pytorch generated_from_trainer dataset:bionlp2004 license:apache-2.0 region:us
---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- bionlp2004
metrics:
- precision
- recall
- f1
- accuracy
model-index:
- name: test_16_8310
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# test_16_8310

This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the bionlp2004 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5973
- Precision: 0.7900
- Recall: 0.8102
- F1: 0.8000
- Accuracy: 0.9453

## 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: 0.001
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1000

### Training results

| Training Loss | Epoch  | Step   | Validation Loss | Precision | Recall | F1     | Accuracy |
|:-------------:|:------:|:------:|:---------------:|:---------:|:------:|:------:|:--------:|
| 0.3128        | 1.0    | 520    | 0.1908          | 0.7000    | 0.7544 | 0.7262 | 0.9357   |
| 0.2016        | 2.0    | 1040   | 0.1796          | 0.7012    | 0.7929 | 0.7443 | 0.9386   |
| 0.1808        | 3.0    | 1560   | 0.1743          | 0.7332    | 0.7853 | 0.7584 | 0.9395   |
| 0.165         | 4.0    | 2080   | 0.1752          | 0.7443    | 0.7857 | 0.7644 | 0.9405   |
| 0.1532        | 5.0    | 2600   | 0.1792          | 0.7240    | 0.7972 | 0.7588 | 0.9403   |
| 0.1499        | 6.0    | 3120   | 0.1727          | 0.7331    | 0.8230 | 0.7754 | 0.9439   |
| 0.137         | 7.0    | 3640   | 0.2022          | 0.7315    | 0.7906 | 0.7599 | 0.9406   |
| 0.1353        | 8.0    | 4160   | 0.1872          | 0.7390    | 0.8138 | 0.7746 | 0.9413   |
| 0.1255        | 9.0    | 4680   | 0.1892          | 0.7470    | 0.7965 | 0.7710 | 0.9432   |
| 0.1225        | 10.0   | 5200   | 0.2027          | 0.7298    | 0.8095 | 0.7676 | 0.9396   |
| 0.1193        | 11.0   | 5720   | 0.1940          | 0.7488    | 0.7922 | 0.7699 | 0.9417   |
| 0.1181        | 12.0   | 6240   | 0.2030          | 0.7381    | 0.8095 | 0.7721 | 0.9413   |
| 0.1102        | 13.0   | 6760   | 0.2055          | 0.7598    | 0.7691 | 0.7645 | 0.9417   |
| 0.1096        | 14.0   | 7280   | 0.1908          | 0.7598    | 0.7821 | 0.7708 | 0.9431   |
| 0.1022        | 15.0   | 7800   | 0.2060          | 0.7506    | 0.8033 | 0.7761 | 0.9428   |
| 0.0999        | 16.0   | 8320   | 0.2178          | 0.7498    | 0.8021 | 0.7751 | 0.9430   |
| 0.0973        | 17.0   | 8840   | 0.1970          | 0.7414    | 0.7992 | 0.7692 | 0.9413   |
| 0.0936        | 18.0   | 9360   | 0.2034          | 0.7468    | 0.8116 | 0.7779 | 0.9429   |
| 0.0941        | 19.0   | 9880   | 0.2071          | 0.7677    | 0.7875 | 0.7775 | 0.9429   |
| 0.0926        | 20.0   | 10400  | 0.2142          | 0.7595    | 0.8026 | 0.7805 | 0.9416   |
| 0.0918        | 21.0   | 10920  | 0.2080          | 0.7504    | 0.7904 | 0.7699 | 0.9429   |
| 0.0868        | 22.0   | 11440  | 0.2439          | 0.7368    | 0.8055 | 0.7696 | 0.9375   |
| 0.0859        | 23.0   | 11960  | 0.2389          | 0.7208    | 0.7886 | 0.7532 | 0.9371   |
| 0.0833        | 24.0   | 12480  | 0.2271          | 0.7596    | 0.7994 | 0.7790 | 0.9424   |
| 0.0808        | 25.0   | 13000  | 0.2268          | 0.7677    | 0.7803 | 0.7740 | 0.9404   |
| 0.076         | 26.0   | 13520  | 0.2185          | 0.7562    | 0.7949 | 0.7751 | 0.9419   |
| 0.0764        | 27.0   | 14040  | 0.2374          | 0.7593    | 0.8015 | 0.7799 | 0.9427   |
| 0.0788        | 28.0   | 14560  | 0.2270          | 0.7505    | 0.8050 | 0.7768 | 0.9411   |
| 0.0741        | 29.0   | 15080  | 0.2386          | 0.7642    | 0.7974 | 0.7805 | 0.9430   |
| 0.0714        | 30.0   | 15600  | 0.2388          | 0.7630    | 0.7902 | 0.7764 | 0.9419   |
| 0.0708        | 31.0   | 16120  | 0.2473          | 0.7436    | 0.7985 | 0.7701 | 0.9411   |
| 0.0714        | 32.0   | 16640  | 0.2620          | 0.7514    | 0.7812 | 0.7660 | 0.9386   |
| 0.0698        | 33.0   | 17160  | 0.2393          | 0.7454    | 0.7870 | 0.7656 | 0.9401   |
| 0.0686        | 34.0   | 17680  | 0.2419          | 0.7591    | 0.8014 | 0.7797 | 0.9422   |
| 0.0688        | 35.0   | 18200  | 0.2617          | 0.7487    | 0.7918 | 0.7696 | 0.9404   |
| 0.0674        | 36.0   | 18720  | 0.2437          | 0.7662    | 0.7972 | 0.7814 | 0.9428   |
| 0.0682        | 37.0   | 19240  | 0.2526          | 0.7484    | 0.8014 | 0.7740 | 0.9408   |
| 0.0638        | 38.0   | 19760  | 0.2322          | 0.7510    | 0.8075 | 0.7782 | 0.9415   |
| 0.0646        | 39.0   | 20280  | 0.2567          | 0.7603    | 0.7790 | 0.7695 | 0.9416   |
| 0.0635        | 40.0   | 20800  | 0.2626          | 0.7629    | 0.7592 | 0.7611 | 0.9385   |
| 0.0639        | 41.0   | 21320  | 0.2460          | 0.7463    | 0.7976 | 0.7711 | 0.9416   |
| 0.061         | 42.0   | 21840  | 0.2589          | 0.7609    | 0.8023 | 0.7810 | 0.9428   |
| 0.0604        | 43.0   | 22360  | 0.2466          | 0.7458    | 0.8093 | 0.7762 | 0.9408   |
| 0.0612        | 44.0   | 22880  | 0.2454          | 0.7641    | 0.7943 | 0.7789 | 0.9427   |
| 0.0598        | 45.0   | 23400  | 0.2619          | 0.7606    | 0.7965 | 0.7781 | 0.9422   |
| 0.061         | 46.0   | 23920  | 0.2558          | 0.7577    | 0.7942 | 0.7755 | 0.9421   |
