743 0.8747 0.9006 0.8743 0.8747
48 0.8993 0.9188 0.8993 0.9020 0.9188 0.8993 0.9020
49 0.9322 0.9386 0.9322 0.9331 0.9386 0.9322 0.9331
50 0.9230 0.9319 0.9230 0.9241 0.9319 0.9230 0.9241
51 0.6829 0.8465 0.6829 0.6933 0.8465 0.6829 0.6933
52 0.9184 0.9304 0.9184 0.9205 0.9304 0.9184 0.9205
53 0.4717 0.8341 0.4717 0.5098 0.8341 0.4717 0.5098
54 0.9026 0.9269 0.9026 0.9079 0.9269 0.9026 0.9079
55 0.9388 0.9441 0.9388 0.9395 0.9441 0.9388 0.9395
56 0.8816 0.9183 0.8816 0.8891 0.9183 0.8816 0.8891
57 0.9336 0.9381 0.9336 0.9333 0.9381 0.9336 0.9333
58 0.1592 0.3223 0.1592 0.0862 0.3223 0.1592 0.0862
59 0.8961 0.9109 0.8961 0.8979 0.9109 0.8961 0.8979
60 0.9013 0.9242 0.9013 0.9051 0.9242 0.9013 0.9051
61 0.9336 0.9400 0.9336 0.9341 0.9400 0.9336 0.9341
62 0.9289 0.9379 0.9289 0.9305 0.9379 0.9289 0.9305
63 0.9066 0.9186 0.9066 0.9070 0.9186 0.9066 0.9070
64 0.9375 0.9422 0.9375 0.9384 0.9422 0.9375 0.9384
65 0.9257 0.9303 0.9257 0.9254 0.9303 0.9257 0.9254
66 0.8579 0.9083 0.8579 0.8663 0.9083 0.8579 0.8663
67 0.8559 0.8996 0.8559 0.8634 0.8996 0.8559 0.8634
68 0.9493 0.9523 0.9493 0.9495 0.9523 0.9493 0.9495
69 0.7921 0.8817 0.7921 0.8071 0.8817 0.7921 0.8071
70 0.8395 0.8804 0.8395 0.8407 0.8804 0.8395 0.8407
71 0.9368 0.9423 0.9368 0.9374 0.9423 0.9368 0.9374
72 0.5842 0.8898 0.5842 0.6407 0.8898 0.5842 0.6407
73 0.1605 0.3060 0.1605 0.1132 0.3060 0.1605 0.1132
74 0.7428 0.8557 0.7428 0.7505 0.8557 0.7428 0.7505
75 0.8678 0.9047 0.8678 0.8756 0.9047 0.8678 0.8756
76 0.8224 0.9062 0.8224 0.8392 0.9062 0.8224 0.8392
77 0.9533 0.9558 0.9533 0.9538 0.9558 0.9533 0.9538
78 0.9461 0.9483 0.9461 0.9462 0.9483 0.9461 0.9462
79 0.9533 0.9541 0.9533 0.9534 0.9541 0.9533 0.9534
80 0.7197 0.8625 0.7197 0.7308 0.8625 0.7197 0.7308
81 0.2441 0.8295 0.2441 0.2817 0.8295 0.2441 0.2817
82 0.9046 0.9192 0.9046 0.9059 0.9192 0.9046 0.9059
83 0.7553 0.8849 0.7553 0.7791 0.8849 0.7553 0.7791
84 0.9441 0.9473 0.9441 0.9446 0.9473 0.9441 0.9446
85 0.3434 0.7953 0.3434 0.3285 0.7953 0.3434 0.3285
86 0.7829 0.8644 0.7829 0.7828 0.8644 0.7829 0.7828
87 0.9053 0.9283 0.9053 0.9104 0.9283 0.9053 0.9104
88 0.9322 0.9412 0.9322 0.9339 0.9412 0.9322 0.9339
89 0.9507 0.9545 0.9507 0.9513 0.9545 0.9507 0.9513
90 0.2862 0.7748 0.2862 0.2976 0.7748 0.2862 0.2976
91 0.9066 0.9157 0.9066 0.9079 0.9157 0.9066 0.9079
92 0.0447 0.0047 0.0447 0.0086 0.0047 0.0447 0.0086
93 0.0704 0.1012 0.0704 0.0343 0.1012 0.0704 0.0343
94 0.8645 0.8949 0.8645 0.8680 0.8949 0.8645 0.8680
95 0.9507 0.9522 0.9507 0.9509 0.9522 0.9507 0.9509
96 0.8230 0.8767 0.8230 0.8246 0.8767 0.8230 0.8246
97 0.3349 0.5789 0.3349 0.3080 0.5789 0.3349 0.3080
98 0.8901 0.9063 0.8901 0.8922 0.9063 0.8901 0.8922
99 0.8671 0.9035 0.8671 0.8733 0.9035 0.8671 0.8733
100 0.3368 0.8184 0.3368 0.3841 0.8184 0.3368 0.3841
101 0.7829 0.9076 0.7829 0.8099 0.9076 0.7829 0.8099
102 0.8855 0.9233 0.8855 0.8941 0.9233 0.8855 0.8941
103 0.9428 0.9441 0.9428 0.9427 0.9441 0.9428 0.9427
104 0.9368 0.9399 0.9368 0.9371 0.9399 0.9368 0.9371
105 0.2888 0.4046 0.2888 0.1979 0.4046 0.2888 0.1979
106 0.9401 0.9411 0.9401 0.9396 0.9411 0.9401 0.9396
107 0.9026 0.9198 0.9026 0.9048 0.9198 0.9026 0.9048
108 0.8112 0.8734 0.8112 0.8179 0.8734 0.8112 0.8179
109 0.8908 0.9087 0.8908 0.8923 0.9087 0.8908 0.8923
110 0.2276 0.3946 0.2276 0.1716 0.3946 0.2276 0.1716
111 0.9474 0.9487 0.9474 0.9474 0.9487 0.9474 0.9474
112 0.4954 0.9219 0.4954 0.5724 0.9219 0.4954 0.5724
113 0.2625 0.4674 0.2625 0.1735 0.4674 0.2625 0.1735
114 0.4263 0.7974 0.4263 0.4043 0.7974 0.4263 0.4043
115 0.9408 0.9448 0.9408 0.9412 0.9448 0.9408 0.9412
116 0.8342 0.8909 0.8342 0.8426 0.8909 0.8342 0.8426
117 0.9296 0.9339 0.9296 0.9301 0.9339 0.9296 0.9301
118 0.9388 0.9410 0.9388 0.9390 0.9410 0.9388 0.9390
119 0.7783 0.8611 0.7783 0.7823 0.8611 0.7783 0.7823
120 0.9388 0.9421 0.9388 0.9390 0.9421 0.9388 0.9390
121 0.8671 0.8922 0.8671 0.8686 0.8922 0.8671 0.8686
122 0.8671 0.9191 0.8671 0.8768 0.9191 0.8671 0.8768
123 0.8783 0.9099 0.8783 0.8802 0.9099 0.8783 0.8802
124 0.9316 0.9385 0.9316 0.9329 0.9385 0.9316 0.9329
125 0.9401 0.9433 0.9401 0.9405 0.9433 0.9401 0.9405
126 0.9217 0.9278 0.9217 0.9225 0.9278 0.9217 0.9225
127 0.9000 0.9262 0.9000 0.9055 0.9262 0.9000 0.9055
128 0.0730 0.0172 0.0730 0.0230 0.0172 0.0730 0.0230
129 0.9434 0.9479 0.9434 0.9441 0.9479 0.9434 0.9441
130 0.8158 0.8938 0.8158 0.8186 0.8938 0.8158 0.8186
131 0.9243 0.9296 0.9243 0.9246 0.9296 0.9243 0.9246
132 0.7684 0.9132 0.7684 0.8060 0.9132 0.7684 0.8060
133 0.3500 0.5517 0.3500 0.2872 0.5517 0.3500 0.2872
134 0.8368 0.8990 0.8368 0.8458 0.8990 0.8368 0.8458
135 0.8474 0.9095 0.8474 0.8605 0.9095 0.8474 0.8605
136 0.9421 0.9495 0.9421 0.9436 0.9495 0.9421 0.9436
137 0.9480 0.9512 0.9480 0.9482 0.9512 0.9480 0.9482
138 0.9059 0.9267 0.9059 0.9094 0.9267 0.9059 0.9094
139 0.9388 0.9427 0.9388 0.9391 0.9427 0.9388 0.9391
140 0.6046 0.9135 0.6046 0.6578 0.9135 0.6046 0.6578
141 0.8704 0.8981 0.8704 0.8711 0.8981 0.8704 0.8711
142 0.9487 0.9513 0.9487 0.9491 0.9513 0.9487 0.9491
143 0.9336 0.9371 0.9336 0.9338 0.9371 0.9336 0.9338
144 0.9401 0.9437 0.9401 0.9407 0.9437 0.9401 0.9407
145 0.4592 0.8157 0.4592 0.4758 0.8157 0.4592 0.4758
146 0.8901 0.9098 0.8901 0.8915 0.9098 0.8901 0.8915
147 0.9184 0.9272 0.9184 0.9193 0.9272 0.9184 0.9193
148 0.1533 0.4711 0.1533 0.1406 0.4711 0.1533 0.1406
149 0.8618 0.8965 0.8618 0.8651 0.8965 0.8618 0.8651
150 0.9395 0.9415 0.9395 0.9397 0.9415 0.9395 0.9397
151 0.9007 0.9184 0.9007 0.9033 0.9184 0.9007 0.9033
152 0.9322 0.9437 0.9322 0.9350 0.9437 0.9322 0.9350
153 0.6559 0.8956 0.6559 0.6970 0.8956 0.6559 0.6970
154 0.4914 0.6544 0.4914 0.4662 0.6544 0.4914 0.4662
155 0.0822 0.2539 0.0822 0.0507 0.2539 0.0822 0.0507
156 0.9382 0.9419 0.9382 0.9385 0.9419 0.9382 0.9385
157 0.9283 0.9365 0.9283 0.9296 0.9365 0.9283 0.9296
158 0.9250 0.9309 0.9250 0.9256 0.9309 0.9250 0.9256
159 0.6507 0.8499 0.6507 0.6666 0.8499 0.6507 0.6666
160 0.2855 0.8728 0.2855 0.3249 0.8728 0.2855 0.3249
161 0.8849 0.9143 0.8849 0.8889 0.9143 0.8849 0.8889
162 0.0612 0.2133 0.0612 0.0216 0.2133 0.0612 0.0216
163 0.9487 0.9509 0.9487 0.9490 0.9509 0.9487 0.9490
164 0.8789 0.9088 0.8789 0.8810 0.9088 0.8789 0.8810
165 0.7717 0.8719 0.7717 0.7786 0.8719 0.7717 0.7786
166 0.6007 0.8696 0.6007 0.6239 0.8696 0.6007 0.6239
167 0.9243 0.9300 0.9243 0.9251 0.9300 0.9243 0.9251
168 0.7454 0.8489 0.7454 0.7551 0.8489 0.7454 0.7551
169 0.8112 0.8729 0.8112 0.8159 0.8729 0.8112 0.8159
170 0.9191 0.9295 0.9191 0.9207 0.9295 0.9191 0.9207
171 0.8822 0.9212 0.8822 0.8912 0.9212 0.8822 0.8912
172 0.1447 0.1189 0.1447 0.0678 0.1189 0.1447 0.0678
173 0.7836 0.9043 0.7836 0.8094 0.9043 0.7836 0.8094
174 0.9342 0.9390 0.9342 0.9350 0.9390 0.9342 0.9350
175 0.2007 0.7454 0.2007 0.2223 0.7454 0.2007 0.2223
176 0.7618 0.8920 0.7618 0.7812 0.8920 0.7618 0.7812
177 0.9421 0.9438 0.9421 0.9421 0.9438 0.9421 0.9421
178 0.9382 0.9411 0.9382 0.9385 0.9411 0.9382 0.9385
179 0.9368 0.9396 0.9368 0.9369 0.9396 0.9368 0.9369
180 0.6868 0.8858 0.6868 0.7093 0.8858 0.6868 0.7093
181 0.5974 0.8714 0.5974 0.6424 0.8714 0.5974 0.6424
182 0.7947 0.8775 0.7947 0.8005 0.8775 0.7947 0.8005

233
reports/CertifiedUnlearning/ResNet/time_metrics.txt Normal file
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execution_time_sec
694.885636
694.603929
694.289521
694.251959
694.489893
694.476680
694.684047
694.595256
694.335008
694.979527
694.827956
694.747950
694.377617
694.808482
694.457737
693.867783
694.608748
693.981431
694.415067
694.015972
694.777692
694.465398
694.582325
694.581984
694.759200
694.688170
694.796203
694.642541
694.752118
694.665401
694.588823
694.641001
694.601991
694.684462
694.760856
701.145855
710.367862
395.622126
395.411873
395.804363
395.461107
395.302752
395.270758
395.398399
395.394662
395.291731
395.375720
395.469406
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5
reports/CertifiedUnlearning/params.txt Normal file
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@@ -0,0 +1,5 @@
Model, scale, l2_reg, s1, s2 BS gamma std
ResNet18 14500 0.00002 2 300 8
ResNet34 20200 0.000002 2 350 16 0.01 0.00001
GoogleNet

491
reports/LinearFiltration/RESNET34/forget.csv Normal file
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
3 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
4 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
5 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
6 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
7 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
8 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
9 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
10 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
11 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
12 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
13 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
14 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
15 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
16 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
17 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
18 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
19 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
21 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
22 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
23 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
24 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
