File size: 91,890 Bytes
ea82585
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d9a3e25
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ea82585
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d9a3e25
ea82585
 
 
d9a3e25
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ea82585
 
 
 
 
 
 
 
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
---

license: apache-2.0
base_model: microsoft/conditional-detr-resnet-50
tags:
- generated_from_trainer
model-index:
- name: detr_finetuned_coco
  results: []
---


<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# detr_finetuned_coco

This model is a fine-tuned version of [microsoft/conditional-detr-resnet-50](https://huggingface.co/microsoft/conditional-detr-resnet-50) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 1.4235
- Map: 0.2714
- Map 50: 0.3867
- Map 75: 0.2968
- Map Small: 0.0662
- Map Medium: 0.1688
- Map Large: 0.3006
- Mar 1: 0.2872
- Mar 10: 0.507
- Mar 100: 0.5305
- Mar Small: 0.0952
- Mar Medium: 0.2946
- Mar Large: 0.5785
- Map Person: 0.5441
- Mar 100 Person: 0.6838
- Map Bicycle: 0.3146
- Mar 100 Bicycle: 0.6
- Map Car: 0.3302
- Mar 100 Car: 0.6011
- Map Motorcycle: 0.3008
- Mar 100 Motorcycle: 0.5347
- Map Airplane: 0.2611
- Mar 100 Airplane: 0.4893
- Map Bus: 0.2997
- Mar 100 Bus: 0.68
- Map Train: 0.4005
- Mar 100 Train: 0.6808
- Map Truck: 0.2124
- Mar 100 Truck: 0.6667
- Map Boat: 0.2231
- Mar 100 Boat: 0.4964
- Map Traffic light: 0.3589
- Mar 100 Traffic light: 0.5547
- Map Fire hydrant: 0.7419
- Mar 100 Fire hydrant: 0.7556
- Map Stop sign: 0.3547
- Mar 100 Stop sign: 0.4375
- Map Parking meter: 0.0595
- Mar 100 Parking meter: 0.48
- Map Bench: 0.0526
- Mar 100 Bench: 0.237
- Map Bird: 0.1136
- Mar 100 Bird: 0.3169
- Map Cat: 0.5449
- Mar 100 Cat: 0.7214
- Map Dog: 0.2094
- Mar 100 Dog: 0.6021
- Map Horse: 0.4232
- Mar 100 Horse: 0.6575
- Map Sheep: 0.3734
- Mar 100 Sheep: 0.6176
- Map Cow: 0.2624
- Mar 100 Cow: 0.6521
- Map Elephant: 0.6967
- Mar 100 Elephant: 0.8636
- Map Bear: 0.1197
- Mar 100 Bear: 0.6875
- Map Zebra: 0.419
- Mar 100 Zebra: 0.5
- Map Giraffe: 0.7759
- Mar 100 Giraffe: 0.9
- Map Backpack: 0.0932
- Mar 100 Backpack: 0.3887
- Map Umbrella: 0.2971
- Mar 100 Umbrella: 0.498
- Map Handbag: 0.028
- Mar 100 Handbag: 0.3605
- Map Tie: 0.4376
- Mar 100 Tie: 0.5745
- Map Suitcase: 0.0202
- Mar 100 Suitcase: 0.2778
- Map Frisbee: 0.4422
- Mar 100 Frisbee: 0.6583
- Map Skis: 0.2384
- Mar 100 Skis: 0.5714
- Map Snowboard: 0.2114
- Mar 100 Snowboard: 0.575
- Map Sports ball: 0.3106
- Mar 100 Sports ball: 0.545
- Map Kite: 0.3103
- Mar 100 Kite: 0.585
- Map Baseball bat: 0.0709
- Mar 100 Baseball bat: 0.4364
- Map Baseball glove: 0.1192
- Mar 100 Baseball glove: 0.6211
- Map Skateboard: 0.3989
- Mar 100 Skateboard: 0.668
- Map Surfboard: 0.4623
- Mar 100 Surfboard: 0.7478
- Map Tennis racket: 0.36
- Mar 100 Tennis racket: 0.5905
- Map Bottle: 0.2205
- Mar 100 Bottle: 0.4743
- Map Wine glass: 0.3316
- Mar 100 Wine glass: 0.4955
- Map Cup: 0.2914
- Mar 100 Cup: 0.5055
- Map Fork: 0.2044
- Mar 100 Fork: 0.3984
- Map Knife: 0.0793
- Mar 100 Knife: 0.349
- Map Spoon: 0.0941
- Mar 100 Spoon: 0.4433
- Map Bowl: 0.3273
- Mar 100 Bowl: 0.6047
- Map Banana: 0.2905
- Mar 100 Banana: 0.5079
- Map Apple: 0.1335
- Mar 100 Apple: 0.4471
- Map Sandwich: 0.2086
- Mar 100 Sandwich: 0.656
- Map Orange: 0.2413
- Mar 100 Orange: 0.5346
- Map Broccoli: 0.1865
- Mar 100 Broccoli: 0.5719
- Map Carrot: 0.2751
- Mar 100 Carrot: 0.6054
- Map Hot dog: 0.1325
- Mar 100 Hot dog: 0.6438
- Map Pizza: 0.6047
- Mar 100 Pizza: 0.719
- Map Donut: 0.4449
- Mar 100 Donut: 0.6707
- Map Cake: 0.1137
- Mar 100 Cake: 0.4508
- Map Chair: 0.2514
- Mar 100 Chair: 0.5078
- Map Couch: 0.1922
- Mar 100 Couch: 0.5962
- Map Potted plant: 0.1817
- Mar 100 Potted plant: 0.3297
- Map Bed: 0.5156
- Mar 100 Bed: 0.7962
- Map Dining table: 0.3427
- Mar 100 Dining table: 0.5894
- Map Toilet: 0.4477
- Mar 100 Toilet: 0.5267
- Map Tv: 0.4456
- Mar 100 Tv: 0.6929
- Map Laptop: 0.1816
- Mar 100 Laptop: 0.3328
- Map Mouse: 0.2073
- Mar 100 Mouse: 0.6556
- Map Remote: 0.1011
- Mar 100 Remote: 0.4635
- Map Keyboard: 0.233
- Mar 100 Keyboard: 0.3769
- Map Cell phone: 0.0924
- Mar 100 Cell phone: 0.3432
- Map Microwave: 0.1925
- Mar 100 Microwave: 0.325
- Map Oven: 0.0465
- Mar 100 Oven: 0.2
- Map Toaster: 0.0
- Mar 100 Toaster: 0.0
- Map Sink: 0.381
- Mar 100 Sink: 0.5957
- Map Refrigerator: 0.1198
- Mar 100 Refrigerator: 0.2846
- Map Book: 0.0901
- Mar 100 Book: 0.2951
- Map Clock: 0.436
- Mar 100 Clock: 0.6
- Map Vase: 0.3249
- Mar 100 Vase: 0.5714
- Map Scissors: 0.0307
- Mar 100 Scissors: 0.5333
- Map Teddy bear: 0.3399
- Mar 100 Teddy bear: 0.6667
- Map Hair drier: 0.0
- Mar 100 Hair drier: 0.0
- Map Toothbrush: 0.1852
- Mar 100 Toothbrush: 0.5667

