File size: 14,914 Bytes
1d9e201
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
2,2,288,288,42,24,0.14583333333333334,0.6363636363636364,0.23728813559322035,0.53125
3,3,87,87,29,12,0.3333333333333333,0.7073170731707317,0.453125,0.5977011494252874
4,4,94,94,13,3,0.13829787234042554,0.8125,0.23636363636363636,0.5531914893617021
5,5,62,62,4,3,0.06451612903225806,0.5714285714285714,0.11594202898550726,0.5080645161290323
6,6,63,63,31,1,0.49206349206349204,0.96875,0.6526315789473683,0.7380952380952381
7,7,17,17,5,3,0.29411764705882354,0.625,0.4,0.5588235294117647
8,8,65,65,13,10,0.2,0.5652173913043478,0.29545454545454547,0.5230769230769231
9,9,31,31,20,8,0.6451612903225806,0.7142857142857143,0.6779661016949152,0.6935483870967742
10,10,57,57,20,11,0.3508771929824561,0.6451612903225806,0.45454545454545453,0.5789473684210527
11,11,48,48,22,8,0.4583333333333333,0.7333333333333333,0.5641025641025641,0.6458333333333334
12,12,36,36,14,7,0.3888888888888889,0.6666666666666666,0.49122807017543857,0.5972222222222222
13,13,17,17,12,5,0.7058823529411765,0.7058823529411765,0.7058823529411765,0.7058823529411765
14,14,77,77,24,13,0.3116883116883117,0.6486486486486487,0.4210526315789474,0.5714285714285714
15,15,40,40,1,5,0.025,0.16666666666666666,0.04347826086956522,0.45
16,16,29,29,14,12,0.4827586206896552,0.5384615384615384,0.509090909090909,0.5344827586206896
17,total,1043,1043,264,125,,,,
18,,,,,Micro avg.,0.25311601150527324,0.6786632390745502,0.3687150837988827,0.5666347075743049
19,,,,,Macro avg.,0.29627951752988635,0.5709225225643301,0.3681265453143088,0.5757381082096333
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
1,1,30,30,0,0,0.0,0.0,0.0,0.5
2,2,288,288,63,43,0.21875,0.5943396226415094,0.31979695431472077,0.5347222222222222
3,3,87,87,45,21,0.5172413793103449,0.6818181818181818,0.5882352941176471,0.6379310344827587
4,4,94,94,32,7,0.3404255319148936,0.8205128205128205,0.48120300751879697,0.6329787234042553
5,5,62,62,10,10,0.16129032258064516,0.5,0.24390243902439024,0.5
6,6,63,63,47,7,0.746031746031746,0.8703703703703703,0.8034188034188035,0.8174603174603174
7,7,17,17,10,5,0.5882352941176471,0.6666666666666666,0.625,0.6470588235294118
8,8,65,65,28,20,0.4307692307692308,0.5833333333333334,0.49557522123893816,0.5615384615384615
9,9,31,31,18,17,0.5806451612903226,0.5142857142857142,0.5454545454545455,0.5161290322580645
10,10,57,57,39,21,0.6842105263157895,0.65,0.6666666666666667,0.6578947368421053
11,11,48,48,37,28,0.7708333333333334,0.5692307692307692,0.6548672566371682,0.59375
12,12,36,36,21,16,0.5833333333333334,0.5675675675675675,0.5753424657534246,0.5694444444444444
13,13,17,17,10,6,0.5882352941176471,0.625,0.6060606060606061,0.6176470588235294
14,14,77,77,36,23,0.4675324675324675,0.6101694915254238,0.5294117647058822,0.5844155844155844
15,15,40,40,1,8,0.025,0.1111111111111111,0.04081632653061225,0.4125
16,16,29,29,17,16,0.5862068965517241,0.5151515151515151,0.5483870967741935,0.5172413793103449
17,total,1043,1043,414,248,,,,
18,,,,,Micro avg.,0.3969319271332694,0.6253776435045317,0.4856304985337243,0.5795781399808245
19,,,,,Macro avg.,0.4287494421881838,0.522326892012646,0.4543610851891997,0.5765124599253824
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
2,2,288,288,38,23,0.13194444444444445,0.6229508196721312,0.2177650429799427,0.5260416666666666
3,3,87,87,16,4,0.1839080459770115,0.8,0.29906542056074764,0.5689655172413793
4,4,94,94,14,3,0.14893617021276595,0.8235294117647058,0.25225225225225223,0.5585106382978723
