Model save

README.md

@@ -15,29 +15,29 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 1.1296
-- Map: 0.3247
-- Map 50: 0.6279
-- Map 75: 0.289
-- Map Small: 0.1324
-- Map Medium: 0.283
-- Map Large: 0.436
-- Mar 1: 0.3393
-- Mar 10: 0.472
-- Mar 100: 0.4814
-- Mar Small: 0.2491
-- Mar Medium: 0.4279
-- Mar Large: 0.5644
-- Map Coverall: 0.6669
-- Mar 100 Coverall: 0.7786
-- Map Face Shield: 0.2104
-- Mar 100 Face Shield: 0.3867
-- Map Gloves: 0.2443
-- Mar 100 Gloves: 0.4402
-- Map Goggles: 0.2114
-- Mar 100 Goggles: 0.4161
-- Map Mask: 0.2907
-- Mar 100 Mask: 0.3852
+- Loss: 1.1847
+- Map: 0.3393
+- Map 50: 0.6595
+- Map 75: 0.279
+- Map Small: 0.1574
+- Map Medium: 0.2861
+- Map Large: 0.4521
+- Mar 1: 0.326
+- Mar 10: 0.4623
+- Mar 100: 0.4718
+- Mar Small: 0.2338
+- Mar Medium: 0.4352
+- Mar Large: 0.549
+- Map Coverall: 0.6365
+- Mar 100 Coverall: 0.7513
+- Map Face Shield: 0.2491
+- Mar 100 Face Shield: 0.3844
+- Map Gloves: 0.2464
+- Mar 100 Gloves: 0.4107
+- Map Goggles: 0.2613
+- Mar 100 Goggles: 0.4226
+- Map Mask: 0.3034
+- Mar 100 Mask: 0.3898
 
 ## Model description
 
@@ -68,106 +68,106 @@ The following hyperparameters were used during training:
 
 | 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 Coverall | Mar 100 Coverall | Map Face Shield | Mar 100 Face Shield | Map Gloves | Mar 100 Gloves | Map Goggles | Mar 100 Goggles | Map Mask | Mar 100 Mask |
 |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:---------------:|:-------------------:|:----------:|:--------------:|:-----------:|:---------------:|:--------:|:------------:|
-| 2.6326        | 1.0   | 113   | 2.1124          | 0.0752 | 0.1348 | 0.0709 | 0.0093    | 0.0632     | 0.077     | 0.089  | 0.1739 | 0.2199  | 0.1281    | 0.1609     | 0.2344    | 0.3407       | 0.6564           | 0.0             | 0.0                 | 0.0058     | 0.2018         | 0.0         | 0.0             | 0.0296   | 0.2414       |
-| 2.1853        | 2.0   | 226   | 1.9992          | 0.0892 | 0.163  | 0.0895 | 0.0165    | 0.0761     | 0.0933    | 0.1046 | 0.1887 | 0.205   | 0.0817    | 0.1559     | 0.2251    | 0.4104       | 0.6744           | 0.0             | 0.0                 | 0.0124     | 0.1732         | 0.0         | 0.0             | 0.0234   | 0.1773       |
-| 2.2382        | 3.0   | 339   | 1.7856          | 0.1048 | 0.2038 | 0.0926 | 0.0146    | 0.1123     | 0.1061    | 0.1234 | 0.2071 | 0.2456  | 0.1546    | 0.2165     | 0.2474    | 0.4474       | 0.6564           | 0.0             | 0.0                 | 0.0213     | 0.2598         | 0.0         | 0.0             | 0.0551   | 0.3117       |
-| 1.9317        | 4.0   | 452   | 1.8230          | 0.1223 | 0.2304 | 0.117  | 0.0279    | 0.1012     | 0.1273    | 0.12   | 0.2108 | 0.242   | 0.125     | 0.2003     | 0.2429    | 0.5149       | 0.7308           | 0.0             | 0.0                 | 0.0248     | 0.2214         | 0.0         | 0.0             | 0.0717   | 0.2578       |
-| 1.9465        | 5.0   | 565   | 1.8775          | 0.0861 | 0.1889 | 0.0713 | 0.0177    | 0.1041     | 0.0853    | 0.1138 | 0.1929 | 0.2169  | 0.1124    | 0.1948     | 0.2092    | 0.3234       | 0.6026           | 0.0002          | 0.0022              | 0.0237     | 0.2107         | 0.0         | 0.0             | 0.0831   | 0.2688       |
-| 2.009         | 6.0   | 678   | 1.6818          | 0.1232 | 0.2521 | 0.1123 | 0.0332    | 0.1202     | 0.1304    | 0.1303 | 0.2209 | 0.2407  | 0.1429    | 0.1986     | 0.2363    | 0.4778       | 0.6966           | 0.0012          | 0.0156              | 0.0331     | 0.2295         | 0.0         | 0.0             | 0.1042   | 0.2617       |
-| 1.7629        | 7.0   | 791   | 1.5992          | 0.1336 | 0.2822 | 0.1247 | 0.093     | 0.1293     | 0.132     | 0.1478 | 0.2579 | 0.2776  | 0.1674    | 0.2433     | 0.2862    | 0.4943       | 0.7077           | 0.0156          | 0.1333              | 0.0419     | 0.2196         | 0.0076      | 0.0484          | 0.1085   | 0.2789       |
-| 1.6747        | 8.0   | 904   | 1.5652          | 0.1536 | 0.3131 | 0.1316 | 0.0703    | 0.1389     | 0.1763    | 0.179  | 0.2975 | 0.3127  | 0.2306    | 0.2718     | 0.3234    | 0.5456       | 0.7214           | 0.0484          | 0.26                | 0.0498     | 0.25           | 0.0137      | 0.1             | 0.1105   | 0.232        |
-| 1.6283        | 9.0   | 1017  | 1.5159          | 0.1701 | 0.3515 | 0.1415 | 0.0665    | 0.181      | 0.1937    | 0.2142 | 0.3641 | 0.3848  | 0.2485    | 0.3579     | 0.4088    | 0.5031       | 0.7103           | 0.0752          | 0.3333              | 0.0673     | 0.3259         | 0.028       | 0.2258          | 0.177    | 0.3289       |
-| 1.6629        | 10.0  | 1130  | 1.4521          | 0.1816 | 0.3579 | 0.1669 | 0.0774    | 0.172      | 0.2172    | 0.2188 | 0.3717 | 0.3893  | 0.246     | 0.3396     | 0.421     | 0.5685       | 0.7368           | 0.0859          | 0.32                | 0.0813     | 0.3384         | 0.0187      | 0.2452          | 0.1537   | 0.3063       |
-| 1.6246        | 11.0  | 1243  | 1.5011          | 0.1734 | 0.3527 | 0.1504 | 0.0576    | 0.1781     | 0.2091    | 0.2173 | 0.3395 | 0.3584  | 0.2012    | 0.3177     | 0.3933    | 0.5727       | 0.7462           | 0.0564          | 0.2222              | 0.0627     | 0.292          | 0.0316      | 0.2452          | 0.1436   | 0.2867       |
-| 1.5142        | 12.0  | 1356  | 1.5269          | 0.1535 | 0.3115 | 0.1401 | 0.0656    | 0.1265     | 0.1802    | 0.1741 | 0.3144 | 0.3321  | 0.1829    | 0.2809     | 0.3507    | 0.521        | 0.7043           | 0.0534          | 0.2511              | 0.0642     | 0.3179         | 0.0153      | 0.1484          | 0.1137   | 0.2391       |
-| 1.6197        | 13.0  | 1469  | 1.4432          | 0.1782 | 0.347  | 0.1525 | 0.0568    | 0.1728     | 0.2157    | 0.2113 | 0.352  | 0.3769  | 0.2368    | 0.3387     | 0.3967    | 0.5685       | 0.7222           | 0.0672          | 0.2822              | 0.0599     | 0.3268         | 0.0152      | 0.229           | 0.1803   | 0.3242       |
-| 1.5662        | 14.0  | 1582  | 1.4218          | 0.1745 | 0.3728 | 0.1359 | 0.0876    | 0.1542     | 0.2183    | 0.2233 | 0.3636 | 0.3773  | 0.2623    | 0.3178     | 0.4214    | 0.554        | 0.706            | 0.0581          | 0.3022              | 0.0862     | 0.3232         | 0.026       | 0.2839          | 0.148    | 0.2711       |
-| 1.4526        | 15.0  | 1695  | 1.4383          | 0.1882 | 0.3821 | 0.1625 | 0.0799    | 0.1751     | 0.2366    | 0.2247 | 0.3548 | 0.3646  | 0.2054    | 0.2891     | 0.4329    | 0.57         | 0.7333           | 0.0506          | 0.2511              | 0.1019     | 0.3116         | 0.0301      | 0.2323          | 0.1883   | 0.2945       |
-| 1.4231        | 16.0  | 1808  | 1.4826          | 0.1831 | 0.3764 | 0.146  | 0.1101    | 0.1667     | 0.2231    | 0.2174 | 0.3666 | 0.3775  | 0.218     | 0.3362     | 0.421     | 0.5599       | 0.7205           | 0.0608          | 0.2733              | 0.0921     | 0.2964         | 0.0122      | 0.2839          | 0.1905   | 0.3133       |
-| 1.5611        | 17.0  | 1921  | 1.3669          | 0.1959 | 0.4031 | 0.1622 | 0.0851    | 0.1789     | 0.2254    | 0.2213 | 0.3575 | 0.3698  | 0.2402    | 0.3246     | 0.397     | 0.5504       | 0.712            | 0.0895          | 0.2667              | 0.1004     | 0.342          | 0.0378      | 0.2161          | 0.2014   | 0.3125       |
-| 1.4431        | 18.0  | 2034  | 1.3589          | 0.2059 | 0.4162 | 0.1706 | 0.0847    | 0.1944     | 0.2566    | 0.2389 | 0.3937 | 0.4101  | 0.2071    | 0.3478     | 0.4782    | 0.5925       | 0.7487           | 0.0982          | 0.3267              | 0.0884     | 0.3277         | 0.0438      | 0.3226          | 0.2063   | 0.325        |
-| 1.3948        | 19.0  | 2147  | 1.3779          | 0.1951 | 0.4088 | 0.1668 | 0.0925    | 0.1925     | 0.2403    | 0.2241 | 0.3844 | 0.4021  | 0.2816    | 0.3566     | 0.448     | 0.5633       | 0.7325           | 0.057           | 0.3444              | 0.1148     | 0.3625         | 0.0417      | 0.2516          | 0.1987   | 0.3195       |
-| 1.4266        | 20.0  | 2260  | 1.3197          | 0.2229 | 0.4544 | 0.1882 | 0.1085    | 0.2066     | 0.2806    | 0.26   | 0.4133 | 0.4349  | 0.3105    | 0.391      | 0.4907    | 0.5957       | 0.7504           | 0.1109          | 0.3467              | 0.0879     | 0.3527         | 0.0904      | 0.3871          | 0.2297   | 0.3375       |
-| 1.3705        | 21.0  | 2373  | 1.2995          | 0.2303 | 0.4586 | 0.1887 | 0.1294    | 0.2161     | 0.2769    | 0.27   | 0.4234 | 0.4334  | 0.2573    | 0.3777     | 0.497     | 0.5984       | 0.7504           | 0.1156          | 0.3022              | 0.1343     | 0.3795         | 0.0774      | 0.3903          | 0.2257   | 0.3445       |
