File size: 14,503 Bytes
b71280f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
argmax_max,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,0,0,0.0,0.0,0.0,0.5
2,2,288,288,38,13,0.13194444444444445,0.7450980392156863,0.22418879056047197,0.5434027777777778
3,3,87,87,14,11,0.16091954022988506,0.56,0.25,0.5172413793103449
4,4,94,94,6,1,0.06382978723404255,0.8571428571428571,0.1188118811881188,0.526595744680851
5,5,62,62,0,1,0.0,0.0,0.0,0.49193548387096775
6,6,63,63,6,0,0.09523809523809523,1.0,0.17391304347826084,0.5476190476190477
7,7,17,17,5,4,0.29411764705882354,0.5555555555555556,0.3846153846153846,0.5294117647058824
8,8,65,65,13,14,0.2,0.48148148148148145,0.28260869565217395,0.49230769230769234
9,9,31,31,16,9,0.5161290322580645,0.64,0.5714285714285714,0.6129032258064516
10,10,57,57,9,5,0.15789473684210525,0.6428571428571429,0.25352112676056343,0.5350877192982456
11,11,48,48,6,3,0.125,0.6666666666666666,0.21052631578947367,0.53125
12,12,36,36,9,4,0.25,0.6923076923076923,0.3673469387755102,0.5694444444444444
13,13,17,17,7,5,0.4117647058823529,0.5833333333333334,0.4827586206896552,0.5588235294117647
14,14,77,77,9,5,0.11688311688311688,0.6428571428571429,0.1978021978021978,0.525974025974026
15,15,40,40,0,1,0.0,0.0,0.0,0.4875
16,16,29,29,16,18,0.5517241379310345,0.47058823529411764,0.507936507936508,0.46551724137931033
17,total,1043,1043,154,94,,,,
18,,,,,Micro avg.,0.1476510067114094,0.6209677419354839,0.23857474825716501,0.5287631831255992
19,,,,,Macro avg.,0.18090854376482146,0.5022287145124515,0.23679165145158182,0.5255890633286358
threshold-0.05,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,1,0,0.03333333333333333,1.0,0.06451612903225806,0.5166666666666667
2,2,288,288,99,88,0.34375,0.5294117647058824,0.41684210526315785,0.5190972222222222
3,3,87,87,71,60,0.8160919540229885,0.5419847328244275,0.6513761467889909,0.5632183908045977
4,4,94,94,33,23,0.35106382978723405,0.5892857142857143,0.44,0.5531914893617021
5,5,62,62,11,12,0.1774193548387097,0.4782608695652174,0.25882352941176473,0.49193548387096775
6,6,63,63,47,18,0.746031746031746,0.7230769230769231,0.7343749999999999,0.7301587301587301
7,7,17,17,10,10,0.5882352941176471,0.5,0.5405405405405405,0.5
8,8,65,65,43,42,0.6615384615384615,0.5058823529411764,0.5733333333333334,0.5076923076923077
9,9,31,31,26,24,0.8387096774193549,0.52,0.6419753086419753,0.532258064516129
10,10,57,57,46,28,0.8070175438596491,0.6216216216216216,0.7022900763358778,0.6578947368421053
11,11,48,48,41,37,0.8541666666666666,0.5256410256410257,0.6507936507936508,0.5416666666666666
12,12,36,36,31,30,0.8611111111111112,0.5081967213114754,0.6391752577319588,0.5138888888888888
13,13,17,17,12,12,0.7058823529411765,0.5,0.5853658536585366,0.5
14,14,77,77,57,45,0.7402597402597403,0.5588235294117647,0.6368715083798882,0.577922077922078
15,15,40,40,4,10,0.1,0.2857142857142857,0.14814814814814817,0.425
16,16,29,29,27,26,0.9310344827586207,0.5094339622641509,0.6585365853658537,0.5172413793103449
17,total,1043,1043,559,465,,,,
18,,,,,Micro avg.,0.535953978906999,0.5458984375,0.5408805031446541,0.5450623202301055
19,,,,,Macro avg.,0.5620967969815553,0.523372559021392,0.49076253961329025,0.5381077708778477
threshold-0.25,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,0,0,0.0,0.0,0.0,0.5
2,2,288,288,60,36,0.20833333333333334,0.625,0.3125,0.5416666666666666
3,3,87,87,46,36,0.5287356321839081,0.5609756097560976,0.5443786982248521,0.5574712643678161
4,4,94,94,17,3,0.18085106382978725,0.85,0.29824561403508776,0.574468085106383