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05

- train_batch_size: 16

- eval_batch_size: 8

- seed: 42

- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08

- lr_scheduler_type: cosine

- num_epochs: 30

### Training results

| Training Loss | Epoch | Step | Validation Loss | Map    | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1  | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Person | Mar 100 Person | Map Bicycle | Mar 100 Bicycle | Map Car | Mar 100 Car | Map Motorcycle | Mar 100 Motorcycle | Map Airplane | Mar 100 Airplane | Map Bus | Mar 100 Bus | Map Train | Mar 100 Train | Map Truck | Mar 100 Truck | Map Boat | Mar 100 Boat | Map Traffic light | Mar 100 Traffic light | Map Fire hydrant | Mar 100 Fire hydrant | Map Stop sign | Mar 100 Stop sign | Map Parking meter | Mar 100 Parking meter | Map Bench | Mar 100 Bench | Map Bird | Mar 100 Bird | Map Cat | Mar 100 Cat | Map Dog | Mar 100 Dog | Map Horse | Mar 100 Horse | Map Sheep | Mar 100 Sheep | Map Cow | Mar 100 Cow | Map Elephant | Mar 100 Elephant | Map Bear | Mar 100 Bear | Map Zebra | Mar 100 Zebra | Map Giraffe | Mar 100 Giraffe | Map Backpack | Mar 100 Backpack | Map Umbrella | Mar 100 Umbrella | Map Handbag | Mar 100 Handbag | Map Tie | Mar 100 Tie | Map Suitcase | Mar 100 Suitcase | Map Frisbee | Mar 100 Frisbee | Map Skis | Mar 100 Skis | Map Snowboard | Mar 100 Snowboard | Map Sports ball | Mar 100 Sports ball | Map Kite | Mar 100 Kite | Map Baseball bat | Mar 100 Baseball bat | Map Baseball glove | Mar 100 Baseball glove | Map Skateboard | Mar 100 Skateboard | Map Surfboard | Mar 100 Surfboard | Map Tennis racket | Mar 100 Tennis racket | Map Bottle | Mar 100 Bottle | Map Wine glass | Mar 100 Wine glass | Map Cup | Mar 100 Cup | Map Fork | Mar 100 Fork | Map Knife | Mar 100 Knife | Map Spoon | Mar 100 Spoon | Map Bowl | Mar 100 Bowl | Map Banana | Mar 100 Banana | Map Apple | Mar 100 Apple | Map Sandwich | Mar 100 Sandwich | Map Orange | Mar 100 Orange | Map Broccoli | Mar 100 Broccoli | Map Carrot | Mar 100 Carrot | Map Hot dog | Mar 100 Hot dog | Map Pizza | Mar 100 Pizza | Map Donut | Mar 100 Donut | Map Cake | Mar 100 Cake | Map Chair | Mar 100 Chair | Map Couch | Mar 100 Couch | Map Potted plant | Mar 100 Potted plant | Map Bed | Mar 100 Bed | Map Dining table | Mar 100 Dining table | Map Toilet | Mar 100 Toilet | Map Tv | Mar 100 Tv | Map Laptop | Mar 100 Laptop | Map Mouse | Mar 100 Mouse | Map Remote | Mar 100 Remote | Map Keyboard | Mar 100 Keyboard | Map Cell phone | Mar 100 Cell phone | Map Microwave | Mar 100 Microwave | Map Oven | Mar 100 Oven | Map Toaster | Mar 100 Toaster | Map Sink | Mar 100 Sink | Map Refrigerator | Mar 100 Refrigerator | Map Book | Mar 100 Book | Map Clock | Mar 100 Clock | Map Vase | Mar 100 Vase | Map Scissors | Mar 100 Scissors | Map Teddy bear | Mar 100 Teddy bear | Map Hair drier | Mar 100 Hair drier | Map Toothbrush | Mar 100 Toothbrush |
|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:----------:|:--------------:|:-----------:|:---------------:|:-------:|:-----------:|:--------------:|:------------------:|:------------:|:----------------:|:-------:|:-----------:|:---------:|:-------------:|:---------:|:-------------:|:--------:|:------------:|:-----------------:|:---------------------:|:----------------:|:--------------------:|:-------------:|:-----------------:|:-----------------:|:---------------------:|:---------:|:-------------:|:--------:|:------------:|:-------:|:-----------:|:-------:|:-----------:|:---------:|:-------------:|:---------:|:-------------:|:-------:|:-----------:|:------------:|:----------------:|:--------:|:------------:|:---------:|:-------------:|:-----------:|:---------------:|:------------:|:----------------:|:------------:|:----------------:|:-----------:|:---------------:|:-------:|:-----------:|:------------:|:----------------:|:-----------:|:---------------:|:--------:|:------------:|:-------------:|:-----------------:|:---------------:|:-------------------:|:--------:|:------------:|:----------------:|:--------------------:|:------------------:|:----------------------:|:--------------:|:------------------:|:-------------:|:-----------------:|:-----------------:|:---------------------:|:----------:|:--------------:|:--------------:|:------------------:|:-------:|:-----------:|:--------:|:------------:|:---------:|:-------------:|:---------:|:-------------:|:--------:|:------------:|:----------:|:--------------:|:---------:|:-------------:|:------------:|:----------------:|:----------:|:--------------:|:------------:|:----------------:|:----------:|:--------------:|:-----------:|:---------------:|:---------:|:-------------:|:---------:|:-------------:|:--------:|:------------:|:---------:|:-------------:|:---------:|:-------------:|:----------------:|:--------------------:|:-------:|:-----------:|:----------------:|:--------------------:|:----------:|:--------------:|:------:|:----------:|:----------:|:--------------:|:---------:|:-------------:|:----------:|:--------------:|:------------:|:----------------:|:--------------:|:------------------:|:-------------:|:-----------------:|:--------:|:------------:|:-----------:|:---------------:|:--------:|:------------:|:----------------:|:--------------------:|:--------:|:------------:|:---------:|:-------------:|:--------:|:------------:|:------------:|:----------------:|:--------------:|:------------------:|:--------------:|:------------------:|:--------------:|:------------------:|
| No log        | 1.0   | 250  | 4.1385          | 0.0    | 0.0001 | 0.0    | 0.0       | 0.0001     | 0.0001    | 0.0001 | 0.0004 | 0.0034  | 0.0       | 0.0014     | 0.004     | 0.0038     | 0.271          | 0.0         | 0.0             | 0.0     | 0.0         | 0.0            | 0.0                | 0.0          | 0.0              | 0.0     | 0.0         | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0               | 0.0                   | 0.0              | 0.0                  | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0       | 0.0           | 0.0      | 0.0          | 0.0     | 0.0         | 0.0     | 0.0         | 0.0       | 0.0           | 0.0       | 0.0           | 0.0     | 0.0         | 0.0          | 0.0              | 0.0      | 0.0          | 0.0       | 0.0           | 0.0         | 0.0             | 0.0          | 0.0              | 0.0          | 0.0              | 0.0         | 0.0             | 0.0     | 0.0         | 0.0          | 0.0              | 0.0         | 0.0             | 0.0      | 0.0          | 0.0           | 0.0               | 0.0             | 0.0                 | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0                | 0.0                    | 0.0            | 0.0                | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0        | 0.0            | 0.0            | 0.0                | 0.0     | 0.0         | 0.0      | 0.0          | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0        | 0.0            | 0.0       | 0.0           | 0.0          | 0.0              | 0.0        | 0.0            | 0.0          | 0.0              | 0.0        | 0.0            | 0.0         | 0.0             | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0       | 0.0           | 0.0       | 0.0           | 0.0              | 0.0                  | 0.0     | 0.0         | 0.0              | 0.0                  | 0.0        | 0.0            | 0.0    | 0.0        | 0.0        | 0.0            | 0.0       | 0.0           | 0.0        | 0.0            | 0.0          | 0.0              | 0.0            | 0.0                | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0      | 0.0          | 0.0       | 0.0           | 0.0      | 0.0          | 0.0          | 0.0              | 0.0            | 0.0                | 0.0            | 0.0                | 0.0            | 0.0                |
| 79.8681       | 2.0   | 500  | 2.5474          | 0.0009 | 0.0019 | 0.0009 | 0.0002    | 0.0007     | 0.001     | 0.0007 | 0.0028 | 0.0067  | 0.0005    | 0.0039     | 0.0077    | 0.0727     | 0.5334         | 0.0         | 0.0             | 0.0     | 0.0         | 0.0            | 0.0                | 0.0          | 0.0              | 0.0     | 0.0         | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0               | 0.0                   | 0.0              | 0.0                  | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0       | 0.0           | 0.0      | 0.0          | 0.0     | 0.0         | 0.0     | 0.0         | 0.0       | 0.0           | 0.0       | 0.0           | 0.0     | 0.0         | 0.0          | 0.0              | 0.0      | 0.0          | 0.0       | 0.0           | 0.0         | 0.0             | 0.0          | 0.0              | 0.0          | 0.0              | 0.0         | 0.0             | 0.0     | 0.0         | 0.0          | 0.0              | 0.0         | 0.0             | 0.0      | 0.0          | 0.0           | 0.0               | 0.0             | 0.0                 | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0                | 0.0                    | 0.0            | 0.0                | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0        | 0.0            | 0.0            | 0.0                | 0.0     | 0.0         | 0.0      | 0.0          | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0        | 0.0            | 0.0       | 0.0           | 0.0          | 0.0              | 0.0        | 0.0            | 0.0          | 0.0              | 0.0        | 0.0            | 0.0         | 0.0             | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0       | 0.0           | 0.0       | 0.0           | 0.0              | 0.0                  | 0.0     | 0.0         | 0.0              | 0.0                  | 0.0        | 0.0            | 0.0    | 0.0        | 0.0        | 0.0            | 0.0       | 0.0           | 0.0        | 0.0            | 0.0          | 0.0              | 0.0            | 0.0                | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0      | 0.0          | 0.0       | 0.0           | 0.0      | 0.0          | 0.0          | 0.0              | 0.0            | 0.0                | 0.0            | 0.0                | 0.0            | 0.0                |
| 79.8681       | 3.0   | 750  | 2.2549          | 0.002  | 0.0035 | 0.0021 | 0.0037    | 0.0014     | 0.0023    | 0.0025 | 0.0075 | 0.0117  | 0.0072    | 0.0082     | 0.0134    | 0.1287     | 0.6477         | 0.0         | 0.0             | 0.0137  | 0.2372      | 0.0            | 0.0                | 0.0          | 0.0              | 0.0     | 0.0         | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0               | 0.0                   | 0.0              | 0.0                  | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0       | 0.0           | 0.0198   | 0.0154       | 0.0     | 0.0         | 0.0     | 0.0         | 0.0       | 0.0           | 0.0       | 0.0           | 0.0     | 0.0         | 0.0          | 0.0              | 0.0      | 0.0          | 0.0       | 0.0           | 0.0         | 0.0             | 0.0          | 0.0              | 0.0          | 0.0              | 0.0         | 0.0             | 0.0     | 0.0         | 0.0          | 0.0              | 0.0         | 0.0             | 0.0      | 0.0          | 0.0           | 0.0               | 0.0             | 0.0                 | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0                | 0.0                    | 0.0            | 0.0                | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0004     | 0.0266         | 0.0            | 0.0                | 0.0     | 0.0         | 0.0      | 0.0          | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0        | 0.0            | 0.0       | 0.0           | 0.0          | 0.0              | 0.0        | 0.0            | 0.0          | 0.0              | 0.0        | 0.0            | 0.0         | 0.0             | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0001    | 0.0096        | 0.0       | 0.0           | 0.0              | 0.0                  | 0.0     | 0.0         | 0.0              | 0.0                  | 0.0        | 0.0            | 0.0    | 0.0        | 0.0        | 0.0            | 0.0       | 0.0           | 0.0        | 0.0            | 0.0          | 0.0              | 0.0            | 0.0                | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0      | 0.0          | 0.0       | 0.0           | 0.0      | 0.0          | 0.0          | 0.0              | 0.0            | 0.0                | 0.0            | 0.0                | 0.0            | 0.0                |
