File size: 82,689 Bytes
b64ef8f
b4a6de3
 
 
 
 
 
 
 
 
 
 
 
b64ef8f
f098773
b4a6de3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
---
library_name: transformers
license: apache-2.0
base_model: SenseTime/deformable-detr
tags:
- object-detection
- vision
- generated_from_trainer
datasets:
- fire_det_dataset
model-index:
- name: detr-sensetime-finetuned-firedetv7
  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-sensetime-finetuned-firedetv7

This model is a fine-tuned version of [SenseTime/deformable-detr](https://huggingface.co/SenseTime/deformable-detr) on the RoblabWhGe/FireDetDataset dataset.
It achieves the following results on the evaluation set:
- Loss: 0.9075
- Map: 0.3883
- Map 50: 0.7422
- Map 75: 0.3707
- Map Small: 0.2639
- Map Medium: 0.4432
- Map Large: 0.5149
- Mar 1: 0.1286
- Mar 10: 0.419
- Mar 100: 0.5325
- Mar Small: 0.3975
- Mar Medium: 0.5729
- Mar Large: 0.68
- Map Fire: 0.2322
- Mar 100 Fire: 0.4708
- Map Vehicle: 0.5547
- Mar 100 Vehicle: 0.6431
- Map Human: 0.3779
- Mar 100 Human: 0.4834

## 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: 4
- eval_batch_size: 8
- seed: 1337
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 300.0
- mixed_precision_training: Native AMP

### 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 Fire | Mar 100 Fire | Map Vehicle | Mar 100 Vehicle | Map Human | Mar 100 Human |
|:-------------:|:-----:|:------:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:--------:|:------------:|:-----------:|:---------------:|:---------:|:-------------:|
| 2.3092        | 1.0   | 674    | 1.4485          | 0.0919 | 0.2097 | 0.0678 | 0.0306    | 0.1068     | 0.1693    | 0.0613 | 0.2179 | 0.3221  | 0.1226    | 0.4115     | 0.4564    | 0.0289   | 0.3272       | 0.1826      | 0.3908          | 0.064     | 0.2482        |
| 1.4291        | 2.0   | 1348   | 1.3315          | 0.1676 | 0.3524 | 0.1505 | 0.0696    | 0.2179     | 0.2573    | 0.0816 | 0.2714 | 0.3792  | 0.1992    | 0.4641     | 0.4846    | 0.1022   | 0.3921       | 0.2843      | 0.473           | 0.1163    | 0.2724        |
| 1.3582        | 3.0   | 2022   | 1.3595          | 0.1631 | 0.376  | 0.1207 | 0.0557    | 0.2285     | 0.2385    | 0.0763 | 0.2541 | 0.3545  | 0.1701    | 0.4375     | 0.4512    | 0.1117   | 0.3678       | 0.2722      | 0.4536          | 0.1055    | 0.2421        |
| 1.325         | 4.0   | 2696   | 1.3166          | 0.1733 | 0.3837 | 0.1372 | 0.0488    | 0.2463     | 0.2682    | 0.0845 | 0.2665 | 0.3579  | 0.1626    | 0.4454     | 0.4994    | 0.1374   | 0.3755       | 0.2715      | 0.4389          | 0.111     | 0.2592        |
| 1.2992        | 5.0   | 3370   | 1.2836          | 0.2032 | 0.4185 | 0.1693 | 0.0725    | 0.279      | 0.3113    | 0.089  | 0.2913 | 0.389   | 0.1825    | 0.476      | 0.5379    | 0.12     | 0.3659       | 0.3327      | 0.4907          | 0.1569    | 0.3104        |
| 1.2567        | 6.0   | 4044   | 1.2566          | 0.1983 | 0.441  | 0.1491 | 0.0793    | 0.2675     | 0.3082    | 0.0858 | 0.2833 | 0.376   | 0.2       | 0.4517     | 0.5109    | 0.1268   | 0.372        | 0.3034      | 0.4574          | 0.1647    | 0.2986        |
| 1.2463        | 7.0   | 4718   | 1.2504          | 0.2    | 0.4294 | 0.1663 | 0.0593    | 0.2782     | 0.2958    | 0.0855 | 0.2876 | 0.3814  | 0.1742    | 0.4864     | 0.4725    | 0.1371   | 0.3881       | 0.3302      | 0.4757          | 0.1327    | 0.2803        |
| 1.2326        | 8.0   | 5392   | 1.1854          | 0.2271 | 0.4778 | 0.1937 | 0.0831    | 0.3006     | 0.3862    | 0.0957 | 0.3085 | 0.4177  | 0.2162    | 0.5003     | 0.6019    | 0.1627   | 0.4278       | 0.3514      | 0.5103          | 0.1672    | 0.315         |
| 1.2341        | 9.0   | 6066   | 1.1747          | 0.2402 | 0.4989 | 0.2152 | 0.0883    | 0.3169     | 0.3904    | 0.0998 | 0.3214 | 0.4236  | 0.2155    | 0.5053     | 0.6261    | 0.1607   | 0.4196       | 0.3735      | 0.5206          | 0.1864    | 0.3304        |
| 1.2104        | 10.0  | 6740   | 1.2319          | 0.2166 | 0.4601 | 0.1802 | 0.0898    | 0.2835     | 0.3558    | 0.092  | 0.3095 | 0.4034  | 0.2244    | 0.48       | 0.5565    | 0.1428   | 0.4141       | 0.3491      | 0.5038          | 0.158     | 0.2922        |
| 1.2041        | 11.0  | 7414   | 1.1567          | 0.2454 | 0.5063 | 0.2099 | 0.0949    | 0.3142     | 0.3948    | 0.0997 | 0.3216 | 0.4216  | 0.237     | 0.5019     | 0.5881    | 0.1653   | 0.4139       | 0.3698      | 0.515           | 0.2012    | 0.3358        |
| 1.1603        | 12.0  | 8088   | 1.1399          | 0.2389 | 0.4934 | 0.2012 | 0.0844    | 0.3131     | 0.4267    | 0.0994 | 0.3272 | 0.434   | 0.2415    | 0.5103     | 0.6273    | 0.1496   | 0.4389       | 0.3871      | 0.5337          | 0.18      | 0.3295        |
| 1.1662        | 13.0  | 8762   | 1.1462          | 0.2508 | 0.5201 | 0.2152 | 0.1004    | 0.3212     | 0.4309    | 0.1039 | 0.3274 | 0.432   | 0.2385    | 0.5088     | 0.6173    | 0.1727   | 0.4271       | 0.3674      | 0.5271          | 0.2124    | 0.3419        |
| 1.17          | 14.0  | 9436   | 1.1814          | 0.2356 | 0.4893 | 0.2009 | 0.0751    | 0.3165     | 0.4019    | 0.0988 | 0.3158 | 0.4128  | 0.1977    | 0.5091     | 0.581     | 0.1631   | 0.4266       | 0.3716      | 0.5052          | 0.172     | 0.3067        |
| 1.1494        | 15.0  | 10110  | 1.1660          | 0.2296 | 0.4782 | 0.1998 | 0.0744    | 0.2922     | 0.4074    | 0.1022 | 0.3051 | 0.4049  | 0.1996    | 0.4834     | 0.5917    | 0.1749   | 0.4223       | 0.3565      | 0.4912          | 0.1575    | 0.3012        |
| 1.1326        | 16.0  | 10784  | 1.1720          | 0.2421 | 0.4943 | 0.2137 | 0.0865    | 0.3114     | 0.4159    | 0.1035 | 0.3222 | 0.4235  | 0.2065    | 0.5105     | 0.6135    | 0.1738   | 0.438        | 0.3649      | 0.5101          | 0.1874    | 0.3223        |
| 1.1311        | 17.0  | 11458  | 1.1736          | 0.2324 | 0.4753 | 0.2005 | 0.1042    | 0.2986     | 0.3579    | 0.097  | 0.3132 | 0.4198  | 0.2203    | 0.5024     | 0.5958    | 0.1657   | 0.4223       | 0.338       | 0.5052          | 0.1936    | 0.3319        |
| 1.1184        | 18.0  | 12132  | 1.1249          | 0.2552 | 0.5162 | 0.2308 | 0.1071    | 0.318      | 0.412     | 0.1036 | 0.3329 | 0.4394  | 0.2474    | 0.5142     | 0.6152    | 0.1678   | 0.4308       | 0.3912      | 0.5381          | 0.2066    | 0.3493        |
| 1.12          | 19.0  | 12806  | 1.1269          | 0.259  | 0.518  | 0.2346 | 0.1004    | 0.3339     | 0.426     | 0.1034 | 0.3352 | 0.4395  | 0.2364    | 0.5295     | 0.6315    | 0.1738   | 0.4404       | 0.3945      | 0.5386          | 0.2088    | 0.3396        |
| 1.1243        | 20.0  | 13480  | 1.1313          | 0.2379 | 0.5002 | 0.1982 | 0.1056    | 0.3004     | 0.3883    | 0.0984 | 0.3176 | 0.4421  | 0.273     | 0.5127     | 0.6014    | 0.1418   | 0.4307       | 0.3832      | 0.5523          | 0.1887    | 0.3433        |
| 1.1015        | 21.0  | 14154  | 1.1511          | 0.2454 | 0.5096 | 0.2091 | 0.1018    | 0.3132     | 0.3902    | 0.1015 | 0.3228 | 0.4279  | 0.242     | 0.5172     | 0.5663    | 0.167    | 0.435        | 0.3837      | 0.5237          | 0.1855    | 0.3251        |
| 1.0967        | 22.0  | 14828  | 1.1409          | 0.2503 | 0.5218 | 0.2146 | 0.11      | 0.3064     | 0.3983    | 0.1038 | 0.3227 | 0.4392  | 0.2592    | 0.5007     | 0.5895    | 0.1586   | 0.4338       | 0.3879      | 0.548           | 0.2044    | 0.3358        |
| 1.0997        | 23.0  | 15502  | 1.1347          | 0.2475 | 0.5142 | 0.2037 | 0.0897    | 0.3175     | 0.4267    | 0.1053 | 0.3245 | 0.4281  | 0.2301    | 0.5028     | 0.6142    | 0.1533   | 0.4098       | 0.402       | 0.5404          | 0.1874    | 0.3342        |
| 1.0982        | 24.0  | 16176  | 1.1326          | 0.2603 | 0.5254 | 0.2328 | 0.1091    | 0.3282     | 0.4279    | 0.1088 | 0.3287 | 0.4347  | 0.2373    | 0.5205     | 0.6112    | 0.1577   | 0.4108       | 0.416       | 0.548           | 0.2071    | 0.3452        |
| 1.0832        | 25.0  | 16850  | 1.1195          | 0.2552 | 0.5257 | 0.214  | 0.0971    | 0.3179     | 0.4274    | 0.1047 | 0.3254 | 0.4318  | 0.244     | 0.5058     | 0.6107    | 0.1775   | 0.4359       | 0.3881      | 0.5234          | 0.1999    | 0.336         |
| 1.0823        | 26.0  | 17524  | 1.1438          | 0.2553 | 0.5247 | 0.2186 | 0.0956    | 0.3215     | 0.4308    | 0.1031 | 0.3244 | 0.4269  | 0.2346    | 0.4868     | 0.6238    | 0.1749   | 0.4181       | 0.4047      | 0.5369          | 0.1863    | 0.3255        |
| 1.0821        | 27.0  | 18198  | 1.0968          | 0.2709 | 0.5451 | 0.2287 | 0.1078    | 0.3398     | 0.4644    | 0.1124 | 0.3393 | 0.4453  | 0.2423    | 0.5328     | 0.6554    | 0.1925   | 0.4444       | 0.4101      | 0.5461          | 0.2101    | 0.3455        |
| 1.0744        | 28.0  | 18872  | 1.0950          | 0.2535 | 0.5186 | 0.2156 | 0.0946    | 0.3197     | 0.4518    | 0.1074 | 0.3273 | 0.4394  | 0.2249    | 0.5239     | 0.6597    | 0.1655   | 0.4375       | 0.3885      | 0.5345          | 0.2066    | 0.3461        |
| 1.0572        | 29.0  | 19546  | 1.0748          | 0.2704 | 0.5723 | 0.2239 | 0.117     | 0.3371     | 0.4488    | 0.1077 | 0.3343 | 0.4451  | 0.2645    | 0.5111     | 0.6237    | 0.1841   | 0.4412       | 0.4019      | 0.5397          | 0.2251    | 0.3544        |
| 1.0517        | 30.0  | 20220  | 1.0936          | 0.2707 | 0.5561 | 0.22   | 0.1127    | 0.346      | 0.4501    | 0.1074 | 0.3336 | 0.4343  | 0.2522    | 0.514      | 0.6226    | 0.1764   | 0.4299       | 0.4146      | 0.531           | 0.2211    | 0.342         |
| 1.0287        | 31.0  | 20894  | 1.1122          | 0.2551 | 0.5578 | 0.1931 | 0.0958    | 0.3256     | 0.4326    | 0.1055 | 0.314  | 0.4199  | 0.2166    | 0.5026     | 0.6243    | 0.175    | 0.419        | 0.3732      | 0.5033          | 0.217     | 0.3375        |
| 1.0528        | 32.0  | 21568  | 1.0791          | 0.2626 | 0.5484 | 0.2227 | 0.1011    | 0.3333     | 0.4451    | 0.1083 | 0.3374 | 0.4389  | 0.2384    | 0.5194     | 0.6338    | 0.1753   | 0.4437       | 0.4161      | 0.5493          | 0.1962    | 0.3237        |