| 0.0574        | 47.0   | 24440  | 0.2665          | 0.7621    | 0.8156 | 0.7879 | 0.9433   |
| 0.0603        | 48.0   | 24960  | 0.2642          | 0.7493    | 0.8014 | 0.7745 | 0.9412   |
| 0.0589        | 49.0   | 25480  | 0.2546          | 0.7594    | 0.7933 | 0.7759 | 0.9424   |
| 0.0557        | 50.0   | 26000  | 0.2853          | 0.7565    | 0.7792 | 0.7677 | 0.9396   |
| 0.0546        | 51.0   | 26520  | 0.2705          | 0.7611    | 0.7875 | 0.7741 | 0.9411   |
| 0.053         | 52.0   | 27040  | 0.2390          | 0.7527    | 0.7952 | 0.7734 | 0.9415   |
| 0.0568        | 53.0   | 27560  | 0.2507          | 0.7534    | 0.7715 | 0.7623 | 0.9398   |
| 0.0545        | 54.0   | 28080  | 0.2770          | 0.7447    | 0.8163 | 0.7789 | 0.9425   |
| 0.0546        | 55.0   | 28600  | 0.2734          | 0.7551    | 0.8046 | 0.7791 | 0.9420   |
| 0.0522        | 56.0   | 29120  | 0.2784          | 0.7681    | 0.7870 | 0.7774 | 0.9413   |
| 0.0507        | 57.0   | 29640  | 0.2743          | 0.7436    | 0.7994 | 0.7705 | 0.9399   |
| 0.0545        | 58.0   | 30160  | 0.2857          | 0.7627    | 0.8006 | 0.7812 | 0.9415   |
| 0.0523        | 59.0   | 30680  | 0.2966          | 0.7688    | 0.7846 | 0.7766 | 0.9415   |
| 0.0521        | 60.0   | 31200  | 0.2925          | 0.7572    | 0.7744 | 0.7657 | 0.9394   |
| 0.052         | 61.0   | 31720  | 0.2791          | 0.7523    | 0.8071 | 0.7787 | 0.9411   |
| 0.0506        | 62.0   | 32240  | 0.2809          | 0.7584    | 0.7909 | 0.7743 | 0.9401   |
| 0.0521        | 63.0   | 32760  | 0.2851          | 0.7467    | 0.7888 | 0.7671 | 0.9399   |
| 0.0502        | 64.0   | 33280  | 0.2546          | 0.7573    | 0.7969 | 0.7766 | 0.9414   |
| 0.0504        | 65.0   | 33800  | 0.2938          | 0.7508    | 0.8080 | 0.7784 | 0.9409   |
| 0.0495        | 66.0   | 34320  | 0.2880          | 0.7570    | 0.7673 | 0.7621 | 0.9387   |
| 0.0482        | 67.0   | 34840  | 0.2897          | 0.7592    | 0.8107 | 0.7841 | 0.9426   |
| 0.0486        | 68.0   | 35360  | 0.2798          | 0.7523    | 0.7958 | 0.7734 | 0.9414   |
| 0.0499        | 69.0   | 35880  | 0.2846          | 0.7657    | 0.7670 | 0.7664 | 0.9385   |
| 0.0493        | 70.0   | 36400  | 0.3083          | 0.7416    | 0.8028 | 0.7710 | 0.9391   |
| 0.0488        | 71.0   | 36920  | 0.2982          | 0.7518    | 0.8115 | 0.7805 | 0.9413   |
| 0.0501        | 72.0   | 37440  | 0.3002          | 0.7402    | 0.7891 | 0.7639 | 0.9382   |
| 0.0454        | 73.0   | 37960  | 0.3033          | 0.7591    | 0.7816 | 0.7702 | 0.9399   |
| 0.0479        | 74.0   | 38480  | 0.2778          | 0.7640    | 0.7888 | 0.7762 | 0.9408   |
| 0.0442        | 75.0   | 39000  | 0.2826          | 0.7528    | 0.7936 | 0.7727 | 0.9413   |
| 0.0471        | 76.0   | 39520  | 0.2868          | 0.7577    | 0.7850 | 0.7711 | 0.9409   |
| 0.0459        | 77.0   | 40040  | 0.2846          | 0.7628    | 0.7843 | 0.7734 | 0.9410   |
| 0.0469        | 78.0   | 40560  | 0.2709          | 0.7674    | 0.7967 | 0.7818 | 0.9441   |
| 0.0432        | 79.0   | 41080  | 0.2847          | 0.7540    | 0.7884 | 0.7708 | 0.9401   |
| 0.0457        | 80.0   | 41600  | 0.2854          | 0.7597    | 0.8008 | 0.7797 | 0.9415   |
| 0.0455        | 81.0   | 42120  | 0.3083          | 0.7444    | 0.7895 | 0.7663 | 0.9375   |
| 0.0455        | 82.0   | 42640  | 0.2916          | 0.7573    | 0.7852 | 0.7710 | 0.9413   |
| 0.0436        | 83.0   | 43160  | 0.3008          | 0.7664    | 0.8033 | 0.7844 | 0.9417   |
| 0.0428        | 84.0   | 43680  | 0.2862          | 0.7750    | 0.7891 | 0.7820 | 0.9413   |
| 0.0429        | 85.0   | 44200  | 0.2701          | 0.7599    | 0.7870 | 0.7732 | 0.9413   |
| 0.0443        | 86.0   | 44720  | 0.3193          | 0.7505    | 0.8138 | 0.7809 | 0.9412   |
| 0.0409        | 87.0   | 45240  | 0.2925          | 0.7767    | 0.8019 | 0.7891 | 0.9436   |
| 0.0452        | 88.0   | 45760  | 0.2972          | 0.7671    | 0.8032 | 0.7847 | 0.9431   |
| 0.0425        | 89.0   | 46280  | 0.2919          | 0.7639    | 0.7999 | 0.7815 | 0.9416   |
| 0.0413        | 90.0   | 46800  | 0.3037          | 0.7703    | 0.8015 | 0.7856 | 0.9426   |
| 0.0421        | 91.0   | 47320  | 0.2667          | 0.7699    | 0.7918 | 0.7807 | 0.9424   |
| 0.0424        | 92.0   | 47840  | 0.2994          | 0.7609    | 0.7700 | 0.7654 | 0.9378   |
| 0.0413        | 93.0   | 48360  | 0.3057          | 0.7596    | 0.8102 | 0.7841 | 0.9413   |
| 0.041         | 94.0   | 48880  | 0.3024          | 0.7605    | 0.8057 | 0.7824 | 0.9430   |
| 0.0399        | 95.0   | 49400  | 0.2936          | 0.7558    | 0.8032 | 0.7788 | 0.9429   |
| 0.0434        | 96.0   | 49920  | 0.3116          | 0.7555    | 0.7987 | 0.7765 | 0.9419   |
| 0.0436        | 97.0   | 50440  | 0.2943          | 0.7601    | 0.8046 | 0.7817 | 0.9431   |
| 0.0398        | 98.0   | 50960  | 0.2981          | 0.7654    | 0.8026 | 0.7836 | 0.9428   |
| 0.0394        | 99.0   | 51480  | 0.2769          | 0.7582    | 0.8039 | 0.7804 | 0.9438   |
| 0.0403        | 100.0  | 52000  | 0.3074          | 0.7658    | 0.7895 | 0.7774 | 0.9405   |
| 0.04          | 101.0  | 52520  | 0.3068          | 0.7612    | 0.7762 | 0.7686 | 0.9405   |
| 0.0409        | 102.0  | 53040  | 0.3041          | 0.7699    | 0.7904 | 0.7800 | 0.9425   |