| 2.2645        | 4.0   | 1000 | 2.0820          | 0.0039 | 0.0069 | 0.004  | 0.0011    | 0.002      | 0.0047    | 0.0068 | 0.0165 | 0.0205  | 0.0067    | 0.0139     | 0.0231    | 0.2678     | 0.6853         | 0.0         | 0.0             | 0.0227  | 0.4047      | 0.0            | 0.0                | 0.0          | 0.0              | 0.0     | 0.0         | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0018       | 0.0007            | 0.0141                | 0.0              | 0.0                  | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0013    | 0.0222        | 0.0046   | 0.0446       | 0.001   | 0.0333      | 0.0     | 0.0         | 0.0001    | 0.0041        | 0.0002    | 0.0093        | 0.0     | 0.0         | 0.0          | 0.0              | 0.0      | 0.0          | 0.0       | 0.0           | 0.0         | 0.0             | 0.0002       | 0.0056           | 0.0002       | 0.0059           | 0.0011      | 0.0173          | 0.0     | 0.0         | 0.0          | 0.0              | 0.0         | 0.0             | 0.0      | 0.0          | 0.0           | 0.0               | 0.0             | 0.0                 | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0                | 0.0                    | 0.0            | 0.0                | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0054     | 0.1532         | 0.0            | 0.0                | 0.0     | 0.007       | 0.0      | 0.0          | 0.0       | 0.0           | 0.0       | 0.0           | 0.0001   | 0.0075       | 0.0001     | 0.0048         | 0.0       | 0.0           | 0.0          | 0.0              | 0.0        | 0.0            | 0.0          | 0.0              | 0.0        | 0.0            | 0.0         | 0.0             | 0.0       | 0.0           | 0.0       | 0.0           | 0.0      | 0.0          | 0.0043    | 0.1348        | 0.0       | 0.0           | 0.0              | 0.0                  | 0.0     | 0.0         | 0.0016           | 0.0596               | 0.0        | 0.0            | 0.0    | 0.0        | 0.0        | 0.0            | 0.0       | 0.0           | 0.0005     | 0.0096         | 0.0          | 0.0              | 0.0            | 0.0                | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0001   | 0.0122       | 0.0       | 0.0           | 0.0      | 0.0          | 0.0          | 0.0              | 0.0            | 0.0                | 0.0            | 0.0                | 0.0            | 0.0                |
| 2.2645        | 5.0   | 1250 | 1.9632          | 0.0083 | 0.0145 | 0.008  | 0.0014    | 0.0041     | 0.0097    | 0.0458 | 0.0697 | 0.0748  | 0.0055    | 0.0229     | 0.085     | 0.345      | 0.6825         | 0.0         | 0.0038          | 0.0376  | 0.5588      | 0.0006         | 0.0082             | 0.0034       | 0.0679           | 0.0     | 0.0075      | 0.0009    | 0.1231        | 0.0029    | 0.0833        | 0.0009   | 0.0455       | 0.0015            | 0.1                   | 0.0              | 0.0                  | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0003    | 0.0556        | 0.0022   | 0.0831       | 0.0258  | 0.2952      | 0.0012  | 0.0426      | 0.0036    | 0.0562        | 0.0013    | 0.0398        | 0.0043  | 0.0708      | 0.0146       | 0.2045           | 0.0059   | 0.0625       | 0.0058    | 0.1061        | 0.0082      | 0.2889          | 0.0014       | 0.0465           | 0.0001       | 0.0078           | 0.0029      | 0.1086          | 0.0003  | 0.0098      | 0.0          | 0.0              | 0.0002      | 0.0083          | 0.0      | 0.0          | 0.0           | 0.0               | 0.0008          | 0.0375              | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0                | 0.0                    | 0.0009         | 0.032              | 0.0058        | 0.2522            | 0.0008            | 0.031                 | 0.0053     | 0.1385         | 0.0001         | 0.0091             | 0.0059  | 0.1359      | 0.0      | 0.0          | 0.0       | 0.0           | 0.0       | 0.0           | 0.0274   | 0.272        | 0.0012     | 0.046          | 0.0032    | 0.0676        | 0.0          | 0.0              | 0.0        | 0.0            | 0.0079       | 0.0969           | 0.0169     | 0.273          | 0.0         | 0.0             | 0.0185    | 0.2524        | 0.0004    | 0.0121        | 0.002    | 0.0049       | 0.006     | 0.2126        | 0.0       | 0.0           | 0.0002           | 0.0109               | 0.011   | 0.1769      | 0.0378           | 0.2809               | 0.003      | 0.07           | 0.0    | 0.0        | 0.0004     | 0.0172         | 0.0       | 0.0           | 0.0005     | 0.0135         | 0.0          | 0.0              | 0.0            | 0.0                | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0068   | 0.2          | 0.0              | 0.0                  | 0.0001   | 0.0171       | 0.0015    | 0.0632        | 0.0002   | 0.0321       | 0.0          | 0.0              | 0.0282         | 0.0611             | 0.0            | 0.0                | 0.0            | 0.0                |
| 1.9313        | 6.0   | 1500 | 1.8637          | 0.0137 | 0.021  | 0.0145 | 0.002     | 0.0059     | 0.0159    | 0.0779 | 0.1113 | 0.1172  | 0.023     | 0.0261     | 0.1325    | 0.428      | 0.7047         | 0.0005      | 0.0472          | 0.1007  | 0.5737      | 0.002          | 0.0918             | 0.0007       | 0.0643           | 0.0023  | 0.05        | 0.0067    | 0.2615        | 0.0015    | 0.0867        | 0.0025   | 0.0982       | 0.0019            | 0.1141                | 0.0              | 0.0                  | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0005    | 0.0722        | 0.0053   | 0.1369       | 0.0296  | 0.3571      | 0.0106  | 0.1936      | 0.0067    | 0.0808        | 0.0052    | 0.0722        | 0.0042  | 0.1229      | 0.0267       | 0.4545           | 0.0082   | 0.15         | 0.0329    | 0.2455        | 0.0781      | 0.5222          | 0.0005       | 0.0408           | 0.0001       | 0.0147           | 0.0046      | 0.1272          | 0.0017  | 0.051       | 0.0006       | 0.0511           | 0.001       | 0.0667          | 0.0005   | 0.0476       | 0.0           | 0.0               | 0.003           | 0.1175              | 0.0      | 0.0          | 0.0              | 0.0                  | 0.0                | 0.0                    | 0.0024         | 0.068              | 0.0079        | 0.3043            | 0.0004            | 0.0286                | 0.0121     | 0.2963         | 0.0003         | 0.0114             | 0.0106  | 0.1898      | 0.0      | 0.0          | 0.0       | 0.0           | 0.0001    | 0.01          | 0.0244   | 0.3047       | 0.0015     | 0.0651         | 0.0019    | 0.05          | 0.0223       | 0.08             | 0.0        | 0.0            | 0.019        | 0.2672           | 0.0117     | 0.2162         | 0.0151      | 0.1688          | 0.0856    | 0.381         | 0.0019    | 0.0793        | 0.0033   | 0.0672       | 0.0055    | 0.2478        | 0.0014    | 0.0538        | 0.0029           | 0.0141               | 0.0075  | 0.2077      | 0.0604           | 0.3245               | 0.0062     | 0.19           | 0.0    | 0.0        | 0.0043     | 0.0707         | 0.0       | 0.0           | 0.0005     | 0.0154         | 0.0          | 0.0              | 0.0            | 0.0                | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0065   | 0.2391       | 0.0              | 0.0                  | 0.0077   | 0.0963       | 0.0024    | 0.0895        | 0.0013   | 0.1357       | 0.0          | 0.0              | 0.0048         | 0.0833             | 0.0            | 0.0                | 0.0            | 0.0                |
| 1.9313        | 7.0   | 1750 | 1.7967          | 0.0209 | 0.0315 | 0.0217 | 0.0078    | 0.0089     | 0.0239    | 0.1037 | 0.157  | 0.1627  | 0.0268    | 0.0349     | 0.1833    | 0.4476     | 0.6914         | 0.0006      | 0.0547          | 0.1889  | 0.6153      | 0.004          | 0.1429             | 0.0067       | 0.2071           | 0.0065  | 0.1325      | 0.014     | 0.3654        | 0.0191    | 0.225         | 0.0026   | 0.1091       | 0.009             | 0.2844                | 0.0              | 0.0                  | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0011    | 0.0963        | 0.0045   | 0.16         | 0.0449  | 0.4167      | 0.0113  | 0.2213      | 0.0418    | 0.1767        | 0.0177    | 0.187         | 0.023   | 0.2042      | 0.063        | 0.5591           | 0.0753   | 0.3875       | 0.042     | 0.3727        | 0.1476      | 0.7333          | 0.0009       | 0.0507           | 0.0          | 0.0078           | 0.0185      | 0.1198          | 0.0397  | 0.0863      | 0.0012       | 0.0867           | 0.0013      | 0.0833          | 0.0011   | 0.0619       | 0.0           | 0.0               | 0.0022          | 0.12                | 0.0002   | 0.013        | 0.0              | 0.0                  | 0.0004             | 0.0211                 | 0.0083         | 0.168              | 0.0147        | 0.4348            | 0.002             | 0.0929                | 0.0274     | 0.3596         | 0.0004         | 0.0432             | 0.0176  | 0.3078      | 0.0      | 0.0          | 0.0       | 0.0           | 0.0004    | 0.02          | 0.0452   | 0.3925       | 0.0011     | 0.081          | 0.0023    | 0.0324        | 0.0077       | 0.168            | 0.0        | 0.0            | 0.0163       | 0.3063           | 0.0368     | 0.4027         | 0.051       | 0.2875          | 0.0417    | 0.3333        | 0.0019    | 0.0517        | 0.0092   | 0.1016       | 0.0075    | 0.2452        | 0.0008    | 0.0923        | 0.0004           | 0.0203               | 0.013   | 0.4231      | 0.0782           | 0.3543               | 0.0063     | 0.2433         | 0.0    | 0.0        | 0.0015     | 0.0569         | 0.0001    | 0.0222        | 0.0008     | 0.0308         | 0.0          | 0.0              | 0.0011         | 0.0297             | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0047   | 0.1957       | 0.0178           | 0.0692               | 0.0041   | 0.1268       | 0.0075    | 0.1895        | 0.003    | 0.225        | 0.0          | 0.0              | 0.0072         | 0.1167             | 0.0            | 0.0                | 0.0            | 0.0                |