5,5,62,62,6,6,0.0967741935483871,0.5,0.16216216216216214,0.5
6,6,63,63,37,4,0.5873015873015873,0.9024390243902439,0.7115384615384616,0.7619047619047619
7,7,17,17,4,3,0.23529411764705882,0.5714285714285714,0.3333333333333333,0.5294117647058824
8,8,65,65,16,15,0.24615384615384617,0.5161290322580645,0.3333333333333333,0.5076923076923077
9,9,31,31,14,6,0.45161290322580644,0.7,0.5490196078431372,0.6290322580645161
10,10,57,57,29,12,0.5087719298245614,0.7073170731707317,0.5918367346938775,0.6491228070175439
11,11,48,48,27,12,0.5625,0.6923076923076923,0.6206896551724138,0.65625
12,12,36,36,12,4,0.3333333333333333,0.75,0.46153846153846156,0.6111111111111112
13,13,17,17,3,4,0.17647058823529413,0.42857142857142855,0.25,0.47058823529411764
14,14,77,77,19,7,0.24675324675324675,0.7307692307692307,0.36893203883495146,0.577922077922078
15,15,40,40,1,4,0.025,0.2,0.04444444444444445,0.4625
16,16,29,29,15,9,0.5172413793103449,0.625,0.5660377358490567,0.603448275862069
17,total,1043,1043,251,116,,,,
18,,,,,Micro avg.,0.24065196548418025,0.6839237057220708,0.35602836879432626,0.5647171620325983
19,,,,,Macro avg.,0.26188210505692283,0.562967193196047,0.3389381579139162,0.565441260104724
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
2,2,288,288,23,11,0.0798611111111111,0.6764705882352942,0.14285714285714285,0.5208333333333334
3,3,87,87,4,0,0.04597701149425287,1.0,0.08791208791208792,0.5229885057471264
4,4,94,94,10,2,0.10638297872340426,0.8333333333333334,0.18867924528301885,0.5425531914893617
5,5,62,62,3,3,0.04838709677419355,0.5,0.08823529411764706,0.5
6,6,63,63,32,2,0.5079365079365079,0.9411764705882353,0.6597938144329897,0.7380952380952381
7,7,17,17,3,1,0.17647058823529413,0.75,0.2857142857142857,0.5588235294117647
8,8,65,65,12,13,0.18461538461538463,0.48,0.2666666666666667,0.49230769230769234
9,9,31,31,9,2,0.2903225806451613,0.8181818181818182,0.4285714285714286,0.6129032258064516
10,10,57,57,20,7,0.3508771929824561,0.7407407407407407,0.47619047619047616,0.6140350877192983
11,11,48,48,19,6,0.3958333333333333,0.76,0.5205479452054795,0.6354166666666666
12,12,36,36,8,4,0.2222222222222222,0.6666666666666666,0.3333333333333333,0.5555555555555556
13,13,17,17,1,2,0.058823529411764705,0.3333333333333333,0.1,0.47058823529411764
14,14,77,77,7,2,0.09090909090909091,0.7777777777777778,0.1627906976744186,0.5324675324675324
15,15,40,40,1,2,0.025,0.3333333333333333,0.046511627906976744,0.4875
16,16,29,29,13,6,0.4482758620689655,0.6842105263157895,0.5416666666666666,0.6206896551724138
17,total,1043,1043,165,63,,,,
18,,,,,Micro avg.,0.15819750719079578,0.7236842105263158,0.25963808025177026,0.5488974113135187
19,,,,,Macro avg.,0.178346734733126,0.605601446382725,0.2546747477960364,0.5532210264156797
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
2,2,288,288,8,4,0.027777777777777776,0.6666666666666666,0.05333333333333333,0.5069444444444444
3,3,87,87,1,0,0.011494252873563218,1.0,0.022727272727272724,0.5057471264367817
4,4,94,94,8,2,0.0851063829787234,0.8,0.15384615384615383,0.5319148936170213
5,5,62,62,1,2,0.016129032258064516,0.3333333333333333,0.03076923076923077,0.49193548387096775
6,6,63,63,18,0,0.2857142857142857,1.0,0.4444444444444445,0.6428571428571429
7,7,17,17,2,0,0.11764705882352941,1.0,0.21052631578947367,0.5588235294117647
8,8,65,65,2,3,0.03076923076923077,0.4,0.05714285714285715,0.49230769230769234
9,9,31,31,2,0,0.06451612903225806,1.0,0.12121212121212122,0.532258064516129
10,10,57,57,11,3,0.19298245614035087,0.7857142857142857,0.30985915492957744,0.5701754385964912