| 0.04          | 103.0  | 53560  | 0.3214          | 0.7679    | 0.7979 | 0.7827 | 0.9419   |
| 0.0379        | 104.0  | 54080  | 0.2916          | 0.7646    | 0.8019 | 0.7828 | 0.9429   |
| 0.0374        | 105.0  | 54600  | 0.3028          | 0.7642    | 0.7886 | 0.7762 | 0.9415   |
| 0.041         | 106.0  | 55120  | 0.3001          | 0.7489    | 0.8012 | 0.7741 | 0.9408   |
| 0.037         | 107.0  | 55640  | 0.2978          | 0.7366    | 0.7832 | 0.7592 | 0.9385   |
| 0.039         | 108.0  | 56160  | 0.3225          | 0.7501    | 0.7936 | 0.7713 | 0.9398   |
| 0.0388        | 109.0  | 56680  | 0.3043          | 0.7517    | 0.7855 | 0.7682 | 0.9400   |
| 0.0376        | 110.0  | 57200  | 0.3284          | 0.7630    | 0.8014 | 0.7817 | 0.9417   |
| 0.0374        | 111.0  | 57720  | 0.2944          | 0.7613    | 0.7855 | 0.7732 | 0.9408   |
| 0.0404        | 112.0  | 58240  | 0.3156          | 0.7648    | 0.7787 | 0.7717 | 0.9404   |
| 0.0377        | 113.0  | 58760  | 0.3264          | 0.7590    | 0.7839 | 0.7713 | 0.9388   |
| 0.0376        | 114.0  | 59280  | 0.3020          | 0.7434    | 0.7940 | 0.7679 | 0.9391   |
| 0.0368        | 115.0  | 59800  | 0.3328          | 0.7542    | 0.7747 | 0.7643 | 0.9379   |
| 0.0355        | 116.0  | 60320  | 0.2885          | 0.7610    | 0.7999 | 0.7800 | 0.9419   |
| 0.038         | 117.0  | 60840  | 0.3088          | 0.7773    | 0.7668 | 0.7720 | 0.9390   |
| 0.0367        | 118.0  | 61360  | 0.3168          | 0.7488    | 0.8015 | 0.7743 | 0.9399   |
| 0.0399        | 119.0  | 61880  | 0.3039          | 0.7705    | 0.7889 | 0.7796 | 0.9414   |
| 0.0363        | 120.0  | 62400  | 0.2974          | 0.7725    | 0.7859 | 0.7791 | 0.9424   |
| 0.0364        | 121.0  | 62920  | 0.3161          | 0.7670    | 0.7974 | 0.7819 | 0.9418   |
| 0.0354        | 122.0  | 63440  | 0.3180          | 0.7624    | 0.7976 | 0.7796 | 0.9413   |
| 0.0361        | 123.0  | 63960  | 0.2962          | 0.7811    | 0.8005 | 0.7906 | 0.9438   |
| 0.0364        | 124.0  | 64480  | 0.2971          | 0.7584    | 0.8057 | 0.7813 | 0.9418   |
| 0.0357        | 125.0  | 65000  | 0.3017          | 0.7587    | 0.7933 | 0.7756 | 0.9409   |
| 0.0358        | 126.0  | 65520  | 0.3169          | 0.7625    | 0.8053 | 0.7833 | 0.9429   |
| 0.0334        | 127.0  | 66040  | 0.3084          | 0.7662    | 0.7884 | 0.7771 | 0.9422   |
| 0.0351        | 128.0  | 66560  | 0.3188          | 0.7605    | 0.7913 | 0.7756 | 0.9408   |
| 0.0348        | 129.0  | 67080  | 0.3306          | 0.7669    | 0.7920 | 0.7792 | 0.9405   |
| 0.0341        | 130.0  | 67600  | 0.3175          | 0.7744    | 0.7900 | 0.7821 | 0.9418   |
| 0.0356        | 131.0  | 68120  | 0.3093          | 0.7585    | 0.7911 | 0.7744 | 0.9406   |
| 0.0352        | 132.0  | 68640  | 0.2964          | 0.7503    | 0.7862 | 0.7679 | 0.9404   |
| 0.0365        | 133.0  | 69160  | 0.3076          | 0.7650    | 0.8068 | 0.7853 | 0.9431   |
| 0.035         | 134.0  | 69680  | 0.3078          | 0.7524    | 0.7902 | 0.7708 | 0.9411   |
| 0.0369        | 135.0  | 70200  | 0.3094          | 0.7588    | 0.8039 | 0.7807 | 0.9432   |
| 0.034         | 136.0  | 70720  | 0.3108          | 0.7525    | 0.7945 | 0.7730 | 0.9412   |
| 0.0324        | 137.0  | 71240  | 0.3269          | 0.7701    | 0.8143 | 0.7916 | 0.9439   |
| 0.0313        | 138.0  | 71760  | 0.3086          | 0.7592    | 0.8030 | 0.7805 | 0.9417   |
| 0.0344        | 139.0  | 72280  | 0.3255          | 0.7570    | 0.7976 | 0.7767 | 0.9412   |
| 0.0345        | 140.0  | 72800  | 0.3340          | 0.7523    | 0.8003 | 0.7756 | 0.9408   |
| 0.0351        | 141.0  | 73320  | 0.3213          | 0.7530    | 0.8116 | 0.7812 | 0.9412   |
| 0.0331        | 142.0  | 73840  | 0.3070          | 0.7736    | 0.7933 | 0.7833 | 0.9435   |
| 0.0321        | 143.0  | 74360  | 0.3231          | 0.7555    | 0.8118 | 0.7826 | 0.9423   |
| 0.0349        | 144.0  | 74880  | 0.3067          | 0.7746    | 0.7985 | 0.7864 | 0.9445   |
| 0.0329        | 145.0  | 75400  | 0.3012          | 0.7680    | 0.7927 | 0.7802 | 0.9425   |
| 0.0335        | 146.0  | 75920  | 0.3281          | 0.7711    | 0.7882 | 0.7796 | 0.9424   |
| 0.0317        | 147.0  | 76440  | 0.3194          | 0.7497    | 0.8194 | 0.7830 | 0.9433   |
| 0.0337        | 148.0  | 76960  | 0.3290          | 0.7562    | 0.7954 | 0.7753 | 0.9398   |
| 0.0322        | 149.0  | 77480  | 0.3135          | 0.7516    | 0.8006 | 0.7754 | 0.9410   |
| 0.0299        | 150.0  | 78000  | 0.3293          | 0.7542    | 0.7992 | 0.7761 | 0.9414   |
| 0.0316        | 151.0  | 78520  | 0.3109          | 0.7612    | 0.7888 | 0.7747 | 0.9418   |
| 0.0324        | 152.0  | 79040  | 0.3335          | 0.7694    | 0.8152 | 0.7916 | 0.9441   |
| 0.0314        | 153.0  | 79560  | 0.3281          | 0.7660    | 0.7981 | 0.7817 | 0.9412   |
| 0.0315        | 154.0  | 80080  | 0.3128          | 0.7702    | 0.7974 | 0.7836 | 0.9428   |
| 0.0321        | 155.0  | 80600  | 0.3067          | 0.7589    | 0.8039 | 0.7808 | 0.9419   |
| 0.0297        | 156.0  | 81120  | 0.3283          | 0.7736    | 0.7981 | 0.7857 | 0.9424   |
| 0.0304        | 157.0  | 81640  | 0.3185          | 0.7721    | 0.8097 | 0.7904 | 0.9438   |