-| 1.3328        | 22.0  | 2486  | 1.3002          | 0.2131 | 0.4248 | 0.188  | 0.1101    | 0.2033     | 0.258     | 0.254  | 0.4228 | 0.4371  | 0.2627    | 0.3774     | 0.5065    | 0.5944       | 0.7393           | 0.0888          | 0.3356              | 0.1423     | 0.4161         | 0.0328      | 0.3742          | 0.2072   | 0.3203       |
-| 1.3167        | 23.0  | 2599  | 1.3213          | 0.2071 | 0.4183 | 0.1854 | 0.1223    | 0.1835     | 0.2423    | 0.2434 | 0.3817 | 0.3946  | 0.2394    | 0.3188     | 0.4759    | 0.5884       | 0.7402           | 0.0703          | 0.2711              | 0.136      | 0.3875         | 0.0502      | 0.2677          | 0.1905   | 0.3063       |
-| 1.3073        | 24.0  | 2712  | 1.2820          | 0.2203 | 0.4468 | 0.1867 | 0.131     | 0.2019     | 0.2583    | 0.2624 | 0.4067 | 0.4192  | 0.2637    | 0.3507     | 0.4835    | 0.5882       | 0.7333           | 0.0815          | 0.3333              | 0.1468     | 0.3848         | 0.0621      | 0.3226          | 0.2229   | 0.3219       |
-| 1.2679        | 25.0  | 2825  | 1.2713          | 0.2088 | 0.4206 | 0.1788 | 0.1049    | 0.1898     | 0.2738    | 0.2561 | 0.408  | 0.422   | 0.2379    | 0.373      | 0.4906    | 0.5991       | 0.741            | 0.0538          | 0.2889              | 0.1258     | 0.4045         | 0.0496      | 0.3419          | 0.2155   | 0.3336       |
-| 1.2559        | 26.0  | 2938  | 1.2471          | 0.2337 | 0.4553 | 0.2066 | 0.0969    | 0.2035     | 0.3122    | 0.2775 | 0.4182 | 0.4373  | 0.2186    | 0.3763     | 0.5298    | 0.6147       | 0.765            | 0.0847          | 0.32                | 0.1637     | 0.4116         | 0.0673      | 0.3516          | 0.2381   | 0.3383       |
-| 1.2862        | 27.0  | 3051  | 1.2715          | 0.2427 | 0.4645 | 0.2331 | 0.1052    | 0.2035     | 0.3279    | 0.2661 | 0.4179 | 0.4296  | 0.2376    | 0.3558     | 0.5179    | 0.604        | 0.7427           | 0.0913          | 0.3044              | 0.1577     | 0.3821         | 0.1022      | 0.371           | 0.2584   | 0.3477       |
-| 1.2387        | 28.0  | 3164  | 1.2915          | 0.2274 | 0.4453 | 0.2062 | 0.0982    | 0.1951     | 0.3075    | 0.2731 | 0.4403 | 0.4525  | 0.2743    | 0.4048     | 0.5125    | 0.5748       | 0.7291           | 0.105           | 0.3978              | 0.1577     | 0.3741         | 0.0642      | 0.4226          | 0.2355   | 0.3391       |
-| 1.2394        | 29.0  | 3277  | 1.2723          | 0.2318 | 0.4573 | 0.1977 | 0.1249    | 0.1977     | 0.3047    | 0.2699 | 0.4286 | 0.4426  | 0.2674    | 0.3759     | 0.5265    | 0.5997       | 0.7308           | 0.068           | 0.3533              | 0.1662     | 0.4205         | 0.0668      | 0.3419          | 0.2584   | 0.3664       |
-| 1.2697        | 30.0  | 3390  | 1.2453          | 0.2562 | 0.5162 | 0.2056 | 0.105     | 0.2081     | 0.34      | 0.2722 | 0.4381 | 0.4479  | 0.2693    | 0.3862     | 0.5158    | 0.6063       | 0.7436           | 0.1311          | 0.3733              | 0.1846     | 0.3848         | 0.1248      | 0.4032          | 0.234    | 0.3344       |
-| 1.22          | 31.0  | 3503  | 1.2511          | 0.2478 | 0.4862 | 0.2112 | 0.15      | 0.2124     | 0.3286    | 0.2696 | 0.4515 | 0.4654  | 0.2795    | 0.4022     | 0.5575    | 0.6026       | 0.7436           | 0.0866          | 0.3711              | 0.1928     | 0.3964         | 0.094       | 0.4548          | 0.2627   | 0.3609       |
-| 1.1641        | 32.0  | 3616  | 1.2756          | 0.2372 | 0.4643 | 0.2025 | 0.1489    | 0.1987     | 0.3289    | 0.2719 | 0.4262 | 0.4407  | 0.2565    | 0.3804     | 0.5189    | 0.6002       | 0.7462           | 0.0812          | 0.3289              | 0.1796     | 0.3902         | 0.0808      | 0.4032          | 0.2441   | 0.3352       |
-| 1.1572        | 33.0  | 3729  | 1.2507          | 0.2435 | 0.4782 | 0.2096 | 0.1293    | 0.1989     | 0.3258    | 0.2866 | 0.4317 | 0.4502  | 0.2624    | 0.4        | 0.5       | 0.5971       | 0.7376           | 0.1037          | 0.3689              | 0.1897     | 0.4205         | 0.0822      | 0.3903          | 0.2449   | 0.3336       |
-| 1.1764        | 34.0  | 3842  | 1.3214          | 0.2141 | 0.4414 | 0.1799 | 0.1219    | 0.1907     | 0.2961    | 0.2591 | 0.3963 | 0.4112  | 0.2233    | 0.3673     | 0.4878    | 0.5077       | 0.7162           | 0.0479          | 0.2711              | 0.1669     | 0.383          | 0.086       | 0.3323          | 0.2618   | 0.3531       |
-| 1.1864        | 35.0  | 3955  | 1.2391          | 0.2458 | 0.5004 | 0.2046 | 0.1243    | 0.2263     | 0.3253    | 0.2687 | 0.4222 | 0.4355  | 0.2431    | 0.3784     | 0.5253    | 0.5981       | 0.7316           | 0.0803          | 0.2978              | 0.1636     | 0.4045         | 0.1203      | 0.3774          | 0.2669   | 0.3664       |
-| 1.1297        | 36.0  | 4068  | 1.2500          | 0.2536 | 0.5231 | 0.221  | 0.1434    | 0.2338     | 0.3499    | 0.2841 | 0.4449 | 0.4625  | 0.2645    | 0.4253     | 0.534     | 0.5902       | 0.7513           | 0.0832          | 0.3289              | 0.2022     | 0.4348         | 0.1161      | 0.4194          | 0.2763   | 0.3781       |
-| 1.1495        | 37.0  | 4181  | 1.2357          | 0.247  | 0.4957 | 0.2018 | 0.1423    | 0.2195     | 0.331     | 0.278  | 0.4319 | 0.4444  | 0.2624    | 0.3852     | 0.5284    | 0.6059       | 0.7436           | 0.1072          | 0.3444              | 0.1758     | 0.4036         | 0.069       | 0.3677          | 0.277    | 0.3625       |
-| 1.1726        | 38.0  | 4294  | 1.2060          | 0.2612 | 0.5166 | 0.2283 | 0.149     | 0.2467     | 0.3325    | 0.2983 | 0.4445 | 0.4637  | 0.2374    | 0.4333     | 0.5203    | 0.6144       | 0.7487           | 0.1017          | 0.3622              | 0.2035     | 0.4375         | 0.124       | 0.4161          | 0.2622   | 0.3539       |
-| 1.1267        | 39.0  | 4407  | 1.2315          | 0.2554 | 0.5033 | 0.2199 | 0.1417    | 0.2241     | 0.3534    | 0.2878 | 0.4267 | 0.4392  | 0.2509    | 0.3894     | 0.5131    | 0.6004       | 0.7513           | 0.0991          | 0.3444              | 0.2122     | 0.4179         | 0.0929      | 0.3355          | 0.2724   | 0.3469       |
-| 1.0832        | 40.0  | 4520  | 1.1872          | 0.2618 | 0.4924 | 0.2288 | 0.1163    | 0.2202     | 0.3762    | 0.2851 | 0.4326 | 0.4475  | 0.2283    | 0.3855     | 0.5345    | 0.6167       | 0.7573           | 0.1328          | 0.3244              | 0.2149     | 0.4455         | 0.0693      | 0.3484          | 0.2756   | 0.3617       |
-| 1.1127        | 41.0  | 4633  | 1.2333          | 0.2632 | 0.5095 | 0.2266 | 0.1386    | 0.2165     | 0.3499    | 0.2831 | 0.4312 | 0.4413  | 0.2277    | 0.3776     | 0.5294    | 0.6211       | 0.7556           | 0.1105          | 0.3222              | 0.2323     | 0.4134         | 0.0788      | 0.3581          | 0.2735   | 0.357        |
-| 1.1313        | 42.0  | 4746  | 1.2274          | 0.2675 | 0.5303 | 0.2295 | 0.1433    | 0.2397     | 0.346     | 0.2963 | 0.4354 | 0.4437  | 0.2275    | 0.3899     | 0.5187    | 0.6224       | 0.7607           | 0.1238          | 0.3667              | 0.2338     | 0.433          | 0.088       | 0.3129          | 0.2696   | 0.3453       |
-| 1.1048        | 43.0  | 4859  | 1.2291          | 0.2569 | 0.5257 | 0.2034 | 0.1545    | 0.2214     | 0.3556    | 0.2961 | 0.4421 | 0.4523  | 0.2773    | 0.4004     | 0.5212    | 0.6237       | 0.7564           | 0.1149          | 0.3444              | 0.1763     | 0.4045         | 0.1225      | 0.4032          | 0.2473   | 0.3531       |
-| 1.1069        | 44.0  | 4972  | 1.1984          | 0.2751 | 0.5673 | 0.2291 | 0.1786    | 0.2553     | 0.3557    | 0.2951 | 0.4398 | 0.4491  | 0.2535    | 0.4131     | 0.5108    | 0.6289       | 0.7607           | 0.1293          | 0.3556              | 0.2209     | 0.4098         | 0.1261      | 0.371           | 0.2705   | 0.3484       |
-| 1.0827        | 45.0  | 5085  | 1.1914          | 0.2669 | 0.5353 | 0.2359 | 0.1819    | 0.2305     | 0.3438    | 0.2976 | 0.4445 | 0.455   | 0.2596    | 0.3904     | 0.5419    | 0.6313       | 0.7598           | 0.0958          | 0.3889              | 0.2165     | 0.4027         | 0.1309      | 0.3871          | 0.2601   | 0.3367       |
-| 1.061         | 46.0  | 5198  | 1.1752          | 0.2676 | 0.557  | 0.2143 | 0.1412    | 0.2444     | 0.3487    | 0.3027 | 0.4546 | 0.4664  | 0.2351    | 0.4251     | 0.5413    | 0.6239       | 0.7538           | 0.1184          | 0.3933              | 0.2184     | 0.4            | 0.1144      | 0.4323          | 0.2631   | 0.3523       |
-| 1.0682        | 47.0  | 5311  | 1.1796          | 0.2609 | 0.5263 | 0.2213 | 0.1324    | 0.2214     | 0.3598    | 0.2968 | 0.4397 | 0.4505  | 0.2636    | 0.4035     | 0.5136    | 0.6345       | 0.7667           | 0.0946          | 0.3378              | 0.1879     | 0.3821         | 0.1249      | 0.4065          | 0.2624   | 0.3594       |