5,5,62,62,7,5,0.11290322580645161,0.5833333333333334,0.18918918918918917,0.5161290322580645
6,6,63,63,37,7,0.5873015873015873,0.8409090909090909,0.6915887850467289,0.7380952380952381
7,7,17,17,8,7,0.47058823529411764,0.5333333333333333,0.5,0.5294117647058824
8,8,65,65,31,31,0.47692307692307695,0.5,0.4881889763779527,0.5
9,9,31,31,16,11,0.5161290322580645,0.5925925925925926,0.5517241379310345,0.5806451612903226
10,10,57,57,29,16,0.5087719298245614,0.6444444444444445,0.5686274509803921,0.6140350877192983
11,11,48,48,27,20,0.5625,0.574468085106383,0.5684210526315789,0.5729166666666666
12,12,36,36,20,13,0.5555555555555556,0.6060606060606061,0.5797101449275361,0.5972222222222222
13,13,17,17,8,6,0.47058823529411764,0.5714285714285714,0.5161290322580646,0.5588235294117647
14,14,77,77,18,12,0.23376623376623376,0.6,0.3364485981308411,0.538961038961039
15,15,40,40,1,5,0.025,0.16666666666666666,0.04347826086956522,0.45
16,16,29,29,23,22,0.7931034482758621,0.5111111111111111,0.6216216216216216,0.5172413793103449
17,total,1043,1043,348,230,,,,
18,,,,,Micro avg.,0.3336529242569511,0.6020761245674741,0.4293645897594077,0.5565675934803451
19,,,,,Macro avg.,0.366532387626274,0.5153131438083665,0.4006030330720262,0.5521815962812769
threshold-0.5,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,0,0,0.0,0.0,0.0,0.5
2,2,288,288,31,13,0.1076388888888889,0.7045454545454546,0.18674698795180725,0.53125
3,3,87,87,8,8,0.09195402298850575,0.5,0.1553398058252427,0.5
4,4,94,94,4,0,0.0425531914893617,1.0,0.08163265306122448,0.5212765957446809
5,5,62,62,3,2,0.04838709677419355,0.6,0.08955223880597016,0.5080645161290323
6,6,63,63,18,4,0.2857142857142857,0.8181818181818182,0.4235294117647059,0.6111111111111112
7,7,17,17,4,3,0.23529411764705882,0.5714285714285714,0.3333333333333333,0.5294117647058824
8,8,65,65,20,20,0.3076923076923077,0.5,0.380952380952381,0.5
9,9,31,31,8,5,0.25806451612903225,0.6153846153846154,0.36363636363636365,0.5483870967741935
10,10,57,57,14,6,0.24561403508771928,0.7,0.3636363636363636,0.5701754385964912
11,11,48,48,15,8,0.3125,0.6521739130434783,0.4225352112676057,0.5729166666666666
12,12,36,36,9,4,0.25,0.6923076923076923,0.3673469387755102,0.5694444444444444
13,13,17,17,3,5,0.17647058823529413,0.375,0.24,0.4411764705882353
14,14,77,77,5,1,0.06493506493506493,0.8333333333333334,0.12048192771084336,0.525974025974026
15,15,40,40,1,1,0.025,0.5,0.047619047619047616,0.5
16,16,29,29,17,18,0.5862068965517241,0.4857142857142857,0.53125,0.4827586206896552
17,total,1043,1043,160,98,,,,
18,,,,,Micro avg.,0.15340364333652926,0.6201550387596899,0.24596464258262876,0.5297219558964525
19,,,,,Macro avg.,0.17870735365490803,0.5616511578787794,0.24162309790237635,0.5242321618484953
threshold-0.75,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,0,0,0.0,0.0,0.0,0.5
2,2,288,288,10,1,0.034722222222222224,0.9090909090909091,0.06688963210702342,0.515625
3,3,87,87,3,0,0.034482758620689655,1.0,0.06666666666666667,0.5172413793103449
4,4,94,94,1,0,0.010638297872340425,1.0,0.021052631578947368,0.5053191489361702
5,5,62,62,0,0,0.0,0.0,0.0,0.5
6,6,63,63,5,1,0.07936507936507936,0.8333333333333334,0.14492753623188404,0.5317460317460317
7,7,17,17,3,2,0.17647058823529413,0.6,0.2727272727272727,0.5294117647058824
8,8,65,65,3,6,0.046153846153846156,0.3333333333333333,0.08108108108108109,0.47692307692307695
9,9,31,31,2,0,0.06451612903225806,1.0,0.12121212121212122,0.532258064516129
10,10,57,57,1,0,0.017543859649122806,1.0,0.034482758620689655,0.5087719298245614