| 1.0465        | 33.0  | 22242  | 1.1751          | 0.239  | 0.486  | 0.2122 | 0.0887    | 0.3104     | 0.3949    | 0.0997 | 0.3183 | 0.4192  | 0.2304    | 0.5026     | 0.5903    | 0.1521   | 0.4148       | 0.3879      | 0.5103          | 0.1769    | 0.3323        |
| 1.0499        | 34.0  | 22916  | 1.0786          | 0.27   | 0.5536 | 0.2241 | 0.1222    | 0.3381     | 0.4472    | 0.1075 | 0.3362 | 0.443   | 0.2441    | 0.5186     | 0.623     | 0.1742   | 0.4458       | 0.4103      | 0.5412          | 0.2256    | 0.342         |
| 1.0382        | 35.0  | 23590  | 1.0990          | 0.2602 | 0.548  | 0.2168 | 0.117     | 0.3275     | 0.4423    | 0.1062 | 0.334  | 0.4356  | 0.2532    | 0.514      | 0.6148    | 0.1686   | 0.4328       | 0.4087      | 0.5423          | 0.2034    | 0.3315        |
| 1.0273        | 36.0  | 24264  | 1.0926          | 0.2579 | 0.531  | 0.2222 | 0.0956    | 0.3419     | 0.4373    | 0.1066 | 0.3281 | 0.4336  | 0.2441    | 0.5092     | 0.6179    | 0.164    | 0.4586       | 0.4031      | 0.5199          | 0.2065    | 0.3224        |
| 1.0475        | 37.0  | 24938  | 1.0754          | 0.2714 | 0.5592 | 0.2288 | 0.1325    | 0.3444     | 0.4221    | 0.108  | 0.3471 | 0.4535  | 0.2888    | 0.5277     | 0.5865    | 0.1639   | 0.4355       | 0.4265      | 0.5631          | 0.2238    | 0.3621        |
| 1.0262        | 38.0  | 25612  | 1.0378          | 0.2858 | 0.5729 | 0.2508 | 0.1226    | 0.3592     | 0.4762    | 0.1121 | 0.346  | 0.4607  | 0.2832    | 0.5275     | 0.6548    | 0.1827   | 0.4504       | 0.4407      | 0.5652          | 0.234     | 0.3663        |
| 1.0155        | 39.0  | 26286  | 1.0401          | 0.2859 | 0.5747 | 0.2428 | 0.139     | 0.3549     | 0.4554    | 0.1085 | 0.3526 | 0.4676  | 0.287     | 0.5385     | 0.6314    | 0.1631   | 0.4501       | 0.4445      | 0.5819          | 0.25      | 0.3709        |
| 1.0218        | 40.0  | 26960  | 1.0469          | 0.2879 | 0.579  | 0.2464 | 0.1251    | 0.3659     | 0.4663    | 0.1097 | 0.3513 | 0.4581  | 0.2504    | 0.5374     | 0.6601    | 0.1818   | 0.4428       | 0.4499      | 0.5784          | 0.232     | 0.353         |
| 1.0164        | 41.0  | 27634  | 1.0488          | 0.2941 | 0.5835 | 0.2629 | 0.1398    | 0.3747     | 0.467     | 0.1087 | 0.3535 | 0.4651  | 0.2803    | 0.5441     | 0.6476    | 0.1734   | 0.4346       | 0.4556      | 0.5822          | 0.2532    | 0.3784        |
| 1.0253        | 42.0  | 28308  | 1.0604          | 0.2804 | 0.564  | 0.2487 | 0.1337    | 0.3414     | 0.4713    | 0.1098 | 0.348  | 0.4543  | 0.2721    | 0.5264     | 0.6485    | 0.1778   | 0.4452       | 0.4339      | 0.5596          | 0.2294    | 0.3581        |
| 1.0327        | 43.0  | 28982  | 1.0828          | 0.279  | 0.5572 | 0.2536 | 0.1319    | 0.34       | 0.4657    | 0.1122 | 0.3483 | 0.4495  | 0.2686    | 0.5173     | 0.657     | 0.1807   | 0.454        | 0.4318      | 0.5477          | 0.2246    | 0.3469        |
| 1.0131        | 44.0  | 29656  | 1.0594          | 0.286  | 0.5791 | 0.251  | 0.1261    | 0.3611     | 0.469     | 0.1097 | 0.3506 | 0.4566  | 0.2701    | 0.5418     | 0.6371    | 0.1899   | 0.4445       | 0.4354      | 0.5686          | 0.2326    | 0.3567        |
| 1.0171        | 45.0  | 30330  | 1.0614          | 0.2795 | 0.5742 | 0.2456 | 0.1245    | 0.3433     | 0.4644    | 0.1092 | 0.3446 | 0.453   | 0.2668    | 0.5302     | 0.64      | 0.1724   | 0.4413       | 0.4444      | 0.5652          | 0.2217    | 0.3526        |
| 1.0071        | 46.0  | 31004  | 1.0887          | 0.2823 | 0.577  | 0.2438 | 0.1307    | 0.3619     | 0.4408    | 0.1067 | 0.3455 | 0.4504  | 0.2721    | 0.5371     | 0.6152    | 0.1776   | 0.4465       | 0.4286      | 0.5431          | 0.2407    | 0.3617        |
| 1.0017        | 47.0  | 31678  | 1.0296          | 0.3015 | 0.5872 | 0.274  | 0.1392    | 0.3768     | 0.4809    | 0.111  | 0.3651 | 0.4698  | 0.2732    | 0.5505     | 0.6646    | 0.1891   | 0.4563       | 0.4573      | 0.574           | 0.2582    | 0.379         |
| 1.0108        | 48.0  | 32352  | 1.0046          | 0.3051 | 0.6009 | 0.2686 | 0.1429    | 0.3709     | 0.4927    | 0.1132 | 0.3652 | 0.4779  | 0.2781    | 0.5475     | 0.6821    | 0.1949   | 0.4569       | 0.4652      | 0.5835          | 0.2552    | 0.3933        |
| 0.9953        | 49.0  | 33026  | 1.0458          | 0.2879 | 0.5832 | 0.2558 | 0.1334    | 0.36       | 0.4751    | 0.1128 | 0.3509 | 0.4653  | 0.2825    | 0.5324     | 0.6498    | 0.1805   | 0.4487       | 0.4463      | 0.5734          | 0.237     | 0.374         |
| 0.988         | 50.0  | 33700  | 1.0375          | 0.2902 | 0.5856 | 0.2503 | 0.1204    | 0.3624     | 0.494     | 0.1163 | 0.3502 | 0.4562  | 0.2493    | 0.5332     | 0.6619    | 0.1916   | 0.4489       | 0.4473      | 0.5621          | 0.2316    | 0.3575        |
| 0.987         | 51.0  | 34374  | 1.0530          | 0.283  | 0.5758 | 0.239  | 0.1114    | 0.3675     | 0.4677    | 0.1086 | 0.3487 | 0.4554  | 0.2579    | 0.55       | 0.6453    | 0.1933   | 0.4568       | 0.4361      | 0.5577          | 0.2198    | 0.3517        |
| 0.9847        | 52.0  | 35048  | 1.0420          | 0.2985 | 0.6017 | 0.2538 | 0.1318    | 0.3745     | 0.4696    | 0.1135 | 0.3602 | 0.462   | 0.269     | 0.5293     | 0.6626    | 0.1892   | 0.4373       | 0.4604      | 0.5771          | 0.2458    | 0.3716        |
| 0.9899        | 53.0  | 35722  | 1.0385          | 0.2966 | 0.6054 | 0.2515 | 0.1359    | 0.365      | 0.4984    | 0.1129 | 0.3599 | 0.4646  | 0.2667    | 0.5349     | 0.6759    | 0.178    | 0.4376       | 0.4631      | 0.5838          | 0.2488    | 0.3722        |
| 0.9822        | 54.0  | 36396  | 1.0391          | 0.286  | 0.5813 | 0.2451 | 0.1199    | 0.3699     | 0.4542    | 0.1117 | 0.3573 | 0.4638  | 0.2812    | 0.5427     | 0.6336    | 0.1803   | 0.4482       | 0.4456      | 0.5747          | 0.2322    | 0.3685        |
| 0.9909        | 55.0  | 37070  | 1.0179          | 0.3014 | 0.614  | 0.2664 | 0.137     | 0.3692     | 0.4866    | 0.1095 | 0.355  | 0.4697  | 0.2856    | 0.538      | 0.654     | 0.1924   | 0.4494       | 0.4548      | 0.5721          | 0.2572    | 0.3876        |
| 0.9824        | 56.0  | 37744  | 1.0204          | 0.3041 | 0.6131 | 0.2713 | 0.1378    | 0.3752     | 0.4993    | 0.1176 | 0.3626 | 0.4726  | 0.2844    | 0.5382     | 0.6799    | 0.1936   | 0.4484       | 0.461       | 0.5794          | 0.2578    | 0.39          |
| 0.9846        | 57.0  | 38418  | 1.0147          | 0.3015 | 0.6003 | 0.2691 | 0.1371    | 0.371      | 0.506     | 0.1177 | 0.3616 | 0.4654  | 0.2781    | 0.534      | 0.6706    | 0.2033   | 0.4593       | 0.4513      | 0.5634          | 0.25      | 0.3735        |
| 0.9575        | 58.0  | 39092  | 1.0353          | 0.2965 | 0.5951 | 0.2558 | 0.1284    | 0.3816     | 0.4743    | 0.1115 | 0.3576 | 0.4725  | 0.296     | 0.5441     | 0.658     | 0.1754   | 0.4413       | 0.4674      | 0.5962          | 0.2465    | 0.3801        |
| 0.9534        | 59.0  | 39766  | 1.0171          | 0.3013 | 0.6065 | 0.2579 | 0.1376    | 0.3672     | 0.4851    | 0.114  | 0.3641 | 0.4706  | 0.2906    | 0.5278     | 0.6724    | 0.1951   | 0.4507       | 0.4612      | 0.5817          | 0.2477    | 0.3795        |
| 0.9647        | 60.0  | 40440  | 1.0087          | 0.3039 | 0.6032 | 0.2574 | 0.1397    | 0.3725     | 0.4939    | 0.1142 | 0.3628 | 0.4762  | 0.2996    | 0.5378     | 0.6726    | 0.1811   | 0.4549       | 0.4698      | 0.5779          | 0.2609    | 0.3958        |
| 0.955         | 61.0  | 41114  | 1.0005          | 0.3042 | 0.6139 | 0.2629 | 0.139     | 0.3747     | 0.4977    | 0.1137 | 0.3612 | 0.4819  | 0.3019    | 0.5541     | 0.6822    | 0.1966   | 0.4724       | 0.4632      | 0.5792          | 0.2528    | 0.394         |
| 0.9578        | 62.0  | 41788  | 1.0119          | 0.3033 | 0.5942 | 0.2689 | 0.1347    | 0.3767     | 0.4916    | 0.1172 | 0.3611 | 0.4738  | 0.2781    | 0.5484     | 0.6538    | 0.1957   | 0.4496       | 0.4595      | 0.5801          | 0.2547    | 0.3918        |
| 0.9479        | 63.0  | 42462  | 0.9970          | 0.3071 | 0.6156 | 0.2735 | 0.1444    | 0.3751     | 0.5048    | 0.1148 | 0.3625 | 0.4795  | 0.2921    | 0.5521     | 0.6759    | 0.2043   | 0.4591       | 0.4754      | 0.6064          | 0.2415    | 0.373         |
| 0.9451        | 64.0  | 43136  | 0.9811          | 0.3188 | 0.631  | 0.2818 | 0.1653    | 0.3851     | 0.5075    | 0.1188 | 0.3737 | 0.4914  | 0.3064    | 0.5666     | 0.6819    | 0.2076   | 0.4673       | 0.4899      | 0.6165          | 0.2589    | 0.3903        |
| 0.9343        | 65.0  | 43810  | 0.9991          | 0.3086 | 0.6282 | 0.2609 | 0.1535    | 0.3664     | 0.4856    | 0.1166 | 0.3672 | 0.4778  | 0.2992    | 0.5346     | 0.666     | 0.1954   | 0.451        | 0.4667      | 0.5866          | 0.2636    | 0.3959        |
| 0.9376        | 66.0  | 44484  | 1.0005          | 0.298  | 0.6142 | 0.2512 | 0.1428    | 0.3717     | 0.4918    | 0.1119 | 0.3572 | 0.4675  | 0.2789    | 0.5377     | 0.6779    | 0.1863   | 0.4488       | 0.4535      | 0.5673          | 0.2544    | 0.3865        |
| 0.9576        | 67.0  | 45158  | 1.0466          | 0.2933 | 0.5895 | 0.256  | 0.1229    | 0.374      | 0.4706    | 0.1142 | 0.3558 | 0.462   | 0.2572    | 0.5465     | 0.6613    | 0.2047   | 0.4525       | 0.4428      | 0.5714          | 0.2324    | 0.3622        |
| 0.9431        | 68.0  | 45832  | 1.0323          | 0.3069 | 0.6177 | 0.2644 | 0.1538    | 0.3787     | 0.4848    | 0.1148 | 0.3627 | 0.4683  | 0.2848    | 0.5395     | 0.6538    | 0.1913   | 0.4484       | 0.4545      | 0.5606          | 0.275     | 0.3958        |
| 0.9422        | 69.0  | 46506  | 1.0326          | 0.2959 | 0.6173 | 0.2394 | 0.1413    | 0.3551     | 0.4762    | 0.1125 | 0.3596 | 0.4676  | 0.29      | 0.5364     | 0.6402    | 0.1948   | 0.458        | 0.4394      | 0.56            | 0.2536    | 0.3847        |
| 0.9305        | 70.0  | 47180  | 1.0143          | 0.3075 | 0.6141 | 0.2725 | 0.13      | 0.381      | 0.5014    | 0.117  | 0.3672 | 0.4777  | 0.2862    | 0.5588     | 0.6698    | 0.2209   | 0.4712       | 0.4692      | 0.5953          | 0.2325    | 0.3665        |
| 0.9441        | 71.0  | 47854  | 1.0367          | 0.306  | 0.615  | 0.2636 | 0.129     | 0.381      | 0.5       | 0.1152 | 0.3621 | 0.467   | 0.2636    | 0.5479     | 0.6694    | 0.203    | 0.4461       | 0.4705      | 0.5917          | 0.2446    | 0.3632        |