-| 1.0386        | 48.0  | 5424  | 1.1529          | 0.2861 | 0.572  | 0.2433 | 0.1417    | 0.2343     | 0.3835    | 0.2992 | 0.4501 | 0.4648  | 0.26      | 0.4091     | 0.5458    | 0.632        | 0.7624           | 0.1513          | 0.3867              | 0.2364     | 0.4384         | 0.1316      | 0.3742          | 0.279    | 0.3625       |
-| 1.0076        | 49.0  | 5537  | 1.1586          | 0.2716 | 0.5325 | 0.2443 | 0.1385    | 0.2357     | 0.375     | 0.308  | 0.4565 | 0.4716  | 0.3206    | 0.4163     | 0.5322    | 0.622        | 0.7547           | 0.124           | 0.3756              | 0.242      | 0.4321         | 0.1197      | 0.4355          | 0.2505   | 0.3602       |
-| 1.0308        | 50.0  | 5650  | 1.1414          | 0.2749 | 0.535  | 0.2229 | 0.1403    | 0.2255     | 0.3889    | 0.3004 | 0.4607 | 0.4725  | 0.2561    | 0.4178     | 0.5447    | 0.6214       | 0.7547           | 0.1519          | 0.3889              | 0.2363     | 0.45           | 0.1018      | 0.4097          | 0.2629   | 0.3594       |
-| 1.0059        | 51.0  | 5763  | 1.1528          | 0.2742 | 0.5301 | 0.2365 | 0.1491    | 0.2256     | 0.3925    | 0.311  | 0.4668 | 0.4735  | 0.2609    | 0.42       | 0.5471    | 0.6285       | 0.7641           | 0.1393          | 0.4089              | 0.2287     | 0.4277         | 0.1214      | 0.4097          | 0.2532   | 0.357        |
-| 1.015         | 52.0  | 5876  | 1.1494          | 0.2884 | 0.5595 | 0.2495 | 0.1847    | 0.2557     | 0.384     | 0.3157 | 0.4602 | 0.4656  | 0.2603    | 0.413      | 0.535     | 0.6409       | 0.7675           | 0.1672          | 0.3689              | 0.247      | 0.4179         | 0.1194      | 0.4065          | 0.2676   | 0.3672       |
-| 1.006         | 53.0  | 5989  | 1.1724          | 0.2941 | 0.5798 | 0.2595 | 0.1686    | 0.239      | 0.4067    | 0.3121 | 0.4625 | 0.4783  | 0.2785    | 0.4146     | 0.5608    | 0.6413       | 0.7684           | 0.1704          | 0.3667              | 0.2493     | 0.4277         | 0.1362      | 0.4677          | 0.273    | 0.3609       |
-| 0.978         | 54.0  | 6102  | 1.1708          | 0.2893 | 0.5715 | 0.2496 | 0.1719    | 0.246      | 0.3984    | 0.3153 | 0.4552 | 0.4732  | 0.274     | 0.4112     | 0.5545    | 0.6362       | 0.7615           | 0.1915          | 0.3689              | 0.225      | 0.4429         | 0.1123      | 0.4226          | 0.2818   | 0.3703       |
-| 0.9568        | 55.0  | 6215  | 1.1761          | 0.2831 | 0.5822 | 0.235  | 0.1704    | 0.2388     | 0.3937    | 0.3094 | 0.4611 | 0.4726  | 0.2759    | 0.4212     | 0.5424    | 0.6206       | 0.7453           | 0.1889          | 0.3956              | 0.2338     | 0.4295         | 0.106       | 0.4194          | 0.2661   | 0.3734       |
-| 0.9946        | 56.0  | 6328  | 1.1845          | 0.2919 | 0.5842 | 0.239  | 0.115     | 0.2424     | 0.3942    | 0.3088 | 0.4497 | 0.4636  | 0.2346    | 0.407      | 0.5527    | 0.6425       | 0.7573           | 0.1911          | 0.3644              | 0.2185     | 0.4107         | 0.1414      | 0.4161          | 0.2662   | 0.3695       |
-| 0.9323        | 57.0  | 6441  | 1.1636          | 0.2982 | 0.5875 | 0.2591 | 0.15      | 0.2539     | 0.3979    | 0.3126 | 0.4682 | 0.4793  | 0.2858    | 0.4265     | 0.5525    | 0.6435       | 0.7615           | 0.1798          | 0.4022              | 0.2464     | 0.4455         | 0.1375      | 0.4161          | 0.2838   | 0.3711       |
-| 0.9451        | 58.0  | 6554  | 1.1707          | 0.2858 | 0.5661 | 0.2401 | 0.1501    | 0.2447     | 0.3825    | 0.306  | 0.4569 | 0.4751  | 0.2742    | 0.4279     | 0.5467    | 0.6213       | 0.7427           | 0.1961          | 0.3933              | 0.2173     | 0.4339         | 0.1207      | 0.4323          | 0.2735   | 0.3734       |
-| 0.9395        | 59.0  | 6667  | 1.1893          | 0.3017 | 0.5923 | 0.2532 | 0.1626    | 0.2581     | 0.413     | 0.3243 | 0.4556 | 0.4752  | 0.2679    | 0.4187     | 0.5704    | 0.6427       | 0.7504           | 0.188           | 0.3667              | 0.2434     | 0.4357         | 0.1399      | 0.4387          | 0.2945   | 0.3844       |
-| 0.9426        | 60.0  | 6780  | 1.1680          | 0.2995 | 0.59   | 0.2482 | 0.1692    | 0.2622     | 0.4021    | 0.3109 | 0.4631 | 0.4776  | 0.2891    | 0.4246     | 0.5531    | 0.6327       | 0.7556           | 0.1786          | 0.3711              | 0.2501     | 0.4732         | 0.13        | 0.3968          | 0.3063   | 0.3914       |
-| 0.9249        | 61.0  | 6893  | 1.1885          | 0.2959 | 0.5929 | 0.2561 | 0.1197    | 0.2588     | 0.3953    | 0.3113 | 0.4554 | 0.4704  | 0.2532    | 0.4208     | 0.5554    | 0.6261       | 0.7427           | 0.201           | 0.3778              | 0.2458     | 0.4357         | 0.1409      | 0.4129          | 0.2654   | 0.3828       |
-| 0.9351        | 62.0  | 7006  | 1.1534          | 0.2972 | 0.6119 | 0.2538 | 0.1884    | 0.2657     | 0.3823    | 0.3105 | 0.4562 | 0.4661  | 0.2765    | 0.4194     | 0.5334    | 0.6402       | 0.7564           | 0.1966          | 0.3689              | 0.2495     | 0.4464         | 0.133       | 0.3839          | 0.2669   | 0.375        |
-| 0.9286        | 63.0  | 7119  | 1.1597          | 0.3054 | 0.6018 | 0.2798 | 0.1697    | 0.2636     | 0.4005    | 0.325  | 0.4586 | 0.4706  | 0.2573    | 0.4114     | 0.5563    | 0.6476       | 0.7701           | 0.2029          | 0.3756              | 0.2565     | 0.4295         | 0.1388      | 0.4097          | 0.2812   | 0.368        |
-| 0.9095        | 64.0  | 7232  | 1.1612          | 0.293  | 0.586  | 0.2469 | 0.1326    | 0.2537     | 0.4083    | 0.3183 | 0.45   | 0.4631  | 0.2215    | 0.4233     | 0.5439    | 0.6354       | 0.7615           | 0.1944          | 0.3689              | 0.2302     | 0.4152         | 0.1157      | 0.3839          | 0.2891   | 0.3859       |
-| 0.9139        | 65.0  | 7345  | 1.1170          | 0.314  | 0.6213 | 0.2641 | 0.1614    | 0.2595     | 0.4294    | 0.3235 | 0.4706 | 0.4799  | 0.2652    | 0.4402     | 0.5491    | 0.6594       | 0.7658           | 0.1943          | 0.3956              | 0.2475     | 0.4286         | 0.1944      | 0.429           | 0.2743   | 0.3805       |
-| 0.9268        | 66.0  | 7458  | 1.1645          | 0.3042 | 0.5943 | 0.2676 | 0.1697    | 0.2478     | 0.4249    | 0.3165 | 0.4592 | 0.4721  | 0.2538    | 0.4204     | 0.5523    | 0.6395       | 0.7547           | 0.184           | 0.3667              | 0.2394     | 0.4125         | 0.1769      | 0.4484          | 0.2812   | 0.3781       |
-| 0.8863        | 67.0  | 7571  | 1.1509          | 0.303  | 0.5961 | 0.26   | 0.1859    | 0.2555     | 0.4106    | 0.3211 | 0.4649 | 0.4752  | 0.253     | 0.4222     | 0.5535    | 0.6455       | 0.7675           | 0.1878          | 0.3889              | 0.2417     | 0.4304         | 0.1508      | 0.4             | 0.2894   | 0.3891       |
-| 0.8772        | 68.0  | 7684  | 1.1500          | 0.3021 | 0.6154 | 0.2481 | 0.1697    | 0.2566     | 0.4168    | 0.3129 | 0.4645 | 0.4728  | 0.2554    | 0.4096     | 0.5535    | 0.6454       | 0.7624           | 0.1873          | 0.4044              | 0.2388     | 0.4116         | 0.1558      | 0.4097          | 0.2832   | 0.3758       |
-| 0.8968        | 69.0  | 7797  | 1.1656          | 0.3131 | 0.6055 | 0.2532 | 0.1748    | 0.2718     | 0.4231    | 0.3338 | 0.4778 | 0.4888  | 0.2964    | 0.4348     | 0.5545    | 0.6496       | 0.7641           | 0.2141          | 0.4044              | 0.2407     | 0.4339         | 0.1856      | 0.4742          | 0.2755   | 0.3672       |
-| 0.8499        | 70.0  | 7910  | 1.1625          | 0.2953 | 0.5755 | 0.2648 | 0.1766    | 0.2529     | 0.4115    | 0.3131 | 0.4553 | 0.4683  | 0.2718    | 0.419      | 0.5485    | 0.6395       | 0.759            | 0.1721          | 0.3778              | 0.2469     | 0.4527         | 0.1247      | 0.3742          | 0.2935   | 0.3781       |
-| 0.8675        | 71.0  | 8023  | 1.1558          | 0.2917 | 0.578  | 0.2378 | 0.1615    | 0.242      | 0.4113    | 0.3063 | 0.4618 | 0.4667  | 0.2898    | 0.4025     | 0.5448    | 0.6393       | 0.759            | 0.1896          | 0.3956              | 0.2488     | 0.4268         | 0.1081      | 0.3742          | 0.2729   | 0.3781       |
-| 0.8608        | 72.0  | 8136  | 1.1649          | 0.3086 | 0.6064 | 0.2672 | 0.1744    | 0.2612     | 0.4222    | 0.3207 | 0.4669 | 0.4806  | 0.2507    | 0.4277     | 0.5626    | 0.6589       | 0.7701           | 0.1941          | 0.3844              | 0.2522     | 0.4411         | 0.1588      | 0.4387          | 0.279    | 0.3688       |