26 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
27 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
28 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
3 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
4 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
5 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
6 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
7 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
8 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
9 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
10 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
11 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
12 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
13 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
14 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
15 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
16 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
17 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
18 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
19 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
21 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
22 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
23 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
24 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
26 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
27 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
28 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
29 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
30 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
31 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
32 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
33 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
34 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
35 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
36 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
37 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
38 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
39 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
40 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
41 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
42 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
43 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
44 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
45 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
46 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
47 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
48 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
49 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
50 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
51 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
52 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
53 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
54 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
55 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
56 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
57 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
58 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
59 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
60 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
61 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
62 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
63 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
64 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
65 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
66 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
67 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
68 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
69 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
70 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
71 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
72 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
73 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
74 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
75 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
76 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
77 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
78 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
79 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
80 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
81 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
82 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
83 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
84 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
85 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
86 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
87 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
88 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
89 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
90 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
91 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
92 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
93 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
94 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
95 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
96 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
97 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
98 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
99 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
100 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
101 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
102 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
103 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
104 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
105 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
106 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
107 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
108 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
109 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
110 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
111 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
112 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
113 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
114 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
115 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
116 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
117 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
118 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
119 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
120 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
121 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
122 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
123 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
124 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
125 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
126 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
127 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
128 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
129 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
130 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
131 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
132 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
133 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
134 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
135 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
136 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
137 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
138 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
139 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
140 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
141 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
142 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
143 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
144 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
145 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
146 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
147 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
148 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
149 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
150 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
151 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
152 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
153 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
154 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
155 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
156 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
157 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
158 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
159 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
160 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
161 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
162 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
163 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
164 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
165 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