| 0.0319        | 158.0  | 82160  | 0.3349          | 0.7688    | 0.8028 | 0.7854 | 0.9433   |
| 0.0317        | 159.0  | 82680  | 0.3039          | 0.7485    | 0.7981 | 0.7725 | 0.9401   |
| 0.0312        | 160.0  | 83200  | 0.3339          | 0.7682    | 0.7956 | 0.7817 | 0.9424   |
| 0.0294        | 161.0  | 83720  | 0.3281          | 0.7556    | 0.8070 | 0.7805 | 0.9418   |
| 0.0303        | 162.0  | 84240  | 0.3139          | 0.7734    | 0.7940 | 0.7835 | 0.9418   |
| 0.0308        | 163.0  | 84760  | 0.3343          | 0.7666    | 0.8061 | 0.7858 | 0.9413   |
| 0.0309        | 164.0  | 85280  | 0.3271          | 0.7768    | 0.8017 | 0.7891 | 0.9424   |
| 0.0322        | 165.0  | 85800  | 0.3082          | 0.7707    | 0.7922 | 0.7813 | 0.9412   |
| 0.0313        | 166.0  | 86320  | 0.3238          | 0.7679    | 0.8001 | 0.7837 | 0.9425   |
| 0.0272        | 167.0  | 86840  | 0.3361          | 0.7697    | 0.7846 | 0.7771 | 0.9417   |
| 0.0307        | 168.0  | 87360  | 0.3400          | 0.7692    | 0.7981 | 0.7834 | 0.9419   |
| 0.0304        | 169.0  | 87880  | 0.3172          | 0.7813    | 0.7943 | 0.7877 | 0.9436   |
| 0.0292        | 170.0  | 88400  | 0.3199          | 0.7666    | 0.8120 | 0.7886 | 0.9434   |
| 0.0301        | 171.0  | 88920  | 0.3307          | 0.7761    | 0.7864 | 0.7812 | 0.9404   |
| 0.0318        | 172.0  | 89440  | 0.3258          | 0.7600    | 0.8062 | 0.7824 | 0.9411   |
| 0.0303        | 173.0  | 89960  | 0.3358          | 0.7678    | 0.7997 | 0.7835 | 0.9412   |
| 0.0287        | 174.0  | 90480  | 0.3400          | 0.7641    | 0.7821 | 0.7730 | 0.9395   |
| 0.0298        | 175.0  | 91000  | 0.3481          | 0.7635    | 0.7972 | 0.7800 | 0.9411   |
| 0.0299        | 176.0  | 91520  | 0.3575          | 0.7673    | 0.7898 | 0.7784 | 0.9404   |
| 0.0287        | 177.0  | 92040  | 0.3164          | 0.7658    | 0.8024 | 0.7837 | 0.9422   |
| 0.0295        | 178.0  | 92560  | 0.3089          | 0.7704    | 0.8089 | 0.7892 | 0.9423   |
| 0.0309        | 179.0  | 93080  | 0.3297          | 0.7726    | 0.8048 | 0.7884 | 0.9421   |
| 0.0283        | 180.0  | 93600  | 0.3134          | 0.7615    | 0.7981 | 0.7794 | 0.9425   |
| 0.0299        | 181.0  | 94120  | 0.3228          | 0.7719    | 0.8012 | 0.7863 | 0.9431   |
| 0.0293        | 182.0  | 94640  | 0.3002          | 0.7681    | 0.7981 | 0.7828 | 0.9427   |
| 0.029         | 183.0  | 95160  | 0.3341          | 0.7697    | 0.8127 | 0.7906 | 0.9434   |
| 0.0277        | 184.0  | 95680  | 0.3371          | 0.7604    | 0.8129 | 0.7858 | 0.9420   |
| 0.0273        | 185.0  | 96200  | 0.3350          | 0.7659    | 0.8059 | 0.7854 | 0.9424   |
| 0.027         | 186.0  | 96720  | 0.3494          | 0.7684    | 0.8032 | 0.7854 | 0.9409   |
| 0.0277        | 187.0  | 97240  | 0.3522          | 0.7730    | 0.7826 | 0.7778 | 0.9395   |
| 0.0289        | 188.0  | 97760  | 0.3412          | 0.7517    | 0.8052 | 0.7775 | 0.9410   |
| 0.0271        | 189.0  | 98280  | 0.3240          | 0.7695    | 0.8032 | 0.7860 | 0.9421   |
| 0.0286        | 190.0  | 98800  | 0.3355          | 0.7706    | 0.8052 | 0.7875 | 0.9421   |
| 0.0278        | 191.0  | 99320  | 0.3188          | 0.7534    | 0.7996 | 0.7758 | 0.9399   |
| 0.0276        | 192.0  | 99840  | 0.3330          | 0.7620    | 0.7888 | 0.7752 | 0.9408   |
| 0.0277        | 193.0  | 100360 | 0.3524          | 0.7654    | 0.7983 | 0.7815 | 0.9414   |
| 0.0283        | 194.0  | 100880 | 0.3421          | 0.7617    | 0.7898 | 0.7755 | 0.9400   |
| 0.0275        | 195.0  | 101400 | 0.3438          | 0.7765    | 0.8102 | 0.7930 | 0.9445   |
| 0.0267        | 196.0  | 101920 | 0.3329          | 0.7774    | 0.8073 | 0.7920 | 0.9432   |
| 0.0264        | 197.0  | 102440 | 0.3346          | 0.7600    | 0.7907 | 0.7750 | 0.9408   |
| 0.0268        | 198.0  | 102960 | 0.3290          | 0.7688    | 0.8151 | 0.7913 | 0.9429   |
| 0.0258        | 199.0  | 103480 | 0.3317          | 0.7741    | 0.7978 | 0.7857 | 0.9424   |
| 0.029         | 200.0  | 104000 | 0.3227          | 0.7778    | 0.7972 | 0.7874 | 0.9426   |
| 0.0285        | 201.0  | 104520 | 0.3229          | 0.7694    | 0.8035 | 0.7861 | 0.9414   |
| 0.0258        | 202.0  | 105040 | 0.3529          | 0.7812    | 0.7846 | 0.7829 | 0.9423   |
| 0.0277        | 203.0  | 105560 | 0.3303          | 0.7786    | 0.8149 | 0.7963 | 0.9432   |
| 0.0264        | 204.0  | 106080 | 0.3153          | 0.7801    | 0.8073 | 0.7935 | 0.9439   |
| 0.026         | 205.0  | 106600 | 0.3408          | 0.7688    | 0.8120 | 0.7898 | 0.9432   |
| 0.0263        | 206.0  | 107120 | 0.3303          | 0.7738    | 0.8080 | 0.7905 | 0.9428   |
| 0.0254        | 207.0  | 107640 | 0.3386          | 0.7718    | 0.8064 | 0.7887 | 0.9435   |
| 0.0258        | 208.0  | 108160 | 0.3380          | 0.7769    | 0.8129 | 0.7945 | 0.9439   |
| 0.0239        | 209.0  | 108680 | 0.3288          | 0.7605    | 0.8093 | 0.7842 | 0.9421   |
| 0.0245        | 210.0  | 109200 | 0.3365          | 0.7645    | 0.7844 | 0.7743 | 0.9403   |
| 0.0255        | 211.0  | 109720 | 0.3518          | 0.7751    | 0.8149 | 0.7945 | 0.9446   |
| 0.0275        | 212.0  | 110240 | 0.3446          | 0.7591    | 0.7958 | 0.7770 | 0.9413   |