-| 0.8428        | 73.0  | 8249  | 1.1525          | 0.3147 | 0.6186 | 0.2628 | 0.1378    | 0.2634     | 0.4317    | 0.3277 | 0.4826 | 0.492   | 0.2631    | 0.4414     | 0.5679    | 0.6502       | 0.7641           | 0.1827          | 0.38                | 0.2566     | 0.4464         | 0.2003      | 0.4774          | 0.2835   | 0.3922       |
-| 0.8595        | 74.0  | 8362  | 1.1651          | 0.3099 | 0.6233 | 0.2819 | 0.1539    | 0.2469     | 0.4309    | 0.3223 | 0.4627 | 0.4719  | 0.2437    | 0.4169     | 0.5547    | 0.6484       | 0.7607           | 0.1923          | 0.3822              | 0.2373     | 0.4187         | 0.1954      | 0.4258          | 0.2761   | 0.3719       |
-| 0.8619        | 75.0  | 8475  | 1.1256          | 0.3034 | 0.59   | 0.2744 | 0.1205    | 0.2636     | 0.4103    | 0.3256 | 0.473  | 0.4816  | 0.25      | 0.4434     | 0.5452    | 0.6523       | 0.7769           | 0.1937          | 0.3844              | 0.2289     | 0.4268         | 0.1582      | 0.429           | 0.2836   | 0.3906       |
-| 0.8395        | 76.0  | 8588  | 1.1459          | 0.3126 | 0.6236 | 0.2682 | 0.1699    | 0.2587     | 0.4237    | 0.3231 | 0.4717 | 0.4795  | 0.2547    | 0.4278     | 0.5619    | 0.653        | 0.7692           | 0.194           | 0.38                | 0.2519     | 0.442          | 0.1753      | 0.4258          | 0.2887   | 0.3805       |
-| 0.83          | 77.0  | 8701  | 1.1347          | 0.3096 | 0.6174 | 0.2697 | 0.1503    | 0.2657     | 0.4234    | 0.3285 | 0.4757 | 0.4901  | 0.2556    | 0.4468     | 0.5591    | 0.6544       | 0.7829           | 0.1995          | 0.4067              | 0.25       | 0.4366         | 0.1673      | 0.4516          | 0.2769   | 0.3727       |
-| 0.8209        | 78.0  | 8814  | 1.1460          | 0.3168 | 0.6214 | 0.2818 | 0.1571    | 0.2623     | 0.4343    | 0.3223 | 0.4767 | 0.4865  | 0.2644    | 0.4344     | 0.5638    | 0.6511       | 0.759            | 0.1963          | 0.3889              | 0.2629     | 0.4464         | 0.1817      | 0.4548          | 0.2919   | 0.3836       |
-| 0.8205        | 79.0  | 8927  | 1.1670          | 0.3148 | 0.6125 | 0.2895 | 0.1611    | 0.2577     | 0.4289    | 0.3271 | 0.4648 | 0.4732  | 0.2859    | 0.422      | 0.5396    | 0.655        | 0.7632           | 0.2003          | 0.3756              | 0.2634     | 0.4402         | 0.1757      | 0.4097          | 0.2795   | 0.3773       |
-| 0.7837        | 80.0  | 9040  | 1.1698          | 0.3168 | 0.6243 | 0.2747 | 0.1563    | 0.2634     | 0.4349    | 0.3344 | 0.4648 | 0.4753  | 0.2578    | 0.428      | 0.5473    | 0.6527       | 0.7667           | 0.2045          | 0.3622              | 0.2432     | 0.4348         | 0.1897      | 0.429           | 0.2941   | 0.3836       |
-| 0.8375        | 81.0  | 9153  | 1.1392          | 0.3159 | 0.6204 | 0.2723 | 0.1567    | 0.2654     | 0.4361    | 0.326  | 0.4684 | 0.4793  | 0.3149    | 0.424      | 0.5473    | 0.6545       | 0.7658           | 0.2078          | 0.3956              | 0.2401     | 0.4339         | 0.1888      | 0.4194          | 0.2883   | 0.382        |
-| 0.776         | 82.0  | 9266  | 1.1387          | 0.316  | 0.6203 | 0.2833 | 0.1325    | 0.2704     | 0.4335    | 0.3298 | 0.4698 | 0.4754  | 0.2505    | 0.4256     | 0.5568    | 0.6508       | 0.759            | 0.2131          | 0.4111              | 0.2468     | 0.4259         | 0.1777      | 0.4             | 0.2917   | 0.3812       |
-| 0.7963        | 83.0  | 9379  | 1.1475          | 0.3133 | 0.6117 | 0.283  | 0.1552    | 0.2732     | 0.4215    | 0.3277 | 0.4695 | 0.4776  | 0.2625    | 0.4303     | 0.5505    | 0.6565       | 0.7675           | 0.1992          | 0.3978              | 0.2415     | 0.4321         | 0.174       | 0.4032          | 0.2953   | 0.3875       |
-| 0.8027        | 84.0  | 9492  | 1.1218          | 0.3214 | 0.6337 | 0.2899 | 0.1707    | 0.2691     | 0.4314    | 0.33   | 0.4719 | 0.4808  | 0.2759    | 0.4167     | 0.5646    | 0.6633       | 0.7709           | 0.2246          | 0.4044              | 0.2479     | 0.4304         | 0.1864      | 0.4194          | 0.2847   | 0.3789       |
-| 0.7493        | 85.0  | 9605  | 1.1347          | 0.325  | 0.6286 | 0.2937 | 0.1562    | 0.2838     | 0.4336    | 0.3325 | 0.4758 | 0.4828  | 0.2645    | 0.4301     | 0.5625    | 0.6662       | 0.7735           | 0.2173          | 0.38                | 0.2527     | 0.442          | 0.1944      | 0.4226          | 0.2945   | 0.3961       |
-| 0.7907        | 86.0  | 9718  | 1.1404          | 0.321  | 0.63   | 0.2784 | 0.1342    | 0.2668     | 0.4362    | 0.3286 | 0.4662 | 0.4741  | 0.2471    | 0.4168     | 0.5665    | 0.6616       | 0.7769           | 0.2097          | 0.38                | 0.2503     | 0.4277         | 0.1898      | 0.3968          | 0.2939   | 0.3891       |
-| 0.7894        | 87.0  | 9831  | 1.1297          | 0.3234 | 0.6191 | 0.2924 | 0.1134    | 0.2734     | 0.4469    | 0.3375 | 0.4642 | 0.4748  | 0.2514    | 0.4221     | 0.5645    | 0.6605       | 0.7735           | 0.2065          | 0.3644              | 0.2451     | 0.4321         | 0.2165      | 0.4194          | 0.2885   | 0.3844       |
-| 0.7969        | 88.0  | 9944  | 1.1558          | 0.322  | 0.6254 | 0.2968 | 0.1413    | 0.2735     | 0.4363    | 0.3344 | 0.4657 | 0.475   | 0.2608    | 0.4184     | 0.5624    | 0.6559       | 0.7761           | 0.2234          | 0.3733              | 0.2447     | 0.4214         | 0.1935      | 0.4161          | 0.2925   | 0.3883       |
-| 0.758         | 89.0  | 10057 | 1.1402          | 0.3263 | 0.6296 | 0.2979 | 0.144     | 0.2752     | 0.4377    | 0.3344 | 0.4657 | 0.4768  | 0.2617    | 0.4292     | 0.559     | 0.6568       | 0.7658           | 0.2169          | 0.3711              | 0.2435     | 0.4268         | 0.211       | 0.4258          | 0.3036   | 0.3945       |
-| 0.7536        | 90.0  | 10170 | 1.1552          | 0.316  | 0.6156 | 0.2908 | 0.1421    | 0.2605     | 0.4357    | 0.3322 | 0.4624 | 0.4697  | 0.2508    | 0.4096     | 0.5611    | 0.6624       | 0.7795           | 0.21            | 0.3644              | 0.2519     | 0.4286         | 0.1567      | 0.3871          | 0.2988   | 0.3891       |
-| 0.7398        | 91.0  | 10283 | 1.1392          | 0.3188 | 0.6265 | 0.2853 | 0.137     | 0.2713     | 0.4363    | 0.3344 | 0.4723 | 0.4817  | 0.2517    | 0.4285     | 0.5653    | 0.664        | 0.7761           | 0.217           | 0.3889              | 0.2472     | 0.4375         | 0.1809      | 0.4258          | 0.2848   | 0.3805       |
-| 0.7818        | 92.0  | 10396 | 1.1456          | 0.3245 | 0.6341 | 0.2949 | 0.1323    | 0.2739     | 0.4392    | 0.3321 | 0.4699 | 0.4782  | 0.255     | 0.4187     | 0.57      | 0.6703       | 0.7863           | 0.211           | 0.38                | 0.262      | 0.4446         | 0.1899      | 0.3903          | 0.2893   | 0.3898       |
-| 0.7386        | 93.0  | 10509 | 1.1382          | 0.3185 | 0.623  | 0.2814 | 0.1346    | 0.2796     | 0.4287    | 0.3313 | 0.4788 | 0.4867  | 0.2656    | 0.4405     | 0.5661    | 0.6709       | 0.7829           | 0.2125          | 0.4                 | 0.2497     | 0.4411         | 0.1769      | 0.4258          | 0.2827   | 0.3836       |
-| 0.7752        | 94.0  | 10622 | 1.1414          | 0.3199 | 0.6192 | 0.2915 | 0.1491    | 0.28       | 0.4337    | 0.3363 | 0.4658 | 0.477   | 0.2528    | 0.4221     | 0.5628    | 0.6678       | 0.7821           | 0.2061          | 0.38                | 0.2417     | 0.4304         | 0.1983      | 0.4065          | 0.2858   | 0.3859       |
-| 0.7482        | 95.0  | 10735 | 1.1391          | 0.3201 | 0.6177 | 0.2778 | 0.1409    | 0.2772     | 0.4316    | 0.3378 | 0.4709 | 0.4784  | 0.2643    | 0.4237     | 0.5574    | 0.6635       | 0.7735           | 0.2071          | 0.3933              | 0.235      | 0.4295         | 0.207       | 0.4097          | 0.2878   | 0.3859       |
-| 0.7548        | 96.0  | 10848 | 1.1385          | 0.322  | 0.6167 | 0.2876 | 0.1489    | 0.276      | 0.4358    | 0.3374 | 0.4723 | 0.479   | 0.2567    | 0.4212     | 0.5616    | 0.6635       | 0.7769           | 0.2057          | 0.3844              | 0.2412     | 0.4366         | 0.2104      | 0.4097          | 0.2893   | 0.3875       |
-| 0.7228        | 97.0  | 10961 | 1.1366          | 0.3276 | 0.6296 | 0.2879 | 0.1392    | 0.2837     | 0.4426    | 0.3433 | 0.4732 | 0.4807  | 0.2514    | 0.4249     | 0.5665    | 0.6682       | 0.7795           | 0.2171          | 0.3867              | 0.2437     | 0.4313         | 0.2183      | 0.4194          | 0.2904   | 0.3867       |
-| 0.7725        | 98.0  | 11074 | 1.1388          | 0.3232 | 0.6312 | 0.2889 | 0.1278    | 0.2811     | 0.4374    | 0.3393 | 0.4733 | 0.4826  | 0.2498    | 0.4246     | 0.5691    | 0.6636       | 0.7803           | 0.2108          | 0.3889              | 0.2426     | 0.433          | 0.2057      | 0.4226          | 0.2935   | 0.3883       |