166 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
167 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
168 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
169 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
170 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
171 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
172 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
173 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
174 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
175 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
176 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
177 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
178 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
179 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
180 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
181 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
182 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
183 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
184 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
185 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
186 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
187 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
188 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
189 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
190 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
191 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
192 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
193 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
194 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
195 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
196 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
197 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
198 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
199 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
200 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
201 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
202 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
203 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
204 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
205 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
206 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
207 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
208 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
209 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
210 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
211 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
212 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
213 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
214 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
215 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
216 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
217 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
218 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
219 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
220 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
221 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
222 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
223 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
224 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
225 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
226 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
227 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
228 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
229 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
230 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
231 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
232 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
233 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
234 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
235 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
236 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
237 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
238 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
239 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
240 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
241 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
242 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
243 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
244 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
245 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
246 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
248 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
249 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
250 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
251 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
252 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
253 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
254 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
255 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
256 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
257 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
258 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
259 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
260 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
261 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
262 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
263 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
264 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
265 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
266 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
267 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
268 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
269 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
270 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
271 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
272 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
273 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
274 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
275 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
276 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
277 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
278 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
279 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
280 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
281 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
282 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
283 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
284 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
285 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
286 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
287 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
288 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
289 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
290 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
291 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
292 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
293 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
294 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
295 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
296 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
297 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
298 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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reports/LinearFiltration/RESNET34/retain.csv Normal file
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0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572
0.9566,0.9572,0.9566,0.9566,0.9572,0.9566,0.9566
0.9592,0.9599,0.9592,0.9593,0.9599,0.9592,0.9593
0.9579,0.9585,0.9579,0.9579,0.9585,0.9579,0.9579
0.9586,0.9592,0.9586,0.9586,0.9592,0.9586,0.9586
0.9572,0.9578,0.9572,0.9572,0.9578,0.9572,0.9572
0.9618,0.9624,0.9618,0.9619,0.9624,0.9618,0.9619
0.9586,0.9591,0.9586,0.9586,0.9591,0.9586,0.9586
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9612,0.9616,0.9612,0.9612,0.9616,0.9612,0.9612
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9579,0.9587,0.9579,0.9580,0.9587,0.9579,0.9580
0.9572,0.9581,0.9572,0.9574,0.9581,0.9572,0.9574
0.9579,0.9590,0.9579,0.9581,0.9590,0.9579,0.9581
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9605,0.9615,0.9605,0.9607,0.9615,0.9605,0.9607
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9586,0.9598,0.9586,0.9587,0.9598,0.9586,0.9587
0.9579,0.9589,0.9579,0.9580,0.9589,0.9579,0.9580
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9566,0.9579,0.9566,0.9568,0.9579,0.9566,0.9568
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9559,0.9571,0.9559,0.9561,0.9571,0.9559,0.9561
0.9566,0.9578,0.9566,0.9568,0.9578,0.9566,0.9568
0.9559,0.9572,0.9559,0.9561,0.9572,0.9559,0.9561
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9572,0.9585,0.9572,0.9574,0.9585,0.9572,0.9574
0.9539,0.9548,0.9539,0.9541,0.9548,0.9539,0.9541
0.9546,0.9556,0.9546,0.9548,0.9556,0.9546,0.9548
0.9553,0.9562,0.9553,0.9554,0.9562,0.9553,0.9554
0.9533,0.9543,0.9533,0.9535,0.9543,0.9533,0.9535
0.9553,0.9562,0.9553,0.9555,0.9562,0.9553,0.9555