11,11,48,48,7,1,0.14583333333333334,0.875,0.25000000000000006,0.5625
12,12,36,36,3,2,0.08333333333333333,0.6,0.14634146341463414,0.5138888888888888
13,13,17,17,0,0,0.0,0.0,0.0,0.5
14,14,77,77,1,0,0.012987012987012988,1.0,0.025641025641025647,0.5064935064935064
15,15,40,40,0,1,0.0,0.0,0.0,0.4875
16,16,29,29,8,1,0.27586206896551724,0.8888888888888888,0.42105263157894735,0.6206896551724138
17,total,1043,1043,72,19,,,,
18,,,,,Micro avg.,0.06903163950143816,0.7912087912087912,0.12698412698412698,0.5254074784276127
19,,,,,Macro avg.,0.07942072676394005,0.6088001867413633,0.1321703532252395,0.5308256392125438
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
1,1,30,30,10,6,0.3333333333333333,0.625,0.43478260869565216,0.5666666666666667
2,2,288,288,173,153,0.6006944444444444,0.5306748466257669,0.5635179153094463,0.5347222222222222
3,3,87,87,83,73,0.9540229885057471,0.532051282051282,0.6831275720164609,0.5574712643678161
4,4,94,94,64,44,0.6808510638297872,0.5925925925925926,0.6336633663366336,0.6063829787234043
5,5,62,62,24,15,0.3870967741935484,0.6153846153846154,0.47524752475247517,0.5725806451612904
6,6,63,63,57,35,0.9047619047619048,0.6195652173913043,0.735483870967742,0.6746031746031746
7,7,17,17,15,16,0.8823529411764706,0.4838709677419355,0.625,0.47058823529411764
8,8,65,65,57,47,0.8769230769230769,0.5480769230769231,0.6745562130177515,0.5769230769230769
9,9,31,31,30,29,0.967741935483871,0.5084745762711864,0.6666666666666666,0.5161290322580645
10,10,57,57,52,44,0.9122807017543859,0.5416666666666666,0.6797385620915032,0.5701754385964912
11,11,48,48,46,46,0.9583333333333334,0.5,0.6571428571428571,0.5
12,12,36,36,35,33,0.9722222222222222,0.5147058823529411,0.6730769230769229,0.5277777777777778
13,13,17,17,16,13,0.9411764705882353,0.5517241379310345,0.6956521739130435,0.5882352941176471
14,14,77,77,73,66,0.948051948051948,0.5251798561151079,0.6759259259259259,0.5454545454545454
15,15,40,40,14,22,0.35,0.3888888888888889,0.36842105263157887,0.4
16,16,29,29,28,29,0.9655172413793104,0.49122807017543857,0.6511627906976745,0.4827586206896552
17,total,1043,1043,777,671,,,,
18,,,,,Micro avg.,0.7449664429530202,0.5366022099447514,0.6238458450421518,0.5508149568552253
19,,,,,Macro avg.,0.7432564929400952,0.5040637954862168,0.5819509425436666,0.540615821932703
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
1,1,30,30,8,2,0.26666666666666666,0.8,0.4,0.6
2,2,288,288,146,128,0.5069444444444444,0.5328467153284672,0.5195729537366549,0.53125
3,3,87,87,77,63,0.8850574712643678,0.55,0.6784140969162996,0.5804597701149425
4,4,94,94,58,27,0.6170212765957447,0.6823529411764706,0.6480446927374303,0.6648936170212766
5,5,62,62,18,12,0.2903225806451613,0.6,0.3913043478260869,0.5483870967741935
6,6,63,63,55,17,0.873015873015873,0.7638888888888888,0.8148148148148149,0.8015873015873016
7,7,17,17,12,14,0.7058823529411765,0.46153846153846156,0.558139534883721,0.4411764705882353
8,8,65,65,54,38,0.8307692307692308,0.5869565217391305,0.6878980891719746,0.6230769230769231
9,9,31,31,30,26,0.967741935483871,0.5357142857142857,0.6896551724137931,0.5645161290322581
10,10,57,57,49,36,0.8596491228070176,0.5764705882352941,0.6901408450704225,0.6140350877192983
11,11,48,48,43,43,0.8958333333333334,0.5,0.6417910447761194,0.5
12,12,36,36,34,30,0.9444444444444444,0.53125,0.6799999999999999,0.5555555555555556
13,13,17,17,16,11,0.9411764705882353,0.5925925925925926,0.7272727272727272,0.6470588235294118
14,14,77,77,69,51,0.8961038961038961,0.575,0.700507614213198,0.6168831168831169
15,15,40,40,12,17,0.3,0.41379310344827586,0.34782608695652173,0.4375