| 1.713         | 8.0   | 2000 | 1.7404          | 0.031  | 0.0447 | 0.0337 | 0.0078    | 0.0109     | 0.0356    | 0.127  | 0.1917 | 0.1987  | 0.0275    | 0.0422     | 0.2251    | 0.4787     | 0.7132         | 0.0005      | 0.066           | 0.2187  | 0.6234      | 0.0109         | 0.1571             | 0.0142       | 0.2321           | 0.0166  | 0.185       | 0.0216    | 0.4115        | 0.052     | 0.2317        | 0.013    | 0.1527       | 0.0201            | 0.3875                | 0.0029           | 0.1889               | 0.0           | 0.0               | 0.0               | 0.0                   | 0.0009    | 0.0963        | 0.019    | 0.1954       | 0.0433  | 0.4643      | 0.0164  | 0.3298      | 0.028     | 0.2644        | 0.0467    | 0.238         | 0.0089  | 0.1458      | 0.0783       | 0.5636           | 0.0278   | 0.4          | 0.0799    | 0.4121        | 0.2563      | 0.7704          | 0.0021       | 0.0761           | 0.0005       | 0.0255           | 0.009       | 0.142           | 0.0231  | 0.0961      | 0.0008       | 0.06             | 0.013       | 0.3917          | 0.0051   | 0.131        | 0.0           | 0.0               | 0.0103          | 0.1875              | 0.0019   | 0.062        | 0.0012           | 0.0727               | 0.0006             | 0.0474                 | 0.0045         | 0.14               | 0.0221        | 0.5174            | 0.0029            | 0.1214                | 0.0704     | 0.4037         | 0.0011         | 0.0636             | 0.0355  | 0.4164      | 0.0      | 0.0          | 0.0       | 0.0           | 0.0101    | 0.0567        | 0.0805   | 0.4654       | 0.0016     | 0.073          | 0.0017    | 0.0471        | 0.0102       | 0.26             | 0.0015     | 0.0365         | 0.1213       | 0.3547           | 0.0288     | 0.3351         | 0.0415      | 0.325           | 0.1984    | 0.4476        | 0.0399    | 0.3172        | 0.0065   | 0.1361       | 0.0122    | 0.2578        | 0.0007    | 0.0769        | 0.0021           | 0.0703               | 0.0131  | 0.4577      | 0.1248           | 0.3681               | 0.0075     | 0.2733         | 0.0009 | 0.0607     | 0.0037     | 0.1121         | 0.0       | 0.0           | 0.0014     | 0.0308         | 0.0          | 0.0              | 0.0002         | 0.0378             | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0287   | 0.2217       | 0.0339           | 0.1385               | 0.006    | 0.1293       | 0.0353    | 0.2763        | 0.003    | 0.2107       | 0.0          | 0.0              | 0.0054         | 0.1389             | 0.0            | 0.0                | 0.0            | 0.0                |
| 1.713         | 9.0   | 2250 | 1.6661          | 0.0486 | 0.069  | 0.0531 | 0.0181    | 0.0295     | 0.0554    | 0.1501 | 0.2391 | 0.2508  | 0.0421    | 0.0982     | 0.2801    | 0.4891     | 0.717          | 0.0019      | 0.1264          | 0.2979  | 0.6737      | 0.0145         | 0.2306             | 0.0473       | 0.2857           | 0.0175  | 0.175       | 0.0189    | 0.2615        | 0.0998    | 0.2933        | 0.0272   | 0.2527       | 0.0698            | 0.4828                | 0.0086           | 0.3889               | 0.0025        | 0.1125            | 0.0               | 0.0                   | 0.0024    | 0.1296        | 0.0118   | 0.2108       | 0.0906  | 0.5119      | 0.0509  | 0.4553      | 0.0551    | 0.3438        | 0.1412    | 0.5093        | 0.0127  | 0.2104      | 0.0622       | 0.7682           | 0.0524   | 0.65         | 0.0977    | 0.4394        | 0.4432      | 0.7963          | 0.0013       | 0.0577           | 0.0045       | 0.0539           | 0.0113      | 0.1889          | 0.151   | 0.2353      | 0.0015       | 0.1              | 0.014       | 0.4583          | 0.0371   | 0.2952       | 0.002         | 0.07              | 0.0252          | 0.285               | 0.0103   | 0.117        | 0.0018           | 0.0636               | 0.0009             | 0.1                    | 0.0097         | 0.3                | 0.0514        | 0.5043            | 0.0082            | 0.1929                | 0.0761     | 0.5266         | 0.0006         | 0.0477             | 0.1098  | 0.4367      | 0.0059   | 0.0148       | 0.0004    | 0.0327        | 0.0027    | 0.0467        | 0.0964   | 0.557        | 0.0045     | 0.1254         | 0.005     | 0.1029        | 0.0097       | 0.236            | 0.0216     | 0.1308         | 0.1427       | 0.5375           | 0.0616     | 0.4108         | 0.0199      | 0.2937          | 0.2512    | 0.5095        | 0.0663    | 0.4069        | 0.0205   | 0.118        | 0.0177    | 0.2896        | 0.0031    | 0.1231        | 0.0019           | 0.0437               | 0.0324  | 0.4769      | 0.1529           | 0.3766               | 0.0182     | 0.2967         | 0.0053 | 0.0964     | 0.0118     | 0.1586         | 0.0001    | 0.0111        | 0.001      | 0.0115         | 0.0          | 0.0              | 0.0015         | 0.0595             | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0152   | 0.2391       | 0.075            | 0.1462               | 0.0116   | 0.3207       | 0.1923    | 0.4184        | 0.0048   | 0.2286       | 0.0          | 0.0              | 0.0035         | 0.1889             | 0.0            | 0.0                | 0.0            | 0.0                |
| 1.5296        | 10.0  | 2500 | 1.6241          | 0.0668 | 0.0971 | 0.0735 | 0.0156    | 0.036      | 0.0762    | 0.1804 | 0.2955 | 0.3077  | 0.04      | 0.1246     | 0.3414    | 0.4942     | 0.7027         | 0.0089      | 0.1736          | 0.2573  | 0.6515      | 0.09           | 0.3143             | 0.0861       | 0.2857           | 0.0414  | 0.2525      | 0.0489    | 0.4692        | 0.1338    | 0.4817        | 0.022    | 0.2782       | 0.206             | 0.5531                | 0.0103           | 0.4222               | 0.0076        | 0.225             | 0.0               | 0.0                   | 0.0016    | 0.1204        | 0.0087   | 0.2431       | 0.0951  | 0.5833      | 0.0344  | 0.4362      | 0.1086    | 0.4041        | 0.2013    | 0.5306        | 0.0316  | 0.3125      | 0.1352       | 0.7955           | 0.0285   | 0.6375       | 0.1419    | 0.4333        | 0.4392      | 0.7926          | 0.0041       | 0.1014           | 0.0156       | 0.1108           | 0.0176      | 0.2148          | 0.1966  | 0.3275      | 0.0042       | 0.1356           | 0.0274      | 0.5583          | 0.0427   | 0.3143       | 0.0119        | 0.16              | 0.096           | 0.335               | 0.0486   | 0.199        | 0.0057           | 0.0727               | 0.0049             | 0.2                    | 0.0244         | 0.388              | 0.0617        | 0.5391            | 0.0212            | 0.2548                | 0.0788     | 0.4651         | 0.0042         | 0.1091             | 0.1282  | 0.4828      | 0.0103   | 0.0311       | 0.0003    | 0.0388        | 0.0045    | 0.1           | 0.1327   | 0.5402       | 0.0088     | 0.1968         | 0.0121    | 0.1735        | 0.0479       | 0.456            | 0.0666     | 0.1904         | 0.1244       | 0.5719           | 0.154      | 0.4865         | 0.0245      | 0.475           | 0.2765    | 0.6095        | 0.092     | 0.5034        | 0.0086   | 0.123        | 0.0294    | 0.3852        | 0.0182    | 0.2346        | 0.0073           | 0.1141               | 0.1412  | 0.7577      | 0.2182           | 0.467                | 0.0359     | 0.3033         | 0.0573 | 0.3964     | 0.0395     | 0.2086         | 0.0002    | 0.0111        | 0.0015     | 0.0538         | 0.0          | 0.0              | 0.0045         | 0.1243             | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.0322   | 0.4348       | 0.0757           | 0.1385               | 0.0126   | 0.2195       | 0.2557    | 0.4658        | 0.0063   | 0.3179       | 0.0045       | 0.15             | 0.0172         | 0.2667             | 0.0            | 0.0                | 0.0            | 0.0                |
| 1.5296        | 11.0  | 2750 | 1.5608          | 0.0921 | 0.1306 | 0.1009 | 0.0175    | 0.0603     | 0.1039    | 0.191  | 0.3198 | 0.3337  | 0.0383    | 0.1536     | 0.3679    | 0.5217     | 0.7201         | 0.0254      | 0.1811          | 0.3062  | 0.638       | 0.0862         | 0.3469             | 0.0783       | 0.3107           | 0.0618  | 0.275       | 0.0619    | 0.3654        | 0.1139    | 0.41          | 0.0397   | 0.3455       | 0.2801            | 0.5562                | 0.0157           | 0.3333               | 0.0132        | 0.225             | 0.0               | 0.0                   | 0.0036    | 0.1352        | 0.035    | 0.3662       | 0.1535  | 0.5738      | 0.0511  | 0.5468      | 0.1318    | 0.5342        | 0.2573    | 0.625         | 0.0378  | 0.3625      | 0.155        | 0.8045           | 0.0379   | 0.65         | 0.1643    | 0.4576        | 0.5884      | 0.8704          | 0.0066       | 0.1465           | 0.0474       | 0.1716           | 0.0202      | 0.1926          | 0.2018  | 0.3137      | 0.005        | 0.1711           | 0.031       | 0.5833          | 0.0715   | 0.369        | 0.0324        | 0.295             | 0.1765          | 0.4275              | 0.1884   | 0.402        | 0.0045           | 0.1                  | 0.0133             | 0.2842                 | 0.0468         | 0.448              | 0.0854        | 0.5609            | 0.076             | 0.2619                | 0.1094     | 0.5009         | 0.0062         | 0.1659             | 0.1978  | 0.4859      | 0.0189   | 0.0475       | 0.0003    | 0.0224        | 0.0333    | 0.1667        | 0.17     | 0.6159       | 0.0236     | 0.2508         | 0.0331    | 0.1794        | 0.0354       | 0.404            | 0.0915     | 0.3423         | 0.1639       | 0.5531           | 0.1444     | 0.4811         | 0.0411      | 0.3187          | 0.4028    | 0.6143        | 0.1954    | 0.5103        | 0.0195   | 0.1574       | 0.0522    | 0.4178        | 0.091     | 0.3731        | 0.0155           | 0.1484               | 0.1686  | 0.6577      | 0.2272           | 0.45                 | 0.0675     | 0.32           | 0.138  | 0.5107     | 0.0642     | 0.2155         | 0.0004    | 0.0111        | 0.0056     | 0.0962         | 0.0022       | 0.0923           | 0.0077         | 0.2                | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.1244   | 0.4087       | 0.0838           | 0.1462               | 0.0125   | 0.2476       | 0.2974    | 0.4816        | 0.0214   | 0.3643       | 0.0043       | 0.15             | 0.0682         | 0.2278             | 0.0            | 0.0                | 0.0            | 0.0                |
| 1.3664        | 12.0  | 3000 | 1.5439          | 0.1152 | 0.1658 | 0.1248 | 0.0626    | 0.0694     | 0.1298    | 0.2084 | 0.3655 | 0.379   | 0.0755    | 0.1783     | 0.4163    | 0.5108     | 0.6906         | 0.0741      | 0.234           | 0.3161  | 0.6252      | 0.2019         | 0.5061             | 0.1025       | 0.3357           | 0.1161  | 0.43        | 0.1271    | 0.5577        | 0.1347    | 0.5383        | 0.0724   | 0.3945       | 0.2913            | 0.5281                | 0.0415           | 0.5667               | 0.0251        | 0.2375            | 0.0               | 0.0                   | 0.0027    | 0.1426        | 0.0186   | 0.3154       | 0.1809  | 0.619       | 0.0909  | 0.5745      | 0.1873    | 0.5493        | 0.2839    | 0.613         | 0.0606  | 0.5         | 0.1737       | 0.8136           | 0.0362   | 0.7375       | 0.1969    | 0.4758        | 0.713       | 0.8778          | 0.0044       | 0.1225           | 0.1064       | 0.2696           | 0.011       | 0.2321          | 0.2714  | 0.3745      | 0.0106       | 0.2356           | 0.0246      | 0.475           | 0.1112   | 0.4762       | 0.1077        | 0.35              | 0.1786          | 0.4525              | 0.2299   | 0.44         | 0.0124           | 0.1909               | 0.0128             | 0.2263                 | 0.0807         | 0.6                | 0.2541        | 0.5913            | 0.0754            | 0.3595                | 0.1464     | 0.5028         | 0.032          | 0.2773             | 0.2206  | 0.5289      | 0.0387   | 0.0918       | 0.0024    | 0.0939        | 0.0392    | 0.1633        | 0.199    | 0.6383       | 0.0191     | 0.2698         | 0.0162    | 0.1971        | 0.0434       | 0.52             | 0.1186     | 0.4558         | 0.138        | 0.5437           | 0.2091     | 0.5892         | 0.0396      | 0.4437          | 0.4124    | 0.681         | 0.2873    | 0.5638        | 0.0215   | 0.1787       | 0.0802    | 0.4891        | 0.0564    | 0.4769        | 0.0636           | 0.2313               | 0.301   | 0.7192      | 0.2514           | 0.4904               | 0.1648     | 0.3333         | 0.1664 | 0.5929     | 0.0879     | 0.2724         | 0.0009    | 0.0111        | 0.0104     | 0.0942         | 0.0093       | 0.1923           | 0.0122         | 0.2054             | 0.0           | 0.0               | 0.0009   | 0.0833       | 0.0         | 0.0             | 0.1493   | 0.4826       | 0.0107           | 0.1385               | 0.0208   | 0.2512       | 0.3401    | 0.5421        | 0.0298   | 0.375        | 0.0          | 0.0              | 0.0262         | 0.3444             | 0.0            | 0.0                | 0.0            | 0.0                |