0.9579,0.9590,0.9579,0.9581,0.9590,0.9579,0.9581
0.9579,0.9589,0.9579,0.9581,0.9589,0.9579,0.9581
0.9539,0.9551,0.9539,0.9542,0.9551,0.9539,0.9542
0.9546,0.9554,0.9546,0.9548,0.9554,0.9546,0.9548
0.9546,0.9556,0.9546,0.9548,0.9556,0.9546,0.9548
0.9553,0.9563,0.9553,0.9555,0.9563,0.9553,0.9555
0.9533,0.9543,0.9533,0.9535,0.9543,0.9533,0.9535
0.9533,0.9545,0.9533,0.9535,0.9545,0.9533,0.9535
0.9539,0.9549,0.9539,0.9541,0.9549,0.9539,0.9541
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9546,0.9555,0.9546,0.9548,0.9555,0.9546,0.9548
0.9533,0.9545,0.9533,0.9535,0.9545,0.9533,0.9535
0.9539,0.9550,0.9539,0.9542,0.9550,0.9539,0.9542
0.9546,0.9557,0.9546,0.9548,0.9557,0.9546,0.9548
0.9539,0.9550,0.9539,0.9542,0.9550,0.9539,0.9542
0.9559,0.9577,0.9559,0.9562,0.9577,0.9559,0.9562
0.9553,0.9571,0.9553,0.9556,0.9571,0.9553,0.9556
0.9559,0.9576,0.9559,0.9562,0.9576,0.9559,0.9562
0.9546,0.9563,0.9546,0.9549,0.9563,0.9546,0.9549
0.9553,0.9571,0.9553,0.9556,0.9571,0.9553,0.9556
0.9586,0.9602,0.9586,0.9588,0.9602,0.9586,0.9588
0.9579,0.9594,0.9579,0.9582,0.9594,0.9579,0.9582
0.9533,0.9552,0.9533,0.9536,0.9552,0.9533,0.9536
0.9533,0.9549,0.9533,0.9536,0.9549,0.9533,0.9536
0.9553,0.9577,0.9553,0.9557,0.9577,0.9553,0.9557
0.9546,0.9563,0.9546,0.9549,0.9563,0.9546,0.9549
0.9539,0.9557,0.9539,0.9543,0.9557,0.9539,0.9543
0.9526,0.9545,0.9526,0.9530,0.9545,0.9526,0.9530
0.9539,0.9557,0.9539,0.9542,0.9557,0.9539,0.9542
0.9572,0.9590,0.9572,0.9576,0.9590,0.9572,0.9576
0.9526,0.9545,0.9526,0.9530,0.9545,0.9526,0.9530
0.9526,0.9546,0.9526,0.9530,0.9546,0.9526,0.9530
0.9520,0.9540,0.9520,0.9523,0.9540,0.9520,0.9523
0.9559,0.9574,0.9559,0.9562,0.9574,0.9559,0.9562
0.9546,0.9565,0.9546,0.9550,0.9565,0.9546,0.9550
0.9553,0.9561,0.9553,0.9554,0.9561,0.9553,0.9554
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9559,0.9565,0.9559,0.9560,0.9565,0.9559,0.9560
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9579,0.9586,0.9579,0.9580,0.9586,0.9579,0.9580
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9566,0.9575,0.9566,0.9567,0.9575,0.9566,0.9567
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9546,0.9555,0.9546,0.9547,0.9555,0.9546,0.9547
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9546,0.9554,0.9546,0.9547,0.9554,0.9546,0.9547
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9579,0.9586,0.9579,0.9580,0.9586,0.9579,0.9580
0.9566,0.9576,0.9566,0.9567,0.9576,0.9566,0.9567
0.9572,0.9580,0.9572,0.9572,0.9580,0.9572,0.9572
0.9592,0.9597,0.9592,0.9592,0.9597,0.9592,0.9592
0.9612,0.9617,0.9612,0.9611,0.9617,0.9612,0.9611
0.9579,0.9585,0.9579,0.9579,0.9585,0.9579,0.9579
0.9599,0.9607,0.9599,0.9599,0.9607,0.9599,0.9599
0.9618,0.9627,0.9618,0.9619,0.9627,0.9618,0.9619
0.9618,0.9626,0.9618,0.9619,0.9626,0.9618,0.9619
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9592,0.9601,0.9592,0.9592,0.9601,0.9592,0.9592
0.9592,0.9600,0.9592,0.9592,0.9600,0.9592,0.9592
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9599,0.9607,0.9599,0.9599,0.9607,0.9599,0.9599
0.9632,0.9638,0.9632,0.9632,0.9638,0.9632,0.9632
0.9586,0.9593,0.9586,0.9585,0.9593,0.9586,0.9585
0.9566,0.9573,0.9566,0.9566,0.9573,0.9566,0.9566
0.9605,0.9614,0.9605,0.9605,0.9614,0.9605,0.9605
0.9605,0.9611,0.9605,0.9605,0.9611,0.9605,0.9605
0.9566,0.9575,0.9566,0.9566,0.9575,0.9566,0.9566
0.9579,0.9592,0.9579,0.9581,0.9592,0.9579,0.9581
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9605,0.9617,0.9605,0.9607,0.9617,0.9605,0.9607
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9618,0.9627,0.9618,0.9619,0.9627,0.9618,0.9619
0.9638,0.9647,0.9638,0.9639,0.9647,0.9638,0.9639
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9605,0.9616,0.9605,0.9607,0.9616,0.9605,0.9607
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9599,0.9608,0.9599,0.9600,0.9608,0.9599,0.9600
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9572,0.9585,0.9572,0.9574,0.9585,0.9572,0.9574
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9612,0.9621,0.9612,0.9613,0.9621,0.9612,0.9613
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9592,0.9604,0.9592,0.9594,0.9604,0.9592,0.9594
0.9605,0.9613,0.9605,0.9606,0.9613,0.9605,0.9606
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9546,0.9555,0.9546,0.9547,0.9555,0.9546,0.9547
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9572,0.9581,0.9572,0.9573,0.9581,0.9572,0.9573
0.9539,0.9549,0.9539,0.9540,0.9549,0.9539,0.9540
0.9559,0.9565,0.9559,0.9559,0.9565,0.9559,0.9559
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9553,0.9561,0.9553,0.9553,0.9561,0.9553,0.9553
0.9546,0.9554,0.9546,0.9547,0.9554,0.9546,0.9547
0.9539,0.9550,0.9539,0.9541,0.9550,0.9539,0.9541
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9586,0.9593,0.9586,0.9586,0.9593,0.9586,0.9586
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9546,0.9553,0.9546,0.9547,0.9553,0.9546,0.9547
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9546,0.9559,0.9546,0.9548,0.9559,0.9546,0.9548
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9572,0.9584,0.9572,0.9574,0.9584,0.9572,0.9574
0.9546,0.9558,0.9546,0.9548,0.9558,0.9546,0.9548
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9572,0.9583,0.9572,0.9574,0.9583,0.9572,0.9574
0.9546,0.9560,0.9546,0.9548,0.9560,0.9546,0.9548
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9539,0.9554,0.9539,0.9542,0.9554,0.9539,0.9542
0.9539,0.9552,0.9539,0.9541,0.9552,0.9539,0.9541
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9553,0.9566,0.9553,0.9555,0.9566,0.9553,0.9555
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
3 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
4 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
5 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
6 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
7 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
8 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
9 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
10 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
11 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
12 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
13 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
14 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
15 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
16 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
17 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
18 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
19 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
20 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
21 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
22 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
23 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
24 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
25 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
26 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
27 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
28 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
29 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
30 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
31 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
32 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
33 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
34 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
35 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
36 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
37 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
38 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
39 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
40 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
41 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
42 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
43 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
44 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
45 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
46 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
47 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
48 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
49 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
50 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
51 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
52 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
53 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
54 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
55 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
56 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
57 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
58 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
59 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
60 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
61 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
62 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
63 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
64 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
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491
reports/LinearFiltration/ResNet/time_metrics.txt Normal file
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execution_time_sec
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0.001829

5
reports/WeightFiltration/Params.txt Normal file