| 0.9395        | 72.0  | 48528  | 1.0061          | 0.3082 | 0.6214 | 0.2676 | 0.1601    | 0.3709     | 0.4941    | 0.1118 | 0.3664 | 0.4769  | 0.3152    | 0.5422     | 0.6463    | 0.1871   | 0.4447       | 0.4611      | 0.5833          | 0.2764    | 0.4027        |
| 0.9271        | 73.0  | 49202  | 0.9797          | 0.3129 | 0.6364 | 0.2697 | 0.1432    | 0.378      | 0.4921    | 0.1185 | 0.3713 | 0.4883  | 0.305     | 0.5545     | 0.6736    | 0.2148   | 0.4801       | 0.4565      | 0.5894          | 0.2675    | 0.3953        |
| 0.9239        | 74.0  | 49876  | 0.9843          | 0.3237 | 0.6409 | 0.2844 | 0.1558    | 0.3953     | 0.4989    | 0.1209 | 0.3791 | 0.4926  | 0.3094    | 0.5589     | 0.6721    | 0.2118   | 0.4772       | 0.4719      | 0.5843          | 0.2874    | 0.4162        |
| 0.9236        | 75.0  | 50550  | 0.9649          | 0.3312 | 0.6391 | 0.3052 | 0.1805    | 0.397      | 0.5042    | 0.1225 | 0.3792 | 0.4966  | 0.3223    | 0.5652     | 0.666     | 0.2222   | 0.481        | 0.489       | 0.5977          | 0.2824    | 0.4112        |
| 0.9191        | 76.0  | 51224  | 0.9947          | 0.3198 | 0.624  | 0.2893 | 0.1705    | 0.3875     | 0.4904    | 0.1159 | 0.3727 | 0.4956  | 0.3186    | 0.5633     | 0.6799    | 0.2021   | 0.4807       | 0.4768      | 0.591           | 0.2805    | 0.4149        |
| 0.9025        | 77.0  | 51898  | 1.0002          | 0.3125 | 0.6273 | 0.2792 | 0.152     | 0.3829     | 0.5067    | 0.1155 | 0.3671 | 0.4826  | 0.296     | 0.5487     | 0.6858    | 0.1979   | 0.4706       | 0.4724      | 0.5828          | 0.2673    | 0.3944        |
| 0.9002        | 78.0  | 52572  | 0.9713          | 0.3269 | 0.6441 | 0.291  | 0.1672    | 0.3953     | 0.5014    | 0.1174 | 0.3806 | 0.4862  | 0.2991    | 0.5549     | 0.6714    | 0.2061   | 0.4607       | 0.4896      | 0.5931          | 0.285     | 0.4048        |
| 0.9161        | 79.0  | 53246  | 0.9722          | 0.3257 | 0.6387 | 0.2961 | 0.1583    | 0.4061     | 0.4885    | 0.1186 | 0.3795 | 0.4885  | 0.3039    | 0.5638     | 0.6599    | 0.205    | 0.4591       | 0.4971      | 0.602           | 0.275     | 0.4044        |
| 0.8976        | 80.0  | 53920  | 0.9792          | 0.3129 | 0.6328 | 0.2735 | 0.1502    | 0.3805     | 0.4845    | 0.1189 | 0.3692 | 0.4815  | 0.3082    | 0.5371     | 0.6575    | 0.2097   | 0.462        | 0.458       | 0.5721          | 0.271     | 0.4105        |
| 0.8937        | 81.0  | 54594  | 0.9829          | 0.3193 | 0.6462 | 0.287  | 0.166     | 0.3862     | 0.4792    | 0.1193 | 0.3736 | 0.4833  | 0.3041    | 0.5409     | 0.6557    | 0.205    | 0.4603       | 0.4706      | 0.5853          | 0.2823    | 0.4043        |
| 0.9052        | 82.0  | 55268  | 0.9866          | 0.328  | 0.6347 | 0.3024 | 0.1747    | 0.397      | 0.4929    | 0.1201 | 0.375  | 0.492   | 0.3141    | 0.5529     | 0.6774    | 0.2116   | 0.4759       | 0.4934      | 0.5951          | 0.2791    | 0.405         |
| 0.8972        | 83.0  | 55942  | 0.9669          | 0.3278 | 0.6458 | 0.2873 | 0.1753    | 0.399      | 0.507     | 0.1198 | 0.3789 | 0.4941  | 0.3131    | 0.5639     | 0.6744    | 0.2186   | 0.481        | 0.4884      | 0.5974          | 0.2766    | 0.4039        |
| 0.8934        | 84.0  | 56616  | 0.9701          | 0.323  | 0.6436 | 0.2876 | 0.1568    | 0.4018     | 0.4937    | 0.1203 | 0.3776 | 0.4865  | 0.2984    | 0.5618     | 0.6769    | 0.2167   | 0.4705       | 0.485       | 0.599           | 0.2674    | 0.3901        |
| 0.8985        | 85.0  | 57290  | 0.9505          | 0.3303 | 0.6579 | 0.29   | 0.1764    | 0.4045     | 0.5082    | 0.1221 | 0.382  | 0.4993  | 0.3313    | 0.5661     | 0.684     | 0.2114   | 0.4853       | 0.4987      | 0.6056          | 0.2808    | 0.4069        |
| 0.8829        | 86.0  | 57964  | 0.9648          | 0.3164 | 0.6437 | 0.2728 | 0.1558    | 0.3957     | 0.4941    | 0.1207 | 0.3756 | 0.4869  | 0.3155    | 0.5485     | 0.6746    | 0.216    | 0.474        | 0.4564      | 0.5753          | 0.2766    | 0.4113        |
| 0.8992        | 87.0  | 58638  | 1.0045          | 0.3058 | 0.6105 | 0.2732 | 0.1346    | 0.3941     | 0.502     | 0.1182 | 0.3658 | 0.4697  | 0.2734    | 0.5427     | 0.6796    | 0.1981   | 0.454        | 0.4597      | 0.5773          | 0.2596    | 0.3778        |
| 0.892         | 88.0  | 59312  | 0.9759          | 0.3218 | 0.6415 | 0.2847 | 0.1782    | 0.3844     | 0.4847    | 0.1169 | 0.3754 | 0.4861  | 0.3259    | 0.5415     | 0.6484    | 0.2071   | 0.4643       | 0.4796      | 0.5873          | 0.2787    | 0.4068        |
| 0.8904        | 89.0  | 59986  | 0.9567          | 0.3394 | 0.6613 | 0.3054 | 0.1847    | 0.4101     | 0.494     | 0.1215 | 0.3884 | 0.4955  | 0.3268    | 0.5552     | 0.6596    | 0.2218   | 0.4668       | 0.5035      | 0.6069          | 0.293     | 0.4129        |
| 0.8864        | 90.0  | 60660  | 0.9877          | 0.3248 | 0.641  | 0.2916 | 0.1694    | 0.3945     | 0.4758    | 0.1192 | 0.3788 | 0.4838  | 0.2952    | 0.5492     | 0.6629    | 0.212    | 0.4621       | 0.4807      | 0.5912          | 0.2818    | 0.3981        |
| 0.8781        | 91.0  | 61334  | 0.9849          | 0.3261 | 0.6402 | 0.2899 | 0.1761    | 0.4013     | 0.4945    | 0.1178 | 0.3812 | 0.4864  | 0.3098    | 0.5569     | 0.6573    | 0.2094   | 0.4653       | 0.491       | 0.5913          | 0.2778    | 0.4026        |
| 0.8904        | 92.0  | 62008  | 0.9475          | 0.3312 | 0.6614 | 0.2863 | 0.1787    | 0.3999     | 0.5045    | 0.119  | 0.3828 | 0.4958  | 0.3147    | 0.5539     | 0.6744    | 0.2215   | 0.48         | 0.4827      | 0.5971          | 0.2892    | 0.4105        |
| 0.8783        | 93.0  | 62682  | 0.9780          | 0.3273 | 0.6475 | 0.2883 | 0.1683    | 0.3992     | 0.4984    | 0.1206 | 0.3815 | 0.4892  | 0.3067    | 0.5612     | 0.6683    | 0.2066   | 0.4677       | 0.4963      | 0.6042          | 0.2789    | 0.3957        |
| 0.8868        | 94.0  | 63356  | 0.9746          | 0.3174 | 0.6521 | 0.2671 | 0.1616    | 0.3947     | 0.497     | 0.1175 | 0.3728 | 0.4736  | 0.2928    | 0.5429     | 0.6784    | 0.1966   | 0.4493       | 0.4861      | 0.5936          | 0.2694    | 0.3778        |
| 0.875         | 95.0  | 64030  | 0.9725          | 0.3269 | 0.6426 | 0.2893 | 0.1774    | 0.3963     | 0.4761    | 0.116  | 0.3774 | 0.4863  | 0.303     | 0.5487     | 0.6627    | 0.1941   | 0.4545       | 0.4957      | 0.5964          | 0.2909    | 0.4079        |
| 0.8652        | 96.0  | 64704  | 0.9415          | 0.337  | 0.6644 | 0.3015 | 0.1829    | 0.41       | 0.5059    | 0.12   | 0.3925 | 0.497   | 0.3167    | 0.5691     | 0.676     | 0.2253   | 0.4811       | 0.5043      | 0.6047          | 0.2815    | 0.405         |
| 0.857         | 97.0  | 65378  | 0.9420          | 0.3391 | 0.671  | 0.2965 | 0.1913    | 0.4082     | 0.5038    | 0.1183 | 0.3907 | 0.4944  | 0.3169    | 0.5608     | 0.6833    | 0.2217   | 0.4691       | 0.5028      | 0.6008          | 0.2927    | 0.4132        |
| 0.8668        | 98.0  | 66052  | 0.9563          | 0.3344 | 0.6578 | 0.2896 | 0.1764    | 0.4059     | 0.4994    | 0.119  | 0.3849 | 0.4944  | 0.3103    | 0.564      | 0.6725    | 0.2138   | 0.4641       | 0.493       | 0.6013          | 0.2963    | 0.4178        |
| 0.8671        | 99.0  | 66726  | 0.9706          | 0.3213 | 0.6491 | 0.2762 | 0.1767    | 0.3852     | 0.5062    | 0.1146 | 0.3801 | 0.4858  | 0.3316    | 0.5428     | 0.6644    | 0.1875   | 0.4527       | 0.4843      | 0.5925          | 0.2921    | 0.4122        |
| 0.8659        | 100.0 | 67400  | 0.9395          | 0.3433 | 0.6648 | 0.3058 | 0.1904    | 0.4175     | 0.5218    | 0.1219 | 0.3938 | 0.5023  | 0.3281    | 0.5733     | 0.6826    | 0.2194   | 0.4728       | 0.5166      | 0.6155          | 0.294     | 0.4187        |
| 0.8529        | 101.0 | 68074  | 0.9567          | 0.3379 | 0.6574 | 0.2999 | 0.1795    | 0.4112     | 0.5067    | 0.1203 | 0.3837 | 0.4982  | 0.3237    | 0.5676     | 0.6709    | 0.2113   | 0.4636       | 0.507       | 0.6129          | 0.2955    | 0.418         |
| 0.8539        | 102.0 | 68748  | 0.9393          | 0.342  | 0.671  | 0.2987 | 0.1892    | 0.4127     | 0.5174    | 0.1237 | 0.39   | 0.5016  | 0.3248    | 0.5696     | 0.6834    | 0.2155   | 0.4684       | 0.5162      | 0.6145          | 0.2941    | 0.422         |
| 0.8419        | 103.0 | 69422  | 0.9411          | 0.3433 | 0.6691 | 0.3064 | 0.1895    | 0.4056     | 0.5045    | 0.1204 | 0.3904 | 0.4993  | 0.3258    | 0.5585     | 0.6776    | 0.2156   | 0.466        | 0.5161      | 0.6185          | 0.2983    | 0.4134        |
| 0.8423        | 104.0 | 70096  | 0.9401          | 0.3462 | 0.6765 | 0.3175 | 0.2003    | 0.4128     | 0.5127    | 0.1215 | 0.3925 | 0.5013  | 0.3409    | 0.5576     | 0.6768    | 0.2206   | 0.4736       | 0.5086      | 0.6039          | 0.3096    | 0.4263        |
| 0.8428        | 105.0 | 70770  | 0.9328          | 0.3399 | 0.6628 | 0.2988 | 0.1781    | 0.4138     | 0.5098    | 0.1223 | 0.3879 | 0.498   | 0.3273    | 0.5627     | 0.6661    | 0.2248   | 0.4817       | 0.4986      | 0.6008          | 0.2962    | 0.4116        |
| 0.8431        | 106.0 | 71444  | 0.9601          | 0.3356 | 0.6542 | 0.3056 | 0.1798    | 0.4043     | 0.4963    | 0.1203 | 0.385  | 0.4944  | 0.3128    | 0.5512     | 0.6908    | 0.2008   | 0.4548       | 0.5057      | 0.6147          | 0.3003    | 0.4137        |
| 0.841         | 107.0 | 72118  | 0.9473          | 0.3371 | 0.6537 | 0.2891 | 0.1764    | 0.407      | 0.534     | 0.1239 | 0.3885 | 0.4983  | 0.3059    | 0.5687     | 0.6988    | 0.2091   | 0.4691       | 0.5072      | 0.6121          | 0.2951    | 0.4136        |
| 0.8371        | 108.0 | 72792  | 0.9739          | 0.3416 | 0.6564 | 0.3032 | 0.1892    | 0.4142     | 0.509     | 0.1229 | 0.3927 | 0.4974  | 0.3211    | 0.5685     | 0.6692    | 0.2085   | 0.4636       | 0.5161      | 0.6155          | 0.3002    | 0.413         |
| 0.843         | 109.0 | 73466  | 0.9271          | 0.3472 | 0.6755 | 0.3147 | 0.204     | 0.4107     | 0.5176    | 0.1226 | 0.3944 | 0.5048  | 0.3402    | 0.5614     | 0.6771    | 0.2184   | 0.4894       | 0.5158      | 0.6062          | 0.3074    | 0.4187        |