-| 0.7361        | 99.0  | 11187 | 1.1305          | 0.327  | 0.6298 | 0.3005 | 0.1277    | 0.2833     | 0.4409    | 0.3419 | 0.4728 | 0.4827  | 0.2465    | 0.4293     | 0.5666    | 0.6679       | 0.7786           | 0.2168          | 0.3889              | 0.2424     | 0.4348         | 0.2168      | 0.4258          | 0.2909   | 0.3852       |
-| 0.7368        | 100.0 | 11300 | 1.1296          | 0.3247 | 0.6279 | 0.289  | 0.1324    | 0.283      | 0.436     | 0.3393 | 0.472  | 0.4814  | 0.2491    | 0.4279     | 0.5644    | 0.6669       | 0.7786           | 0.2104          | 0.3867              | 0.2443     | 0.4402         | 0.2114      | 0.4161          | 0.2907   | 0.3852       |
+| 0.8661        | 1.0   | 113   | 1.1965          | 0.2828 | 0.5684 | 0.2306 | 0.1044    | 0.238      | 0.3923    | 0.2966 | 0.4374 | 0.4449  | 0.2406    | 0.3825     | 0.5245    | 0.6472       | 0.7598           | 0.16            | 0.36                | 0.2122     | 0.3893         | 0.1416      | 0.3677          | 0.253    | 0.3477       |
+| 0.9469        | 2.0   | 226   | 1.2128          | 0.294  | 0.5699 | 0.2525 | 0.1596    | 0.2424     | 0.3988    | 0.3028 | 0.4372 | 0.4468  | 0.2686    | 0.3861     | 0.5218    | 0.6255       | 0.7538           | 0.1611          | 0.3156              | 0.2387     | 0.4223         | 0.1971      | 0.4065          | 0.2479   | 0.3359       |
+| 0.9423        | 3.0   | 339   | 1.1953          | 0.2808 | 0.5708 | 0.2238 | 0.102     | 0.2219     | 0.3992    | 0.2979 | 0.4416 | 0.4512  | 0.2673    | 0.387      | 0.5295    | 0.6134       | 0.7359           | 0.1492          | 0.3822              | 0.2164     | 0.4027         | 0.1692      | 0.3774          | 0.2557   | 0.3578       |
+| 0.9444        | 4.0   | 452   | 1.2534          | 0.2703 | 0.5501 | 0.241  | 0.1686    | 0.2244     | 0.3532    | 0.2872 | 0.4235 | 0.429   | 0.2653    | 0.3632     | 0.5001    | 0.6436       | 0.7581           | 0.1557          | 0.3422              | 0.22       | 0.392          | 0.1165      | 0.3355          | 0.2159   | 0.3172       |
+| 0.9956        | 5.0   | 565   | 1.2341          | 0.2683 | 0.5608 | 0.2042 | 0.1265    | 0.2457     | 0.3676    | 0.2921 | 0.4422 | 0.4582  | 0.2454    | 0.4109     | 0.5241    | 0.5762       | 0.7368           | 0.1937          | 0.4                 | 0.2253     | 0.4295         | 0.0886      | 0.3677          | 0.2575   | 0.357        |
+| 1.0146        | 6.0   | 678   | 1.2490          | 0.2727 | 0.5445 | 0.231  | 0.11      | 0.2163     | 0.3796    | 0.29   | 0.4235 | 0.4382  | 0.2366    | 0.3691     | 0.5329    | 0.6078       | 0.7333           | 0.1849          | 0.38                | 0.2153     | 0.3804         | 0.1142      | 0.3839          | 0.2411   | 0.3133       |
+| 0.97          | 7.0   | 791   | 1.2457          | 0.2767 | 0.5442 | 0.2428 | 0.1034    | 0.2467     | 0.3643    | 0.2918 | 0.4512 | 0.4604  | 0.233     | 0.4204     | 0.5299    | 0.6227       | 0.759            | 0.1683          | 0.4089              | 0.2307     | 0.4062         | 0.1113      | 0.3903          | 0.2503   | 0.3375       |
+| 0.9622        | 8.0   | 904   | 1.2453          | 0.2593 | 0.5344 | 0.2198 | 0.1025    | 0.221      | 0.3832    | 0.2951 | 0.4218 | 0.4336  | 0.2345    | 0.3875     | 0.5173    | 0.5818       | 0.7308           | 0.1328          | 0.3267              | 0.198      | 0.3732         | 0.1236      | 0.371           | 0.2605   | 0.3664       |
+| 0.9499        | 9.0   | 1017  | 1.1759          | 0.2805 | 0.5653 | 0.232  | 0.1237    | 0.2441     | 0.3962    | 0.3108 | 0.4522 | 0.4666  | 0.2323    | 0.4339     | 0.5265    | 0.6107       | 0.7496           | 0.1579          | 0.4222              | 0.2103     | 0.383          | 0.1475      | 0.3968          | 0.2758   | 0.3812       |
+| 0.9483        | 10.0  | 1130  | 1.2429          | 0.2803 | 0.5757 | 0.2416 | 0.1447    | 0.2359     | 0.3875    | 0.2955 | 0.4509 | 0.4638  | 0.2599    | 0.4063     | 0.5451    | 0.6146       | 0.7393           | 0.1705          | 0.4089              | 0.2114     | 0.3839         | 0.1401      | 0.4355          | 0.2647   | 0.3516       |
+| 0.9541        | 11.0  | 1243  | 1.2307          | 0.2897 | 0.5911 | 0.2514 | 0.1596    | 0.2494     | 0.3754    | 0.2954 | 0.4464 | 0.4519  | 0.2968    | 0.4032     | 0.5068    | 0.6053       | 0.7316           | 0.1906          | 0.3778              | 0.2001     | 0.3893         | 0.1793      | 0.3903          | 0.2731   | 0.3703       |
+| 0.8929        | 12.0  | 1356  | 1.2431          | 0.271  | 0.5357 | 0.228  | 0.1273    | 0.2304     | 0.3713    | 0.2816 | 0.4364 | 0.4505  | 0.2498    | 0.4053     | 0.5181    | 0.6227       | 0.7538           | 0.187           | 0.3911              | 0.1705     | 0.3812         | 0.1145      | 0.3484          | 0.2601   | 0.3781       |
+| 1.0014        | 13.0  | 1469  | 1.1999          | 0.2923 | 0.5909 | 0.2318 | 0.1309    | 0.254      | 0.381     | 0.2993 | 0.4401 | 0.4553  | 0.2465    | 0.4077     | 0.5219    | 0.6407       | 0.7487           | 0.2042          | 0.3911              | 0.2129     | 0.4313         | 0.1438      | 0.3484          | 0.2601   | 0.357        |
+| 0.9795        | 14.0  | 1582  | 1.2219          | 0.2839 | 0.588  | 0.2275 | 0.142     | 0.2456     | 0.3865    | 0.2982 | 0.4324 | 0.4428  | 0.2284    | 0.3794     | 0.5307    | 0.6244       | 0.7444           | 0.1966          | 0.3711              | 0.2142     | 0.3938         | 0.1345      | 0.3516          | 0.2498   | 0.3531       |
+| 0.933         | 15.0  | 1695  | 1.2043          | 0.2954 | 0.5893 | 0.2262 | 0.1228    | 0.2657     | 0.4053    | 0.3014 | 0.4323 | 0.4413  | 0.2149    | 0.3829     | 0.5377    | 0.6151       | 0.7556           | 0.2093          | 0.3333              | 0.23       | 0.3991         | 0.1445      | 0.3484          | 0.2782   | 0.3703       |
+| 0.9294        | 16.0  | 1808  | 1.2153          | 0.2937 | 0.5879 | 0.2464 | 0.1366    | 0.2575     | 0.3864    | 0.3048 | 0.4345 | 0.445   | 0.2283    | 0.4112     | 0.5062    | 0.6214       | 0.7496           | 0.228           | 0.3822              | 0.2106     | 0.3768         | 0.1394      | 0.3484          | 0.269    | 0.368        |
+| 0.9176        | 17.0  | 1921  | 1.2487          | 0.2713 | 0.5618 | 0.2164 | 0.1595    | 0.2297     | 0.3624    | 0.2899 | 0.4077 | 0.4206  | 0.2063    | 0.3565     | 0.5093    | 0.6184       | 0.741            | 0.2137          | 0.3711              | 0.1813     | 0.3348         | 0.1032      | 0.3258          | 0.2398   | 0.3305       |
+| 0.9402        | 18.0  | 2034  | 1.2368          | 0.3047 | 0.61   | 0.2591 | 0.1422    | 0.2594     | 0.4137    | 0.3148 | 0.4399 | 0.4508  | 0.2177    | 0.4135     | 0.5267    | 0.6229       | 0.7487           | 0.2298          | 0.3444              | 0.2361     | 0.4071         | 0.173       | 0.4             | 0.2619   | 0.3539       |
+| 0.8907        | 19.0  | 2147  | 1.1679          | 0.3034 | 0.6429 | 0.2436 | 0.1463    | 0.2642     | 0.4021    | 0.303  | 0.4616 | 0.4773  | 0.2474    | 0.4282     | 0.5617    | 0.6172       | 0.7368           | 0.2162          | 0.4133              | 0.2132     | 0.4116         | 0.1987      | 0.4516          | 0.2716   | 0.3734       |
+| 0.8589        | 20.0  | 2260  | 1.1901          | 0.2988 | 0.5838 | 0.2626 | 0.1255    | 0.2689     | 0.3883    | 0.3149 | 0.4524 | 0.461   | 0.2378    | 0.4374     | 0.5173    | 0.6347       | 0.7521           | 0.213           | 0.3889              | 0.2061     | 0.3946         | 0.1906      | 0.4161          | 0.2494   | 0.3531       |
+| 0.8953        | 21.0  | 2373  | 1.2021          | 0.2843 | 0.5827 | 0.2313 | 0.1405    | 0.2465     | 0.3929    | 0.2948 | 0.4316 | 0.4453  | 0.2225    | 0.4013     | 0.5227    | 0.6104       | 0.7248           | 0.1847          | 0.3156              | 0.2164     | 0.4295         | 0.1829      | 0.4129          | 0.2269   | 0.3438       |
+| 0.8843        | 22.0  | 2486  | 1.2102          | 0.2895 | 0.6043 | 0.2448 | 0.1139    | 0.2529     | 0.4054    | 0.2921 | 0.4297 | 0.4368  | 0.191     | 0.3786     | 0.5415    | 0.6106       | 0.7325           | 0.2045          | 0.3378              | 0.2233     | 0.4071         | 0.1582      | 0.3548          | 0.2509   | 0.3516       |
+| 0.897         | 23.0  | 2599  | 1.1766          | 0.3121 | 0.6023 | 0.2861 | 0.1663    | 0.2737     | 0.4047    | 0.3183 | 0.4444 | 0.4529  | 0.2259    | 0.4222     | 0.5222    | 0.6199       | 0.7487           | 0.205           | 0.3622              | 0.234      | 0.4062         | 0.2397      | 0.3903          | 0.2619   | 0.357        |
+| 0.8756        | 24.0  | 2712  | 1.1661          | 0.2931 | 0.6001 | 0.2568 | 0.1419    | 0.2441     | 0.4002    | 0.3045 | 0.4449 | 0.4574  | 0.2259    | 0.3897     | 0.5596    | 0.6241       | 0.759            | 0.2107          | 0.3644              | 0.2475     | 0.4232         | 0.1171      | 0.3742          | 0.2663   | 0.3664       |