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@@ -0,0 +1,5 @@
arch epochs lr gamma lambda
ResNet18 6 150 0.001 25
ResNet34 6 250 0.001 30
GoogleNet

492
reports/WeightFiltration/RESNET34/forget.csv Normal file
View File

@@ -0,0 +1,492 @@
accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0625,1.0000,0.0625,0.1176,1.0000,0.0625,0.1176
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1625,1.0000,0.1625,0.2796,1.0000,0.1625,0.2796
0.0750,1.0000,0.0750,0.1395,1.0000,0.0750,0.1395
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0250,1.0000,0.0250,0.0488,1.0000,0.0250,0.0488
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0875,1.0000,0.0875,0.1609,1.0000,0.0875,0.1609
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0625,1.0000,0.0625,0.1176,1.0000,0.0625,0.1176
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0500,1.0000,0.0500,0.0952,1.0000,0.0500,0.0952
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0250,1.0000,0.0250,0.0488,1.0000,0.0250,0.0488
0.1375,1.0000,0.1375,0.2418,1.0000,0.1375,0.2418
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
3 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
4 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
5 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
6 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
7 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
8 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
9 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
10 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
11 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
12 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
13 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
14 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
15 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
16 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
17 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
18 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
19 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
21 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
22 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
23 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
24 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
26 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
27 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
28 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
29 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
30 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
31 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
32 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
33 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
34 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
35 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
36 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
37 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
38 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
39 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
40 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
41 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
42 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
43 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
44 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
45 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
46 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
47 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
48 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
49 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
50 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
51 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
52 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
53 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
54 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
55 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
56 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
57 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
58 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
59 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
60 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
61 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
62 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
63 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
64 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
65 0.0500 1.0000 0.0500 0.0952 1.0000 0.0500 0.0952
66 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
67 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
68 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
69 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
70 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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reports/WeightFiltration/RESNET34/forget_train.csv Normal file
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.0656 1.0000 0.0656 0.1232 1.0000 0.0656 0.1232
3 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
4 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
5 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
6 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
7 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
8 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
9 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
10 0.0156 1.0000 0.0156 0.0308 1.0000 0.0156 0.0308
11 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
12 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
13 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
14 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
15 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
16 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
17 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
18 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
19 0.0281 1.0000 0.0281 0.0547 1.0000 0.0281 0.0547
20 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
21 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
22 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
23 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
24 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
26 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
27 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
28 0.0063 1.0000 0.0063 0.0124 1.0000 0.0063 0.0124
29 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
30 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
31 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
32 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
33 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
34 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
35 0.0187 1.0000 0.0187 0.0368 1.0000 0.0187 0.0368
36 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
37 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
38 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
39 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
40 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
41 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
42 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
43 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
44 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
45 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
46 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
47 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
48 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
49 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
50 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
51 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
52 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
53 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
54 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
55 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
56 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
57 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
58 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
59 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
60 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
61 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
62 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
63 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
64 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
65 0.0469 1.0000 0.0469 0.0896 1.0000 0.0469 0.0896
66 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
67 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
68 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
69 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
70 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
71 0.1187 1.0000 0.1187 0.2123 1.0000 0.1187 0.2123
72 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
73 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
74 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
75 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
76 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
77 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
78 0.0063 1.0000 0.0063 0.0124 1.0000 0.0063 0.0124
79 0.0063 1.0000 0.0063 0.0124 1.0000 0.0063 0.0124
80 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