| 1.3664        | 13.0  | 3250 | 1.5051          | 0.1395 | 0.1987 | 0.1515 | 0.0335    | 0.0869     | 0.1565    | 0.2266 | 0.3919 | 0.4088  | 0.0605    | 0.1817     | 0.4493    | 0.5281     | 0.7096         | 0.0751      | 0.2943          | 0.3158  | 0.6109      | 0.1672         | 0.5143             | 0.1681       | 0.3179           | 0.119   | 0.3925      | 0.1591    | 0.6           | 0.1327    | 0.5483        | 0.1017   | 0.4418       | 0.2896            | 0.5984                | 0.1632           | 0.5333               | 0.0368        | 0.325             | 0.0               | 0.0                   | 0.0038    | 0.1741        | 0.0357   | 0.2892       | 0.2262  | 0.631       | 0.0831  | 0.6021      | 0.225     | 0.5767        | 0.3397    | 0.5713        | 0.0681  | 0.5021      | 0.2878       | 0.8636           | 0.0287   | 0.6375       | 0.2856    | 0.4758        | 0.7605      | 0.8926          | 0.0169       | 0.1901           | 0.1439       | 0.2814           | 0.0137      | 0.2864          | 0.2473  | 0.3824      | 0.0082       | 0.26             | 0.0441      | 0.475           | 0.1055   | 0.5381       | 0.1637        | 0.415             | 0.18            | 0.445               | 0.2548   | 0.448        | 0.0169           | 0.2364               | 0.0126             | 0.4632                 | 0.1433         | 0.596              | 0.2609        | 0.6826            | 0.1779            | 0.4095                | 0.157      | 0.4734         | 0.0808         | 0.3523             | 0.222   | 0.4773      | 0.0382   | 0.1049       | 0.0011    | 0.051         | 0.0441    | 0.2367        | 0.2348   | 0.5841       | 0.0661     | 0.4079         | 0.0185    | 0.3118        | 0.094        | 0.58             | 0.15       | 0.4442         | 0.1809       | 0.6219           | 0.2089     | 0.5757         | 0.0405      | 0.4125          | 0.4507    | 0.6619        | 0.2651    | 0.6603        | 0.0307   | 0.2672       | 0.1007    | 0.4561        | 0.1146    | 0.5269        | 0.1162           | 0.2828               | 0.3822  | 0.6923      | 0.292            | 0.516                | 0.339      | 0.4067         | 0.2078 | 0.625      | 0.0853     | 0.25           | 0.0046    | 0.1111        | 0.0167     | 0.2019         | 0.0263       | 0.2538           | 0.0198         | 0.2703             | 0.0           | 0.0               | 0.0      | 0.0          | 0.0         | 0.0             | 0.1561   | 0.4783       | 0.0356           | 0.1385               | 0.033    | 0.2402       | 0.4153    | 0.5921        | 0.0458   | 0.4          | 0.0066       | 0.15             | 0.081          | 0.4778             | 0.0            | 0.0                | 0.0038         | 0.2                |
| 1.228         | 14.0  | 3500 | 1.4548          | 0.1641 | 0.2334 | 0.1793 | 0.0547    | 0.102      | 0.1839    | 0.2435 | 0.4214 | 0.4434  | 0.0645    | 0.2084     | 0.4867    | 0.5369     | 0.7109         | 0.1516      | 0.4             | 0.3265  | 0.6613      | 0.2394         | 0.5265             | 0.124        | 0.3607           | 0.1766  | 0.4975      | 0.2471    | 0.6077        | 0.1535    | 0.605         | 0.1434   | 0.5055       | 0.332             | 0.6047                | 0.1796           | 0.5444               | 0.0779        | 0.35              | 0.0035            | 0.16                  | 0.0058    | 0.1667        | 0.0483   | 0.3338       | 0.3091  | 0.6786      | 0.0905  | 0.583       | 0.256     | 0.5589        | 0.3965    | 0.6889        | 0.0914  | 0.5458      | 0.3144       | 0.8591           | 0.0602   | 0.65         | 0.3439    | 0.4879        | 0.7744      | 0.9037          | 0.0177       | 0.2042           | 0.1799       | 0.3402           | 0.0139      | 0.2889          | 0.2812  | 0.398       | 0.0115       | 0.2289           | 0.0636      | 0.65            | 0.1464   | 0.5738       | 0.2177        | 0.52              | 0.2481          | 0.495               | 0.2774   | 0.532        | 0.0402           | 0.5182               | 0.0254             | 0.4737                 | 0.1815         | 0.676              | 0.3177        | 0.7087            | 0.193             | 0.4714                | 0.1704     | 0.5339         | 0.102          | 0.3477             | 0.1958  | 0.4781      | 0.0935   | 0.2361       | 0.0064    | 0.149         | 0.0787    | 0.2867        | 0.2444   | 0.5561       | 0.1219     | 0.4619         | 0.0279    | 0.3147        | 0.1001       | 0.604            | 0.1677     | 0.4519         | 0.1846       | 0.6203           | 0.2267     | 0.6514         | 0.0993      | 0.4313          | 0.4665    | 0.6524        | 0.3866    | 0.7034        | 0.0345   | 0.2738       | 0.142     | 0.4826        | 0.0708    | 0.5115        | 0.1586           | 0.3156               | 0.3802  | 0.6846      | 0.2894           | 0.4947               | 0.3497     | 0.4067         | 0.1891 | 0.5786     | 0.1252     | 0.2552         | 0.0008    | 0.0333        | 0.0247     | 0.2385         | 0.0719       | 0.2692           | 0.0325         | 0.3135             | 0.0           | 0.0               | 0.0027   | 0.075        | 0.0         | 0.0             | 0.2186   | 0.4348       | 0.0902           | 0.1462               | 0.0418   | 0.3024       | 0.4062    | 0.6026        | 0.1195   | 0.4607       | 0.0115       | 0.2333           | 0.0944         | 0.4778             | 0.0            | 0.0                | 0.0074         | 0.3333             |
| 1.228         | 15.0  | 3750 | 1.4521          | 0.1844 | 0.2619 | 0.2021 | 0.0487    | 0.1038     | 0.2063    | 0.2544 | 0.4337 | 0.4552  | 0.0624    | 0.2316     | 0.4984    | 0.5359     | 0.6964         | 0.156       | 0.5321          | 0.3211  | 0.6204      | 0.2633         | 0.5551             | 0.1822       | 0.3857           | 0.1818  | 0.4775      | 0.2501    | 0.6308        | 0.1643    | 0.5633        | 0.1503   | 0.4927       | 0.3306            | 0.5828                | 0.3276           | 0.6444               | 0.2096        | 0.35              | 0.0031            | 0.2                   | 0.0058    | 0.2093        | 0.047    | 0.3092       | 0.3283  | 0.7143      | 0.1043  | 0.5702      | 0.3409    | 0.6096        | 0.3426    | 0.612         | 0.087   | 0.5271      | 0.4379       | 0.8545           | 0.0619   | 0.6125       | 0.3943    | 0.4848        | 0.7682      | 0.9111          | 0.0235       | 0.2282           | 0.2274       | 0.4225           | 0.0146      | 0.3272          | 0.3073  | 0.4745      | 0.0141       | 0.26             | 0.0707      | 0.55            | 0.189    | 0.5262       | 0.199         | 0.51              | 0.2872          | 0.4725              | 0.2525   | 0.493        | 0.0553           | 0.4364               | 0.0735             | 0.6105                 | 0.2645         | 0.636              | 0.3596        | 0.6478            | 0.2168            | 0.4833                | 0.1834     | 0.5239         | 0.1439         | 0.4364             | 0.2321  | 0.4992      | 0.098    | 0.2508       | 0.014     | 0.2061        | 0.0891    | 0.3533        | 0.2615   | 0.5729       | 0.1485     | 0.4524         | 0.0268    | 0.3382        | 0.1234       | 0.636            | 0.1573     | 0.4904         | 0.1856       | 0.5813           | 0.2553     | 0.6216         | 0.0948      | 0.4062          | 0.5299    | 0.6714        | 0.3766    | 0.6707        | 0.0463   | 0.2508       | 0.1836    | 0.483         | 0.1272    | 0.4923        | 0.1447           | 0.3562               | 0.481   | 0.7385      | 0.2985           | 0.5287               | 0.332      | 0.42           | 0.2833 | 0.6286     | 0.1307     | 0.2741         | 0.0271    | 0.3111        | 0.0463     | 0.2846         | 0.0609       | 0.2538           | 0.0621         | 0.327              | 0.0129        | 0.1               | 0.0178   | 0.0833       | 0.0         | 0.0             | 0.276    | 0.5391       | 0.084            | 0.1308               | 0.0453   | 0.2902       | 0.3959    | 0.5947        | 0.1197   | 0.4          | 0.0099       | 0.1833           | 0.0943         | 0.5278             | 0.0            | 0.0                | 0.0071         | 0.2833             |
| 1.1105        | 16.0  | 4000 | 1.4249          | 0.1986 | 0.2824 | 0.2196 | 0.0303    | 0.1209     | 0.2218    | 0.2622 | 0.4539 | 0.4766  | 0.0478    | 0.2645     | 0.5195    | 0.5414     | 0.7129         | 0.1859      | 0.4679          | 0.3424  | 0.6204      | 0.2833         | 0.5204             | 0.1943       | 0.4393           | 0.1864  | 0.5025      | 0.2837    | 0.6346        | 0.1662    | 0.6133        | 0.1887   | 0.5127       | 0.3574            | 0.6281                | 0.4608           | 0.6444               | 0.1798        | 0.4125            | 0.0114            | 0.38                  | 0.0053    | 0.1981        | 0.0508   | 0.34         | 0.3727  | 0.7238      | 0.1218  | 0.6255      | 0.3121    | 0.6233        | 0.4127    | 0.6685        | 0.1238  | 0.5896      | 0.4254       | 0.8182           | 0.0755   | 0.6625       | 0.3887    | 0.4727        | 0.753       | 0.9148          | 0.0267       | 0.2493           | 0.2318       | 0.4402           | 0.0155      | 0.321           | 0.3495  | 0.5196      | 0.011        | 0.24             | 0.2628      | 0.6167          | 0.1779   | 0.5738       | 0.1612        | 0.575             | 0.2572          | 0.5475              | 0.2646   | 0.532        | 0.0387           | 0.4636               | 0.0587             | 0.6579                 | 0.2552         | 0.684              | 0.3821        | 0.7826            | 0.2694            | 0.4643                | 0.1905     | 0.4963         | 0.1546         | 0.4682             | 0.2489  | 0.5289      | 0.1393   | 0.277        | 0.0343    | 0.2122        | 0.0673    | 0.3133        | 0.2551   | 0.6421       | 0.2316     | 0.4286         | 0.0615    | 0.3529        | 0.2011       | 0.62             | 0.1975     | 0.45           | 0.1709       | 0.5359           | 0.1868     | 0.5703         | 0.0273      | 0.3313          | 0.49      | 0.6571        | 0.4227    | 0.6431        | 0.0344   | 0.2574       | 0.1906    | 0.49          | 0.1258    | 0.5308        | 0.1555           | 0.3891               | 0.4432  | 0.75        | 0.3143           | 0.5553               | 0.4058     | 0.4933         | 0.2941 | 0.6393     | 0.1596     | 0.3017         | 0.0568    | 0.5444        | 0.0431     | 0.275          | 0.0702       | 0.3              | 0.0685         | 0.3108             | 0.0129        | 0.075             | 0.0015   | 0.0833       | 0.0         | 0.0             | 0.3038   | 0.5087       | 0.0562           | 0.2077               | 0.0575   | 0.3439       | 0.4526    | 0.6026        | 0.1077   | 0.4286       | 0.0052       | 0.1667           | 0.2523         | 0.5833             | 0.0            | 0.0                | 0.0116         | 0.3667             |
| 1.1105        | 17.0  | 4250 | 1.4257          | 0.212  | 0.3    | 0.2334 | 0.0477    | 0.1353     | 0.2368    | 0.2724 | 0.4731 | 0.4936  | 0.0574    | 0.2656     | 0.5393    | 0.5456     | 0.7066         | 0.2114      | 0.5453          | 0.3457  | 0.646       | 0.2661         | 0.5408             | 0.193        | 0.4357           | 0.2009  | 0.5         | 0.3029    | 0.6115        | 0.1658    | 0.5733        | 0.1659   | 0.4836       | 0.3379            | 0.5406                | 0.5707           | 0.6667               | 0.2458        | 0.4125            | 0.012             | 0.36                  | 0.0104    | 0.2056        | 0.0575   | 0.3323       | 0.4157  | 0.731       | 0.1214  | 0.6277      | 0.337     | 0.6096        | 0.3774    | 0.6324        | 0.1653  | 0.6         | 0.4643       | 0.8409           | 0.0552   | 0.6625       | 0.4081    | 0.4848        | 0.7736      | 0.9             | 0.021        | 0.2606           | 0.2966       | 0.4588           | 0.0189      | 0.3407          | 0.3581  | 0.5549      | 0.0121       | 0.2356           | 0.259       | 0.6083          | 0.1911   | 0.5524       | 0.1869        | 0.555             | 0.2853          | 0.52                | 0.2542   | 0.495        | 0.0578           | 0.4545               | 0.0947             | 0.5737                 | 0.2068         | 0.62               | 0.3507        | 0.7043            | 0.2588            | 0.5333                | 0.1778     | 0.5028         | 0.1887         | 0.4727             | 0.2556  | 0.5211      | 0.1474   | 0.3443       | 0.0585    | 0.2796        | 0.102     | 0.4067        | 0.2812   | 0.6093       | 0.2865     | 0.4825         | 0.0778    | 0.3941        | 0.1283       | 0.64             | 0.2188     | 0.4558         | 0.2016       | 0.5922           | 0.2027     | 0.6            | 0.0614      | 0.4375          | 0.5328    | 0.6714        | 0.4268    | 0.6759        | 0.059    | 0.2885       | 0.2291    | 0.5187        | 0.1728    | 0.5423        | 0.1739           | 0.3484               | 0.4496  | 0.7308      | 0.3055           | 0.5468               | 0.3588     | 0.4233         | 0.3432 | 0.6071     | 0.1372     | 0.2931         | 0.1022    | 0.5333        | 0.0668     | 0.3462         | 0.1397       | 0.3923           | 0.0688         | 0.3405             | 0.0547        | 0.275             | 0.0023   | 0.0833       | 0.0         | 0.0             | 0.304    | 0.5696       | 0.0871           | 0.1385               | 0.0457   | 0.2732       | 0.4156    | 0.6           | 0.1934   | 0.5107       | 0.004        | 0.1333           | 0.267          | 0.6611             | 0.0114         | 0.8                | 0.0189         | 0.3333             |