+| 0.8841        | 25.0  | 2825  | 1.2186          | 0.2795 | 0.6007 | 0.2286 | 0.1594    | 0.2407     | 0.3849    | 0.2909 | 0.4327 | 0.4422  | 0.2114    | 0.3944     | 0.5353    | 0.6026       | 0.7402           | 0.1914          | 0.3556              | 0.2358     | 0.4125         | 0.1357      | 0.3581          | 0.2321   | 0.3445       |
+| 0.8542        | 26.0  | 2938  | 1.2325          | 0.2942 | 0.5918 | 0.2497 | 0.1523    | 0.2492     | 0.3962    | 0.2964 | 0.4342 | 0.4464  | 0.2416    | 0.4017     | 0.5226    | 0.6235       | 0.7453           | 0.1913          | 0.3511              | 0.2315     | 0.4152         | 0.1767      | 0.3839          | 0.2479   | 0.3367       |
+| 0.8711        | 27.0  | 3051  | 1.1776          | 0.308  | 0.6125 | 0.2701 | 0.1451    | 0.2727     | 0.4092    | 0.3081 | 0.4553 | 0.4651  | 0.2546    | 0.4343     | 0.5251    | 0.6206       | 0.7462           | 0.2106          | 0.3489              | 0.2289     | 0.417          | 0.1997      | 0.4355          | 0.2801   | 0.3781       |
+| 0.8046        | 28.0  | 3164  | 1.1669          | 0.3001 | 0.629  | 0.2505 | 0.1622    | 0.2513     | 0.4095    | 0.3083 | 0.4452 | 0.4595  | 0.2462    | 0.4017     | 0.5551    | 0.6036       | 0.7487           | 0.2258          | 0.3844              | 0.2385     | 0.4036         | 0.1574      | 0.3903          | 0.2752   | 0.3703       |
+| 0.8264        | 29.0  | 3277  | 1.1669          | 0.3166 | 0.6344 | 0.2668 | 0.1454    | 0.2761     | 0.4121    | 0.3148 | 0.4564 | 0.4654  | 0.2317    | 0.4348     | 0.5379    | 0.6098       | 0.7385           | 0.2243          | 0.3578              | 0.2396     | 0.4098         | 0.218       | 0.4516          | 0.291    | 0.3695       |
+| 0.8689        | 30.0  | 3390  | 1.1861          | 0.2951 | 0.5853 | 0.2494 | 0.1329    | 0.2488     | 0.3948    | 0.3048 | 0.4469 | 0.458   | 0.2416    | 0.3996     | 0.5514    | 0.617        | 0.7385           | 0.2164          | 0.3644              | 0.2249     | 0.3946         | 0.1276      | 0.4129          | 0.2896   | 0.3797       |
+| 0.8502        | 31.0  | 3503  | 1.2343          | 0.2953 | 0.6159 | 0.2506 | 0.1223    | 0.2509     | 0.4087    | 0.3029 | 0.4484 | 0.4534  | 0.2348    | 0.3943     | 0.5521    | 0.6127       | 0.741            | 0.2072          | 0.3711              | 0.2127     | 0.3911         | 0.158       | 0.3839          | 0.2861   | 0.3797       |
+| 0.8257        | 32.0  | 3616  | 1.1749          | 0.3001 | 0.6096 | 0.2497 | 0.1354    | 0.246      | 0.4082    | 0.308  | 0.4496 | 0.4601  | 0.2597    | 0.405      | 0.5399    | 0.6143       | 0.7291           | 0.2211          | 0.3733              | 0.2194     | 0.4241         | 0.194       | 0.4194          | 0.2515   | 0.3547       |
+| 0.8087        | 33.0  | 3729  | 1.2068          | 0.3034 | 0.6196 | 0.2502 | 0.1324    | 0.2589     | 0.4083    | 0.308  | 0.4368 | 0.4485  | 0.2448    | 0.3951     | 0.5314    | 0.6122       | 0.7265           | 0.1959          | 0.3511              | 0.232      | 0.4009         | 0.1882      | 0.3903          | 0.2888   | 0.3734       |
+| 0.8132        | 34.0  | 3842  | 1.1955          | 0.3073 | 0.6209 | 0.2484 | 0.1137    | 0.2765     | 0.4115    | 0.3188 | 0.4476 | 0.456   | 0.2234    | 0.4279     | 0.5316    | 0.6099       | 0.7256           | 0.2032          | 0.3467              | 0.2399     | 0.4205         | 0.2089      | 0.4161          | 0.2748   | 0.3711       |
+| 0.8085        | 35.0  | 3955  | 1.1849          | 0.3117 | 0.6253 | 0.2595 | 0.1288    | 0.2602     | 0.4167    | 0.3054 | 0.4497 | 0.4633  | 0.2593    | 0.415      | 0.5477    | 0.6262       | 0.7538           | 0.2465          | 0.3889              | 0.2271     | 0.4205         | 0.1629      | 0.3774          | 0.2958   | 0.3758       |
+| 0.7781        | 36.0  | 4068  | 1.1824          | 0.3125 | 0.617  | 0.2636 | 0.1353    | 0.2736     | 0.411     | 0.3181 | 0.4478 | 0.4545  | 0.2732    | 0.4176     | 0.5163    | 0.6215       | 0.7444           | 0.2154          | 0.36                | 0.2253     | 0.3812         | 0.2232      | 0.4097          | 0.2768   | 0.3773       |
+| 0.7834        | 37.0  | 4181  | 1.2079          | 0.31   | 0.6118 | 0.2632 | 0.152     | 0.2842     | 0.406     | 0.3181 | 0.4398 | 0.4507  | 0.2704    | 0.4135     | 0.5162    | 0.6102       | 0.7316           | 0.1997          | 0.3711              | 0.225      | 0.4071         | 0.2453      | 0.3903          | 0.2697   | 0.3531       |
+| 0.808         | 38.0  | 4294  | 1.2118          | 0.3075 | 0.6061 | 0.2604 | 0.1261    | 0.2727     | 0.4046    | 0.3147 | 0.4559 | 0.4648  | 0.2509    | 0.4439     | 0.5236    | 0.6015       | 0.7214           | 0.2003          | 0.3933              | 0.2159     | 0.4125         | 0.2439      | 0.429           | 0.2761   | 0.368        |
+| 0.8162        | 39.0  | 4407  | 1.1940          | 0.3204 | 0.6411 | 0.2567 | 0.1616    | 0.2858     | 0.4125    | 0.315  | 0.4519 | 0.4646  | 0.2697    | 0.4396     | 0.5243    | 0.6053       | 0.7325           | 0.2341          | 0.3733              | 0.2462     | 0.4214         | 0.2285      | 0.4194          | 0.2882   | 0.3766       |
+| 0.7998        | 40.0  | 4520  | 1.1912          | 0.3118 | 0.6238 | 0.2517 | 0.1586    | 0.282      | 0.4116    | 0.313  | 0.4535 | 0.4662  | 0.2729    | 0.4406     | 0.5235    | 0.6293       | 0.7573           | 0.2004          | 0.3911              | 0.2368     | 0.4098         | 0.2062      | 0.4             | 0.2862   | 0.3727       |
+| 0.7867        | 41.0  | 4633  | 1.2056          | 0.3267 | 0.6411 | 0.2848 | 0.1761    | 0.286      | 0.4377    | 0.3271 | 0.4706 | 0.4802  | 0.2578    | 0.4363     | 0.5677    | 0.6272       | 0.7487           | 0.2344          | 0.4133              | 0.2333     | 0.3991         | 0.2231      | 0.4258          | 0.3156   | 0.4141       |
+| 0.8013        | 42.0  | 4746  | 1.2036          | 0.3134 | 0.6311 | 0.2595 | 0.171     | 0.2791     | 0.4163    | 0.3202 | 0.4572 | 0.4699  | 0.2683    | 0.424      | 0.5555    | 0.6212       | 0.7462           | 0.1982          | 0.4                 | 0.2423     | 0.4196         | 0.2295      | 0.4065          | 0.2759   | 0.3773       |
+| 0.7444        | 43.0  | 4859  | 1.2028          | 0.3206 | 0.6301 | 0.2859 | 0.1511    | 0.2675     | 0.4314    | 0.3224 | 0.4464 | 0.4614  | 0.2423    | 0.4132     | 0.5509    | 0.6211       | 0.741            | 0.2195          | 0.3911              | 0.2152     | 0.4018         | 0.2421      | 0.3839          | 0.3052   | 0.3891       |
+| 0.7749        | 44.0  | 4972  | 1.2070          | 0.3155 | 0.6164 | 0.2833 | 0.1558    | 0.2773     | 0.4263    | 0.3232 | 0.4469 | 0.4585  | 0.2388    | 0.4116     | 0.5487    | 0.6122       | 0.7282           | 0.1933          | 0.3956              | 0.239      | 0.4            | 0.2421      | 0.3935          | 0.2909   | 0.375        |
+| 0.735         | 45.0  | 5085  | 1.1678          | 0.3358 | 0.6536 | 0.3111 | 0.1603    | 0.2757     | 0.4498    | 0.3294 | 0.4703 | 0.4818  | 0.2599    | 0.434      | 0.5576    | 0.6448       | 0.7496           | 0.2297          | 0.4067              | 0.2464     | 0.4179         | 0.2539      | 0.4387          | 0.304    | 0.3961       |
+| 0.7268        | 46.0  | 5198  | 1.1652          | 0.33   | 0.6493 | 0.2959 | 0.164     | 0.282      | 0.4263    | 0.3154 | 0.4547 | 0.467   | 0.2634    | 0.4388     | 0.5214    | 0.6362       | 0.747            | 0.2373          | 0.3822              | 0.2385     | 0.4107         | 0.2544      | 0.4226          | 0.2838   | 0.3727       |
+| 0.7472        | 47.0  | 5311  | 1.1933          | 0.3369 | 0.6443 | 0.2834 | 0.1508    | 0.2925     | 0.4309    | 0.3234 | 0.4676 | 0.4752  | 0.2195    | 0.4374     | 0.5474    | 0.6587       | 0.7598           | 0.2398          | 0.3978              | 0.2532     | 0.4143         | 0.2439      | 0.4323          | 0.2891   | 0.3719       |
+| 0.7277        | 48.0  | 5424  | 1.1635          | 0.3344 | 0.6584 | 0.2924 | 0.1686    | 0.2862     | 0.4393    | 0.3179 | 0.4686 | 0.4785  | 0.2495    | 0.4395     | 0.5505    | 0.6459       | 0.765            | 0.2187          | 0.4089              | 0.2528     | 0.4125         | 0.2803      | 0.4484          | 0.2743   | 0.3578       |
+| 0.7165        | 49.0  | 5537  | 1.1897          | 0.3439 | 0.6591 | 0.3162 | 0.1687    | 0.2853     | 0.4552    | 0.3319 | 0.4686 | 0.4793  | 0.2622    | 0.4485     | 0.5484    | 0.6488       | 0.7598           | 0.24            | 0.4133              | 0.2709     | 0.4304         | 0.2736      | 0.4226          | 0.2864   | 0.3703       |