81 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
82 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
83 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
84 0.0156 1.0000 0.0156 0.0308 1.0000 0.0156 0.0308
85 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
86 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
87 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
88 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
89 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
90 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
91 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
92 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
93 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
94 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
95 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
96 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
97 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
98 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
99 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
100 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
101 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
102 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
103 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
104 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
105 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
106 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
107 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
108 0.0844 1.0000 0.0844 0.1556 1.0000 0.0844 0.1556
109 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
110 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
111 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
112 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
113 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
114 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
115 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
116 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
117 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
118 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
119 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
120 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
121 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
122 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
123 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
124 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
125 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
126 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
127 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
128 0.1437 1.0000 0.1437 0.2514 1.0000 0.1437 0.2514
129 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
130 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
131 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
132 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
133 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
134 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
135 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
136 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
137 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
138 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
139 0.0063 1.0000 0.0063 0.0124 1.0000 0.0063 0.0124
140 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
141 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
142 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
143 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
144 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
145 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
146 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
147 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
148 0.1187 1.0000 0.1187 0.2123 1.0000 0.1187 0.2123
149 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
150 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
151 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
152 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
153 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
154 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
155 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
156 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
157 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
158 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
159 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
160 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
161 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
162 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
163 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
164 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
165 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
166 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
167 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
168 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
169 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
170 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
171 0.0719 1.0000 0.0719 0.1341 1.0000 0.0719 0.1341
172 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
173 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
174 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
175 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
176 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
177 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
178 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
179 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
180 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
181 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
182 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
183 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
184 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
185 0.0344 1.0000 0.0344 0.0665 1.0000 0.0344 0.0665
186 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
187 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
188 0.0156 1.0000 0.0156 0.0308 1.0000 0.0156 0.0308
189 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
190 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
191 0.0563 1.0000 0.0563 0.1065 1.0000 0.0563 0.1065
192 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
193 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
194 0.1625 1.0000 0.1625 0.2796 1.0000 0.1625 0.2796
195 0.0500 1.0000 0.0500 0.0952 1.0000 0.0500 0.0952
196 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
197 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
198 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
199 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
200 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
201 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
202 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
203 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
204 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
205 0.0531 1.0000 0.0531 0.1009 1.0000 0.0531 0.1009
206 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
207 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
208 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
209 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
210 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
211 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
212 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
213 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
214 0.0969 1.0000 0.0969 0.1766 1.0000 0.0969 0.1766
215 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
216 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
217 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
218 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
219 0.0156 1.0000 0.0156 0.0308 1.0000 0.0156 0.0308
220 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
221 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
222 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
223 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
224 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
225 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
226 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
227 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
228 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
229 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
230 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
231 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
232 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
233 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
234 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
235 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
236 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
237 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
238 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
239 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
240 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
241 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
242 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
243 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
244 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