11,11,48,48,5,1,0.10416666666666667,0.8333333333333334,0.1851851851851852,0.5416666666666666
12,12,36,36,3,1,0.08333333333333333,0.75,0.15,0.5277777777777778
13,13,17,17,0,2,0.0,0.0,0.0,0.4411764705882353
14,14,77,77,0,0,0.0,0.0,0.0,0.5
15,15,40,40,0,0,0.0,0.0,0.0,0.5
16,16,29,29,10,11,0.3448275862068966,0.47619047619047616,0.39999999999999997,0.4827586206896552
17,total,1043,1043,46,25,,,,
18,,,,,Micro avg.,0.04410354745925216,0.647887323943662,0.08258527827648116,0.5100671140939598
19,,,,,Macro avg.,0.05860119807986761,0.5138400814871402,0.09083675796534538,0.5065103489226196
topk-9,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,4,1,0.13333333333333333,0.8,0.2285714285714286,0.55
2,2,288,288,123,118,0.4270833333333333,0.5103734439834025,0.46502835538752363,0.5086805555555556
3,3,87,87,84,79,0.9655172413793104,0.5153374233128835,0.672,0.5287356321839081
4,4,94,94,68,57,0.723404255319149,0.544,0.6210045662100457,0.5585106382978723
5,5,62,62,11,11,0.1774193548387097,0.5,0.2619047619047619,0.5
6,6,63,63,52,27,0.8253968253968254,0.6582278481012658,0.732394366197183,0.6984126984126984
7,7,17,17,14,14,0.8235294117647058,0.5,0.6222222222222222,0.5
8,8,65,65,52,49,0.8,0.5148514851485149,0.6265060240963856,0.5230769230769231
9,9,31,31,28,29,0.9032258064516129,0.49122807017543857,0.6363636363636364,0.4838709677419355
10,10,57,57,48,37,0.8421052631578947,0.5647058823529412,0.676056338028169,0.5964912280701754
11,11,48,48,46,42,0.9583333333333334,0.5227272727272727,0.6764705882352942,0.5416666666666666
12,12,36,36,36,32,1.0,0.5294117647058824,0.6923076923076924,0.5555555555555556
13,13,17,17,17,12,1.0,0.5862068965517241,0.7391304347826086,0.6470588235294118
14,14,77,77,69,53,0.8961038961038961,0.5655737704918032,0.693467336683417,0.6038961038961039
15,15,40,40,21,19,0.525,0.525,0.525,0.525
16,16,29,29,28,29,0.9655172413793104,0.49122807017543857,0.6511627906976745,0.4827586206896552
17,total,1043,1043,701,609,,,,
18,,,,,Micro avg.,0.6720997123681688,0.5351145038167939,0.5958351041223969,0.5441035474592522
19,,,,,Macro avg.,0.7038805468112596,0.5187571722192098,0.5599759142169437,0.5472773184515566
topk-7,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,1,0,0.03333333333333333,1.0,0.06451612903225806,0.5166666666666667
2,2,288,288,100,92,0.3472222222222222,0.5208333333333334,0.4166666666666667,0.5138888888888888
3,3,87,87,78,69,0.896551724137931,0.5306122448979592,0.6666666666666666,0.5517241379310345
4,4,94,94,54,43,0.574468085106383,0.5567010309278351,0.5654450261780105,0.5585106382978723
5,5,62,62,7,6,0.11290322580645161,0.5384615384615384,0.18666666666666668,0.5080645161290323
6,6,63,63,48,15,0.7619047619047619,0.7619047619047619,0.7619047619047619,0.7619047619047619
7,7,17,17,13,12,0.7647058823529411,0.52,0.6190476190476191,0.5294117647058824
8,8,65,65,48,43,0.7384615384615385,0.5274725274725275,0.6153846153846154,0.5384615384615384
9,9,31,31,27,27,0.8709677419354839,0.5,0.6352941176470588,0.5
10,10,57,57,45,31,0.7894736842105263,0.5921052631578947,0.6766917293233082,0.6228070175438597
11,11,48,48,41,35,0.8541666666666666,0.5394736842105263,0.6612903225806451,0.5625
12,12,36,36,35,32,0.9722222222222222,0.5223880597014925,0.6796116504854368,0.5416666666666666
13,13,17,17,16,11,0.9411764705882353,0.5925925925925926,0.7272727272727272,0.6470588235294118
14,14,77,77,63,41,0.8181818181818182,0.6057692307692307,0.6961325966850829,0.6428571428571429
15,15,40,40,12,17,0.3,0.41379310344827586,0.34782608695652173,0.4375