| 0.0252        | 213.0  | 110760 | 0.3280          | 0.7639    | 0.7934 | 0.7784 | 0.9419   |
| 0.0247        | 214.0  | 111280 | 0.3242          | 0.7705    | 0.7934 | 0.7818 | 0.9419   |
| 0.0264        | 215.0  | 111800 | 0.3310          | 0.7754    | 0.8052 | 0.7900 | 0.9427   |
| 0.0246        | 216.0  | 112320 | 0.3510          | 0.7690    | 0.8028 | 0.7856 | 0.9413   |
| 0.0257        | 217.0  | 112840 | 0.3339          | 0.7534    | 0.8242 | 0.7872 | 0.9419   |
| 0.0251        | 218.0  | 113360 | 0.3652          | 0.7578    | 0.8169 | 0.7862 | 0.9419   |
| 0.0258        | 219.0  | 113880 | 0.3502          | 0.7618    | 0.8192 | 0.7895 | 0.9438   |
| 0.0243        | 220.0  | 114400 | 0.3233          | 0.7778    | 0.8017 | 0.7896 | 0.9438   |
| 0.0249        | 221.0  | 114920 | 0.3438          | 0.7795    | 0.7893 | 0.7844 | 0.9424   |
| 0.0242        | 222.0  | 115440 | 0.3569          | 0.7588    | 0.7983 | 0.7781 | 0.9420   |
| 0.0249        | 223.0  | 115960 | 0.3479          | 0.7675    | 0.8014 | 0.7841 | 0.9418   |
| 0.0236        | 224.0  | 116480 | 0.3317          | 0.7751    | 0.8017 | 0.7882 | 0.9432   |
| 0.0252        | 225.0  | 117000 | 0.3416          | 0.7805    | 0.8006 | 0.7905 | 0.9438   |
| 0.0239        | 226.0  | 117520 | 0.3502          | 0.7656    | 0.7682 | 0.7669 | 0.9398   |
| 0.0269        | 227.0  | 118040 | 0.3436          | 0.7704    | 0.8053 | 0.7875 | 0.9434   |
| 0.0232        | 228.0  | 118560 | 0.3532          | 0.7533    | 0.7904 | 0.7714 | 0.9403   |
| 0.0243        | 229.0  | 119080 | 0.3272          | 0.7689    | 0.7963 | 0.7824 | 0.9430   |
| 0.0234        | 230.0  | 119600 | 0.3450          | 0.7597    | 0.8075 | 0.7829 | 0.9415   |
| 0.0233        | 231.0  | 120120 | 0.3180          | 0.7694    | 0.8098 | 0.7891 | 0.9436   |
| 0.0239        | 232.0  | 120640 | 0.3581          | 0.7694    | 0.8008 | 0.7848 | 0.9424   |
| 0.0246        | 233.0  | 121160 | 0.3587          | 0.7568    | 0.8048 | 0.7801 | 0.9417   |
| 0.023         | 234.0  | 121680 | 0.3415          | 0.7678    | 0.8014 | 0.7842 | 0.9425   |
| 0.0233        | 235.0  | 122200 | 0.3692          | 0.7770    | 0.7925 | 0.7847 | 0.9418   |
| 0.0237        | 236.0  | 122720 | 0.3156          | 0.7771    | 0.8006 | 0.7887 | 0.9438   |
| 0.0244        | 237.0  | 123240 | 0.3704          | 0.7612    | 0.8084 | 0.7841 | 0.9421   |
| 0.0243        | 238.0  | 123760 | 0.3318          | 0.7601    | 0.7970 | 0.7781 | 0.9415   |
| 0.0236        | 239.0  | 124280 | 0.3551          | 0.7573    | 0.8077 | 0.7817 | 0.9416   |
| 0.0233        | 240.0  | 124800 | 0.3385          | 0.7590    | 0.8071 | 0.7823 | 0.9417   |
| 0.0234        | 241.0  | 125320 | 0.3441          | 0.7620    | 0.8064 | 0.7836 | 0.9414   |
| 0.0242        | 242.0  | 125840 | 0.3593          | 0.7730    | 0.8026 | 0.7875 | 0.9428   |
| 0.0205        | 243.0  | 126360 | 0.3330          | 0.7574    | 0.8100 | 0.7828 | 0.9437   |
| 0.0238        | 244.0  | 126880 | 0.3340          | 0.7628    | 0.8098 | 0.7856 | 0.9419   |
| 0.0249        | 245.0  | 127400 | 0.3429          | 0.7702    | 0.8136 | 0.7913 | 0.9444   |
| 0.0222        | 246.0  | 127920 | 0.3390          | 0.7733    | 0.7900 | 0.7816 | 0.9425   |
| 0.0224        | 247.0  | 128440 | 0.3457          | 0.7760    | 0.7956 | 0.7857 | 0.9433   |
| 0.0205        | 248.0  | 128960 | 0.3298          | 0.7670    | 0.8021 | 0.7842 | 0.9434   |
| 0.0242        | 249.0  | 129480 | 0.3450          | 0.7650    | 0.8010 | 0.7826 | 0.9428   |
| 0.0221        | 250.0  | 130000 | 0.3366          | 0.7731    | 0.7812 | 0.7771 | 0.9416   |
| 0.0218        | 251.0  | 130520 | 0.3661          | 0.7603    | 0.7938 | 0.7767 | 0.9412   |
| 0.0218        | 252.0  | 131040 | 0.3541          | 0.7675    | 0.8014 | 0.7841 | 0.9436   |
| 0.0223        | 253.0  | 131560 | 0.3707          | 0.7703    | 0.7922 | 0.7811 | 0.9429   |
| 0.0222        | 254.0  | 132080 | 0.3345          | 0.7763    | 0.7967 | 0.7863 | 0.9432   |
| 0.0225        | 255.0  | 132600 | 0.3624          | 0.7666    | 0.8019 | 0.7838 | 0.9418   |
| 0.0208        | 256.0  | 133120 | 0.3190          | 0.7799    | 0.7997 | 0.7897 | 0.9432   |
| 0.0226        | 257.0  | 133640 | 0.3467          | 0.7766    | 0.7958 | 0.7861 | 0.9422   |
| 0.0231        | 258.0  | 134160 | 0.3506          | 0.7572    | 0.8149 | 0.7850 | 0.9427   |
| 0.0217        | 259.0  | 134680 | 0.3480          | 0.7763    | 0.7956 | 0.7858 | 0.9425   |
| 0.0211        | 260.0  | 135200 | 0.3694          | 0.7776    | 0.8142 | 0.7955 | 0.9448   |
| 0.0206        | 261.0  | 135720 | 0.3601          | 0.7686    | 0.8050 | 0.7863 | 0.9432   |
| 0.0228        | 262.0  | 136240 | 0.3617          | 0.7702    | 0.8098 | 0.7895 | 0.9434   |
| 0.0222        | 263.0  | 136760 | 0.3597          | 0.7530    | 0.8019 | 0.7767 | 0.9413   |
| 0.0218        | 264.0  | 137280 | 0.3474          | 0.7652    | 0.8088 | 0.7864 | 0.9419   |
| 0.0207        | 265.0  | 137800 | 0.3152          | 0.7805    | 0.7938 | 0.7871 | 0.9435   |
| 0.0206        | 266.0  | 138320 | 0.3423          | 0.7640    | 0.7974 | 0.7803 | 0.9418   |
| 0.0205        | 267.0  | 138840 | 0.3399          | 0.7856    | 0.7900 | 0.7878 | 0.9436   |