+| 0.7315        | 50.0  | 5650  | 1.1676          | 0.3258 | 0.631  | 0.2678 | 0.1528    | 0.2828     | 0.4266    | 0.3197 | 0.4667 | 0.4794  | 0.2593    | 0.4485     | 0.5537    | 0.6417       | 0.759            | 0.2227          | 0.4156              | 0.2432     | 0.4268         | 0.237       | 0.4194          | 0.2846   | 0.3766       |
+| 0.7163        | 51.0  | 5763  | 1.1886          | 0.3388 | 0.6461 | 0.3023 | 0.1308    | 0.3004     | 0.4517    | 0.3321 | 0.4758 | 0.4878  | 0.2442    | 0.4495     | 0.5673    | 0.6502       | 0.7624           | 0.2136          | 0.4067              | 0.2592     | 0.4259         | 0.2789      | 0.4613          | 0.2922   | 0.3828       |
+| 0.7309        | 52.0  | 5876  | 1.2002          | 0.3336 | 0.6507 | 0.2927 | 0.153     | 0.2917     | 0.4399    | 0.3226 | 0.4639 | 0.4781  | 0.2399    | 0.4385     | 0.5671    | 0.6429       | 0.7547           | 0.2366          | 0.4111              | 0.2341     | 0.4089         | 0.2671      | 0.4258          | 0.2873   | 0.3898       |
+| 0.7224        | 53.0  | 5989  | 1.1815          | 0.3348 | 0.6509 | 0.3    | 0.1613    | 0.2999     | 0.4338    | 0.3246 | 0.4653 | 0.4785  | 0.246     | 0.444      | 0.5595    | 0.6366       | 0.7581           | 0.233           | 0.42                | 0.2425     | 0.4036         | 0.2636      | 0.4258          | 0.2981   | 0.3852       |
+| 0.7143        | 54.0  | 6102  | 1.1928          | 0.3345 | 0.6561 | 0.2994 | 0.1451    | 0.2869     | 0.4398    | 0.3314 | 0.4575 | 0.4652  | 0.2398    | 0.4239     | 0.5365    | 0.6279       | 0.7496           | 0.2469          | 0.4                 | 0.2442     | 0.383          | 0.2544      | 0.4065          | 0.2991   | 0.3867       |
+| 0.6765        | 55.0  | 6215  | 1.2037          | 0.3282 | 0.631  | 0.295  | 0.1443    | 0.2977     | 0.4309    | 0.3232 | 0.4558 | 0.4644  | 0.2435    | 0.4177     | 0.5441    | 0.6265       | 0.7444           | 0.2205          | 0.3933              | 0.2337     | 0.3768         | 0.2569      | 0.4161          | 0.3033   | 0.3914       |
+| 0.6995        | 56.0  | 6328  | 1.1806          | 0.3317 | 0.6544 | 0.3058 | 0.1609    | 0.2868     | 0.4435    | 0.3322 | 0.4612 | 0.472   | 0.2483    | 0.4355     | 0.5483    | 0.6357       | 0.7581           | 0.2221          | 0.4156              | 0.2551     | 0.4036         | 0.2535      | 0.3968          | 0.2919   | 0.3859       |
+| 0.6712        | 57.0  | 6441  | 1.1640          | 0.3199 | 0.6451 | 0.2694 | 0.1391    | 0.273      | 0.426     | 0.3143 | 0.4568 | 0.4684  | 0.2314    | 0.4246     | 0.5465    | 0.6426       | 0.759            | 0.2079          | 0.3956              | 0.2426     | 0.4071         | 0.215       | 0.3968          | 0.2916   | 0.3836       |
+| 0.6766        | 58.0  | 6554  | 1.1709          | 0.3344 | 0.6602 | 0.2922 | 0.1428    | 0.2986     | 0.4304    | 0.3238 | 0.4532 | 0.4623  | 0.2208    | 0.4332     | 0.532     | 0.6214       | 0.7342           | 0.2413          | 0.3822              | 0.2291     | 0.3893         | 0.2762      | 0.4097          | 0.304    | 0.3961       |
+| 0.6809        | 59.0  | 6667  | 1.2065          | 0.3317 | 0.6455 | 0.2949 | 0.1443    | 0.3019     | 0.4265    | 0.3212 | 0.4523 | 0.4627  | 0.2368    | 0.4281     | 0.5273    | 0.6269       | 0.7376           | 0.2346          | 0.3822              | 0.2426     | 0.4036         | 0.2624      | 0.4097          | 0.2922   | 0.3805       |
+| 0.6922        | 60.0  | 6780  | 1.1728          | 0.3295 | 0.6428 | 0.2733 | 0.1681    | 0.29       | 0.4291    | 0.326  | 0.4553 | 0.47    | 0.2531    | 0.4293     | 0.5455    | 0.6332       | 0.747            | 0.2242          | 0.3822              | 0.2381     | 0.4143         | 0.2594      | 0.4258          | 0.2927   | 0.3805       |
+| 0.6965        | 61.0  | 6893  | 1.1931          | 0.3348 | 0.6479 | 0.2951 | 0.1406    | 0.2971     | 0.4435    | 0.3298 | 0.4638 | 0.4761  | 0.2428    | 0.4452     | 0.5507    | 0.63         | 0.7496           | 0.2281          | 0.4044              | 0.2509     | 0.4161         | 0.273       | 0.429           | 0.2919   | 0.3812       |
+| 0.6525        | 62.0  | 7006  | 1.1806          | 0.3305 | 0.645  | 0.253  | 0.1518    | 0.289      | 0.4365    | 0.322  | 0.4553 | 0.4686  | 0.2463    | 0.4334     | 0.5441    | 0.6247       | 0.7427           | 0.2587          | 0.4422              | 0.2445     | 0.3884         | 0.2466      | 0.3968          | 0.2778   | 0.3727       |
+| 0.6696        | 63.0  | 7119  | 1.1841          | 0.3356 | 0.6398 | 0.2937 | 0.1612    | 0.2918     | 0.4453    | 0.3296 | 0.459  | 0.4718  | 0.2418    | 0.4416     | 0.5406    | 0.6209       | 0.7333           | 0.2337          | 0.3956              | 0.2425     | 0.4223         | 0.2809      | 0.4226          | 0.3001   | 0.3852       |
+| 0.6408        | 64.0  | 7232  | 1.1694          | 0.3329 | 0.6485 | 0.2811 | 0.1552    | 0.2913     | 0.439     | 0.3238 | 0.4441 | 0.4596  | 0.2349    | 0.418      | 0.5423    | 0.638        | 0.7462           | 0.2181          | 0.3578              | 0.2371     | 0.4062         | 0.261       | 0.3903          | 0.3102   | 0.3977       |
+| 0.6532        | 65.0  | 7345  | 1.1971          | 0.3387 | 0.6502 | 0.2964 | 0.1482    | 0.3002     | 0.4346    | 0.3195 | 0.4616 | 0.4744  | 0.2426    | 0.4415     | 0.5386    | 0.6227       | 0.7393           | 0.2442          | 0.3867              | 0.2302     | 0.4161         | 0.2841      | 0.429           | 0.3123   | 0.4008       |
+| 0.6712        | 66.0  | 7458  | 1.1954          | 0.3392 | 0.6531 | 0.2948 | 0.1395    | 0.2961     | 0.4332    | 0.3197 | 0.4515 | 0.4632  | 0.2416    | 0.4317     | 0.5312    | 0.6257       | 0.7504           | 0.2427          | 0.3844              | 0.2305     | 0.3902         | 0.2861      | 0.4032          | 0.3111   | 0.3875       |
+| 0.6419        | 67.0  | 7571  | 1.1789          | 0.3361 | 0.6416 | 0.2706 | 0.1437    | 0.2842     | 0.4477    | 0.3323 | 0.4564 | 0.4689  | 0.234     | 0.4295     | 0.5524    | 0.6184       | 0.7427           | 0.2302          | 0.38                | 0.2308     | 0.408          | 0.2985      | 0.4194          | 0.3024   | 0.3945       |
+| 0.632         | 68.0  | 7684  | 1.1701          | 0.3375 | 0.6505 | 0.2865 | 0.1547    | 0.2991     | 0.4444    | 0.3328 | 0.4577 | 0.4681  | 0.2454    | 0.4336     | 0.5505    | 0.633        | 0.7538           | 0.2455          | 0.3867              | 0.2365     | 0.3982         | 0.2643      | 0.4065          | 0.3081   | 0.3953       |
+| 0.6494        | 69.0  | 7797  | 1.1978          | 0.3346 | 0.6495 | 0.3036 | 0.1519    | 0.2906     | 0.4474    | 0.3271 | 0.4597 | 0.4696  | 0.2468    | 0.421      | 0.5571    | 0.6243       | 0.7427           | 0.2405          | 0.4022              | 0.2396     | 0.4027         | 0.2747      | 0.4097          | 0.2936   | 0.3906       |
+| 0.6336        | 70.0  | 7910  | 1.2174          | 0.3351 | 0.6331 | 0.3046 | 0.1494    | 0.2821     | 0.4475    | 0.32   | 0.4599 | 0.4701  | 0.233     | 0.4271     | 0.5536    | 0.6283       | 0.7496           | 0.2312          | 0.4178              | 0.2312     | 0.3991         | 0.2879      | 0.4065          | 0.2971   | 0.3773       |
+| 0.6397        | 71.0  | 8023  | 1.1958          | 0.3279 | 0.6433 | 0.2632 | 0.1389    | 0.2851     | 0.4273    | 0.3244 | 0.4529 | 0.4701  | 0.2398    | 0.4365     | 0.5386    | 0.6188       | 0.747            | 0.231           | 0.42                | 0.236      | 0.4143         | 0.2623      | 0.3903          | 0.2912   | 0.3789       |
+| 0.6253        | 72.0  | 8136  | 1.1927          | 0.3397 | 0.6497 | 0.2834 | 0.1536    | 0.2874     | 0.45      | 0.3296 | 0.4613 | 0.4788  | 0.2474    | 0.4325     | 0.56      | 0.6186       | 0.741            | 0.2319          | 0.42                | 0.2605     | 0.4437         | 0.2908      | 0.4129          | 0.2968   | 0.3766       |
+| 0.6155        | 73.0  | 8249  | 1.2091          | 0.3332 | 0.6391 | 0.2727 | 0.1576    | 0.2811     | 0.442     | 0.3255 | 0.4508 | 0.4616  | 0.2364    | 0.421      | 0.5415    | 0.625        | 0.7504           | 0.235           | 0.3711              | 0.2406     | 0.4062         | 0.2736      | 0.4129          | 0.2918   | 0.3672       |
+| 0.6283        | 74.0  | 8362  | 1.1924          | 0.3402 | 0.6524 | 0.2905 | 0.1612    | 0.2934     | 0.4489    | 0.3293 | 0.4603 | 0.4721  | 0.2381    | 0.4386     | 0.5467    | 0.6264       | 0.7462           | 0.26            | 0.4044              | 0.2521     | 0.4161         | 0.2618      | 0.4097          | 0.3008   | 0.3844       |
+| 0.6043        | 75.0  | 8475  | 1.1879          | 0.3324 | 0.6457 | 0.2676 | 0.1618    | 0.2857     | 0.44      | 0.3301 | 0.4623 | 0.4773  | 0.2485    | 0.4441     | 0.5444    | 0.6187       | 0.7453           | 0.2463          | 0.4222              | 0.2447     | 0.4313         | 0.2574      | 0.4065          | 0.2947   | 0.3812       |
