File size: 9,791 Bytes
f5f0f0e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
{
  "n_folds": 5,
  "mean_auroc": 0.8672848816651193,
  "std_auroc": 0.023037826231008213,
  "mean_acc": 0.809365867498936,
  "std_acc": 0.015099091855035324,
  "mean_fpr95": 0.5630855092684871,
  "std_fpr95": 0.16969236725665754,
  "fold_aurocs": [
    0.8705022488755623,
    0.8516366816591704,
    0.8341920080422217,
    0.9016041429834533,
    0.8784893267651889
  ],
  "fold_accs": [
    0.793233082706767,
    0.7969924812030075,
    0.8037735849056604,
    0.8339622641509434,
    0.8188679245283019
  ],
  "fold_fpr95s": [
    0.4540229885057471,
    0.5344827586206896,
    0.884393063583815,
    0.39655172413793105,
    0.5459770114942529
  ],
  "sep_loss_weight": 0.0,
  "per_feature": {
    "angle": {
      "mean": 0.8166153530377669,
      "std": 0.1381097848343882
    },
    "dist1": {
      "mean": 0.8865807269653423,
      "std": 0.07294165887097198
    },
    "dist6": {
      "mean": 0.9361776567856422,
      "std": 0.0665847288956416
    },
    "dots": {
      "mean": 0.955718168470726,
      "std": 0.03530116667630583
    },
    "edge1": {
      "mean": 0.7957978279030911,
      "std": 0.13760051702537338
    },
    "edge2": {
      "mean": 0.812891382868937,
      "std": 0.030717617655154305
    },
    "edge3": {
      "mean": 0.7440582092486119,
      "std": 0.07570580644004583
    },
    "edge4": {
      "mean": 0.7617353760894432,
      "std": 0.09850442277082597
    }
  },
  "fold_details": [
    {
      "fold": 1,
      "overall_auroc": 0.8705022488755623,
      "overall_acc": 0.793233082706767,
      "overall_fpr95": 0.4540229885057471,
      "per_feature": {
        "angle": {
          "auroc": 0.96875,
          "accuracy": 0.9411764705882353,
          "fpr95": 0.0625,
          "n_good": 32,
          "n_bad": 2
        },
        "dist1": {
          "auroc": 0.9545454545454546,
          "accuracy": 0.8484848484848485,
          "fpr95": 0.13636363636363635,
          "n_good": 22,
          "n_bad": 11
        },
        "dist6": {
          "auroc": 1.0,
          "accuracy": 1.0,
          "fpr95": 0.0,
          "n_good": 26,
          "n_bad": 2
        },
        "dots": {
          "auroc": 0.9953703703703703,
          "accuracy": 0.9,
          "fpr95": 0.05555555555555555,
          "n_good": 18,
          "n_bad": 12
        },
        "edge1": {
          "auroc": 0.9,
          "accuracy": 0.7619047619047619,
          "fpr95": 0.2727272727272727,
          "n_good": 11,
          "n_bad": 10
        },
        "edge2": {
          "auroc": 0.8125,
          "accuracy": 0.7058823529411765,
          "fpr95": 0.5,
          "n_good": 18,
          "n_bad": 16
        },
        "edge3": {
          "auroc": 0.7225,
          "accuracy": 0.65,
          "fpr95": 0.65,
          "n_good": 20,
          "n_bad": 20
        },
        "edge4": {
          "auroc": 0.6491228070175439,
          "accuracy": 0.6521739130434783,
          "fpr95": 0.9629629629629629,
          "n_good": 27,
          "n_bad": 19
        }
      }
    },
    {
      "fold": 2,
      "overall_auroc": 0.8516366816591704,
      "overall_acc": 0.7969924812030075,
      "overall_fpr95": 0.5344827586206896,
      "per_feature": {
        "angle": {
          "auroc": 0.6041666666666666,
          "accuracy": 0.875,
          "fpr95": 0.8611111111111112,
          "n_good": 36,
          "n_bad": 4
        },
        "dist1": {
          "auroc": 0.8454545454545455,
          "accuracy": 0.8888888888888888,
          "fpr95": 0.3181818181818182,
          "n_good": 22,
          "n_bad": 5
        },
        "dist6": {
          "auroc": 0.9415204678362572,
          "accuracy": 0.7857142857142857,
          "fpr95": 0.15789473684210525,
          "n_good": 19,
          "n_bad": 9
        },
        "dots": {
          "auroc": 0.9360613810741689,
          "accuracy": 0.9,
          "fpr95": 0.5217391304347826,
          "n_good": 23,
          "n_bad": 17
        },
        "edge1": {
          "auroc": 0.8222222222222222,
          "accuracy": 0.7575757575757576,
          "fpr95": 0.9333333333333333,
          "n_good": 15,
          "n_bad": 18
        },
        "edge2": {
          "auroc": 0.8229166666666667,
          "accuracy": 0.7352941176470589,
          "fpr95": 0.6111111111111112,
          "n_good": 18,
          "n_bad": 16
        },
        "edge3": {
          "auroc": 0.7436974789915967,
          "accuracy": 0.6129032258064516,
          "fpr95": 0.8235294117647058,
          "n_good": 17,
          "n_bad": 14
        },
        "edge4": {
          "auroc": 0.7592592592592593,
          "accuracy": 0.7878787878787878,
          "fpr95": 0.75,
          "n_good": 24,
          "n_bad": 9
        }
      }
    },
    {
      "fold": 3,
      "overall_auroc": 0.8341920080422217,
      "overall_acc": 0.8037735849056604,