| 0.0223        | 268.0  | 139360 | 0.3185          | 0.7772    | 0.8071 | 0.7919 | 0.9443   |
| 0.0214        | 269.0  | 139880 | 0.3416          | 0.7610    | 0.8012 | 0.7806 | 0.9417   |
| 0.0221        | 270.0  | 140400 | 0.3197          | 0.7578    | 0.8075 | 0.7819 | 0.9433   |
| 0.0219        | 271.0  | 140920 | 0.3573          | 0.7787    | 0.8008 | 0.7896 | 0.9446   |
| 0.0209        | 272.0  | 141440 | 0.3414          | 0.7655    | 0.8084 | 0.7864 | 0.9435   |
| 0.0209        | 273.0  | 141960 | 0.3338          | 0.7697    | 0.8217 | 0.7949 | 0.9445   |
| 0.0209        | 274.0  | 142480 | 0.3600          | 0.7675    | 0.8033 | 0.7850 | 0.9433   |
| 0.0206        | 275.0  | 143000 | 0.3533          | 0.7658    | 0.8077 | 0.7862 | 0.9430   |
| 0.0203        | 276.0  | 143520 | 0.3281          | 0.7777    | 0.7965 | 0.7870 | 0.9428   |
| 0.0195        | 277.0  | 144040 | 0.3674          | 0.7769    | 0.8053 | 0.7909 | 0.9436   |
| 0.0192        | 278.0  | 144560 | 0.3592          | 0.7660    | 0.8077 | 0.7863 | 0.9432   |
| 0.0214        | 279.0  | 145080 | 0.3611          | 0.7681    | 0.8035 | 0.7854 | 0.9428   |
| 0.0192        | 280.0  | 145600 | 0.3487          | 0.7549    | 0.7987 | 0.7762 | 0.9398   |
| 0.0216        | 281.0  | 146120 | 0.3469          | 0.7619    | 0.7983 | 0.7797 | 0.9414   |
| 0.0188        | 282.0  | 146640 | 0.3379          | 0.7758    | 0.7983 | 0.7869 | 0.9427   |
| 0.0225        | 283.0  | 147160 | 0.3772          | 0.7565    | 0.7972 | 0.7763 | 0.9401   |
| 0.0221        | 284.0  | 147680 | 0.3299          | 0.7578    | 0.8028 | 0.7796 | 0.9421   |
| 0.0194        | 285.0  | 148200 | 0.3674          | 0.7753    | 0.8035 | 0.7892 | 0.9439   |
| 0.0183        | 286.0  | 148720 | 0.3472          | 0.7672    | 0.8046 | 0.7854 | 0.9430   |
| 0.0187        | 287.0  | 149240 | 0.3661          | 0.7702    | 0.8050 | 0.7872 | 0.9421   |
| 0.0196        | 288.0  | 149760 | 0.3780          | 0.7740    | 0.7954 | 0.7845 | 0.9422   |
| 0.0204        | 289.0  | 150280 | 0.3429          | 0.7631    | 0.7999 | 0.7811 | 0.9421   |
| 0.0201        | 290.0  | 150800 | 0.3627          | 0.7669    | 0.8095 | 0.7876 | 0.9427   |
| 0.0201        | 291.0  | 151320 | 0.3436          | 0.7610    | 0.8023 | 0.7811 | 0.9409   |
| 0.0205        | 292.0  | 151840 | 0.3732          | 0.7765    | 0.8048 | 0.7904 | 0.9427   |
| 0.0178        | 293.0  | 152360 | 0.3604          | 0.7686    | 0.7931 | 0.7806 | 0.9407   |
| 0.0198        | 294.0  | 152880 | 0.3523          | 0.7632    | 0.7990 | 0.7807 | 0.9411   |
| 0.0187        | 295.0  | 153400 | 0.3585          | 0.7593    | 0.8008 | 0.7795 | 0.9411   |
| 0.0205        | 296.0  | 153920 | 0.3533          | 0.7713    | 0.7974 | 0.7841 | 0.9428   |
| 0.0189        | 297.0  | 154440 | 0.3615          | 0.7764    | 0.8062 | 0.7911 | 0.9418   |
| 0.0199        | 298.0  | 154960 | 0.3542          | 0.7739    | 0.8129 | 0.7929 | 0.9433   |
| 0.0183        | 299.0  | 155480 | 0.3614          | 0.7809    | 0.7816 | 0.7812 | 0.9411   |
| 0.0195        | 300.0  | 156000 | 0.3610          | 0.7561    | 0.8102 | 0.7822 | 0.9414   |
| 0.0218        | 301.0  | 156520 | 0.3469          | 0.7749    | 0.7868 | 0.7808 | 0.9413   |
| 0.0204        | 302.0  | 157040 | 0.3163          | 0.7780    | 0.8008 | 0.7892 | 0.9429   |
| 0.0195        | 303.0  | 157560 | 0.3645          | 0.7745    | 0.8042 | 0.7891 | 0.9426   |
| 0.0188        | 304.0  | 158080 | 0.3495          | 0.7756    | 0.7979 | 0.7866 | 0.9418   |
| 0.0182        | 305.0  | 158600 | 0.3805          | 0.7637    | 0.7897 | 0.7764 | 0.9397   |
| 0.0182        | 306.0  | 159120 | 0.3986          | 0.7681    | 0.7920 | 0.7799 | 0.9410   |
| 0.0197        | 307.0  | 159640 | 0.3666          | 0.7674    | 0.8064 | 0.7864 | 0.9419   |
| 0.0191        | 308.0  | 160160 | 0.3600          | 0.7635    | 0.8140 | 0.7879 | 0.9428   |
| 0.0191        | 309.0  | 160680 | 0.3861          | 0.7742    | 0.8059 | 0.7897 | 0.9421   |
| 0.0174        | 310.0  | 161200 | 0.3431          | 0.7648    | 0.8080 | 0.7858 | 0.9413   |
| 0.0186        | 311.0  | 161720 | 0.3768          | 0.7811    | 0.7922 | 0.7866 | 0.9420   |
| 0.0179        | 312.0  | 162240 | 0.3723          | 0.7766    | 0.8088 | 0.7923 | 0.9432   |
| 0.0188        | 313.0  | 162760 | 0.3432          | 0.7859    | 0.7931 | 0.7895 | 0.9433   |
| 0.0186        | 314.0  | 163280 | 0.3555          | 0.7740    | 0.8115 | 0.7923 | 0.9444   |
| 0.018         | 315.0  | 163800 | 0.3951          | 0.7770    | 0.7970 | 0.7869 | 0.9417   |
| 0.0174        | 316.0  | 164320 | 0.3741          | 0.7696    | 0.8066 | 0.7877 | 0.9424   |
| 0.0173        | 317.0  | 164840 | 0.4005          | 0.7603    | 0.8039 | 0.7815 | 0.9405   |
| 0.018         | 318.0  | 165360 | 0.3669          | 0.7684    | 0.8008 | 0.7843 | 0.9419   |
| 0.0186        | 319.0  | 165880 | 0.3856          | 0.7827    | 0.8035 | 0.7930 | 0.9439   |
| 0.0181        | 320.0  | 166400 | 0.3770          | 0.7570    | 0.8032 | 0.7794 | 0.9400   |
| 0.0185        | 321.0  | 166920 | 0.3823          | 0.7765    | 0.8003 | 0.7882 | 0.9418   |
| 0.0168        | 322.0  | 167440 | 0.3672          | 0.7662    | 0.7637 | 0.7650 | 0.9379   |