16,16,29,29,27,29,0.9310344827586207,0.48214285714285715,0.6352941176470589,0.46551724137931033
17,total,1043,1043,708,544,,,,
18,,,,,Micro avg.,0.6788111217641419,0.5654952076677316,0.6169934640522876,0.5786193672099712
19,,,,,Macro avg.,0.6889213871683579,0.5402674679885131,0.5770985963786365,0.5701115960742247
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
1,1,30,30,3,0,0.1,1.0,0.18181818181818182,0.55
2,2,288,288,120,96,0.4166666666666667,0.5555555555555556,0.4761904761904762,0.5416666666666666
3,3,87,87,71,53,0.8160919540229885,0.5725806451612904,0.6729857819905214,0.603448275862069
4,4,94,94,47,16,0.5,0.746031746031746,0.5987261146496815,0.6648936170212766
5,5,62,62,14,10,0.22580645161290322,0.5833333333333334,0.3255813953488372,0.532258064516129
6,6,63,63,52,12,0.8253968253968254,0.8125,0.8188976377952756,0.8174603174603174
7,7,17,17,11,9,0.6470588235294118,0.55,0.5945945945945946,0.5588235294117647
8,8,65,65,45,31,0.6923076923076923,0.5921052631578947,0.6382978723404255,0.6076923076923076
9,9,31,31,27,22,0.8709677419354839,0.5510204081632653,0.6749999999999999,0.5806451612903226
10,10,57,57,46,30,0.8070175438596491,0.6052631578947368,0.6917293233082706,0.6403508771929824
11,11,48,48,43,40,0.8958333333333334,0.5180722891566265,0.6564885496183206,0.53125
12,12,36,36,30,26,0.8333333333333334,0.5357142857142857,0.6521739130434783,0.5555555555555556
13,13,17,17,16,7,0.9411764705882353,0.6956521739130435,0.7999999999999999,0.7647058823529411
14,14,77,77,66,37,0.8571428571428571,0.6407766990291263,0.7333333333333333,0.6883116883116883
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,1043,1043,628,430,,,,
18,,,,,Micro avg.,0.6021093000958773,0.5935727788279773,0.5978105663969537,0.5949185043144775
19,,,,,Macro avg.,0.6241078927345882,0.5814292503950381,0.5574196843734621,0.5930776802366868
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
1,1,30,30,1,0,0.03333333333333333,1.0,0.06451612903225806,0.5166666666666667
2,2,288,288,96,54,0.3333333333333333,0.64,0.4383561643835616,0.5729166666666666
3,3,87,87,63,40,0.7241379310344828,0.6116504854368932,0.6631578947368421,0.632183908045977
4,4,94,94,34,9,0.3617021276595745,0.7906976744186046,0.4963503649635036,0.6329787234042553
5,5,62,62,8,7,0.12903225806451613,0.5333333333333333,0.2077922077922078,0.5080645161290323
6,6,63,63,43,6,0.6825396825396826,0.8775510204081632,0.7678571428571428,0.7936507936507936
7,7,17,17,11,6,0.6470588235294118,0.6470588235294118,0.6470588235294118,0.6470588235294118
8,8,65,65,32,23,0.49230769230769234,0.5818181818181818,0.5333333333333333,0.5692307692307692
9,9,31,31,25,20,0.8064516129032258,0.5555555555555556,0.6578947368421053,0.5806451612903226
10,10,57,57,40,24,0.7017543859649122,0.625,0.6611570247933884,0.6403508771929824
11,11,48,48,36,21,0.75,0.631578947368421,0.6857142857142857,0.65625
12,12,36,36,26,17,0.7222222222222222,0.6046511627906976,0.6582278481012659,0.625
13,13,17,17,16,5,0.9411764705882353,0.7619047619047619,0.8421052631578947,0.8235294117647058
14,14,77,77,54,30,0.7012987012987013,0.6428571428571429,0.6708074534161491,0.6558441558441559
15,15,40,40,5,6,0.125,0.45454545454545453,0.196078431372549,0.4875
16,16,29,29,22,23,0.7586206896551724,0.4888888888888889,0.5945945945945945,0.4827586206896552
17,total,1043,1043,512,291,,,,
18,,,,,Micro avg.,0.49089165867689355,0.6376089663760897,0.5547128927410617,0.6059443911792906
19,,,,,Macro avg.,0.5241158390843821,0.6145347901679713,0.5167648058012054,0.6073311231826704