+| 0.6167        | 76.0  | 8588  | 1.2303          | 0.3346 | 0.6517 | 0.2825 | 0.1545    | 0.2937     | 0.4424    | 0.3263 | 0.4555 | 0.4683  | 0.2303    | 0.4282     | 0.5415    | 0.618        | 0.7419           | 0.2297          | 0.3622              | 0.2455     | 0.4152         | 0.2763      | 0.4355          | 0.3037   | 0.3867       |
+| 0.5939        | 77.0  | 8701  | 1.2203          | 0.3313 | 0.6397 | 0.2713 | 0.1517    | 0.2732     | 0.44      | 0.3303 | 0.4583 | 0.4722  | 0.2231    | 0.4332     | 0.5475    | 0.619        | 0.7513           | 0.2522          | 0.3933              | 0.2435     | 0.4125         | 0.2494      | 0.4226          | 0.2921   | 0.3812       |
+| 0.6122        | 78.0  | 8814  | 1.1937          | 0.3317 | 0.6418 | 0.2754 | 0.1582    | 0.2865     | 0.4423    | 0.3271 | 0.4586 | 0.471   | 0.2197    | 0.4369     | 0.5515    | 0.6231       | 0.747            | 0.2383          | 0.3778              | 0.2587     | 0.4375         | 0.262       | 0.4161          | 0.2763   | 0.3766       |
+| 0.6187        | 79.0  | 8927  | 1.1990          | 0.3332 | 0.6435 | 0.2799 | 0.1493    | 0.2943     | 0.4383    | 0.3209 | 0.4663 | 0.4792  | 0.2326    | 0.4434     | 0.5579    | 0.6249       | 0.7487           | 0.2427          | 0.3978              | 0.2463     | 0.425          | 0.2629      | 0.4419          | 0.2891   | 0.3828       |
+| 0.5885        | 80.0  | 9040  | 1.2236          | 0.3314 | 0.6388 | 0.2769 | 0.1493    | 0.291      | 0.4381    | 0.3241 | 0.4555 | 0.4665  | 0.2253    | 0.4252     | 0.5492    | 0.627        | 0.7393           | 0.2241          | 0.3778              | 0.2436     | 0.425          | 0.274       | 0.4161          | 0.2881   | 0.3742       |
+| 0.6073        | 81.0  | 9153  | 1.2042          | 0.3364 | 0.6497 | 0.2837 | 0.1547    | 0.2934     | 0.4473    | 0.3282 | 0.4707 | 0.4769  | 0.2323    | 0.4347     | 0.5573    | 0.6286       | 0.7556           | 0.2414          | 0.4044              | 0.2459     | 0.4071         | 0.2683      | 0.4323          | 0.2978   | 0.3852       |
+| 0.5646        | 82.0  | 9266  | 1.2031          | 0.3387 | 0.6574 | 0.285  | 0.1574    | 0.2882     | 0.4587    | 0.331  | 0.4597 | 0.4715  | 0.2346    | 0.4239     | 0.5582    | 0.6299       | 0.7547           | 0.2393          | 0.3911              | 0.2625     | 0.4321         | 0.2642      | 0.3935          | 0.2975   | 0.3859       |
+| 0.5708        | 83.0  | 9379  | 1.2124          | 0.3324 | 0.6528 | 0.2705 | 0.1551    | 0.2813     | 0.4433    | 0.3209 | 0.461  | 0.4695  | 0.2462    | 0.4274     | 0.5444    | 0.6263       | 0.7436           | 0.2345          | 0.3911              | 0.2509     | 0.4205         | 0.2491      | 0.4032          | 0.301    | 0.3891       |
+| 0.5773        | 84.0  | 9492  | 1.1906          | 0.3376 | 0.666  | 0.2818 | 0.1472    | 0.2899     | 0.4477    | 0.3219 | 0.4606 | 0.471   | 0.2281    | 0.4302     | 0.5493    | 0.6244       | 0.7479           | 0.2462          | 0.3978              | 0.2535     | 0.4143         | 0.2581      | 0.4             | 0.3057   | 0.3953       |
+| 0.5543        | 85.0  | 9605  | 1.2046          | 0.3428 | 0.6582 | 0.2698 | 0.1508    | 0.2933     | 0.454     | 0.3291 | 0.4646 | 0.4759  | 0.2191    | 0.4361     | 0.5591    | 0.6232       | 0.7402           | 0.2515          | 0.4178              | 0.2599     | 0.4268         | 0.2777      | 0.4065          | 0.3018   | 0.3883       |
+| 0.5973        | 86.0  | 9718  | 1.2038          | 0.3385 | 0.6582 | 0.2714 | 0.1435    | 0.2858     | 0.4542    | 0.327  | 0.4608 | 0.4747  | 0.2234    | 0.4259     | 0.5625    | 0.6266       | 0.7573           | 0.2487          | 0.3933              | 0.2435     | 0.4098         | 0.2694      | 0.4194          | 0.3041   | 0.3938       |
+| 0.5619        | 87.0  | 9831  | 1.2159          | 0.339  | 0.6565 | 0.2742 | 0.144     | 0.2878     | 0.4548    | 0.3253 | 0.459  | 0.4696  | 0.2254    | 0.4333     | 0.5523    | 0.629        | 0.7556           | 0.2378          | 0.3844              | 0.2494     | 0.4143         | 0.2763      | 0.4065          | 0.3027   | 0.3875       |
+| 0.5796        | 88.0  | 9944  | 1.1999          | 0.3374 | 0.651  | 0.2909 | 0.1449    | 0.2823     | 0.4578    | 0.3238 | 0.4534 | 0.4654  | 0.2145    | 0.4179     | 0.554     | 0.6329       | 0.7496           | 0.2354          | 0.3711              | 0.2519     | 0.4232         | 0.2743      | 0.4032          | 0.2926   | 0.3797       |
+| 0.554         | 89.0  | 10057 | 1.2065          | 0.3422 | 0.6574 | 0.3022 | 0.1497    | 0.2888     | 0.4616    | 0.3319 | 0.4593 | 0.4679  | 0.2118    | 0.4235     | 0.5572    | 0.6339       | 0.7513           | 0.2439          | 0.3778              | 0.2495     | 0.4107         | 0.2795      | 0.4129          | 0.3042   | 0.3867       |
+| 0.5481        | 90.0  | 10170 | 1.1607          | 0.3373 | 0.6593 | 0.2798 | 0.1493    | 0.2966     | 0.4471    | 0.3241 | 0.4635 | 0.4748  | 0.222     | 0.4385     | 0.558     | 0.6301       | 0.753            | 0.2433          | 0.3867              | 0.2465     | 0.4179         | 0.2636      | 0.4226          | 0.3032   | 0.3938       |
+| 0.5426        | 91.0  | 10283 | 1.1744          | 0.339  | 0.6672 | 0.2894 | 0.1594    | 0.2944     | 0.452     | 0.3246 | 0.4655 | 0.4746  | 0.2289    | 0.4385     | 0.5564    | 0.6331       | 0.7581           | 0.2439          | 0.3889              | 0.2534     | 0.4143         | 0.2588      | 0.4226          | 0.306    | 0.3891       |
+| 0.5652        | 92.0  | 10396 | 1.1867          | 0.3395 | 0.6572 | 0.2944 | 0.1582    | 0.2849     | 0.4554    | 0.3244 | 0.4651 | 0.4749  | 0.2283    | 0.4301     | 0.5623    | 0.6309       | 0.7547           | 0.2436          | 0.4                 | 0.2521     | 0.4089         | 0.2656      | 0.4194          | 0.3053   | 0.3914       |
+| 0.5433        | 93.0  | 10509 | 1.1888          | 0.3353 | 0.653  | 0.2858 | 0.1557    | 0.2878     | 0.4439    | 0.3212 | 0.4573 | 0.4686  | 0.2309    | 0.425      | 0.555     | 0.632        | 0.7513           | 0.2388          | 0.3756              | 0.249      | 0.4143         | 0.2574      | 0.4161          | 0.2991   | 0.3859       |
+| 0.5693        | 94.0  | 10622 | 1.1987          | 0.3372 | 0.6582 | 0.281  | 0.1534    | 0.2928     | 0.4471    | 0.3217 | 0.4611 | 0.4692  | 0.2256    | 0.4276     | 0.554     | 0.6335       | 0.7487           | 0.2359          | 0.3822              | 0.2478     | 0.4107         | 0.2642      | 0.4129          | 0.3044   | 0.3914       |
+| 0.543         | 95.0  | 10735 | 1.1947          | 0.3428 | 0.6632 | 0.2902 | 0.1601    | 0.2928     | 0.4537    | 0.3243 | 0.4639 | 0.4745  | 0.2352    | 0.4286     | 0.56      | 0.631        | 0.7504           | 0.2442          | 0.3956              | 0.2571     | 0.4187         | 0.2816      | 0.4194          | 0.2999   | 0.3883       |
+| 0.5518        | 96.0  | 10848 | 1.1989          | 0.3409 | 0.6609 | 0.2835 | 0.167     | 0.2908     | 0.449     | 0.3257 | 0.4606 | 0.4733  | 0.2408    | 0.4327     | 0.5533    | 0.6349       | 0.7538           | 0.2424          | 0.3978              | 0.2541     | 0.417          | 0.2733      | 0.4129          | 0.2996   | 0.3852       |
+| 0.5464        | 97.0  | 10961 | 1.1887          | 0.3386 | 0.6582 | 0.2824 | 0.1529    | 0.2918     | 0.4497    | 0.3243 | 0.4621 | 0.4697  | 0.2325    | 0.431      | 0.5502    | 0.6356       | 0.753            | 0.2428          | 0.3911              | 0.2463     | 0.4062         | 0.266       | 0.4097          | 0.3025   | 0.3883       |
+| 0.5682        | 98.0  | 11074 | 1.1748          | 0.3391 | 0.6599 | 0.2875 | 0.1581    | 0.2884     | 0.4554    | 0.325  | 0.4646 | 0.4739  | 0.2345    | 0.4321     | 0.5595    | 0.6333       | 0.753            | 0.2474          | 0.4067              | 0.2461     | 0.4062         | 0.2654      | 0.4129          | 0.3036   | 0.3906       |
+| 0.5451        | 99.0  | 11187 | 1.1832          | 0.3413 | 0.6596 | 0.2887 | 0.163     | 0.2876     | 0.4554    | 0.3251 | 0.4621 | 0.471   | 0.2345    | 0.4339     | 0.5484    | 0.6386       | 0.7521           | 0.2494          | 0.3844              | 0.2496     | 0.4116         | 0.267       | 0.4194          | 0.3019   | 0.3875       |
+| 0.53          | 100.0 | 11300 | 1.1847          | 0.3393 | 0.6595 | 0.279  | 0.1574    | 0.2861     | 0.4521    | 0.326  | 0.4623 | 0.4718  | 0.2338    | 0.4352     | 0.549     | 0.6365       | 0.7513           | 0.2491          | 0.3844              | 0.2464     | 0.4107         | 0.2613      | 0.4226          | 0.3034   | 0.3898       |
 
 
 ### Framework versions

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9cc6e3eb5b273e4ee01b95198c026ccc787336583fee09cfccfb5f01fb398bc7
+oid sha256:6c330a451eea4d79ac6e743a24d11c22b454bddebfa43626f847b6084f109c2c
 size 166498936