| 0.0172        | 323.0  | 167960 | 0.3873          | 0.7770    | 0.7979 | 0.7873 | 0.9420   |
| 0.0179        | 324.0  | 168480 | 0.3712          | 0.7700    | 0.8030 | 0.7861 | 0.9425   |
| 0.0181        | 325.0  | 169000 | 0.3586          | 0.7844    | 0.8024 | 0.7933 | 0.9434   |
| 0.0176        | 326.0  | 169520 | 0.3732          | 0.7627    | 0.7925 | 0.7774 | 0.9408   |
| 0.0191        | 327.0  | 170040 | 0.3517          | 0.7767    | 0.7929 | 0.7847 | 0.9423   |
| 0.0169        | 328.0  | 170560 | 0.3824          | 0.7670    | 0.8008 | 0.7835 | 0.9420   |
| 0.0194        | 329.0  | 171080 | 0.3757          | 0.7781    | 0.8005 | 0.7891 | 0.9420   |
| 0.0164        | 330.0  | 171600 | 0.3712          | 0.7784    | 0.8033 | 0.7907 | 0.9423   |
| 0.016         | 331.0  | 172120 | 0.3724          | 0.7627    | 0.8271 | 0.7936 | 0.9434   |
| 0.017         | 332.0  | 172640 | 0.3838          | 0.7703    | 0.8037 | 0.7866 | 0.9426   |
| 0.016         | 333.0  | 173160 | 0.3989          | 0.7710    | 0.8068 | 0.7885 | 0.9419   |
| 0.0161        | 334.0  | 173680 | 0.3771          | 0.7774    | 0.7996 | 0.7884 | 0.9424   |
| 0.0172        | 335.0  | 174200 | 0.3615          | 0.7624    | 0.7889 | 0.7755 | 0.9403   |
| 0.0173        | 336.0  | 174720 | 0.3667          | 0.7776    | 0.7992 | 0.7883 | 0.9427   |
| 0.0169        | 337.0  | 175240 | 0.3931          | 0.7665    | 0.8030 | 0.7843 | 0.9423   |
| 0.018         | 338.0  | 175760 | 0.3651          | 0.7727    | 0.8156 | 0.7936 | 0.9439   |
| 0.0169        | 339.0  | 176280 | 0.3850          | 0.7624    | 0.7958 | 0.7787 | 0.9409   |
| 0.0156        | 340.0  | 176800 | 0.3960          | 0.7734    | 0.7924 | 0.7828 | 0.9416   |
| 0.0164        | 341.0  | 177320 | 0.3862          | 0.7814    | 0.7963 | 0.7888 | 0.9420   |
| 0.016         | 342.0  | 177840 | 0.3681          | 0.7563    | 0.7913 | 0.7734 | 0.9396   |
| 0.0166        | 343.0  | 178360 | 0.3747          | 0.7702    | 0.8050 | 0.7872 | 0.9412   |
| 0.016         | 344.0  | 178880 | 0.3676          | 0.7682    | 0.7951 | 0.7814 | 0.9412   |
| 0.0175        | 345.0  | 179400 | 0.3692          | 0.7713    | 0.8035 | 0.7871 | 0.9415   |
| 0.0159        | 346.0  | 179920 | 0.3675          | 0.7731    | 0.7902 | 0.7815 | 0.9409   |
| 0.0165        | 347.0  | 180440 | 0.3736          | 0.7699    | 0.8052 | 0.7871 | 0.9423   |
| 0.0164        | 348.0  | 180960 | 0.3645          | 0.7562    | 0.8044 | 0.7796 | 0.9422   |
| 0.0182        | 349.0  | 181480 | 0.3506          | 0.7552    | 0.8095 | 0.7814 | 0.9410   |
| 0.0166        | 350.0  | 182000 | 0.3738          | 0.7790    | 0.7907 | 0.7848 | 0.9422   |
| 0.015         | 351.0  | 182520 | 0.3585          | 0.7745    | 0.7983 | 0.7862 | 0.9420   |
| 0.0177        | 352.0  | 183040 | 0.3588          | 0.7727    | 0.7916 | 0.7821 | 0.9419   |
| 0.0147        | 353.0  | 183560 | 0.3782          | 0.7628    | 0.8037 | 0.7827 | 0.9420   |
| 0.0166        | 354.0  | 184080 | 0.3638          | 0.7785    | 0.8077 | 0.7928 | 0.9429   |
| 0.0156        | 355.0  | 184600 | 0.3613          | 0.7705    | 0.7974 | 0.7837 | 0.9410   |
| 0.0152        | 356.0  | 185120 | 0.3668          | 0.7792    | 0.7961 | 0.7876 | 0.9420   |
| 0.0166        | 357.0  | 185640 | 0.3649          | 0.7737    | 0.7931 | 0.7833 | 0.9423   |
| 0.0167        | 358.0  | 186160 | 0.3802          | 0.7721    | 0.8077 | 0.7895 | 0.9431   |
| 0.0151        | 359.0  | 186680 | 0.4134          | 0.7576    | 0.7915 | 0.7742 | 0.9396   |
| 0.015         | 360.0  | 187200 | 0.4018          | 0.7530    | 0.8026 | 0.7770 | 0.9405   |
| 0.016         | 361.0  | 187720 | 0.3893          | 0.7742    | 0.7934 | 0.7837 | 0.9420   |
| 0.0166        | 362.0  | 188240 | 0.3707          | 0.7850    | 0.7807 | 0.7828 | 0.9412   |
| 0.014         | 363.0  | 188760 | 0.3873          | 0.7665    | 0.8035 | 0.7846 | 0.9403   |
| 0.0148        | 364.0  | 189280 | 0.3975          | 0.7685    | 0.8080 | 0.7877 | 0.9430   |
| 0.0147        | 365.0  | 189800 | 0.3879          | 0.7693    | 0.8079 | 0.7881 | 0.9425   |
| 0.0157        | 366.0  | 190320 | 0.3774          | 0.7700    | 0.7927 | 0.7812 | 0.9416   |
| 0.0139        | 367.0  | 190840 | 0.3809          | 0.7763    | 0.7893 | 0.7827 | 0.9411   |
| 0.0152        | 368.0  | 191360 | 0.3950          | 0.7750    | 0.7938 | 0.7843 | 0.9415   |
| 0.0157        | 369.0  | 191880 | 0.4020          | 0.7634    | 0.7866 | 0.7748 | 0.9402   |
| 0.0163        | 370.0  | 192400 | 0.4147          | 0.7524    | 0.8068 | 0.7787 | 0.9397   |
| 0.0163        | 371.0  | 192920 | 0.3706          | 0.7670    | 0.8070 | 0.7865 | 0.9426   |
| 0.014         | 372.0  | 193440 | 0.3754          | 0.7711    | 0.7990 | 0.7848 | 0.9418   |
| 0.0151        | 373.0  | 193960 | 0.3748          | 0.7661    | 0.7999 | 0.7827 | 0.9419   |
| 0.0142        | 374.0  | 194480 | 0.3808          | 0.7662    | 0.8050 | 0.7851 | 0.9416   |
| 0.0155        | 375.0  | 195000 | 0.3909          | 0.7734    | 0.8079 | 0.7903 | 0.9418   |
| 0.0156        | 376.0  | 195520 | 0.3728          | 0.7750    | 0.7907 | 0.7828 | 0.9413   |
| 0.0142        | 377.0  | 196040 | 0.3791          | 0.7796    | 0.8062 | 0.7927 | 0.9431   |
| 0.0145        | 378.0  | 196560 | 0.4047          | 0.7700    | 0.8098 | 0.7894 | 0.9411   |