| 1.0125        | 18.0  | 4500 | 1.4093          | 0.2272 | 0.3211 | 0.251  | 0.0373    | 0.1308     | 0.253     | 0.2725 | 0.4752 | 0.5009  | 0.0539    | 0.2738     | 0.5476    | 0.5501     | 0.7096         | 0.2271      | 0.5717          | 0.3404  | 0.6507      | 0.2872         | 0.5735             | 0.2299       | 0.3714           | 0.241   | 0.525       | 0.3226    | 0.6346        | 0.1881    | 0.64          | 0.1796   | 0.48         | 0.3433            | 0.6109                | 0.6712           | 0.7444               | 0.2074        | 0.35              | 0.0113            | 0.26                  | 0.0137    | 0.2148        | 0.0815   | 0.3462       | 0.4662  | 0.7214      | 0.1708  | 0.5915      | 0.3742    | 0.6397        | 0.3832    | 0.6435        | 0.1901  | 0.6646      | 0.4756       | 0.8591           | 0.1151   | 0.6375       | 0.4177    | 0.5           | 0.7649      | 0.8889          | 0.0362       | 0.2958           | 0.2609       | 0.4578           | 0.0144      | 0.3             | 0.3642  | 0.5255      | 0.0102       | 0.2889           | 0.3124      | 0.7667          | 0.2196   | 0.5762       | 0.1728        | 0.595             | 0.3123          | 0.545               | 0.2814   | 0.555        | 0.0294           | 0.5364               | 0.0577             | 0.5632                 | 0.2887         | 0.652              | 0.3959        | 0.7565            | 0.3044            | 0.5286                | 0.1991     | 0.4853         | 0.2546         | 0.4773             | 0.2669  | 0.5344      | 0.1727   | 0.3492       | 0.0471    | 0.2286        | 0.0969    | 0.3933        | 0.2911   | 0.6103       | 0.2738     | 0.5016         | 0.0613    | 0.4265        | 0.1396       | 0.664            | 0.2129     | 0.5212         | 0.1842       | 0.6156           | 0.32       | 0.6405         | 0.0767      | 0.55            | 0.5527    | 0.6762        | 0.424     | 0.6914        | 0.0839   | 0.3967       | 0.2469    | 0.5091        | 0.1814    | 0.5           | 0.1548           | 0.3484               | 0.4743  | 0.7615      | 0.3076           | 0.5564               | 0.3914     | 0.4567         | 0.3641 | 0.6429     | 0.1797     | 0.3379         | 0.101     | 0.5111        | 0.0712     | 0.4115         | 0.183        | 0.3923           | 0.0809         | 0.3514             | 0.06          | 0.325             | 0.0034   | 0.125        | 0.0         | 0.0             | 0.3408   | 0.5174       | 0.0842           | 0.1385               | 0.066    | 0.3341       | 0.4409    | 0.6395        | 0.2186   | 0.5          | 0.0117       | 0.2167           | 0.2125         | 0.6278             | 0.0            | 0.0                | 0.0285         | 0.3333             |
| 1.0125        | 19.0  | 4750 | 1.4340          | 0.2364 | 0.3367 | 0.2567 | 0.0277    | 0.1433     | 0.2627    | 0.2754 | 0.4927 | 0.5159  | 0.057     | 0.2871     | 0.5615    | 0.538      | 0.6844         | 0.2393      | 0.5302          | 0.3393  | 0.6255      | 0.2729         | 0.5286             | 0.2075       | 0.4              | 0.2806  | 0.5825      | 0.3359    | 0.6538        | 0.1904    | 0.6433        | 0.203    | 0.4964       | 0.3365            | 0.5781                | 0.6668           | 0.7333               | 0.3406        | 0.35              | 0.0396            | 0.58                  | 0.0359    | 0.237         | 0.0883   | 0.34         | 0.4724  | 0.7429      | 0.1541  | 0.5957      | 0.3794    | 0.6521        | 0.3789    | 0.6194        | 0.1649  | 0.6521      | 0.6046       | 0.8955           | 0.1062   | 0.7          | 0.4095    | 0.5           | 0.7642      | 0.8963          | 0.0421       | 0.3394           | 0.2781       | 0.4824           | 0.0182      | 0.3272          | 0.3776  | 0.5549      | 0.0133       | 0.2578           | 0.347       | 0.7333          | 0.1932   | 0.5524       | 0.2048        | 0.61              | 0.2799          | 0.5125              | 0.301    | 0.591        | 0.043            | 0.4727               | 0.0738             | 0.5684                 | 0.3321         | 0.748              | 0.4345        | 0.7261            | 0.3136            | 0.5548                | 0.2029     | 0.4826         | 0.2524         | 0.4977             | 0.2705  | 0.5117      | 0.1895   | 0.3623       | 0.0768    | 0.2918        | 0.0777    | 0.44          | 0.3011   | 0.615        | 0.2815     | 0.4683         | 0.0971    | 0.3941        | 0.1857       | 0.616            | 0.2353     | 0.5231         | 0.1989       | 0.5875           | 0.2536     | 0.6216         | 0.0862      | 0.5938          | 0.5957    | 0.6857        | 0.4338    | 0.6741        | 0.0844   | 0.4164       | 0.2314    | 0.4909        | 0.1655    | 0.5692        | 0.1694           | 0.3656               | 0.4851  | 0.8         | 0.3262           | 0.5777               | 0.4029     | 0.4667         | 0.3539 | 0.7107     | 0.1703     | 0.3034         | 0.1064    | 0.6           | 0.0905     | 0.3538         | 0.1593       | 0.3385           | 0.0852         | 0.3351             | 0.0665        | 0.325             | 0.0464   | 0.1917       | 0.0         | 0.0             | 0.3331   | 0.5565       | 0.0501           | 0.3538               | 0.0836   | 0.3317       | 0.4052    | 0.5711        | 0.2597   | 0.5393       | 0.0197       | 0.45             | 0.2548         | 0.6611             | 0.0            | 0.0                | 0.025          | 0.35               |
| 0.9351        | 20.0  | 5000 | 1.4215          | 0.2434 | 0.3472 | 0.2648 | 0.0497    | 0.1603     | 0.2709    | 0.2773 | 0.4898 | 0.5162  | 0.0755    | 0.3112     | 0.5611    | 0.5421     | 0.6934         | 0.2393      | 0.5453          | 0.32    | 0.6099      | 0.3118         | 0.5224             | 0.2305       | 0.4429           | 0.2795  | 0.5825      | 0.3386    | 0.6192        | 0.207     | 0.6217        | 0.1973   | 0.4818       | 0.3442            | 0.5469                | 0.6941           | 0.7667               | 0.3101        | 0.35              | 0.0396            | 0.46                  | 0.0394    | 0.2389        | 0.0851   | 0.3185       | 0.4959  | 0.7452      | 0.1757  | 0.6426      | 0.38      | 0.674         | 0.395     | 0.6426        | 0.2155  | 0.6708      | 0.5859       | 0.8955           | 0.1119   | 0.6875       | 0.3972    | 0.4879        | 0.7641      | 0.9111          | 0.0501       | 0.3366           | 0.2962       | 0.5049           | 0.0248      | 0.3877          | 0.3646  | 0.5098      | 0.0149       | 0.2889           | 0.4092      | 0.7583          | 0.2168   | 0.5714       | 0.2162        | 0.615             | 0.2831          | 0.5375              | 0.2914   | 0.593        | 0.0498           | 0.4636               | 0.1014             | 0.6                    | 0.3398         | 0.672              | 0.43          | 0.7348            | 0.3121            | 0.5643                | 0.1838     | 0.4486         | 0.2836         | 0.4932             | 0.2695  | 0.4992      | 0.1947   | 0.3869       | 0.0606    | 0.3061        | 0.0718    | 0.41          | 0.2962   | 0.5991       | 0.2576     | 0.4762         | 0.109     | 0.4588        | 0.1776       | 0.66             | 0.253      | 0.5865         | 0.1846       | 0.5766           | 0.3031     | 0.6622         | 0.1116      | 0.5             | 0.5767    | 0.6857        | 0.4139    | 0.6759        | 0.1089   | 0.4197       | 0.2525    | 0.5117        | 0.1919    | 0.5769        | 0.1715           | 0.35                 | 0.4993  | 0.7615      | 0.3319           | 0.584                | 0.3913     | 0.4967         | 0.3333 | 0.6143     | 0.1755     | 0.3241         | 0.1336    | 0.5667        | 0.0779     | 0.4231         | 0.1384       | 0.3692           | 0.0793         | 0.3838             | 0.1599        | 0.35              | 0.0066   | 0.1917       | 0.0         | 0.0             | 0.3535   | 0.5435       | 0.0997           | 0.2077               | 0.0762   | 0.311        | 0.4235    | 0.6263        | 0.2933   | 0.5714       | 0.0182       | 0.35             | 0.232          | 0.7056             | 0.0            | 0.0                | 0.0785         | 0.3333             |
| 0.9351        | 21.0  | 5250 | 1.4237          | 0.2508 | 0.3586 | 0.2722 | 0.0492    | 0.1477     | 0.2778    | 0.2935 | 0.505  | 0.5297  | 0.0785    | 0.2923     | 0.5764    | 0.5355     | 0.6798         | 0.2764      | 0.5698          | 0.339   | 0.6358      | 0.2893         | 0.5408             | 0.2256       | 0.45             | 0.2811  | 0.65        | 0.3709    | 0.6846        | 0.2209    | 0.6667        | 0.1819   | 0.5018       | 0.3488            | 0.5437                | 0.6986           | 0.7333               | 0.3363        | 0.35              | 0.0639            | 0.48                  | 0.018     | 0.2093        | 0.0936   | 0.3292       | 0.5129  | 0.7262      | 0.1689  | 0.6213      | 0.3983    | 0.6562        | 0.3581    | 0.6167        | 0.2097  | 0.6458      | 0.6346       | 0.9              | 0.1264   | 0.6625       | 0.4284    | 0.5061        | 0.7882      | 0.9111          | 0.0591       | 0.3507           | 0.2843       | 0.4922           | 0.0266      | 0.3827          | 0.3889  | 0.5392      | 0.0202       | 0.2867           | 0.4204      | 0.6167          | 0.214    | 0.5643       | 0.2235        | 0.595             | 0.28            | 0.525               | 0.2991   | 0.564        | 0.0426           | 0.5                  | 0.0714             | 0.6211                 | 0.3502         | 0.7                | 0.3984        | 0.7304            | 0.3348            | 0.5595                | 0.2076     | 0.4743         | 0.3046         | 0.4977             | 0.2733  | 0.507       | 0.2035   | 0.3902       | 0.0759    | 0.3102        | 0.1032    | 0.4133        | 0.3073   | 0.586        | 0.2804     | 0.4968         | 0.1017    | 0.4324        | 0.1885       | 0.644            | 0.2632     | 0.5481         | 0.1809       | 0.5672           | 0.2812     | 0.627          | 0.1091      | 0.4875          | 0.5775    | 0.7048        | 0.4378    | 0.6845        | 0.1099   | 0.4787       | 0.2483    | 0.5248        | 0.2208    | 0.5962        | 0.1816           | 0.3422               | 0.4916  | 0.7692      | 0.3404           | 0.5989               | 0.3949     | 0.4667         | 0.4093 | 0.6857     | 0.1679     | 0.3103         | 0.1344    | 0.5444        | 0.0938     | 0.4712         | 0.185        | 0.3692           | 0.0883         | 0.3541             | 0.1337        | 0.225             | 0.0323   | 0.225        | 0.0         | 0.0             | 0.3563   | 0.587        | 0.0939           | 0.3538               | 0.088    | 0.3049       | 0.4179    | 0.5974        | 0.2952   | 0.5821       | 0.0173       | 0.3167           | 0.2631         | 0.6556             | 0.0099         | 0.8                | 0.0723         | 0.55               |