| 0.8392        | 110.0 | 74140  | 0.9525          | 0.3493 | 0.672  | 0.3123 | 0.1894    | 0.4279     | 0.5139    | 0.125  | 0.3966 | 0.5024  | 0.3236    | 0.5779     | 0.6804    | 0.2205   | 0.4743       | 0.5259      | 0.6217          | 0.3016    | 0.4111        |
| 0.8363        | 111.0 | 74814  | 0.9500          | 0.3372 | 0.6655 | 0.2969 | 0.188     | 0.4077     | 0.5044    | 0.123  | 0.387  | 0.4988  | 0.3337    | 0.5579     | 0.6861    | 0.2169   | 0.4801       | 0.5005      | 0.6067          | 0.2943    | 0.4095        |
| 0.8327        | 112.0 | 75488  | 0.9441          | 0.3476 | 0.6802 | 0.3042 | 0.1958    | 0.4161     | 0.5233    | 0.1214 | 0.3935 | 0.5041  | 0.3348    | 0.5717     | 0.6777    | 0.2349   | 0.4849       | 0.5061      | 0.6109          | 0.3019    | 0.4165        |
| 0.8383        | 113.0 | 76162  | 0.9553          | 0.3384 | 0.6695 | 0.3031 | 0.1759    | 0.4156     | 0.5094    | 0.1235 | 0.3867 | 0.4916  | 0.3118    | 0.5633     | 0.6824    | 0.218    | 0.4643       | 0.5271      | 0.6271          | 0.2702    | 0.3833        |
| 0.8289        | 114.0 | 76836  | 0.9386          | 0.3513 | 0.6849 | 0.317  | 0.1902    | 0.4215     | 0.5248    | 0.1255 | 0.3975 | 0.5078  | 0.3418    | 0.565      | 0.696     | 0.2302   | 0.4829       | 0.5207      | 0.6266          | 0.303     | 0.4138        |
| 0.8277        | 115.0 | 77510  | 0.9126          | 0.3588 | 0.6899 | 0.3214 | 0.2084    | 0.417      | 0.5419    | 0.1296 | 0.3984 | 0.5136  | 0.3474    | 0.5653     | 0.7002    | 0.2294   | 0.4744       | 0.5313      | 0.6307          | 0.3157    | 0.4356        |
| 0.8258        | 116.0 | 78184  | 0.9158          | 0.3468 | 0.6842 | 0.3006 | 0.2008    | 0.413      | 0.5166    | 0.1225 | 0.3942 | 0.5092  | 0.349     | 0.5687     | 0.6854    | 0.2222   | 0.4852       | 0.5146      | 0.6237          | 0.3037    | 0.4189        |
| 0.8254        | 117.0 | 78858  | 0.9784          | 0.3367 | 0.6674 | 0.2911 | 0.1807    | 0.408      | 0.5215    | 0.122  | 0.3862 | 0.4903  | 0.3199    | 0.5604     | 0.6789    | 0.2159   | 0.4644       | 0.4992      | 0.6005          | 0.295     | 0.4061        |
| 0.8227        | 118.0 | 79532  | 0.9196          | 0.3577 | 0.6909 | 0.3203 | 0.2076    | 0.4175     | 0.5176    | 0.1251 | 0.401  | 0.5189  | 0.3517    | 0.5745     | 0.6897    | 0.2276   | 0.4797       | 0.5282      | 0.6343          | 0.3174    | 0.4426        |
| 0.815         | 119.0 | 80206  | 0.9294          | 0.3503 | 0.6839 | 0.3158 | 0.1935    | 0.4198     | 0.508     | 0.1238 | 0.3932 | 0.5051  | 0.3339    | 0.5705     | 0.6839    | 0.2249   | 0.4702       | 0.5143      | 0.6149          | 0.3118    | 0.4302        |
| 0.8157        | 120.0 | 80880  | 0.9266          | 0.3496 | 0.6771 | 0.3085 | 0.192     | 0.416      | 0.5157    | 0.1233 | 0.3969 | 0.5065  | 0.3455    | 0.5631     | 0.6867    | 0.226    | 0.4812       | 0.5113      | 0.6044          | 0.3115    | 0.4339        |
| 0.803         | 121.0 | 81554  | 0.9207          | 0.3522 | 0.6994 | 0.2967 | 0.212     | 0.4152     | 0.5082    | 0.1229 | 0.3919 | 0.5107  | 0.3581    | 0.5669     | 0.6635    | 0.2353   | 0.4873       | 0.5013      | 0.6046          | 0.3199    | 0.4402        |
| 0.8069        | 122.0 | 82228  | 0.9433          | 0.3413 | 0.6782 | 0.2963 | 0.1838    | 0.4043     | 0.501     | 0.125  | 0.3863 | 0.4943  | 0.3196    | 0.5574     | 0.6757    | 0.2246   | 0.4778       | 0.5057      | 0.6072          | 0.2935    | 0.3979        |
| 0.8027        | 123.0 | 82902  | 0.9324          | 0.3567 | 0.6809 | 0.3193 | 0.2019    | 0.4193     | 0.5365    | 0.1284 | 0.4005 | 0.5096  | 0.3597    | 0.5663     | 0.69      | 0.2201   | 0.4698       | 0.5288      | 0.6263          | 0.321     | 0.4327        |
| 0.7997        | 124.0 | 83576  | 0.9269          | 0.3514 | 0.6773 | 0.3127 | 0.1931    | 0.4206     | 0.5108    | 0.1267 | 0.3972 | 0.5094  | 0.3444    | 0.5798     | 0.6852    | 0.2339   | 0.4863       | 0.5202      | 0.625           | 0.3003    | 0.4169        |
| 0.7842        | 125.0 | 84250  | 0.9350          | 0.3533 | 0.6834 | 0.311  | 0.2027    | 0.4267     | 0.5216    | 0.1249 | 0.396  | 0.5069  | 0.3302    | 0.5708     | 0.6897    | 0.2251   | 0.4734       | 0.5137      | 0.6136          | 0.3212    | 0.4338        |
| 0.7911        | 126.0 | 84924  | 0.9341          | 0.3415 | 0.6854 | 0.2923 | 0.1878    | 0.4115     | 0.5173    | 0.1213 | 0.389  | 0.5017  | 0.3348    | 0.5708     | 0.6804    | 0.2212   | 0.4755       | 0.5044      | 0.6113          | 0.2988    | 0.4183        |
| 0.795         | 127.0 | 85598  | 0.9290          | 0.3521 | 0.6987 | 0.3081 | 0.2037    | 0.4196     | 0.5203    | 0.1243 | 0.3965 | 0.5027  | 0.3448    | 0.5608     | 0.673     | 0.2279   | 0.4791       | 0.5088      | 0.599           | 0.3196    | 0.4301        |
| 0.7913        | 128.0 | 86272  | 0.9014          | 0.3665 | 0.7039 | 0.3274 | 0.2171    | 0.434      | 0.5217    | 0.1245 | 0.4073 | 0.5171  | 0.3538    | 0.5804     | 0.6872    | 0.2441   | 0.4885       | 0.5227      | 0.6203          | 0.3327    | 0.4425        |
| 0.8024        | 129.0 | 86946  | 0.9343          | 0.3526 | 0.6873 | 0.3128 | 0.2008    | 0.4171     | 0.517     | 0.124  | 0.3944 | 0.5035  | 0.3368    | 0.5583     | 0.6855    | 0.2363   | 0.4816       | 0.5101      | 0.6067          | 0.3115    | 0.4223        |
| 0.7843        | 130.0 | 87620  | 0.9140          | 0.3621 | 0.6958 | 0.3192 | 0.2116    | 0.4287     | 0.5193    | 0.1256 | 0.4057 | 0.5133  | 0.3561    | 0.5713     | 0.6821    | 0.2311   | 0.4804       | 0.5303      | 0.6237          | 0.3249    | 0.4359        |
| 0.7838        | 131.0 | 88294  | 0.9106          | 0.3595 | 0.6948 | 0.3128 | 0.2067    | 0.4276     | 0.5219    | 0.1259 | 0.4097 | 0.5186  | 0.3534    | 0.5829     | 0.6998    | 0.2371   | 0.4949       | 0.5243      | 0.6289          | 0.3171    | 0.4319        |
| 0.7874        | 132.0 | 88968  | 0.9256          | 0.3548 | 0.6956 | 0.3141 | 0.2083    | 0.4152     | 0.5121    | 0.1208 | 0.4011 | 0.504   | 0.3422    | 0.5547     | 0.6818    | 0.2255   | 0.4768       | 0.5211      | 0.61            | 0.3178    | 0.4252        |
| 0.7815        | 133.0 | 89642  | 0.9369          | 0.358  | 0.6973 | 0.3153 | 0.2093    | 0.4241     | 0.5212    | 0.1249 | 0.3996 | 0.5074  | 0.3349    | 0.5688     | 0.6878    | 0.2339   | 0.4744       | 0.5253      | 0.6232          | 0.3149    | 0.4245        |
| 0.7787        | 134.0 | 90316  | 0.9380          | 0.3584 | 0.6903 | 0.3202 | 0.2172    | 0.4207     | 0.5172    | 0.1209 | 0.4024 | 0.5127  | 0.3404    | 0.5719     | 0.6907    | 0.2306   | 0.4773       | 0.532       | 0.6306          | 0.3124    | 0.4303        |
| 0.7758        | 135.0 | 90990  | 0.9247          | 0.3603 | 0.6984 | 0.3199 | 0.2095    | 0.431      | 0.5111    | 0.1243 | 0.404  | 0.5148  | 0.3493    | 0.5771     | 0.6828    | 0.2328   | 0.4862       | 0.5255      | 0.6281          | 0.3226    | 0.4301        |
| 0.7685        | 136.0 | 91664  | 0.9077          | 0.3582 | 0.6927 | 0.3225 | 0.2121    | 0.4284     | 0.502     | 0.1249 | 0.4034 | 0.5167  | 0.3515    | 0.5834     | 0.6809    | 0.222    | 0.4854       | 0.5355      | 0.6359          | 0.3171    | 0.4288        |
| 0.7715        | 137.0 | 92338  | 0.9177          | 0.3589 | 0.6928 | 0.3281 | 0.2065    | 0.4255     | 0.5242    | 0.126  | 0.4038 | 0.5112  | 0.3341    | 0.5752     | 0.6956    | 0.2259   | 0.4768       | 0.5313      | 0.6209          | 0.3197    | 0.4359        |
| 0.7791        | 138.0 | 93012  | 0.9369          | 0.3584 | 0.697  | 0.3212 | 0.2059    | 0.4234     | 0.498     | 0.125  | 0.4008 | 0.5107  | 0.3362    | 0.5722     | 0.6837    | 0.2253   | 0.4677       | 0.5289      | 0.625           | 0.3212    | 0.4395        |
| 0.7696        | 139.0 | 93686  | 0.9342          | 0.3528 | 0.685  | 0.3189 | 0.2025    | 0.4157     | 0.5091    | 0.1213 | 0.3973 | 0.5084  | 0.3457    | 0.5647     | 0.6786    | 0.2141   | 0.4687       | 0.5204      | 0.6183          | 0.324     | 0.4383        |
| 0.7708        | 140.0 | 94360  | 0.9159          | 0.3558 | 0.6961 | 0.3299 | 0.202     | 0.4249     | 0.5104    | 0.1246 | 0.3996 | 0.51    | 0.3354    | 0.5756     | 0.6758    | 0.2243   | 0.4783       | 0.5192      | 0.6203          | 0.3239    | 0.4314        |
| 0.7646        | 141.0 | 95034  | 0.9219          | 0.3568 | 0.6901 | 0.3169 | 0.2012    | 0.4194     | 0.5181    | 0.1239 | 0.4025 | 0.5137  | 0.3454    | 0.5737     | 0.6785    | 0.2238   | 0.4807       | 0.5251      | 0.6219          | 0.3217    | 0.4385        |
| 0.7674        | 142.0 | 95708  | 0.9096          | 0.3575 | 0.6982 | 0.3154 | 0.2063    | 0.4157     | 0.513     | 0.127  | 0.4045 | 0.5181  | 0.3504    | 0.5767     | 0.677     | 0.2356   | 0.491        | 0.5129      | 0.6186          | 0.3239    | 0.4446        |
| 0.767         | 143.0 | 96382  | 0.9192          | 0.3593 | 0.6997 | 0.3248 | 0.2059    | 0.4301     | 0.5155    | 0.1257 | 0.4044 | 0.517   | 0.3481    | 0.5772     | 0.6821    | 0.2281   | 0.48         | 0.5251      | 0.6291          | 0.3246    | 0.4419        |
| 0.7725        | 144.0 | 97056  | 0.9118          | 0.3645 | 0.6943 | 0.3364 | 0.2289    | 0.4229     | 0.5149    | 0.1268 | 0.4078 | 0.5253  | 0.3698    | 0.5823     | 0.6831    | 0.2382   | 0.4886       | 0.5239      | 0.641           | 0.3313    | 0.4463        |
| 0.7513        | 145.0 | 97730  | 0.9032          | 0.3582 | 0.6976 | 0.3163 | 0.2137    | 0.4206     | 0.5186    | 0.1253 | 0.399  | 0.5188  | 0.3494    | 0.5822     | 0.6808    | 0.2355   | 0.4932       | 0.5171      | 0.6237          | 0.3218    | 0.4396        |
| 0.7616        | 146.0 | 98404  | 0.9334          | 0.3589 | 0.691  | 0.332  | 0.2037    | 0.4251     | 0.5086    | 0.1265 | 0.401  | 0.5094  | 0.3381    | 0.5696     | 0.6734    | 0.2339   | 0.4769       | 0.516       | 0.6136          | 0.3268    | 0.4378        |
| 0.7522        | 147.0 | 99078  | 0.9363          | 0.3411 | 0.6925 | 0.2947 | 0.1824    | 0.4081     | 0.5223    | 0.1222 | 0.3863 | 0.4952  | 0.3158    | 0.5594     | 0.6856    | 0.2294   | 0.4721       | 0.5007      | 0.6042          | 0.2932    | 0.4092        |