245 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
246 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
248 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
249 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
250 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
251 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
252 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
253 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
254 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
255 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
256 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
257 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
258 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
259 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
260 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
261 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
262 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
263 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
264 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
265 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
266 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
267 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
268 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
269 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
270 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
271 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
272 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
273 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
274 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
275 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
276 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
277 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
278 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
279 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
280 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
281 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
282 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
283 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
284 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
285 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
286 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
287 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
288 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
289 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
290 0.0063 1.0000 0.0063 0.0124 1.0000 0.0063 0.0124
291 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
292 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
293 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
294 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
295 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
296 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
297 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
298 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
299 0.0187 1.0000 0.0187 0.0368 1.0000 0.0187 0.0368
300 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
301 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
302 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
303 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
304 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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reports/WeightFiltration/RESNET34/retain.csv Normal file
View File

@@ -0,0 +1,492 @@
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0.9572,0.9579,0.9572,0.9573,0.9579,0.9572,0.9573
0.9579,0.9592,0.9579,0.9581,0.9592,0.9579,0.9581
0.9566,0.9577,0.9566,0.9567,0.9577,0.9566,0.9567
0.9579,0.9587,0.9579,0.9579,0.9587,0.9579,0.9579
0.9553,0.9561,0.9553,0.9554,0.9561,0.9553,0.9554
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9546,0.9562,0.9546,0.9548,0.9562,0.9546,0.9548
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9553,0.9560,0.9553,0.9553,0.9560,0.9553,0.9553
0.9605,0.9612,0.9605,0.9606,0.9612,0.9605,0.9606
0.9612,0.9619,0.9612,0.9612,0.9619,0.9612,0.9612
0.9539,0.9547,0.9539,0.9540,0.9547,0.9539,0.9540
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9599,0.9603,0.9599,0.9599,0.9603,0.9599,0.9599
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9586,0.9594,0.9586,0.9587,0.9594,0.9586,0.9587
0.9579,0.9587,0.9579,0.9580,0.9587,0.9579,0.9580
0.9572,0.9583,0.9572,0.9574,0.9583,0.9572,0.9574
0.9599,0.9609,0.9599,0.9600,0.9609,0.9599,0.9600
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9618,0.9626,0.9618,0.9619,0.9626,0.9618,0.9619
0.9599,0.9608,0.9599,0.9600,0.9608,0.9599,0.9600
0.9559,0.9572,0.9559,0.9561,0.9572,0.9559,0.9561
0.9592,0.9604,0.9592,0.9594,0.9604,0.9592,0.9594
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9572,0.9588,0.9572,0.9575,0.9588,0.9572,0.9575
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9579,0.9591,0.9579,0.9580,0.9591,0.9579,0.9580
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9559,0.9576,0.9559,0.9562,0.9576,0.9559,0.9562
0.9559,0.9572,0.9559,0.9561,0.9572,0.9559,0.9561
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9612,0.9620,0.9612,0.9613,0.9620,0.9612,0.9613
0.9586,0.9604,0.9586,0.9589,0.9604,0.9586,0.9589
0.9533,0.9544,0.9533,0.9535,0.9544,0.9533,0.9535
0.9533,0.9545,0.9533,0.9535,0.9545,0.9533,0.9535
0.9559,0.9567,0.9559,0.9561,0.9567,0.9559,0.9561
0.9526,0.9534,0.9526,0.9528,0.9534,0.9526,0.9528
0.9559,0.9570,0.9559,0.9562,0.9570,0.9559,0.9562
0.9605,0.9613,0.9605,0.9607,0.9613,0.9605,0.9607
0.9546,0.9559,0.9546,0.9548,0.9559,0.9546,0.9548
0.9520,0.9532,0.9520,0.9522,0.9532,0.9520,0.9522
0.9553,0.9559,0.9553,0.9554,0.9559,0.9553,0.9554
0.9533,0.9550,0.9533,0.9536,0.9550,0.9533,0.9536
0.9553,0.9564,0.9553,0.9555,0.9564,0.9553,0.9555
0.9533,0.9544,0.9533,0.9535,0.9544,0.9533,0.9535
0.9526,0.9539,0.9526,0.9529,0.9539,0.9526,0.9529
0.9533,0.9544,0.9533,0.9535,0.9544,0.9533,0.9535
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9539,0.9550,0.9539,0.9542,0.9550,0.9539,0.9542
0.9507,0.9521,0.9507,0.9509,0.9521,0.9507,0.9509
0.9539,0.9551,0.9539,0.9541,0.9551,0.9539,0.9541
0.9572,0.9580,0.9572,0.9574,0.9580,0.9572,0.9574
0.9553,0.9560,0.9553,0.9554,0.9560,0.9553,0.9554
0.9579,0.9593,0.9579,0.9581,0.9593,0.9579,0.9581
0.9520,0.9536,0.9520,0.9521,0.9536,0.9520,0.9521
0.9553,0.9566,0.9553,0.9554,0.9566,0.9553,0.9554
0.9520,0.9534,0.9520,0.9522,0.9534,0.9520,0.9522
0.9579,0.9594,0.9579,0.9581,0.9594,0.9579,0.9581
0.9553,0.9571,0.9553,0.9556,0.9571,0.9553,0.9556
0.9559,0.9575,0.9559,0.9562,0.9575,0.9559,0.9562
0.9520,0.9540,0.9520,0.9523,0.9540,0.9520,0.9523
0.9513,0.9525,0.9513,0.9514,0.9525,0.9513,0.9514
0.9559,0.9576,0.9559,0.9562,0.9576,0.9559,0.9562
0.9526,0.9544,0.9526,0.9529,0.9544,0.9526,0.9529
0.9507,0.9527,0.9507,0.9510,0.9527,0.9507,0.9510
0.9513,0.9531,0.9513,0.9516,0.9531,0.9513,0.9516
0.9533,0.9548,0.9533,0.9535,0.9548,0.9533,0.9535
0.9539,0.9562,0.9539,0.9543,0.9562,0.9539,0.9543
0.9533,0.9551,0.9533,0.9536,0.9551,0.9533,0.9536
0.9467,0.9488,0.9467,0.9470,0.9488,0.9467,0.9470
0.9487,0.9507,0.9487,0.9490,0.9507,0.9487,0.9490
0.9533,0.9545,0.9533,0.9534,0.9545,0.9533,0.9534
0.9546,0.9562,0.9546,0.9549,0.9562,0.9546,0.9549
0.9566,0.9581,0.9566,0.9568,0.9581,0.9566,0.9568
0.9559,0.9565,0.9559,0.9559,0.9565,0.9559,0.9559
0.9559,0.9564,0.9559,0.9560,0.9564,0.9559,0.9560
0.9539,0.9548,0.9539,0.9540,0.9548,0.9539,0.9540
0.9572,0.9581,0.9572,0.9574,0.9581,0.9572,0.9574
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9579,0.9589,0.9579,0.9580,0.9589,0.9579,0.9580
0.9546,0.9564,0.9546,0.9549,0.9564,0.9546,0.9549
0.9559,0.9566,0.9559,0.9559,0.9566,0.9559,0.9559
0.9566,0.9574,0.9566,0.9567,0.9574,0.9566,0.9567
0.9546,0.9555,0.9546,0.9547,0.9555,0.9546,0.9547
0.9546,0.9555,0.9546,0.9547,0.9555,0.9546,0.9547
0.9539,0.9548,0.9539,0.9540,0.9548,0.9539,0.9540
0.9566,0.9573,0.9566,0.9565,0.9573,0.9566,0.9565
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9539,0.9548,0.9539,0.9540,0.9548,0.9539,0.9540
0.9566,0.9575,0.9566,0.9566,0.9575,0.9566,0.9566
0.9579,0.9584,0.9579,0.9579,0.9584,0.9579,0.9579
0.9572,0.9588,0.9572,0.9575,0.9588,0.9572,0.9575
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9579,0.9585,0.9579,0.9578,0.9585,0.9579,0.9578
0.9632,0.9634,0.9632,0.9631,0.9634,0.9632,0.9631
0.9586,0.9593,0.9586,0.9586,0.9593,0.9586,0.9586
0.9605,0.9610,0.9605,0.9605,0.9610,0.9605,0.9605
0.9618,0.9624,0.9618,0.9618,0.9624,0.9618,0.9618
0.9599,0.9608,0.9599,0.9600,0.9608,0.9599,0.9600
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9599,0.9604,0.9599,0.9598,0.9604,0.9599,0.9598
0.9586,0.9590,0.9586,0.9585,0.9590,0.9586,0.9585
0.9579,0.9591,0.9579,0.9580,0.9591,0.9579,0.9580
0.9605,0.9611,0.9605,0.9605,0.9611,0.9605,0.9605
0.9605,0.9614,0.9605,0.9606,0.9614,0.9605,0.9606
0.9572,0.9584,0.9572,0.9573,0.9584,0.9572,0.9573
0.9625,0.9631,0.9625,0.9625,0.9631,0.9625,0.9625
0.9586,0.9596,0.9586,0.9586,0.9596,0.9586,0.9586
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9592,0.9600,0.9592,0.9592,0.9600,0.9592,0.9592
0.9618,0.9625,0.9618,0.9618,0.9625,0.9618,0.9618
0.9579,0.9589,0.9579,0.9579,0.9589,0.9579,0.9579
0.9592,0.9606,0.9592,0.9594,0.9606,0.9592,0.9594
0.9566,0.9573,0.9566,0.9566,0.9573,0.9566,0.9566
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9599,0.9610,0.9599,0.9600,0.9610,0.9599,0.9600