| 0.8745        | 22.0  | 5500 | 1.4148          | 0.2591 | 0.3688 | 0.2834 | 0.0501    | 0.156      | 0.2874    | 0.2839 | 0.4966 | 0.5218  | 0.0728    | 0.2973     | 0.5684    | 0.5428     | 0.6877         | 0.2602      | 0.5679          | 0.3304  | 0.6117      | 0.2964         | 0.551              | 0.2417       | 0.5179           | 0.2895  | 0.595       | 0.3584    | 0.6769        | 0.2073    | 0.645         | 0.2198   | 0.4964       | 0.3483            | 0.5641                | 0.6895           | 0.7444               | 0.3545        | 0.425             | 0.0727            | 0.46                  | 0.0347    | 0.2296        | 0.0976   | 0.3246       | 0.5137  | 0.7381      | 0.1826  | 0.5936      | 0.3978    | 0.6603        | 0.3755    | 0.6074        | 0.2182  | 0.6417      | 0.621        | 0.8909           | 0.1194   | 0.7          | 0.4167    | 0.497         | 0.7847      | 0.8963          | 0.0614       | 0.3535           | 0.3039       | 0.5127           | 0.024       | 0.3889          | 0.4288  | 0.5667      | 0.0184       | 0.2844           | 0.4154      | 0.6583          | 0.2477   | 0.6167       | 0.2244        | 0.54              | 0.2896          | 0.5225              | 0.2939   | 0.568        | 0.1097           | 0.5364               | 0.1005             | 0.6158                 | 0.3715         | 0.68               | 0.4527        | 0.7609            | 0.3513            | 0.5833                | 0.2145     | 0.4817         | 0.3111         | 0.4886             | 0.2847  | 0.5023      | 0.211    | 0.4131       | 0.0774    | 0.3265        | 0.0991    | 0.4367        | 0.3119   | 0.6028       | 0.2847     | 0.4921         | 0.1046    | 0.4441        | 0.17         | 0.656            | 0.2392     | 0.5442         | 0.1978       | 0.5891           | 0.2878     | 0.6351         | 0.098       | 0.45            | 0.5893    | 0.6714        | 0.4658    | 0.6621        | 0.0954   | 0.4098       | 0.2462    | 0.5152        | 0.2164    | 0.5808        | 0.1839           | 0.3641               | 0.484   | 0.7808      | 0.3393           | 0.5734               | 0.4417     | 0.5233         | 0.4179 | 0.7071     | 0.178      | 0.3069         | 0.1386    | 0.5556        | 0.1018     | 0.4269         | 0.2279       | 0.4              | 0.0792         | 0.3297             | 0.1801        | 0.325             | 0.0469   | 0.2333       | 0.0         | 0.0             | 0.3742   | 0.5696       | 0.1007           | 0.2769               | 0.0936   | 0.3256       | 0.4415    | 0.6105        | 0.3176   | 0.5786       | 0.0401       | 0.2167           | 0.272          | 0.6611             | 0.0            | 0.0                | 0.0982         | 0.5667             |
| 0.8745        | 23.0  | 5750 | 1.4156          | 0.2609 | 0.3732 | 0.2834 | 0.0604    | 0.1556     | 0.2895    | 0.2841 | 0.5007 | 0.526   | 0.095     | 0.2997     | 0.5713    | 0.5439     | 0.6918         | 0.2819      | 0.5868          | 0.3363  | 0.5989      | 0.296          | 0.5388             | 0.2368       | 0.4643           | 0.3045  | 0.6725      | 0.3799    | 0.6769        | 0.2008    | 0.66          | 0.2368   | 0.5145       | 0.3547            | 0.575                 | 0.7068           | 0.7333               | 0.3054        | 0.3875            | 0.0601            | 0.6                   | 0.0381    | 0.2148        | 0.0833   | 0.3108       | 0.5324  | 0.7333      | 0.1788  | 0.5936      | 0.3998    | 0.6644        | 0.3688    | 0.612         | 0.2438  | 0.6396      | 0.6672       | 0.8818           | 0.1202   | 0.7          | 0.4137    | 0.5           | 0.7719      | 0.8926          | 0.0792       | 0.3732           | 0.2876       | 0.4804           | 0.0275      | 0.3247          | 0.4318  | 0.5647      | 0.0178       | 0.3133           | 0.4504      | 0.7417          | 0.2403   | 0.5857       | 0.2247        | 0.51              | 0.3131          | 0.555               | 0.313    | 0.592        | 0.0332           | 0.4545               | 0.1058             | 0.6263                 | 0.3709         | 0.68               | 0.4482        | 0.7522            | 0.3309            | 0.531                 | 0.2103     | 0.478          | 0.3059         | 0.4977             | 0.2884  | 0.5063      | 0.1893   | 0.377        | 0.0737    | 0.3306        | 0.0894    | 0.41          | 0.3049   | 0.5972       | 0.2831     | 0.5159         | 0.1223    | 0.4618        | 0.2453       | 0.644            | 0.2409     | 0.5442         | 0.1998       | 0.5656           | 0.2609     | 0.5865         | 0.0921      | 0.5562          | 0.5991    | 0.6762        | 0.4428    | 0.681         | 0.112    | 0.4787       | 0.2468    | 0.5022        | 0.2168    | 0.6           | 0.1844           | 0.3266               | 0.4809  | 0.7769      | 0.3317           | 0.5734               | 0.4296     | 0.4867         | 0.4401 | 0.6929     | 0.1895     | 0.3207         | 0.1803    | 0.5556        | 0.0911     | 0.4692         | 0.2151       | 0.3538           | 0.0806         | 0.3541             | 0.1737        | 0.3               | 0.0241   | 0.1917       | 0.0         | 0.0             | 0.3949   | 0.6391       | 0.1158           | 0.2846               | 0.0801   | 0.3207       | 0.4288    | 0.6158        | 0.3194   | 0.5679       | 0.0281       | 0.5167           | 0.2654         | 0.65               | 0.0            | 0.0                | 0.1551         | 0.55               |
| 0.8295        | 24.0  | 6000 | 1.4127          | 0.2666 | 0.3806 | 0.2927 | 0.0563    | 0.1617     | 0.2956    | 0.2861 | 0.5081 | 0.5348  | 0.0912    | 0.302      | 0.5814    | 0.5431     | 0.682          | 0.2752      | 0.583           | 0.333   | 0.5989      | 0.2993         | 0.5469             | 0.2496       | 0.4821           | 0.3195  | 0.68        | 0.3889    | 0.6808        | 0.2137    | 0.6617        | 0.2243   | 0.5091       | 0.3656            | 0.5797                | 0.7053           | 0.7444               | 0.3572        | 0.45              | 0.0579            | 0.62                  | 0.0477    | 0.2333        | 0.1011   | 0.3231       | 0.5519  | 0.7381      | 0.1956  | 0.6149      | 0.43      | 0.6644        | 0.3854    | 0.6204        | 0.2523  | 0.6479      | 0.7042       | 0.8955           | 0.1162   | 0.6875       | 0.4162    | 0.5121        | 0.7729      | 0.9037          | 0.0825       | 0.3789           | 0.2947       | 0.4941           | 0.0261      | 0.3432          | 0.4281  | 0.5569      | 0.0185       | 0.3022           | 0.4103      | 0.65            | 0.2334   | 0.5786       | 0.2216        | 0.565             | 0.299           | 0.545               | 0.3165   | 0.586        | 0.0485           | 0.4818               | 0.096              | 0.6158                 | 0.3945         | 0.68               | 0.487         | 0.7609            | 0.3539            | 0.5762                | 0.2171     | 0.4798         | 0.3251         | 0.4955             | 0.2926  | 0.5031      | 0.188    | 0.382        | 0.0785    | 0.3633        | 0.0915    | 0.4333        | 0.3228   | 0.6          | 0.2883     | 0.5476         | 0.1264    | 0.4441        | 0.2289       | 0.672            | 0.2468     | 0.5365         | 0.1979       | 0.5828           | 0.2825     | 0.6459         | 0.1066      | 0.6062          | 0.5846    | 0.681         | 0.4415    | 0.6534        | 0.101    | 0.4344       | 0.2529    | 0.5174        | 0.2029    | 0.6038        | 0.1778           | 0.3281               | 0.4906  | 0.7962      | 0.3411           | 0.5936               | 0.4549     | 0.5333         | 0.4085 | 0.6821     | 0.1813     | 0.3328         | 0.1774    | 0.6556        | 0.11       | 0.4269         | 0.252        | 0.4154           | 0.0829         | 0.3297             | 0.2089        | 0.325             | 0.0489   | 0.2333       | 0.0         | 0.0             | 0.3959   | 0.6261       | 0.1209           | 0.2846               | 0.091    | 0.3317       | 0.4449    | 0.6211        | 0.3202   | 0.5714       | 0.0276       | 0.5333           | 0.2973         | 0.6444             | 0.0            | 0.0                | 0.1062         | 0.5667             |
| 0.8295        | 25.0  | 6250 | 1.4180          | 0.2662 | 0.3803 | 0.2912 | 0.0518    | 0.157      | 0.2951    | 0.285  | 0.5077 | 0.532   | 0.0839    | 0.3073     | 0.5775    | 0.5447     | 0.6854         | 0.2988      | 0.5962          | 0.3329  | 0.5964      | 0.2971         | 0.5388             | 0.2451       | 0.4821           | 0.3098  | 0.6875      | 0.3935    | 0.6731        | 0.2049    | 0.6567        | 0.225    | 0.4964       | 0.3613            | 0.5766                | 0.7366           | 0.7667               | 0.3555        | 0.4375            | 0.0652            | 0.6                   | 0.0425    | 0.2278        | 0.1111   | 0.32         | 0.5557  | 0.731       | 0.1938  | 0.6         | 0.4102    | 0.6534        | 0.3776    | 0.6241        | 0.2523  | 0.6521      | 0.674        | 0.8955           | 0.1293   | 0.7          | 0.4285    | 0.497         | 0.7717      | 0.9             | 0.0854       | 0.4056           | 0.3035       | 0.5059           | 0.0287      | 0.3543          | 0.4367  | 0.5725      | 0.019        | 0.2711           | 0.4249      | 0.65            | 0.2292   | 0.5786       | 0.2078        | 0.58              | 0.3044          | 0.5375              | 0.304    | 0.576        | 0.058            | 0.4091               | 0.1067             | 0.6158                 | 0.3855         | 0.672              | 0.4616        | 0.7522            | 0.3426            | 0.5762                | 0.213      | 0.4725         | 0.3194         | 0.4955             | 0.2866  | 0.5078      | 0.1883   | 0.377        | 0.077     | 0.351         | 0.0891    | 0.4167        | 0.3186   | 0.5916       | 0.3012     | 0.5175         | 0.1275    | 0.4412        | 0.2077       | 0.668            | 0.2431     | 0.5442         | 0.1915       | 0.575            | 0.2536     | 0.5838         | 0.1055      | 0.55            | 0.6061    | 0.6905        | 0.4319    | 0.6552        | 0.1145   | 0.4705       | 0.2492    | 0.503         | 0.2088    | 0.6154        | 0.1791           | 0.3281               | 0.4893  | 0.7885      | 0.347            | 0.5926               | 0.45       | 0.5233         | 0.4221 | 0.6714     | 0.1881     | 0.331          | 0.1754    | 0.6444        | 0.1097     | 0.4462         | 0.2289       | 0.4231           | 0.0827         | 0.3595             | 0.2089        | 0.325             | 0.049    | 0.2667       | 0.0         | 0.0             | 0.3774   | 0.6261       | 0.1363           | 0.2846               | 0.0875   | 0.3122       | 0.4305    | 0.6105        | 0.308    | 0.6          | 0.0279       | 0.5333           | 0.3153         | 0.65               | 0.0            | 0.0                | 0.1334         | 0.5667             |
| 0.8005        | 26.0  | 6500 | 1.4211          | 0.2677 | 0.3834 | 0.2933 | 0.0601    | 0.1691     | 0.2963    | 0.2878 | 0.506  | 0.5305  | 0.0854    | 0.2916     | 0.5782    | 0.547      | 0.6881         | 0.3064      | 0.5736          | 0.3295  | 0.5967      | 0.3045         | 0.5388             | 0.2612       | 0.4929           | 0.2996  | 0.67        | 0.3866    | 0.6808        | 0.2167    | 0.6717        | 0.2226   | 0.5          | 0.357             | 0.5609                | 0.7352           | 0.7556               | 0.3543        | 0.4375            | 0.0556            | 0.5                   | 0.044     | 0.2407        | 0.1026   | 0.3123       | 0.5498  | 0.7333      | 0.197   | 0.6106      | 0.4232    | 0.663         | 0.3744    | 0.6111        | 0.2574  | 0.6521      | 0.6969       | 0.8682           | 0.1299   | 0.7125       | 0.4165    | 0.5           | 0.7789      | 0.8963          | 0.0878       | 0.3901           | 0.2917       | 0.4941           | 0.0288      | 0.3728          | 0.4254  | 0.5647      | 0.0173       | 0.2622           | 0.4249      | 0.6583          | 0.2303   | 0.5976       | 0.212         | 0.59              | 0.3165          | 0.55                | 0.305    | 0.573        | 0.0451           | 0.4455               | 0.096              | 0.6158                 | 0.3905         | 0.664              | 0.454         | 0.7522            | 0.3457            | 0.5881                | 0.2186     | 0.478          | 0.3339         | 0.5045             | 0.2904  | 0.5008      | 0.2025   | 0.3984       | 0.089     | 0.349         | 0.1053    | 0.44          | 0.322    | 0.6037       | 0.3023     | 0.5222         | 0.1306    | 0.45          | 0.1925       | 0.672            | 0.2498     | 0.5519         | 0.1922       | 0.5547           | 0.2631     | 0.5838         | 0.133       | 0.5938          | 0.6007    | 0.6762        | 0.4551    | 0.6741        | 0.1124   | 0.4262       | 0.2516    | 0.5143        | 0.2191    | 0.6077        | 0.1801           | 0.3344               | 0.5106  | 0.7923      | 0.3426           | 0.5968               | 0.4449     | 0.5233         | 0.4178 | 0.6964     | 0.1801     | 0.3276         | 0.1976    | 0.6444        | 0.0958     | 0.4462         | 0.2305       | 0.3692           | 0.0894         | 0.3459             | 0.1815        | 0.325             | 0.0334   | 0.2333       | 0.0         | 0.0             | 0.3717   | 0.587        | 0.1113           | 0.2846               | 0.0887   | 0.3037       | 0.4365    | 0.6132        | 0.3144   | 0.5714       | 0.0283       | 0.55             | 0.3144         | 0.6556             | 0.0            | 0.0                | 0.1663         | 0.55               |