| 0.7521        | 148.0 | 99752  | 0.9323          | 0.353  | 0.694  | 0.3218 | 0.1999    | 0.4198     | 0.5247    | 0.125  | 0.397  | 0.5008  | 0.334     | 0.5615     | 0.6902    | 0.2293   | 0.4729       | 0.5317      | 0.6206          | 0.2981    | 0.4088        |
| 0.7349        | 149.0 | 100426 | 0.9164          | 0.3652 | 0.6992 | 0.3364 | 0.2146    | 0.4328     | 0.5255    | 0.1274 | 0.405  | 0.5128  | 0.3483    | 0.5717     | 0.6951    | 0.2412   | 0.4809       | 0.5344      | 0.6258          | 0.3201    | 0.4316        |
| 0.7411        | 150.0 | 101100 | 0.9186          | 0.3618 | 0.7051 | 0.3256 | 0.2195    | 0.4211     | 0.5316    | 0.1263 | 0.4008 | 0.5147  | 0.3425    | 0.5725     | 0.699     | 0.232    | 0.4831       | 0.5192      | 0.623           | 0.3342    | 0.4378        |
| 0.7414        | 151.0 | 101774 | 0.9410          | 0.3481 | 0.6967 | 0.2979 | 0.2037    | 0.4108     | 0.5253    | 0.1243 | 0.3935 | 0.4969  | 0.3247    | 0.5573     | 0.6971    | 0.2325   | 0.473        | 0.5156      | 0.6139          | 0.2961    | 0.4038        |
| 0.7483        | 152.0 | 102448 | 0.9197          | 0.36   | 0.706  | 0.3219 | 0.2113    | 0.4295     | 0.5198    | 0.1253 | 0.4031 | 0.5052  | 0.341     | 0.5733     | 0.6855    | 0.2445   | 0.4826       | 0.5167      | 0.6069          | 0.3189    | 0.4261        |
| 0.7479        | 153.0 | 103122 | 0.9263          | 0.3626 | 0.7009 | 0.3281 | 0.2255    | 0.4219     | 0.5232    | 0.1259 | 0.3992 | 0.5126  | 0.3575    | 0.5689     | 0.6931    | 0.2301   | 0.4729       | 0.5335      | 0.6273          | 0.3241    | 0.4377        |
| 0.7453        | 154.0 | 103796 | 0.9261          | 0.3472 | 0.6895 | 0.306  | 0.2092    | 0.4055     | 0.5186    | 0.1238 | 0.395  | 0.504   | 0.3423    | 0.5582     | 0.6901    | 0.2379   | 0.4854       | 0.5063      | 0.6042          | 0.2975    | 0.4223        |
| 0.7385        | 155.0 | 104470 | 0.9238          | 0.3557 | 0.6999 | 0.3134 | 0.2171    | 0.4286     | 0.5169    | 0.1284 | 0.4038 | 0.5117  | 0.3532    | 0.5763     | 0.6915    | 0.2299   | 0.4867       | 0.5298      | 0.6278          | 0.3075    | 0.4206        |
| 0.7455        | 156.0 | 105144 | 0.9065          | 0.3737 | 0.7106 | 0.3506 | 0.2334    | 0.4396     | 0.531     | 0.1281 | 0.4133 | 0.525   | 0.3686    | 0.5767     | 0.6969    | 0.2379   | 0.4797       | 0.5397      | 0.6422          | 0.3435    | 0.4532        |
| 0.7295        | 157.0 | 105818 | 0.9046          | 0.368  | 0.7082 | 0.3382 | 0.2258    | 0.4293     | 0.5203    | 0.1279 | 0.4097 | 0.5214  | 0.3654    | 0.5738     | 0.689     | 0.2449   | 0.4872       | 0.5266      | 0.6289          | 0.3326    | 0.448         |
| 0.719         | 158.0 | 106492 | 0.9235          | 0.3608 | 0.7025 | 0.3263 | 0.2144    | 0.4319     | 0.514     | 0.1241 | 0.4037 | 0.5157  | 0.345     | 0.5852     | 0.6885    | 0.2278   | 0.4793       | 0.5307      | 0.6322          | 0.3239    | 0.4354        |
| 0.7288        | 159.0 | 107166 | 0.9041          | 0.3665 | 0.7148 | 0.3323 | 0.2195    | 0.4296     | 0.5263    | 0.1257 | 0.405  | 0.5189  | 0.3594    | 0.5722     | 0.6949    | 0.237    | 0.4821       | 0.5247      | 0.6232          | 0.3377    | 0.4514        |
| 0.7212        | 160.0 | 107840 | 0.9100          | 0.366  | 0.7096 | 0.3289 | 0.2198    | 0.4288     | 0.5389    | 0.1267 | 0.4079 | 0.5165  | 0.3559    | 0.573      | 0.6983    | 0.2419   | 0.4888       | 0.5306      | 0.6245          | 0.3254    | 0.436         |
| 0.7329        | 161.0 | 108514 | 0.9069          | 0.3618 | 0.7068 | 0.3258 | 0.2165    | 0.4287     | 0.5244    | 0.1251 | 0.4039 | 0.5189  | 0.358     | 0.5778     | 0.7006    | 0.2376   | 0.489        | 0.5286      | 0.626           | 0.3193    | 0.4418        |
| 0.7277        | 162.0 | 109188 | 0.9315          | 0.3524 | 0.6896 | 0.3154 | 0.2006    | 0.4185     | 0.5229    | 0.1255 | 0.3975 | 0.5037  | 0.3338    | 0.5609     | 0.6952    | 0.2219   | 0.4696       | 0.5213      | 0.6203          | 0.3139    | 0.4211        |
| 0.7259        | 163.0 | 109862 | 0.9106          | 0.3672 | 0.7106 | 0.3346 | 0.2218    | 0.4299     | 0.5228    | 0.129  | 0.4121 | 0.5201  | 0.3654    | 0.5769     | 0.6917    | 0.2394   | 0.4902       | 0.532       | 0.6258          | 0.3303    | 0.4443        |
| 0.721         | 164.0 | 110536 | 0.9176          | 0.3631 | 0.6997 | 0.326  | 0.2306    | 0.4145     | 0.5214    | 0.1275 | 0.4073 | 0.5187  | 0.3682    | 0.5663     | 0.695     | 0.2233   | 0.4734       | 0.5376      | 0.6356          | 0.3283    | 0.447         |
| 0.7185        | 165.0 | 111210 | 0.9117          | 0.3541 | 0.6993 | 0.3038 | 0.2154    | 0.4139     | 0.5239    | 0.125  | 0.4017 | 0.5093  | 0.3535    | 0.5622     | 0.688     | 0.2156   | 0.4852       | 0.5266      | 0.6155          | 0.3203    | 0.4273        |
| 0.7195        | 166.0 | 111884 | 0.9102          | 0.3624 | 0.7079 | 0.3256 | 0.2167    | 0.4221     | 0.526     | 0.1245 | 0.4076 | 0.5142  | 0.3563    | 0.571      | 0.6949    | 0.2333   | 0.4828       | 0.527       | 0.6154          | 0.3268    | 0.4444        |
| 0.7038        | 167.0 | 112558 | 0.9128          | 0.3598 | 0.7    | 0.3183 | 0.2203    | 0.4209     | 0.5171    | 0.1227 | 0.402  | 0.5156  | 0.3688    | 0.5662     | 0.6775    | 0.2155   | 0.4702       | 0.5313      | 0.6284          | 0.3327    | 0.4481        |
| 0.7169        | 168.0 | 113232 | 0.9213          | 0.3699 | 0.7115 | 0.3385 | 0.2137    | 0.4351     | 0.5303    | 0.1265 | 0.4081 | 0.5178  | 0.3618    | 0.5748     | 0.6827    | 0.2378   | 0.4749       | 0.5268      | 0.6265          | 0.345     | 0.4519        |
| 0.7131        | 169.0 | 113906 | 0.8994          | 0.3711 | 0.7156 | 0.3336 | 0.2216    | 0.4325     | 0.5238    | 0.1243 | 0.4114 | 0.5199  | 0.3716    | 0.5775     | 0.6868    | 0.241    | 0.4875       | 0.5336      | 0.6211          | 0.3387    | 0.4512        |
| 0.7006        | 170.0 | 114580 | 0.9152          | 0.3638 | 0.7141 | 0.3274 | 0.2249    | 0.4315     | 0.5145    | 0.123  | 0.404  | 0.5108  | 0.3585    | 0.5702     | 0.6872    | 0.2308   | 0.4729       | 0.5316      | 0.6291          | 0.329     | 0.4303        |
| 0.7079        | 171.0 | 115254 | 0.9157          | 0.3715 | 0.7098 | 0.346  | 0.2179    | 0.4358     | 0.534     | 0.1272 | 0.41   | 0.516   | 0.3513    | 0.575      | 0.688     | 0.229    | 0.4734       | 0.5438      | 0.6271          | 0.3418    | 0.4474        |
| 0.7124        | 172.0 | 115928 | 0.9151          | 0.3702 | 0.7079 | 0.3351 | 0.2281    | 0.4318     | 0.5306    | 0.1264 | 0.409  | 0.5156  | 0.3583    | 0.5787     | 0.6863    | 0.2326   | 0.47         | 0.5402      | 0.6268          | 0.3379    | 0.45          |
| 0.6943        | 173.0 | 116602 | 0.8994          | 0.3737 | 0.7191 | 0.343  | 0.2347    | 0.4341     | 0.535     | 0.1257 | 0.4123 | 0.5207  | 0.3651    | 0.5757     | 0.6867    | 0.2324   | 0.4764       | 0.5433      | 0.6299          | 0.3454    | 0.4558        |
| 0.6954        | 174.0 | 117276 | 0.9231          | 0.3678 | 0.7175 | 0.3304 | 0.2209    | 0.4322     | 0.5201    | 0.1258 | 0.406  | 0.5146  | 0.3529    | 0.5687     | 0.6909    | 0.2324   | 0.4711       | 0.535       | 0.6263          | 0.3361    | 0.4463        |
| 0.7029        | 175.0 | 117950 | 0.9124          | 0.3681 | 0.7049 | 0.3358 | 0.2149    | 0.4416     | 0.5207    | 0.1277 | 0.4076 | 0.5165  | 0.3455    | 0.5828     | 0.6818    | 0.2336   | 0.4814       | 0.5385      | 0.6217          | 0.3322    | 0.4465        |
| 0.7015        | 176.0 | 118624 | 0.9070          | 0.3699 | 0.7113 | 0.3287 | 0.2223    | 0.4385     | 0.5302    | 0.1265 | 0.41   | 0.5193  | 0.3567    | 0.5772     | 0.688     | 0.2389   | 0.4885       | 0.5392      | 0.6296          | 0.3316    | 0.44          |
| 0.6986        | 177.0 | 119298 | 0.9114          | 0.3705 | 0.7157 | 0.3371 | 0.223     | 0.4422     | 0.5259    | 0.1258 | 0.4102 | 0.5213  | 0.3576    | 0.5881     | 0.6911    | 0.2423   | 0.4891       | 0.5285      | 0.6221          | 0.3406    | 0.4527        |
| 0.696         | 178.0 | 119972 | 0.9084          | 0.3735 | 0.7095 | 0.3413 | 0.2241    | 0.4423     | 0.5247    | 0.126  | 0.4118 | 0.5217  | 0.362     | 0.5814     | 0.6876    | 0.2397   | 0.4897       | 0.5403      | 0.627           | 0.3406    | 0.4484        |
| 0.6947        | 179.0 | 120646 | 0.9165          | 0.3652 | 0.71   | 0.3222 | 0.2239    | 0.4324     | 0.5155    | 0.1244 | 0.4055 | 0.5199  | 0.3638    | 0.5765     | 0.6836    | 0.2297   | 0.4793       | 0.5322      | 0.6296          | 0.3338    | 0.4507        |
| 0.6839        | 180.0 | 121320 | 0.9187          | 0.3694 | 0.7158 | 0.3367 | 0.2223    | 0.4332     | 0.5333    | 0.1257 | 0.4089 | 0.5156  | 0.3479    | 0.5724     | 0.6943    | 0.2401   | 0.479        | 0.5338      | 0.6297          | 0.3344    | 0.4382        |
| 0.6827        | 181.0 | 121994 | 0.9069          | 0.3738 | 0.715  | 0.3385 | 0.2411    | 0.4343     | 0.5185    | 0.1249 | 0.4102 | 0.5229  | 0.3635    | 0.5758     | 0.6906    | 0.2369   | 0.4839       | 0.5393      | 0.6301          | 0.3453    | 0.4548        |
| 0.6815        | 182.0 | 122668 | 0.8978          | 0.3707 | 0.7203 | 0.3308 | 0.2263    | 0.4343     | 0.517     | 0.1261 | 0.4088 | 0.5241  | 0.3718    | 0.5745     | 0.6894    | 0.2438   | 0.4919       | 0.5321      | 0.6296          | 0.3363    | 0.4507        |
| 0.6839        | 183.0 | 123342 | 0.9090          | 0.367  | 0.7203 | 0.3306 | 0.2142    | 0.432      | 0.5231    | 0.1244 | 0.4028 | 0.5124  | 0.3462    | 0.5662     | 0.6937    | 0.2342   | 0.4722       | 0.5338      | 0.6222          | 0.3331    | 0.4428        |
| 0.6862        | 184.0 | 124016 | 0.8963          | 0.3687 | 0.7183 | 0.3343 | 0.2208    | 0.4363     | 0.5313    | 0.1272 | 0.4081 | 0.5197  | 0.3655    | 0.5755     | 0.688     | 0.2328   | 0.4815       | 0.5341      | 0.6276          | 0.3392    | 0.45          |
| 0.6679        | 185.0 | 124690 | 0.8899          | 0.3766 | 0.7263 | 0.3309 | 0.2418    | 0.4348     | 0.5213    | 0.126  | 0.4145 | 0.5292  | 0.3902    | 0.5748     | 0.686     | 0.2321   | 0.4819       | 0.5496      | 0.6405          | 0.3481    | 0.4653        |
| 0.6733        | 186.0 | 125364 | 0.9037          | 0.3724 | 0.7205 | 0.335  | 0.2338    | 0.4345     | 0.5274    | 0.1255 | 0.4145 | 0.5277  | 0.381     | 0.58       | 0.6888    | 0.2312   | 0.4914       | 0.5429      | 0.6345          | 0.3431    | 0.4573        |