      "overall_fpr95": 0.884393063583815,
      "per_feature": {
        "angle": {
          "auroc": 0.7946428571428572,
          "accuracy": 0.90625,
          "fpr95": 0.7857142857142857,
          "n_good": 28,
          "n_bad": 4
        },
        "dist1": {
          "auroc": 0.7721893491124261,
          "accuracy": 0.6923076923076923,
          "fpr95": 0.5769230769230769,
          "n_good": 26,
          "n_bad": 13
        },
        "dist6": {
          "auroc": 0.8083333333333333,
          "accuracy": 0.9655172413793104,
          "fpr95": 0.9583333333333334,
          "n_good": 24,
          "n_bad": 5
        },
        "dots": {
          "auroc": 0.9125,
          "accuracy": 0.9411764705882353,
          "fpr95": 0.5833333333333334,
          "n_good": 24,
          "n_bad": 10
        },
        "edge1": {
          "auroc": 0.5321637426900585,
          "accuracy": 0.4864864864864865,
          "fpr95": 0.8421052631578947,
          "n_good": 19,
          "n_bad": 18
        },
        "edge2": {
          "auroc": 0.763157894736842,
          "accuracy": 0.7931034482758621,
          "fpr95": 1.0,
          "n_good": 10,
          "n_bad": 19
        },
        "edge3": {
          "auroc": 0.8875000000000001,
          "accuracy": 0.8125,
          "fpr95": 0.5833333333333334,
          "n_good": 12,
          "n_bad": 20
        },
        "edge4": {
          "auroc": 0.9444444444444444,
          "accuracy": 0.9090909090909091,
          "fpr95": 0.16666666666666666,
          "n_good": 30,
          "n_bad": 3
        }
      }
    },
    {
      "fold": 4,
      "overall_auroc": 0.9016041429834533,
      "overall_acc": 0.8339622641509434,
      "overall_fpr95": 0.39655172413793105,
      "per_feature": {
        "angle": {
          "auroc": 0.9655172413793104,
          "accuracy": 0.96875,
          "fpr95": 0.10344827586206896,
          "n_good": 29,
          "n_bad": 3
        },
        "dist1": {
          "auroc": 0.9714285714285714,
          "accuracy": 0.8709677419354839,
          "fpr95": 0.09523809523809523,
          "n_good": 21,
          "n_bad": 10
        },
        "dist6": {
          "auroc": 0.9655172413793104,
          "accuracy": 0.9117647058823529,
          "fpr95": 0.1724137931034483,
          "n_good": 29,
          "n_bad": 5
        },
        "dots": {
          "auroc": 0.9346590909090909,
          "accuracy": 0.9302325581395349,
          "fpr95": 0.71875,
          "n_good": 32,
          "n_bad": 11
        },
        "edge1": {
          "auroc": 0.9111111111111111,
          "accuracy": 0.8611111111111112,
          "fpr95": 0.38095238095238093,
          "n_good": 21,
          "n_bad": 15
        },
        "edge2": {
          "auroc": 0.8588235294117648,
          "accuracy": 0.75,
          "fpr95": 0.8,
          "n_good": 15,
          "n_bad": 17
        },
        "edge3": {
          "auroc": 0.694078947368421,
          "accuracy": 0.6857142857142857,
          "fpr95": 0.9375,
          "n_good": 16,
          "n_bad": 19
        },
        "edge4": {
          "auroc": 0.7190082644628099,
          "accuracy": 0.5909090909090909,
          "fpr95": 0.8181818181818182,
          "n_good": 11,
          "n_bad": 11
        }
      }
    },
    {
      "fold": 5,
      "overall_auroc": 0.8784893267651889,
      "overall_acc": 0.8188679245283019,
      "overall_fpr95": 0.5459770114942529,
      "per_feature": {
        "angle": {
          "auroc": 0.75,
          "accuracy": 0.9545454545454546,
          "fpr95": 0.5,
          "n_good": 20,
          "n_bad": 2
        },
        "dist1": {
          "auroc": 0.8892857142857142,
          "accuracy": 0.813953488372093,
          "fpr95": 0.34285714285714286,
          "n_good": 35,
          "n_bad": 8
        },
        "dist6": {
          "auroc": 0.9655172413793104,
          "accuracy": 0.9117647058823529,
          "fpr95": 0.1724137931034483,
          "n_good": 29,
          "n_bad": 5
        },
        "dots": {
          "auroc": 1.0,
          "accuracy": 1.0,
          "fpr95": 0.0,
          "n_good": 17,
          "n_bad": 11
        },
        "edge1": {
          "auroc": 0.8134920634920635,
          "accuracy": 0.71875,
          "fpr95": 0.6111111111111112,
          "n_good": 18,
          "n_bad": 14
        },
        "edge2": {
          "auroc": 0.8070588235294118,
          "accuracy": 0.7857142857142857,
          "fpr95": 0.8235294117647058,
          "n_good": 17,
          "n_bad": 25
        },
        "edge3": {
          "auroc": 0.672514619883041,
          "accuracy": 0.6216216216216216,
          "fpr95": 0.8947368421052632,
          "n_good": 19,
          "n_bad": 18
        },
        "edge4": {
          "auroc": 0.7368421052631579,
          "accuracy": 0.8518518518518519,
          "fpr95": 0.8947368421052632,
          "n_good": 19,
          "n_bad": 8
        }
      }
    }
  ]
}