16,16,29,29,28,29,0.9655172413793104,0.49122807017543857,0.6511627906976745,0.4827586206896552
17,total,1043,1043,616,503,,,,
18,,,,,Micro avg.,0.5906040268456376,0.550491510277033,0.5698427382053654,0.5541706615532119
19,,,,,Macro avg.,0.631838624618225,0.5419609082972593,0.5277400101879836,0.553869481427789
topk-5,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,0,0,0.0,0.0,0.0,0.5
2,2,288,288,89,59,0.3090277777777778,0.6013513513513513,0.408256880733945,0.5520833333333334
3,3,87,87,75,65,0.8620689655172413,0.5357142857142857,0.6607929515418501,0.5574712643678161
4,4,94,94,38,26,0.40425531914893614,0.59375,0.48101265822784806,0.5638297872340425
5,5,62,62,6,4,0.0967741935483871,0.6,0.16666666666666666,0.5161290322580645
6,6,63,63,40,10,0.6349206349206349,0.8,0.7079646017699115,0.7380952380952381
7,7,17,17,12,12,0.7058823529411765,0.5,0.5853658536585366,0.5
8,8,65,65,41,39,0.6307692307692307,0.5125,0.5655172413793104,0.5153846153846153
9,9,31,31,27,22,0.8709677419354839,0.5510204081632653,0.6749999999999999,0.5806451612903226
10,10,57,57,36,23,0.631578947368421,0.6101694915254238,0.6206896551724138,0.6140350877192983
11,11,48,48,30,24,0.625,0.5555555555555556,0.5882352941176471,0.5625
12,12,36,36,31,29,0.8611111111111112,0.5166666666666667,0.6458333333333335,0.5277777777777778
13,13,17,17,14,9,0.8235294117647058,0.6086956521739131,0.7,0.6470588235294118
14,14,77,77,49,26,0.6363636363636364,0.6533333333333333,0.6447368421052633,0.6493506493506493
15,15,40,40,10,13,0.25,0.43478260869565216,0.3174603174603175,0.4625
16,16,29,29,27,28,0.9310344827586207,0.4909090909090909,0.6428571428571428,0.4827586206896552
17,total,1043,1043,525,389,,,,
18,,,,,Micro avg.,0.5033557046979866,0.574398249452954,0.5365355135411344,0.5651965484180249
19,,,,,Macro avg.,0.5454872827014919,0.5037910849463846,0.49472879053083446,0.5570364347664838
topk-3,class,N# of True samples,N# of False samples,True Positives,False Positives,r,p,f1,acc
0,0,2,2,0,0,0.0,0.0,0.0,0.5
1,1,30,30,0,0,0.0,0.0,0.0,0.5
2,2,288,288,62,36,0.2152777777777778,0.6326530612244898,0.32124352331606215,0.5451388888888888
3,3,87,87,58,44,0.6666666666666666,0.5686274509803921,0.6137566137566137,0.5804597701149425
4,4,94,94,22,8,0.23404255319148937,0.7333333333333333,0.3548387096774194,0.574468085106383
5,5,62,62,2,3,0.03225806451612903,0.4,0.05970149253731343,0.49193548387096775
6,6,63,63,26,5,0.4126984126984127,0.8387096774193549,0.553191489361702,0.6666666666666666
7,7,17,17,9,8,0.5294117647058824,0.5294117647058824,0.5294117647058824,0.5294117647058824
8,8,65,65,27,27,0.4153846153846154,0.5,0.453781512605042,0.5
9,9,31,31,25,17,0.8064516129032258,0.5952380952380952,0.684931506849315,0.6290322580645161
10,10,57,57,25,13,0.43859649122807015,0.6578947368421053,0.5263157894736842,0.6052631578947368
11,11,48,48,20,8,0.4166666666666667,0.7142857142857143,0.5263157894736842,0.625
12,12,36,36,25,17,0.6944444444444444,0.5952380952380952,0.6410256410256411,0.6111111111111112
13,13,17,17,12,6,0.7058823529411765,0.6666666666666666,0.6857142857142857,0.6764705882352942
14,14,77,77,23,16,0.2987012987012987,0.5897435897435898,0.39655172413793105,0.5454545454545454
15,15,40,40,6,7,0.15,0.46153846153846156,0.22641509433962265,0.4875
16,16,29,29,24,25,0.8275862068965517,0.4897959183673469,0.6153846153846154,0.4827586206896552
17,total,1043,1043,366,240,,,,
18,,,,,Micro avg.,0.35091083413231067,0.6039603960396039,0.44390539721043054,0.5604026845637584
19,,,,,Macro avg.,0.4025922899248475,0.5278315626813841,0.4228576207269891,0.5618041729884464