| 0.6797        | 187.0 | 126038 | 0.9226          | 0.3715 | 0.7261 | 0.3296 | 0.2249    | 0.4362     | 0.5249    | 0.1272 | 0.4086 | 0.5195  | 0.3645    | 0.5731     | 0.6792    | 0.236    | 0.4852       | 0.5436      | 0.6304          | 0.335     | 0.4428        |
| 0.6737        | 188.0 | 126712 | 0.8917          | 0.3766 | 0.7257 | 0.3377 | 0.2381    | 0.4389     | 0.5243    | 0.1255 | 0.4144 | 0.5284  | 0.3752    | 0.5831     | 0.6806    | 0.2334   | 0.4845       | 0.5425      | 0.6377          | 0.3538    | 0.4628        |
| 0.6622        | 189.0 | 127386 | 0.9061          | 0.3755 | 0.724  | 0.3462 | 0.2286    | 0.4403     | 0.5293    | 0.1263 | 0.4124 | 0.525   | 0.369     | 0.5837     | 0.6843    | 0.2445   | 0.4921       | 0.5385      | 0.6268          | 0.3435    | 0.456         |
| 0.6732        | 190.0 | 128060 | 0.9081          | 0.3662 | 0.7146 | 0.3294 | 0.2195    | 0.431      | 0.5138    | 0.128  | 0.4042 | 0.5206  | 0.3688    | 0.5747     | 0.6761    | 0.2282   | 0.4845       | 0.5328      | 0.6258          | 0.3374    | 0.4516        |
| 0.6593        | 191.0 | 128734 | 0.8968          | 0.3729 | 0.7255 | 0.3414 | 0.226     | 0.4377     | 0.5332    | 0.1278 | 0.4121 | 0.5279  | 0.3801    | 0.5818     | 0.6885    | 0.2371   | 0.4925       | 0.545       | 0.6382          | 0.3365    | 0.453         |
| 0.6631        | 192.0 | 129408 | 0.8903          | 0.3765 | 0.7278 | 0.3313 | 0.2312    | 0.4327     | 0.5252    | 0.1283 | 0.4148 | 0.5279  | 0.376     | 0.576      | 0.6854    | 0.2363   | 0.4896       | 0.5477      | 0.6374          | 0.3455    | 0.4567        |
| 0.6583        | 193.0 | 130082 | 0.8890          | 0.379  | 0.727  | 0.342  | 0.242     | 0.4362     | 0.5392    | 0.1272 | 0.4163 | 0.5286  | 0.3787    | 0.5779     | 0.6999    | 0.2451   | 0.4891       | 0.5476      | 0.6426          | 0.3442    | 0.4542        |
| 0.6583        | 194.0 | 130756 | 0.9139          | 0.3624 | 0.7256 | 0.3182 | 0.2216    | 0.4211     | 0.5211    | 0.1232 | 0.4034 | 0.5126  | 0.3521    | 0.563      | 0.6929    | 0.2344   | 0.4739       | 0.5179      | 0.6201          | 0.3348    | 0.4439        |
| 0.6638        | 195.0 | 131430 | 0.9190          | 0.3627 | 0.7174 | 0.3231 | 0.2262    | 0.4209     | 0.5235    | 0.1263 | 0.4019 | 0.5129  | 0.359     | 0.5644     | 0.6883    | 0.2314   | 0.4791       | 0.5241      | 0.6188          | 0.3327    | 0.4408        |
| 0.656         | 196.0 | 132104 | 0.9119          | 0.3735 | 0.7141 | 0.3528 | 0.2262    | 0.4352     | 0.5194    | 0.1282 | 0.4069 | 0.5195  | 0.3663    | 0.5683     | 0.6813    | 0.2313   | 0.4716       | 0.5328      | 0.6234          | 0.3565    | 0.4636        |
| 0.6591        | 197.0 | 132778 | 0.9007          | 0.3758 | 0.7205 | 0.3428 | 0.2362    | 0.4328     | 0.5218    | 0.1281 | 0.413  | 0.5261  | 0.3806    | 0.5708     | 0.6915    | 0.2337   | 0.4859       | 0.54        | 0.6309          | 0.3535    | 0.4616        |
| 0.6579        | 198.0 | 133452 | 0.9165          | 0.3727 | 0.7219 | 0.3365 | 0.2271    | 0.4335     | 0.5244    | 0.1263 | 0.4101 | 0.5182  | 0.3628    | 0.5737     | 0.6931    | 0.2417   | 0.4814       | 0.5356      | 0.624           | 0.3409    | 0.4492        |
| 0.6506        | 199.0 | 134126 | 0.9074          | 0.3708 | 0.7188 | 0.3439 | 0.229     | 0.4328     | 0.518     | 0.1261 | 0.4145 | 0.5196  | 0.3716    | 0.5689     | 0.6889    | 0.2289   | 0.4773       | 0.5439      | 0.6348          | 0.3396    | 0.4465        |
| 0.6562        | 200.0 | 134800 | 0.8944          | 0.3742 | 0.724  | 0.3406 | 0.2332    | 0.4334     | 0.5212    | 0.1246 | 0.4132 | 0.5188  | 0.3672    | 0.5666     | 0.6823    | 0.2273   | 0.4663       | 0.5397      | 0.6309          | 0.3555    | 0.4592        |
| 0.6485        | 201.0 | 135474 | 0.8983          | 0.3768 | 0.7315 | 0.3439 | 0.2339    | 0.4421     | 0.5188    | 0.1247 | 0.4105 | 0.5222  | 0.3704    | 0.576      | 0.6861    | 0.2288   | 0.4705       | 0.5481      | 0.6333          | 0.3535    | 0.4629        |
| 0.6583        | 202.0 | 136148 | 0.9362          | 0.3545 | 0.7029 | 0.3156 | 0.2045    | 0.435      | 0.5097    | 0.1218 | 0.3976 | 0.5059  | 0.3352    | 0.5695     | 0.689     | 0.2187   | 0.4677       | 0.5367      | 0.6275          | 0.308     | 0.4224        |
| 0.6458        | 203.0 | 136822 | 0.9076          | 0.3721 | 0.7188 | 0.3398 | 0.2239    | 0.4348     | 0.5193    | 0.1264 | 0.4102 | 0.5206  | 0.3566    | 0.5785     | 0.6935    | 0.237    | 0.4825       | 0.5397      | 0.6268          | 0.3396    | 0.4524        |
| 0.642         | 204.0 | 137496 | 0.9140          | 0.3664 | 0.7155 | 0.3346 | 0.2231    | 0.4351     | 0.5212    | 0.1268 | 0.402  | 0.5144  | 0.3449    | 0.5804     | 0.6941    | 0.2359   | 0.4738       | 0.5383      | 0.6278          | 0.325     | 0.4416        |
| 0.645         | 205.0 | 138170 | 0.9019          | 0.3747 | 0.7289 | 0.3457 | 0.2277    | 0.4403     | 0.5268    | 0.128  | 0.4096 | 0.5228  | 0.3615    | 0.578      | 0.6981    | 0.2339   | 0.4745       | 0.5421      | 0.6348          | 0.3481    | 0.4591        |
| 0.6376        | 206.0 | 138844 | 0.9077          | 0.3733 | 0.7243 | 0.3436 | 0.2337    | 0.4348     | 0.5275    | 0.1276 | 0.4098 | 0.521   | 0.3716    | 0.5731     | 0.6874    | 0.2361   | 0.4762       | 0.5498      | 0.6382          | 0.3339    | 0.4486        |
| 0.6416        | 207.0 | 139518 | 0.8914          | 0.3792 | 0.7295 | 0.3545 | 0.2456    | 0.4348     | 0.526     | 0.1272 | 0.4187 | 0.528   | 0.382     | 0.5725     | 0.6948    | 0.2371   | 0.4843       | 0.5529      | 0.6423          | 0.3476    | 0.4574        |
| 0.634         | 208.0 | 140192 | 0.9061          | 0.3661 | 0.7218 | 0.3271 | 0.2207    | 0.4298     | 0.5096    | 0.1269 | 0.408  | 0.5211  | 0.3669    | 0.5752     | 0.6809    | 0.2261   | 0.4814       | 0.5357      | 0.6304          | 0.3364    | 0.4516        |
| 0.6335        | 209.0 | 140866 | 0.9002          | 0.3677 | 0.7281 | 0.3289 | 0.2329    | 0.4282     | 0.5194    | 0.1267 | 0.41   | 0.5199  | 0.3611    | 0.5716     | 0.6987    | 0.229    | 0.4828       | 0.5356      | 0.6281          | 0.3385    | 0.4489        |
| 0.6302        | 210.0 | 141540 | 0.8955          | 0.3767 | 0.7324 | 0.3432 | 0.2384    | 0.4333     | 0.5291    | 0.1286 | 0.4173 | 0.5256  | 0.37      | 0.5764     | 0.6883    | 0.2367   | 0.4767       | 0.5399      | 0.634           | 0.3535    | 0.4661        |
| 0.6199        | 211.0 | 142214 | 0.8979          | 0.3792 | 0.7353 | 0.3472 | 0.2463    | 0.4402     | 0.5101    | 0.1286 | 0.4187 | 0.5344  | 0.3821    | 0.587      | 0.6946    | 0.2419   | 0.4995       | 0.5421      | 0.6423          | 0.3536    | 0.4613        |
| 0.6164        | 212.0 | 142888 | 0.9057          | 0.3743 | 0.7306 | 0.3464 | 0.2374    | 0.4365     | 0.5114    | 0.1249 | 0.4148 | 0.5255  | 0.3746    | 0.5769     | 0.6919    | 0.2353   | 0.4806       | 0.5378      | 0.6382          | 0.3499    | 0.4576        |
| 0.6184        | 213.0 | 143562 | 0.8919          | 0.3785 | 0.7338 | 0.3531 | 0.2407    | 0.4394     | 0.5215    | 0.126  | 0.4164 | 0.5291  | 0.3779    | 0.5812     | 0.6906    | 0.2349   | 0.4909       | 0.5465      | 0.6356          | 0.354     | 0.4609        |
| 0.6234        | 214.0 | 144236 | 0.8890          | 0.3816 | 0.7378 | 0.3565 | 0.2538    | 0.4348     | 0.5286    | 0.1284 | 0.4164 | 0.5276  | 0.3801    | 0.5707     | 0.6903    | 0.2303   | 0.4743       | 0.548       | 0.6379          | 0.3666    | 0.4705        |
| 0.6244        | 215.0 | 144910 | 0.8916          | 0.3801 | 0.7309 | 0.3586 | 0.2515    | 0.4337     | 0.5222    | 0.1273 | 0.4161 | 0.5272  | 0.3785    | 0.5734     | 0.6925    | 0.2393   | 0.4847       | 0.5506      | 0.6377          | 0.3505    | 0.4592        |
| 0.6212        | 216.0 | 145584 | 0.8984          | 0.3805 | 0.7294 | 0.3514 | 0.2475    | 0.4363     | 0.531     | 0.1294 | 0.4138 | 0.5258  | 0.3819    | 0.5675     | 0.6996    | 0.2388   | 0.4833       | 0.5439      | 0.631           | 0.359     | 0.463         |
| 0.6106        | 217.0 | 146258 | 0.9122          | 0.3752 | 0.7228 | 0.3512 | 0.2492    | 0.4295     | 0.5183    | 0.1277 | 0.4091 | 0.5252  | 0.3776    | 0.566      | 0.6972    | 0.2253   | 0.472        | 0.5393      | 0.6381          | 0.3611    | 0.4656        |
| 0.6127        | 218.0 | 146932 | 0.9043          | 0.3769 | 0.7289 | 0.3432 | 0.2501    | 0.4359     | 0.5198    | 0.1276 | 0.4136 | 0.5258  | 0.3742    | 0.5754     | 0.6971    | 0.2261   | 0.4739       | 0.55        | 0.6426          | 0.3546    | 0.461         |
| 0.6144        | 219.0 | 147606 | 0.9077          | 0.3753 | 0.7305 | 0.353  | 0.2416    | 0.4368     | 0.5205    | 0.1239 | 0.4126 | 0.5235  | 0.3673    | 0.5754     | 0.6903    | 0.2299   | 0.4759       | 0.5387      | 0.6297          | 0.3573    | 0.4649        |
| 0.6064        | 220.0 | 148280 | 0.9145          | 0.374  | 0.724  | 0.3392 | 0.2351    | 0.433      | 0.5212    | 0.1272 | 0.4096 | 0.522   | 0.3685    | 0.5661     | 0.6911    | 0.2267   | 0.474        | 0.5437      | 0.632           | 0.3516    | 0.4599        |
| 0.6065        | 221.0 | 148954 | 0.9038          | 0.3782 | 0.7305 | 0.3471 | 0.2464    | 0.4333     | 0.5142    | 0.1262 | 0.4136 | 0.5246  | 0.3772    | 0.5685     | 0.6769    | 0.2269   | 0.4705       | 0.5441      | 0.6359          | 0.3638    | 0.4673        |
| 0.605         | 222.0 | 149628 | 0.8916          | 0.3832 | 0.7358 | 0.3534 | 0.2518    | 0.4397     | 0.5256    | 0.1281 | 0.4174 | 0.5328  | 0.3852    | 0.5803     | 0.6891    | 0.2352   | 0.4867       | 0.5463      | 0.6404          | 0.368     | 0.4712        |
| 0.5999        | 223.0 | 150302 | 0.9010          | 0.3852 | 0.734  | 0.3557 | 0.2555    | 0.4468     | 0.5187    | 0.1294 | 0.4188 | 0.5302  | 0.3862    | 0.5785     | 0.6829    | 0.2343   | 0.4771       | 0.5534      | 0.6456          | 0.3678    | 0.468         |
| 0.6048        | 224.0 | 150976 | 0.8917          | 0.3858 | 0.7325 | 0.3647 | 0.2535    | 0.4433     | 0.5283    | 0.1274 | 0.4161 | 0.529   | 0.3763    | 0.5772     | 0.6994    | 0.231    | 0.4721       | 0.5566      | 0.6443          | 0.3699    | 0.4706        |