| 0.8005        | 27.0  | 6750 | 1.4224          | 0.2691 | 0.3844 | 0.2945 | 0.0654    | 0.1646     | 0.2981    | 0.2853 | 0.5038 | 0.5283  | 0.0934    | 0.2966     | 0.5756    | 0.5444     | 0.6844         | 0.3122      | 0.5906          | 0.3317  | 0.6         | 0.3125         | 0.5449             | 0.2471       | 0.4857           | 0.3061  | 0.6775      | 0.3927    | 0.6846        | 0.2088    | 0.6667        | 0.2265   | 0.52         | 0.3571            | 0.5516                | 0.7419           | 0.7556               | 0.3404        | 0.35              | 0.0513            | 0.48                  | 0.0474    | 0.2407        | 0.1116   | 0.3108       | 0.5461  | 0.7238      | 0.2014  | 0.6021      | 0.4254    | 0.6493        | 0.3757    | 0.6139        | 0.2647  | 0.6583      | 0.7006       | 0.8864           | 0.1301   | 0.6875       | 0.4177    | 0.5           | 0.78        | 0.8963          | 0.0918       | 0.3732           | 0.2935       | 0.4971           | 0.0322      | 0.3519          | 0.4351  | 0.5745      | 0.0206       | 0.2889           | 0.4293      | 0.6833          | 0.2342   | 0.581        | 0.2226        | 0.575             | 0.3147          | 0.525               | 0.3082   | 0.583        | 0.0454           | 0.4545               | 0.1029             | 0.6263                 | 0.3967         | 0.664              | 0.4527        | 0.7696            | 0.3598            | 0.5881                | 0.2214     | 0.4716         | 0.3266         | 0.4955             | 0.2851  | 0.5039      | 0.2036   | 0.3885       | 0.0835    | 0.3224        | 0.0931    | 0.4067        | 0.3263   | 0.6056       | 0.3013     | 0.5143         | 0.1339    | 0.45          | 0.2094       | 0.664            | 0.2415     | 0.5423         | 0.1823       | 0.5719           | 0.2677     | 0.5973         | 0.124       | 0.5938          | 0.5971    | 0.7143        | 0.4489    | 0.6759        | 0.1079   | 0.4492       | 0.2526    | 0.51          | 0.2127    | 0.6154        | 0.179            | 0.3313               | 0.5078  | 0.7923      | 0.3466           | 0.5904               | 0.4301     | 0.5133         | 0.4358 | 0.6929     | 0.1882     | 0.331          | 0.1801    | 0.6444        | 0.1019     | 0.45           | 0.2256       | 0.3692           | 0.089          | 0.3351             | 0.1925        | 0.325             | 0.0471   | 0.2083       | 0.0         | 0.0             | 0.3636   | 0.5826       | 0.1166           | 0.2846               | 0.0868   | 0.2927       | 0.4391    | 0.6026        | 0.3246   | 0.575        | 0.0273       | 0.5333           | 0.3493         | 0.6556             | 0.0            | 0.0                | 0.1661         | 0.5667             |
| 0.7843        | 28.0  | 7000 | 1.4235          | 0.2706 | 0.3861 | 0.2959 | 0.0637    | 0.1678     | 0.2992    | 0.2857 | 0.5049 | 0.5288  | 0.093     | 0.2915     | 0.5766    | 0.5439     | 0.6842         | 0.3146      | 0.6019          | 0.3296  | 0.5974      | 0.3035         | 0.5327             | 0.2538       | 0.5143           | 0.3002  | 0.675       | 0.3859    | 0.6769        | 0.2107    | 0.6717        | 0.2257   | 0.5164       | 0.3576            | 0.5594                | 0.7299           | 0.7556               | 0.3539        | 0.425             | 0.061             | 0.48                  | 0.0476    | 0.237         | 0.1157   | 0.3138       | 0.5461  | 0.7238      | 0.2076  | 0.6021      | 0.4243    | 0.6521        | 0.3737    | 0.6167        | 0.2592  | 0.6521      | 0.6997       | 0.8636           | 0.1318   | 0.6875       | 0.4158    | 0.497         | 0.7767      | 0.9             | 0.0945       | 0.3944           | 0.2883       | 0.4863           | 0.0283      | 0.3556          | 0.4367  | 0.5706      | 0.0197       | 0.2778           | 0.4287      | 0.625           | 0.2359   | 0.5738       | 0.216         | 0.575             | 0.316           | 0.5275              | 0.3073   | 0.578        | 0.0461           | 0.4545               | 0.1095             | 0.6158                 | 0.3981         | 0.664              | 0.465         | 0.7391            | 0.3455            | 0.5905                | 0.2229     | 0.4752         | 0.3273         | 0.4977             | 0.2857  | 0.5102      | 0.1987   | 0.3967       | 0.0791    | 0.351         | 0.0914    | 0.4267        | 0.3303   | 0.5991       | 0.2899     | 0.5079         | 0.1375    | 0.4618        | 0.2142       | 0.664            | 0.2611     | 0.5365         | 0.1882       | 0.5766           | 0.2721     | 0.6054         | 0.1285      | 0.6438          | 0.5999    | 0.7143        | 0.443     | 0.669         | 0.1103   | 0.4508       | 0.2498    | 0.5013        | 0.2108    | 0.6           | 0.1866           | 0.3297               | 0.5196  | 0.7962      | 0.3451           | 0.6021               | 0.4372     | 0.52           | 0.4263 | 0.6929     | 0.1846     | 0.331          | 0.1831    | 0.5778        | 0.1003     | 0.4596         | 0.2334       | 0.3769           | 0.095          | 0.3378             | 0.2259        | 0.325             | 0.0473   | 0.2083       | 0.0         | 0.0             | 0.3729   | 0.6          | 0.1254           | 0.2846               | 0.0883   | 0.2963       | 0.442     | 0.6026        | 0.3253   | 0.5714       | 0.0314       | 0.5333           | 0.3438         | 0.6556             | 0.0            | 0.0                | 0.1869         | 0.55               |
| 0.7843        | 29.0  | 7250 | 1.4244          | 0.2706 | 0.3867 | 0.2953 | 0.0661    | 0.1688     | 0.2997    | 0.2868 | 0.5059 | 0.53    | 0.0937    | 0.2972     | 0.5777    | 0.5444     | 0.6842         | 0.3173      | 0.6038          | 0.3306  | 0.5964      | 0.3011         | 0.5367             | 0.2578       | 0.4679           | 0.3048  | 0.68        | 0.3994    | 0.6808        | 0.2126    | 0.6683        | 0.2256   | 0.5          | 0.3593            | 0.5516                | 0.7392           | 0.7556               | 0.3541        | 0.425             | 0.0602            | 0.48                  | 0.0489    | 0.237         | 0.1158   | 0.3185       | 0.5443  | 0.7214      | 0.2068  | 0.6         | 0.4207    | 0.6534        | 0.3737    | 0.6157        | 0.2557  | 0.65        | 0.6957       | 0.8636           | 0.1213   | 0.6875       | 0.4205    | 0.503         | 0.7775      | 0.9             | 0.0933       | 0.3845           | 0.2963       | 0.4951           | 0.0296      | 0.3568          | 0.4419  | 0.5765      | 0.0206       | 0.2756           | 0.4305      | 0.6583          | 0.2312   | 0.5738       | 0.2094        | 0.57              | 0.3148          | 0.5425              | 0.3087   | 0.578        | 0.0609           | 0.4364               | 0.1093             | 0.6263                 | 0.3997         | 0.672              | 0.4534        | 0.7522            | 0.3598            | 0.5881                | 0.2202     | 0.4743         | 0.3305         | 0.4955             | 0.2909  | 0.5133      | 0.2037   | 0.4082       | 0.0813    | 0.351         | 0.0926    | 0.4367        | 0.3291   | 0.6065       | 0.2949     | 0.5127         | 0.1366    | 0.4618        | 0.2215       | 0.66             | 0.2451     | 0.5404         | 0.1901       | 0.5766           | 0.276      | 0.6            | 0.1156      | 0.5938          | 0.5963    | 0.7095        | 0.4429    | 0.6707        | 0.1112   | 0.4508       | 0.2499    | 0.5026        | 0.1907    | 0.5962        | 0.1809           | 0.3328               | 0.5141  | 0.7769      | 0.3439           | 0.5851               | 0.4504     | 0.53           | 0.4456 | 0.6857     | 0.1786     | 0.331          | 0.1955    | 0.6556        | 0.1018     | 0.4615         | 0.2323       | 0.3769           | 0.0923         | 0.3405             | 0.1925        | 0.325             | 0.0475   | 0.225        | 0.0         | 0.0             | 0.3835   | 0.6043       | 0.1164           | 0.2846               | 0.0886   | 0.2976       | 0.4375    | 0.6           | 0.3266   | 0.5964       | 0.0312       | 0.5333           | 0.336          | 0.6667             | 0.0            | 0.0                | 0.1857         | 0.5667             |
| 0.7805        | 30.0  | 7500 | 1.4235          | 0.2714 | 0.3867 | 0.2968 | 0.0662    | 0.1688     | 0.3006    | 0.2872 | 0.507  | 0.5305  | 0.0952    | 0.2946     | 0.5785    | 0.5441     | 0.6838         | 0.3146      | 0.6             | 0.3302  | 0.6011      | 0.3008         | 0.5347             | 0.2611       | 0.4893           | 0.2997  | 0.68        | 0.4005    | 0.6808        | 0.2124    | 0.6667        | 0.2231   | 0.4964       | 0.3589            | 0.5547                | 0.7419           | 0.7556               | 0.3547        | 0.4375            | 0.0595            | 0.48                  | 0.0526    | 0.237         | 0.1136   | 0.3169       | 0.5449  | 0.7214      | 0.2094  | 0.6021      | 0.4232    | 0.6575        | 0.3734    | 0.6176        | 0.2624  | 0.6521      | 0.6967       | 0.8636           | 0.1197   | 0.6875       | 0.419     | 0.5           | 0.7759      | 0.9             | 0.0932       | 0.3887           | 0.2971       | 0.498            | 0.028       | 0.3605          | 0.4376  | 0.5745      | 0.0202       | 0.2778           | 0.4422      | 0.6583          | 0.2384   | 0.5714       | 0.2114        | 0.575             | 0.3106          | 0.545               | 0.3103   | 0.585        | 0.0709           | 0.4364               | 0.1192             | 0.6211                 | 0.3989         | 0.668              | 0.4623        | 0.7478            | 0.36              | 0.5905                | 0.2205     | 0.4743         | 0.3316         | 0.4955             | 0.2914  | 0.5055      | 0.2044   | 0.3984       | 0.0793    | 0.349         | 0.0941    | 0.4433        | 0.3273   | 0.6047       | 0.2905     | 0.5079         | 0.1335    | 0.4471        | 0.2086       | 0.656            | 0.2413     | 0.5346         | 0.1865       | 0.5719           | 0.2751     | 0.6054         | 0.1325      | 0.6438          | 0.6047    | 0.719         | 0.4449    | 0.6707        | 0.1137   | 0.4508       | 0.2514    | 0.5078        | 0.1922    | 0.5962        | 0.1817           | 0.3297               | 0.5156  | 0.7962      | 0.3427           | 0.5894               | 0.4477     | 0.5267         | 0.4456 | 0.6929     | 0.1816     | 0.3328         | 0.2073    | 0.6556        | 0.1011     | 0.4635         | 0.233        | 0.3769           | 0.0924         | 0.3432             | 0.1925        | 0.325             | 0.0465   | 0.2          | 0.0         | 0.0             | 0.381    | 0.5957       | 0.1198           | 0.2846               | 0.0901   | 0.2951       | 0.436     | 0.6           | 0.3249   | 0.5714       | 0.0307       | 0.5333           | 0.3399         | 0.6667             | 0.0            | 0.0                | 0.1852         | 0.5667             |


### Framework versions

- Transformers 4.41.1
- Pytorch 2.2.2+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1