0.9592,0.9603,0.9592,0.9593,0.9603,0.9592,0.9593
0.9612,0.9626,0.9612,0.9614,0.9626,0.9612,0.9614
0.9632,0.9642,0.9632,0.9633,0.9642,0.9632,0.9633
0.9605,0.9618,0.9605,0.9607,0.9618,0.9605,0.9607
0.9605,0.9616,0.9605,0.9606,0.9616,0.9605,0.9606
0.9618,0.9627,0.9618,0.9620,0.9627,0.9618,0.9620
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9546,0.9563,0.9546,0.9548,0.9563,0.9546,0.9548
0.9566,0.9577,0.9566,0.9567,0.9577,0.9566,0.9567
0.9572,0.9582,0.9572,0.9573,0.9582,0.9572,0.9573
0.9618,0.9627,0.9618,0.9620,0.9627,0.9618,0.9620
0.9605,0.9615,0.9605,0.9607,0.9615,0.9605,0.9607
0.9586,0.9597,0.9586,0.9587,0.9597,0.9586,0.9587
0.9559,0.9573,0.9559,0.9561,0.9573,0.9559,0.9561
0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572
0.9579,0.9589,0.9579,0.9581,0.9589,0.9579,0.9581
0.9526,0.9537,0.9526,0.9528,0.9537,0.9526,0.9528
0.9592,0.9599,0.9592,0.9592,0.9599,0.9592,0.9592
0.9579,0.9587,0.9579,0.9580,0.9587,0.9579,0.9580
0.9526,0.9538,0.9526,0.9528,0.9538,0.9526,0.9528
0.9579,0.9585,0.9579,0.9579,0.9585,0.9579,0.9579
0.9586,0.9594,0.9586,0.9586,0.9594,0.9586,0.9586
0.9566,0.9576,0.9566,0.9567,0.9576,0.9566,0.9567
0.9526,0.9535,0.9526,0.9527,0.9535,0.9526,0.9527
0.9553,0.9558,0.9553,0.9553,0.9558,0.9553,0.9553
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573
0.9553,0.9561,0.9553,0.9553,0.9561,0.9553,0.9553
0.9533,0.9546,0.9533,0.9535,0.9546,0.9533,0.9535
0.9513,0.9521,0.9513,0.9514,0.9521,0.9513,0.9514
0.9507,0.9518,0.9507,0.9508,0.9518,0.9507,0.9508
0.9572,0.9583,0.9572,0.9573,0.9583,0.9572,0.9573
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9526,0.9534,0.9526,0.9527,0.9534,0.9526,0.9527
0.9559,0.9575,0.9559,0.9562,0.9575,0.9559,0.9562
0.9559,0.9566,0.9559,0.9560,0.9566,0.9559,0.9560
0.9566,0.9574,0.9566,0.9567,0.9574,0.9566,0.9567
0.9559,0.9571,0.9559,0.9561,0.9571,0.9559,0.9561
0.9546,0.9557,0.9546,0.9547,0.9557,0.9546,0.9547
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9507,0.9524,0.9507,0.9510,0.9524,0.9507,0.9510
0.9553,0.9571,0.9553,0.9557,0.9571,0.9553,0.9557
0.9579,0.9590,0.9579,0.9581,0.9590,0.9579,0.9581
0.9566,0.9580,0.9566,0.9568,0.9580,0.9566,0.9568
0.9546,0.9558,0.9546,0.9548,0.9558,0.9546,0.9548
0.9520,0.9531,0.9520,0.9520,0.9531,0.9520,0.9520
0.9572,0.9590,0.9572,0.9575,0.9590,0.9572,0.9575
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9546,0.9566,0.9546,0.9549,0.9566,0.9546,0.9549
0.9553,0.9566,0.9553,0.9555,0.9566,0.9553,0.9555
0.9546,0.9561,0.9546,0.9548,0.9561,0.9546,0.9548
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9553,0.9567,0.9553,0.9554,0.9567,0.9553,0.9554
0.9493,0.9508,0.9493,0.9495,0.9508,0.9493,0.9495
0.9559,0.9572,0.9559,0.9560,0.9572,0.9559,0.9560
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9592,0.9606,0.9592,0.9594,0.9606,0.9592,0.9594
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.9520 0.9530 0.9520 0.9520 0.9530 0.9520 0.9520
3 0.9559 0.9573 0.9559 0.9560 0.9573 0.9559 0.9560
4 0.9526 0.9540 0.9526 0.9526 0.9540 0.9526 0.9526
5 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
6 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
7 0.9566 0.9578 0.9566 0.9566 0.9578 0.9566 0.9566
8 0.9539 0.9551 0.9539 0.9539 0.9551 0.9539 0.9539
9 0.9520 0.9531 0.9520 0.9520 0.9531 0.9520 0.9520
10 0.9539 0.9549 0.9539 0.9539 0.9549 0.9539 0.9539
11 0.9533 0.9544 0.9533 0.9534 0.9544 0.9533 0.9534
12 0.9546 0.9554 0.9546 0.9546 0.9554 0.9546 0.9546
13 0.9539 0.9553 0.9539 0.9540 0.9553 0.9539 0.9540
14 0.9513 0.9524 0.9513 0.9513 0.9524 0.9513 0.9513
15 0.9539 0.9549 0.9539 0.9539 0.9549 0.9539 0.9539
16 0.9572 0.9584 0.9572 0.9573 0.9584 0.9572 0.9573
17 0.9533 0.9547 0.9533 0.9534 0.9547 0.9533 0.9534
18 0.9559 0.9569 0.9559 0.9560 0.9569 0.9559 0.9560
19 0.9539 0.9550 0.9539 0.9539 0.9550 0.9539 0.9539
20 0.9566 0.9574 0.9566 0.9565 0.9574 0.9566 0.9565
21 0.9533 0.9543 0.9533 0.9533 0.9543 0.9533 0.9533
22 0.9513 0.9524 0.9513 0.9513 0.9524 0.9513 0.9513
23 0.9559 0.9572 0.9559 0.9560 0.9572 0.9559 0.9560
24 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
25 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
26 0.9539 0.9549 0.9539 0.9539 0.9549 0.9539 0.9539
27 0.9579 0.9590 0.9579 0.9579 0.9590 0.9579 0.9579
28 0.9539 0.9551 0.9539 0.9539 0.9551 0.9539 0.9539
29 0.9526 0.9538 0.9526 0.9527 0.9538 0.9526 0.9527
30 0.9526 0.9536 0.9526 0.9526 0.9536 0.9526 0.9526
31 0.9533 0.9544 0.9533 0.9534 0.9544 0.9533 0.9534
32 0.9546 0.9554 0.9546 0.9546 0.9554 0.9546 0.9546
33 0.9533 0.9546 0.9533 0.9534 0.9546 0.9533 0.9534
34 0.9513 0.9523 0.9513 0.9513 0.9523 0.9513 0.9513
35 0.9539 0.9549 0.9539 0.9539 0.9549 0.9539 0.9539
36 0.9572 0.9584 0.9572 0.9573 0.9584 0.9572 0.9573
37 0.9533 0.9547 0.9533 0.9534 0.9547 0.9533 0.9534
38 0.9553 0.9561 0.9553 0.9553 0.9561 0.9553 0.9553
39 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
40 0.9559 0.9568 0.9559 0.9559 0.9568 0.9559 0.9559
41 0.9533 0.9543 0.9533 0.9533 0.9543 0.9533 0.9533
42 0.9526 0.9537 0.9526 0.9526 0.9537 0.9526 0.9526
43 0.9559 0.9573 0.9559 0.9560 0.9573 0.9559 0.9560
44 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
45 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
46 0.9539 0.9549 0.9539 0.9539 0.9549 0.9539 0.9539
47 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
48 0.9539 0.9551 0.9539 0.9539 0.9551 0.9539 0.9539
49 0.9526 0.9537 0.9526 0.9526 0.9537 0.9526 0.9526
50 0.9526 0.9536 0.9526 0.9526 0.9536 0.9526 0.9526
51 0.9533 0.9544 0.9533 0.9534 0.9544 0.9533 0.9534
52 0.9546 0.9554 0.9546 0.9546 0.9554 0.9546 0.9546
53 0.9533 0.9546 0.9533 0.9534 0.9546 0.9533 0.9534
54 0.9520 0.9530 0.9520 0.9520 0.9530 0.9520 0.9520
55 0.9539 0.9548 0.9539 0.9539 0.9548 0.9539 0.9539
56 0.9579 0.9590 0.9579 0.9579 0.9590 0.9579 0.9579
57 0.9533 0.9547 0.9533 0.9534 0.9547 0.9533 0.9534
58 0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
59 0.9539 0.9550 0.9539 0.9539 0.9550 0.9539 0.9539
60 0.9572 0.9580 0.9572 0.9572 0.9580 0.9572 0.9572
61 0.9533 0.9543 0.9533 0.9533 0.9543 0.9533 0.9533
62 0.9513 0.9524 0.9513 0.9513 0.9524 0.9513 0.9513
63 0.9559 0.9572 0.9559 0.9560 0.9572 0.9559 0.9560
64 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
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67 0.9579 0.9590 0.9579 0.9579 0.9590 0.9579 0.9579
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80 0.9559 0.9568 0.9559 0.9559 0.9568 0.9559 0.9559
81 0.9539 0.9550 0.9539 0.9539 0.9550 0.9539 0.9539
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95 0.9539 0.9549 0.9539 0.9539 0.9549 0.9539 0.9539
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98 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
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105 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
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315 0.9559 0.9566 0.9559 0.9560 0.9566 0.9559 0.9560
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321 0.9579 0.9587 0.9579 0.9579 0.9587 0.9579 0.9579
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492
reports/WeightFiltration/ResNet/time_metrics.txt Normal file
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176.875764
0.000397
0.000400
0.000404
0.000404
0.000397
0.000411
0.000397
0.000408
0.000409
0.000406
0.000426
0.000454
0.000416
0.000380
0.000419
0.000408
0.000396
0.000410
0.000435

20
reports/base/RESNET34/Finetuned.csv Normal file
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accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
0.9531,0.9542,0.9531,0.9531,0.9542,0.9531,0.9531
0.9575,0.9582,0.9575,0.9575,0.9582,0.9575,0.9575
0.9569,0.9580,0.9569,0.9570,0.9580,0.9569,0.9570
0.9537,0.9548,0.9538,0.9540,0.9548,0.9537,0.9540
0.9537,0.9557,0.9538,0.9541,0.9557,0.9537,0.9541
0.9556,0.9565,0.9556,0.9557,0.9565,0.9556,0.9557
0.9587,0.9595,0.9587,0.9587,0.9595,0.9587,0.9587
0.9587,0.9598,0.9587,0.9589,0.9598,0.9587,0.9589
0.9556,0.9565,0.9556,0.9557,0.9565,0.9556,0.9557
0.9550,0.9562,0.9550,0.9552,0.9562,0.9550,0.9552
0.9537,0.9553,0.9538,0.9540,0.9553,0.9537,0.9540
0.9525,0.9541,0.9525,0.9527,0.9541,0.9525,0.9527
0.9563,0.9573,0.9563,0.9563,0.9573,0.9563,0.9563
0.9575,0.9583,0.9575,0.9575,0.9583,0.9575,0.9575
0.9537,0.9555,0.9537,0.9540,0.9555,0.9537,0.9540
0.9563,0.9566,0.9563,0.9562,0.9566,0.9563,0.9562
0.9575,0.9585,0.9575,0.9575,0.9585,0.9575,0.9575
0.9537,0.9545,0.9538,0.9538,0.9545,0.9537,0.9538
0.9519,0.9529,0.9519,0.9518,0.9529,0.9519,0.9518
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.9531 0.9542 0.9531 0.9531 0.9542 0.9531 0.9531
3 0.9575 0.9582 0.9575 0.9575 0.9582 0.9575 0.9575
4 0.9569 0.9580 0.9569 0.9570 0.9580 0.9569 0.9570
5 0.9537 0.9548 0.9538 0.9540 0.9548 0.9537 0.9540
6 0.9537 0.9557 0.9538 0.9541 0.9557 0.9537 0.9541
7 0.9556 0.9565 0.9556 0.9557 0.9565 0.9556 0.9557
8 0.9587 0.9595 0.9587 0.9587 0.9595 0.9587 0.9587
9 0.9587 0.9598 0.9587 0.9589 0.9598 0.9587 0.9589
10 0.9556 0.9565 0.9556 0.9557 0.9565 0.9556 0.9557
11 0.9550 0.9562 0.9550 0.9552 0.9562 0.9550 0.9552
12 0.9537 0.9553 0.9538 0.9540 0.9553 0.9537 0.9540
13 0.9525 0.9541 0.9525 0.9527 0.9541 0.9525 0.9527
14 0.9563 0.9573 0.9563 0.9563 0.9573 0.9563 0.9563
15 0.9575 0.9583 0.9575 0.9575 0.9583 0.9575 0.9575
16 0.9537 0.9555 0.9537 0.9540 0.9555 0.9537 0.9540
17 0.9563 0.9566 0.9563 0.9562 0.9566 0.9563 0.9562
18 0.9575 0.9585 0.9575 0.9575 0.9585 0.9575 0.9575
19 0.9537 0.9545 0.9538 0.9538 0.9545 0.9537 0.9538
20 0.9519 0.9529 0.9519 0.9518 0.9529 0.9519 0.9518