| 0.5953        | 225.0 | 151650 | 0.9025          | 0.3826 | 0.7318 | 0.3538 | 0.2447    | 0.4434     | 0.5207    | 0.1265 | 0.4142 | 0.5255  | 0.3736    | 0.5753     | 0.684     | 0.2342   | 0.4759       | 0.5501      | 0.6337          | 0.3635    | 0.4671        |
| 0.6101        | 226.0 | 152324 | 0.9039          | 0.3783 | 0.7278 | 0.3559 | 0.2389    | 0.441      | 0.5256    | 0.1265 | 0.4129 | 0.5224  | 0.3613    | 0.5761     | 0.6851    | 0.2272   | 0.4715       | 0.5495      | 0.6395          | 0.3581    | 0.4563        |
| 0.593         | 227.0 | 152998 | 0.9035          | 0.3825 | 0.7304 | 0.3535 | 0.2473    | 0.4413     | 0.5247    | 0.1281 | 0.4172 | 0.528   | 0.3757    | 0.5769     | 0.692     | 0.2391   | 0.4802       | 0.5464      | 0.6382          | 0.362     | 0.4656        |
| 0.5995        | 228.0 | 153672 | 0.9083          | 0.3794 | 0.7297 | 0.3441 | 0.2496    | 0.4342     | 0.5178    | 0.1264 | 0.4142 | 0.5297  | 0.3819    | 0.5773     | 0.697     | 0.2295   | 0.4837       | 0.5461      | 0.6358          | 0.3627    | 0.4697        |
| 0.6016        | 229.0 | 154346 | 0.9108          | 0.3741 | 0.7277 | 0.3384 | 0.2429    | 0.4316     | 0.5104    | 0.1268 | 0.4109 | 0.5229  | 0.3762    | 0.5719     | 0.6881    | 0.2325   | 0.4785       | 0.5422      | 0.6325          | 0.3476    | 0.4576        |
| 0.6008        | 230.0 | 155020 | 0.8996          | 0.3818 | 0.736  | 0.3452 | 0.2521    | 0.4341     | 0.517     | 0.1302 | 0.417  | 0.531   | 0.3928    | 0.5695     | 0.6946    | 0.2347   | 0.4781       | 0.5473      | 0.6371          | 0.3634    | 0.4779        |
| 0.6038        | 231.0 | 155694 | 0.9017          | 0.3782 | 0.7279 | 0.3403 | 0.252     | 0.4353     | 0.5178    | 0.1282 | 0.4137 | 0.527   | 0.3819    | 0.574      | 0.6874    | 0.2281   | 0.4774       | 0.5509      | 0.6412          | 0.3558    | 0.4623        |
| 0.5983        | 232.0 | 156368 | 0.9024          | 0.3801 | 0.7262 | 0.3458 | 0.251     | 0.436      | 0.5109    | 0.1268 | 0.4129 | 0.5299  | 0.3872    | 0.5748     | 0.6814    | 0.2292   | 0.475        | 0.5488      | 0.6404          | 0.3624    | 0.4742        |
| 0.5905        | 233.0 | 157042 | 0.9003          | 0.3828 | 0.7349 | 0.3451 | 0.2498    | 0.4389     | 0.5156    | 0.1264 | 0.4143 | 0.5283  | 0.3861    | 0.572      | 0.6823    | 0.2307   | 0.467        | 0.5504      | 0.6399          | 0.3672    | 0.478         |
| 0.5894        | 234.0 | 157716 | 0.9006          | 0.3848 | 0.7332 | 0.3529 | 0.2483    | 0.4449     | 0.515     | 0.1285 | 0.4164 | 0.5325  | 0.3851    | 0.5786     | 0.6782    | 0.2381   | 0.4815       | 0.5471      | 0.6387          | 0.3692    | 0.4773        |
| 0.5891        | 235.0 | 158390 | 0.9039          | 0.3845 | 0.7311 | 0.3574 | 0.2565    | 0.4386     | 0.5118    | 0.127  | 0.4189 | 0.5309  | 0.3932    | 0.5725     | 0.6872    | 0.2312   | 0.4731       | 0.5522      | 0.6446          | 0.37      | 0.4751        |
| 0.5845        | 236.0 | 159064 | 0.9055          | 0.3826 | 0.7323 | 0.351  | 0.2473    | 0.4424     | 0.5204    | 0.1241 | 0.4151 | 0.5313  | 0.3756    | 0.5821     | 0.6938    | 0.2331   | 0.4807       | 0.5502      | 0.6392          | 0.3646    | 0.474         |
| 0.5811        | 237.0 | 159738 | 0.9109          | 0.3768 | 0.7261 | 0.3539 | 0.2417    | 0.4402     | 0.5118    | 0.1262 | 0.411  | 0.5232  | 0.3657    | 0.5761     | 0.6883    | 0.2244   | 0.4677       | 0.5466      | 0.6335          | 0.3595    | 0.4684        |
| 0.5785        | 238.0 | 160412 | 0.9032          | 0.3791 | 0.7253 | 0.3562 | 0.2531    | 0.4382     | 0.5054    | 0.1263 | 0.4121 | 0.5284  | 0.393     | 0.5749     | 0.6746    | 0.2231   | 0.4726       | 0.5486      | 0.6374          | 0.3656    | 0.4753        |
| 0.5866        | 239.0 | 161086 | 0.9085          | 0.3743 | 0.7325 | 0.3389 | 0.2456    | 0.4301     | 0.5144    | 0.1268 | 0.4135 | 0.522   | 0.3788    | 0.5718     | 0.6829    | 0.2286   | 0.4706       | 0.5401      | 0.6302          | 0.3543    | 0.4652        |
| 0.5908        | 240.0 | 161760 | 0.9156          | 0.3757 | 0.7338 | 0.3459 | 0.2458    | 0.432      | 0.5066    | 0.1263 | 0.4156 | 0.5235  | 0.3777    | 0.5742     | 0.6814    | 0.229    | 0.4719       | 0.5447      | 0.6348          | 0.3534    | 0.4637        |
| 0.5843        | 241.0 | 162434 | 0.8990          | 0.38   | 0.7358 | 0.3539 | 0.2485    | 0.4353     | 0.5192    | 0.1276 | 0.4188 | 0.5282  | 0.3842    | 0.574      | 0.6908    | 0.2277   | 0.4747       | 0.5488      | 0.6356          | 0.3636    | 0.4743        |
| 0.5841        | 242.0 | 163108 | 0.9133          | 0.3761 | 0.7327 | 0.3518 | 0.2414    | 0.4367     | 0.5116    | 0.125  | 0.4145 | 0.5197  | 0.3697    | 0.5767     | 0.6742    | 0.2283   | 0.4676       | 0.5466      | 0.6366          | 0.3535    | 0.455         |
| 0.5883        | 243.0 | 163782 | 0.9081          | 0.3795 | 0.73   | 0.356  | 0.2472    | 0.4382     | 0.5136    | 0.1274 | 0.4129 | 0.5223  | 0.3721    | 0.5705     | 0.6814    | 0.2296   | 0.4674       | 0.554       | 0.6404          | 0.3548    | 0.4591        |
| 0.5741        | 244.0 | 164456 | 0.9041          | 0.3845 | 0.7383 | 0.3598 | 0.2517    | 0.4437     | 0.5126    | 0.1285 | 0.4208 | 0.5279  | 0.3797    | 0.578      | 0.6758    | 0.2331   | 0.4744       | 0.5538      | 0.6394          | 0.3665    | 0.47          |
| 0.5839        | 245.0 | 165130 | 0.9027          | 0.382  | 0.7323 | 0.3539 | 0.2607    | 0.4403     | 0.5048    | 0.1261 | 0.4175 | 0.5302  | 0.3897    | 0.5764     | 0.674     | 0.2281   | 0.4743       | 0.5503      | 0.6418          | 0.3677    | 0.4746        |
| 0.5669        | 246.0 | 165804 | 0.9144          | 0.3816 | 0.7337 | 0.3596 | 0.2587    | 0.4368     | 0.5101    | 0.1277 | 0.4128 | 0.5238  | 0.3818    | 0.5669     | 0.68      | 0.2283   | 0.463        | 0.5459      | 0.6324          | 0.3706    | 0.476         |
| 0.5771        | 247.0 | 166478 | 0.9048          | 0.3818 | 0.7276 | 0.3603 | 0.2577    | 0.4396     | 0.5212    | 0.1264 | 0.4165 | 0.5268  | 0.3825    | 0.574      | 0.6893    | 0.2287   | 0.4717       | 0.553       | 0.6425          | 0.3636    | 0.4662        |
| 0.5851        | 248.0 | 167152 | 0.9139          | 0.3793 | 0.7331 | 0.3533 | 0.2543    | 0.4351     | 0.5104    | 0.1269 | 0.415  | 0.5264  | 0.382     | 0.5715     | 0.6781    | 0.2268   | 0.4681       | 0.5443      | 0.6376          | 0.3669    | 0.4735        |
| 0.5684        | 249.0 | 167826 | 0.8998          | 0.3822 | 0.7374 | 0.3526 | 0.2568    | 0.4417     | 0.5165    | 0.1283 | 0.4177 | 0.5276  | 0.3771    | 0.5759     | 0.6864    | 0.2305   | 0.4711       | 0.5516      | 0.6402          | 0.3644    | 0.4714        |
| 0.564         | 250.0 | 168500 | 0.9078          | 0.3795 | 0.7386 | 0.3467 | 0.2538    | 0.4363     | 0.5131    | 0.1261 | 0.4178 | 0.5264  | 0.3853    | 0.5691     | 0.6765    | 0.2281   | 0.4708       | 0.5432      | 0.6379          | 0.3671    | 0.4705        |
| 0.5688        | 251.0 | 169174 | 0.9198          | 0.3779 | 0.734  | 0.3454 | 0.2513    | 0.4354     | 0.5152    | 0.1269 | 0.4178 | 0.5282  | 0.3862    | 0.5744     | 0.6821    | 0.2283   | 0.473        | 0.5443      | 0.6428          | 0.3612    | 0.4687        |
| 0.5773        | 252.0 | 169848 | 0.9195          | 0.3769 | 0.7389 | 0.3388 | 0.248     | 0.4372     | 0.5128    | 0.1258 | 0.4159 | 0.5205  | 0.3782    | 0.5665     | 0.6794    | 0.2311   | 0.4646       | 0.5473      | 0.6425          | 0.3524    | 0.4543        |
| 0.5603        | 253.0 | 170522 | 0.9128          | 0.3841 | 0.7364 | 0.353  | 0.2535    | 0.4425     | 0.5187    | 0.1278 | 0.4199 | 0.5279  | 0.3786    | 0.5801     | 0.6824    | 0.2353   | 0.4714       | 0.55        | 0.6407          | 0.3671    | 0.4717        |
| 0.5569        | 254.0 | 171196 | 0.9131          | 0.3806 | 0.734  | 0.3413 | 0.2513    | 0.4402     | 0.5118    | 0.1266 | 0.4143 | 0.5273  | 0.3837    | 0.5719     | 0.685     | 0.2292   | 0.4679       | 0.5454      | 0.6381          | 0.3671    | 0.4759        |
| 0.5582        | 255.0 | 171870 | 0.9064          | 0.3798 | 0.7373 | 0.3469 | 0.2539    | 0.4373     | 0.5106    | 0.1269 | 0.4175 | 0.527   | 0.386     | 0.5725     | 0.6794    | 0.2277   | 0.4681       | 0.5465      | 0.6395          | 0.3654    | 0.4734        |
| 0.5619        | 256.0 | 172544 | 0.9147          | 0.3749 | 0.7309 | 0.3352 | 0.2434    | 0.4374     | 0.5114    | 0.1263 | 0.4134 | 0.5233  | 0.3721    | 0.5777     | 0.6883    | 0.2268   | 0.473        | 0.5444      | 0.6377          | 0.3534    | 0.4592        |
| 0.5491        | 257.0 | 173218 | 0.9117          | 0.3787 | 0.7377 | 0.3439 | 0.2519    | 0.4378     | 0.5095    | 0.1261 | 0.4145 | 0.5237  | 0.3818    | 0.5709     | 0.6749    | 0.2289   | 0.4665       | 0.5411      | 0.6342          | 0.3662    | 0.4703        |
| 0.5609        | 258.0 | 173892 | 0.9110          | 0.38   | 0.7362 | 0.3517 | 0.2572    | 0.4346     | 0.5069    | 0.1272 | 0.4178 | 0.5287  | 0.3893    | 0.5737     | 0.6796    | 0.2239   | 0.4717       | 0.5476      | 0.6373          | 0.3683    | 0.4772        |
| 0.5608        | 259.0 | 174566 | 0.9192          | 0.3803 | 0.733  | 0.3532 | 0.2543    | 0.438      | 0.5147    | 0.1282 | 0.4131 | 0.5252  | 0.3841    | 0.5746     | 0.6789    | 0.2284   | 0.4698       | 0.5473      | 0.6356          | 0.3653    | 0.4703        |
| 0.5488        | 260.0 | 175240 | 0.9231          | 0.3787 | 0.7325 | 0.3526 | 0.2544    | 0.4336     | 0.5085    | 0.1259 | 0.4142 | 0.5245  | 0.3774    | 0.5752     | 0.676     | 0.2259   | 0.4662       | 0.5464      | 0.6373          | 0.3638    | 0.47          |
| 0.5537        | 261.0 | 175914 | 0.9194          | 0.3812 | 0.7324 | 0.3557 | 0.2541    | 0.4402     | 0.5081    | 0.1279 | 0.4148 | 0.5255  | 0.3795    | 0.5774     | 0.675     | 0.2248   | 0.467        | 0.5531      | 0.6377          | 0.3657    | 0.4718        |
| 0.5564        | 262.0 | 176588 | 0.9197          | 0.3788 | 0.7362 | 0.3527 | 0.2536    | 0.4364     | 0.4998    | 0.1258 | 0.4153 | 0.5257  | 0.3871    | 0.5697     | 0.6747    | 0.2242   | 0.4677       | 0.5509      | 0.6394          | 0.3614    | 0.47          |
| 0.5532        | 263.0 | 177262 | 0.9117          | 0.3835 | 0.7387 | 0.3575 | 0.2585    | 0.44       | 0.5066    | 0.1292 | 0.4155 | 0.5284  | 0.3912    | 0.5752     | 0.6743    | 0.227    | 0.466        | 0.5517      | 0.642           | 0.3717    | 0.4771        |
| 0.5501        | 264.0 | 177936 | 0.9117          | 0.3831 | 0.737  | 0.3573 | 0.2586    | 0.4375     | 0.5138    | 0.1275 | 0.416  | 0.5328  | 0.3923    | 0.5765     | 0.6873    | 0.2265   | 0.4731       | 0.553       | 0.6469          | 0.3697    | 0.4784        |
| 0.5519        | 265.0 | 178610 | 0.9051          | 0.3855 | 0.7399 | 0.3554 | 0.2626    | 0.4415     | 0.5101    | 0.1275 | 0.4201 | 0.5323  | 0.3928    | 0.5774     | 0.6804    | 0.229    | 0.4731       | 0.5537      | 0.6436          | 0.3738    | 0.4801        |
| 0.5478        | 266.0 | 179284 | 0.9123          | 0.3821 | 0.7381 | 0.3549 | 0.262     | 0.4349     | 0.5107    | 0.1266 | 0.4163 | 0.5281  | 0.389     | 0.573      | 0.6788    | 0.2271   | 0.4681       | 0.5497      | 0.6431          | 0.3693    | 0.4732        |
| 0.5422        | 267.0 | 179958 | 0.9016          | 0.3846 | 0.7381 | 0.3615 | 0.2598    | 0.4407     | 0.5119    | 0.1274 | 0.4176 | 0.5319  | 0.3914    | 0.5759     | 0.6841    | 0.2309   | 0.4766       | 0.5538      | 0.6458          | 0.369     | 0.4735        |
| 0.5456        | 268.0 | 180632 | 0.9068          | 0.3805 | 0.7432 | 0.3565 | 0.255     | 0.4402     | 0.5109    | 0.1249 | 0.4153 | 0.5283  | 0.3857    | 0.5772     | 0.6814    | 0.228    | 0.4686       | 0.5493      | 0.6435          | 0.3641    | 0.4728        |
| 0.5437        | 269.0 | 181306 | 0.9086          | 0.3857 | 0.7369 | 0.3653 | 0.2638    | 0.4417     | 0.5143    | 0.127  | 0.4208 | 0.5346  | 0.399     | 0.5765     | 0.6837    | 0.2299   | 0.4749       | 0.555       | 0.6469          | 0.3722    | 0.4819        |
| 0.5434        | 270.0 | 181980 | 0.9111          | 0.3857 | 0.7317 | 0.3581 | 0.2621    | 0.4418     | 0.514     | 0.1275 | 0.4184 | 0.533   | 0.3985    | 0.5762     | 0.6832    | 0.2273   | 0.4755       | 0.5591      | 0.6461          | 0.3707    | 0.4773        |
| 0.5399        | 271.0 | 182654 | 0.9117          | 0.3852 | 0.7334 | 0.3725 | 0.2581    | 0.4434     | 0.5179    | 0.1261 | 0.4158 | 0.5297  | 0.3901    | 0.5793     | 0.6801    | 0.2278   | 0.4728       | 0.5549      | 0.6444          | 0.3729    | 0.4718        |
| 0.541         | 272.0 | 183328 | 0.9128          | 0.3848 | 0.7407 | 0.3626 | 0.2629    | 0.4378     | 0.5165    | 0.1264 | 0.4152 | 0.529   | 0.3942    | 0.5711     | 0.6816    | 0.2277   | 0.4705       | 0.5499      | 0.6361          | 0.3769    | 0.4805        |
| 0.541         | 273.0 | 184002 | 0.9104          | 0.3815 | 0.738  | 0.3528 | 0.2531    | 0.4414     | 0.515     | 0.1252 | 0.4136 | 0.5265  | 0.3873    | 0.5768     | 0.6756    | 0.2264   | 0.4657       | 0.5515      | 0.6446          | 0.3667    | 0.4693        |
| 0.5458        | 274.0 | 184676 | 0.9146          | 0.3815 | 0.7338 | 0.3556 | 0.2569    | 0.4376     | 0.5106    | 0.1261 | 0.4162 | 0.5274  | 0.3958    | 0.572      | 0.6762    | 0.2288   | 0.47         | 0.5431      | 0.6381          | 0.3725    | 0.4741        |
| 0.5398        | 275.0 | 185350 | 0.9026          | 0.384  | 0.7397 | 0.3512 | 0.2604    | 0.4374     | 0.5195    | 0.1272 | 0.4169 | 0.5298  | 0.3935    | 0.5711     | 0.6844    | 0.2327   | 0.473        | 0.5473      | 0.6399          | 0.372     | 0.4765        |
| 0.5339        | 276.0 | 186024 | 0.9063          | 0.3833 | 0.738  | 0.3634 | 0.2556    | 0.4397     | 0.5105    | 0.1267 | 0.4158 | 0.5305  | 0.3922    | 0.574      | 0.6797    | 0.2265   | 0.4716       | 0.5486      | 0.6404          | 0.3748    | 0.4795        |
| 0.5282        | 277.0 | 186698 | 0.9073          | 0.386  | 0.7391 | 0.3663 | 0.2609    | 0.4413     | 0.5116    | 0.1275 | 0.4172 | 0.5305  | 0.3942    | 0.5715     | 0.6795    | 0.2294   | 0.4692       | 0.554       | 0.6446          | 0.3746    | 0.4776        |
| 0.5423        | 278.0 | 187372 | 0.9045          | 0.3867 | 0.7398 | 0.36   | 0.2636    | 0.4412     | 0.5124    | 0.127  | 0.4183 | 0.5323  | 0.3981    | 0.571      | 0.6795    | 0.2298   | 0.471        | 0.5531      | 0.644           | 0.3771    | 0.4819        |
| 0.5296        | 279.0 | 188046 | 0.9049          | 0.3867 | 0.7468 | 0.3621 | 0.264     | 0.4407     | 0.5167    | 0.1266 | 0.4196 | 0.5333  | 0.3981    | 0.5736     | 0.6798    | 0.2331   | 0.4748       | 0.5506      | 0.6436          | 0.3763    | 0.4816        |
| 0.5339        | 280.0 | 188720 | 0.9117          | 0.3857 | 0.7354 | 0.3608 | 0.2623    | 0.4415     | 0.5133    | 0.1276 | 0.4172 | 0.5311  | 0.3953    | 0.5725     | 0.6816    | 0.2287   | 0.4731       | 0.5517      | 0.6425          | 0.3766    | 0.4778        |
| 0.5259        | 281.0 | 189394 | 0.9092          | 0.3833 | 0.7353 | 0.36   | 0.2564    | 0.4394     | 0.5153    | 0.1272 | 0.4161 | 0.5277  | 0.3877    | 0.5715     | 0.6781    | 0.2285   | 0.4688       | 0.5474      | 0.6382          | 0.3738    | 0.4759        |
| 0.5275        | 282.0 | 190068 | 0.9104          | 0.3845 | 0.741  | 0.3689 | 0.2601    | 0.438      | 0.5141    | 0.1264 | 0.4168 | 0.5289  | 0.3933    | 0.5723     | 0.6767    | 0.2284   | 0.4676       | 0.5509      | 0.6425          | 0.3743    | 0.4766        |
| 0.5268        | 283.0 | 190742 | 0.9081          | 0.3859 | 0.738  | 0.3678 | 0.2598    | 0.4444     | 0.5146    | 0.1266 | 0.4185 | 0.5302  | 0.3935    | 0.5754     | 0.6768    | 0.2289   | 0.472        | 0.5544      | 0.6441          | 0.3745    | 0.4745        |
| 0.5237        | 284.0 | 191416 | 0.9125          | 0.3861 | 0.7325 | 0.3738 | 0.259     | 0.4446     | 0.5095    | 0.1272 | 0.417  | 0.5293  | 0.3919    | 0.5744     | 0.6754    | 0.2273   | 0.4677       | 0.5563      | 0.6438          | 0.3747    | 0.4764        |
| 0.5253        | 285.0 | 192090 | 0.9077          | 0.3883 | 0.7366 | 0.3703 | 0.2622    | 0.4486     | 0.5082    | 0.127  | 0.4204 | 0.5323  | 0.3971    | 0.5762     | 0.6777    | 0.2318   | 0.473        | 0.5541      | 0.642           | 0.3791    | 0.482         |
| 0.5268        | 286.0 | 192764 | 0.9117          | 0.3853 | 0.7372 | 0.3653 | 0.2577    | 0.4442     | 0.5156    | 0.1267 | 0.4189 | 0.528   | 0.3883    | 0.5715     | 0.6773    | 0.2298   | 0.4688       | 0.5514      | 0.6405          | 0.3747    | 0.4747        |
| 0.5262        | 287.0 | 193438 | 0.9098          | 0.3876 | 0.74   | 0.3726 | 0.2628    | 0.4443     | 0.5129    | 0.1278 | 0.4219 | 0.5313  | 0.3981    | 0.5755     | 0.6766    | 0.2315   | 0.4691       | 0.5544      | 0.6448          | 0.3768    | 0.48          |
| 0.5134        | 288.0 | 194112 | 0.9101          | 0.3876 | 0.738  | 0.3749 | 0.2624    | 0.4451     | 0.5097    | 0.1285 | 0.4203 | 0.5314  | 0.3971    | 0.5749     | 0.6759    | 0.2324   | 0.4716       | 0.5557      | 0.6462          | 0.3748    | 0.4763        |
| 0.517         | 289.0 | 194786 | 0.9097          | 0.3868 | 0.7358 | 0.3683 | 0.259     | 0.4456     | 0.5121    | 0.1279 | 0.4201 | 0.5292  | 0.391     | 0.5737     | 0.6775    | 0.2303   | 0.4681       | 0.5537      | 0.6426          | 0.3764    | 0.477         |
| 0.5329        | 290.0 | 195460 | 0.9063          | 0.3879 | 0.7427 | 0.3717 | 0.2626    | 0.4451     | 0.511     | 0.1285 | 0.4203 | 0.5308  | 0.396     | 0.5746     | 0.6749    | 0.2358   | 0.4705       | 0.5524      | 0.6422          | 0.3754    | 0.4798        |
| 0.5242        | 291.0 | 196134 | 0.9133          | 0.3847 | 0.737  | 0.3624 | 0.2587    | 0.4437     | 0.5141    | 0.1263 | 0.4171 | 0.5293  | 0.3912    | 0.5744     | 0.6791    | 0.234    | 0.4726       | 0.5506      | 0.6426          | 0.3693    | 0.4726        |
| 0.5197        | 292.0 | 196808 | 0.9090          | 0.3874 | 0.7402 | 0.37   | 0.2623    | 0.4446     | 0.5092    | 0.1279 | 0.4195 | 0.5322  | 0.3957    | 0.574      | 0.6805    | 0.2318   | 0.4712       | 0.5519      | 0.6436          | 0.3784    | 0.4817        |
| 0.5233        | 293.0 | 197482 | 0.9104          | 0.3868 | 0.7368 | 0.3642 | 0.2606    | 0.4459     | 0.5108    | 0.1283 | 0.4192 | 0.5304  | 0.3957    | 0.5748     | 0.6757    | 0.2343   | 0.4736       | 0.5525      | 0.641           | 0.3735    | 0.4765        |
| 0.5232        | 294.0 | 198156 | 0.9099          | 0.3854 | 0.7391 | 0.3618 | 0.2593    | 0.4432     | 0.5122    | 0.1274 | 0.4176 | 0.5297  | 0.3921    | 0.5732     | 0.6796    | 0.2334   | 0.4726       | 0.5501      | 0.6407          | 0.3728    | 0.4759        |
| 0.5165        | 295.0 | 198830 | 0.9107          | 0.3861 | 0.7392 | 0.3663 | 0.2596    | 0.4431     | 0.5111    | 0.1277 | 0.4185 | 0.531   | 0.3934    | 0.574      | 0.6788    | 0.2312   | 0.4702       | 0.5519      | 0.6418          | 0.3753    | 0.4809        |
| 0.5185        | 296.0 | 199504 | 0.9077          | 0.3881 | 0.7402 | 0.3758 | 0.2655    | 0.4413     | 0.5179    | 0.1282 | 0.4188 | 0.5318  | 0.3961    | 0.5731     | 0.6811    | 0.2326   | 0.4707       | 0.5531      | 0.6433          | 0.3785    | 0.4814        |
| 0.5174        | 297.0 | 200178 | 0.9074          | 0.3878 | 0.7416 | 0.3717 | 0.2635    | 0.4442     | 0.5143    | 0.129  | 0.4187 | 0.5309  | 0.3949    | 0.5737     | 0.6793    | 0.2335   | 0.4702       | 0.552       | 0.6413          | 0.3779    | 0.4813        |
| 0.5228        | 298.0 | 200852 | 0.9071          | 0.3875 | 0.7411 | 0.3668 | 0.2637    | 0.4431     | 0.5118    | 0.1283 | 0.4186 | 0.5321  | 0.398     | 0.5731     | 0.6765    | 0.2328   | 0.4717       | 0.5523      | 0.6425          | 0.3775    | 0.4821        |
| 0.5159        | 299.0 | 201526 | 0.9071          | 0.3879 | 0.7416 | 0.3684 | 0.2634    | 0.4435     | 0.5135    | 0.1286 | 0.419  | 0.5322  | 0.3969    | 0.5741     | 0.6773    | 0.2325   | 0.4706       | 0.553       | 0.6415          | 0.3782    | 0.4844        |
| 0.5213        | 300.0 | 202200 | 0.9075          | 0.3883 | 0.7422 | 0.3707 | 0.2639    | 0.4432     | 0.5149    | 0.1286 | 0.419  | 0.5325  | 0.3975    | 0.5729     | 0.68      | 0.2322   | 0.4708       | 0.5547      | 0.6431          | 0.3779    | 0.4834        |


### Framework versions

- Transformers 4.46.0
- Pytorch 2.2.1+cu121
- Datasets 2.19.1
- Tokenizers 0.20.1