| 0.0142        | 379.0  | 197080 | 0.3970          | 0.7719    | 0.7916 | 0.7817 | 0.9420   |
| 0.0149        | 380.0  | 197600 | 0.3672          | 0.7793    | 0.7985 | 0.7888 | 0.9434   |
| 0.0155        | 381.0  | 198120 | 0.3882          | 0.7564    | 0.8032 | 0.7791 | 0.9406   |
| 0.0146        | 382.0  | 198640 | 0.3824          | 0.7727    | 0.7920 | 0.7822 | 0.9411   |
| 0.0136        | 383.0  | 199160 | 0.3932          | 0.7637    | 0.8026 | 0.7827 | 0.9423   |
| 0.0151        | 384.0  | 199680 | 0.3915          | 0.7640    | 0.8050 | 0.7839 | 0.9423   |
| 0.0148        | 385.0  | 200200 | 0.3961          | 0.7660    | 0.7918 | 0.7787 | 0.9408   |
| 0.0128        | 386.0  | 200720 | 0.3916          | 0.7789    | 0.7916 | 0.7852 | 0.9426   |
| 0.0147        | 387.0  | 201240 | 0.3780          | 0.7852    | 0.7978 | 0.7914 | 0.9432   |
| 0.0146        | 388.0  | 201760 | 0.3857          | 0.7727    | 0.7954 | 0.7839 | 0.9418   |
| 0.0137        | 389.0  | 202280 | 0.4221          | 0.7751    | 0.7900 | 0.7825 | 0.9407   |
| 0.0148        | 390.0  | 202800 | 0.3903          | 0.7736    | 0.8023 | 0.7877 | 0.9429   |
| 0.0135        | 391.0  | 203320 | 0.3885          | 0.7713    | 0.7918 | 0.7814 | 0.9411   |
| 0.0152        | 392.0  | 203840 | 0.3779          | 0.7786    | 0.7936 | 0.7861 | 0.9420   |
| 0.0126        | 393.0  | 204360 | 0.4085          | 0.7746    | 0.8071 | 0.7905 | 0.9436   |
| 0.0147        | 394.0  | 204880 | 0.3717          | 0.7714    | 0.7972 | 0.7841 | 0.9422   |
| 0.0141        | 395.0  | 205400 | 0.3693          | 0.7669    | 0.7951 | 0.7807 | 0.9411   |
| 0.016         | 396.0  | 205920 | 0.3841          | 0.7606    | 0.8003 | 0.7799 | 0.9412   |
| 0.0132        | 397.0  | 206440 | 0.3976          | 0.7562    | 0.8019 | 0.7784 | 0.9401   |
| 0.014         | 398.0  | 206960 | 0.3653          | 0.7575    | 0.8100 | 0.7829 | 0.9423   |
| 0.0128        | 399.0  | 207480 | 0.3969          | 0.7638    | 0.8059 | 0.7843 | 0.9416   |
| 0.013         | 400.0  | 208000 | 0.3725          | 0.7671    | 0.7997 | 0.7831 | 0.9416   |
| 0.0137        | 401.0  | 208520 | 0.3869          | 0.7676    | 0.7965 | 0.7818 | 0.9404   |
| 0.0157        | 402.0  | 209040 | 0.3688          | 0.7645    | 0.7888 | 0.7765 | 0.9394   |
| 0.0132        | 403.0  | 209560 | 0.3742          | 0.7683    | 0.8116 | 0.7894 | 0.9436   |
| 0.0138        | 404.0  | 210080 | 0.4003          | 0.7737    | 0.7947 | 0.7840 | 0.9408   |
| 0.0149        | 405.0  | 210600 | 0.3818          | 0.7736    | 0.8014 | 0.7873 | 0.9423   |
| 0.0136        | 406.0  | 211120 | 0.3715          | 0.7707    | 0.8104 | 0.7900 | 0.9432   |
| 0.0125        | 407.0  | 211640 | 0.4151          | 0.7724    | 0.8106 | 0.7910 | 0.9423   |
| 0.0126        | 408.0  | 212160 | 0.4043          | 0.7708    | 0.8026 | 0.7864 | 0.9424   |
| 0.0129        | 409.0  | 212680 | 0.3683          | 0.7627    | 0.7913 | 0.7767 | 0.9409   |
| 0.0141        | 410.0  | 213200 | 0.4005          | 0.7506    | 0.7983 | 0.7737 | 0.9404   |
| 0.0135        | 411.0  | 213720 | 0.3878          | 0.7784    | 0.8023 | 0.7902 | 0.9429   |
| 0.0126        | 412.0  | 214240 | 0.3731          | 0.7758    | 0.8024 | 0.7889 | 0.9430   |
| 0.0139        | 413.0  | 214760 | 0.3947          | 0.7742    | 0.8118 | 0.7925 | 0.9429   |
| 0.0138        | 414.0  | 215280 | 0.3790          | 0.7709    | 0.8005 | 0.7854 | 0.9420   |
| 0.0121        | 415.0  | 215800 | 0.3839          | 0.7784    | 0.8118 | 0.7948 | 0.9429   |
| 0.0124        | 416.0  | 216320 | 0.4140          | 0.7728    | 0.7970 | 0.7848 | 0.9417   |
| 0.013         | 417.0  | 216840 | 0.3876          | 0.7688    | 0.8017 | 0.7849 | 0.9424   |
| 0.0126        | 418.0  | 217360 | 0.3874          | 0.7673    | 0.8172 | 0.7915 | 0.9435   |
| 0.0132        | 419.0  | 217880 | 0.3694          | 0.7581    | 0.7990 | 0.7780 | 0.9407   |
| 0.0132        | 420.0  | 218400 | 0.3867          | 0.7756    | 0.7981 | 0.7867 | 0.9418   |
| 0.0131        | 421.0  | 218920 | 0.3952          | 0.7629    | 0.8042 | 0.7830 | 0.9422   |
| 0.012         | 422.0  | 219440 | 0.3997          | 0.7798    | 0.7997 | 0.7897 | 0.9436   |
| 0.0133        | 423.0  | 219960 | 0.3942          | 0.7704    | 0.8097 | 0.7895 | 0.9431   |
| 0.0125        | 424.0  | 220480 | 0.3929          | 0.7775    | 0.7987 | 0.7880 | 0.9421   |
| 0.0133        | 425.0  | 221000 | 0.3965          | 0.7661    | 0.8041 | 0.7846 | 0.9410   |
| 0.0123        | 426.0  | 221520 | 0.3814          | 0.7722    | 0.7967 | 0.7843 | 0.9414   |
| 0.0128        | 427.0  | 222040 | 0.4247          | 0.7718    | 0.8053 | 0.7882 | 0.9413   |
| 0.013         | 428.0  | 222560 | 0.4073          | 0.7747    | 0.8118 | 0.7928 | 0.9434   |
| 0.013         | 429.0  | 223080 | 0.4010          | 0.7714    | 0.7918 | 0.7815 | 0.9415   |
| 0.0126        | 430.0  | 223600 | 0.3686          | 0.7703    | 0.8042 | 0.7869 | 0.9425   |
| 0.0117        | 431.0  | 224120 | 0.4166          | 0.7638    | 0.8032 | 0.7830 | 0.9410   |
| 0.0119        | 432.0  | 224640 | 0.3892          | 0.7676    | 0.8012 | 0.7840 | 0.9408   |
| 0.0117        | 433.0  | 225160 | 0.4065          | 0.7738    | 0.8028 | 0.7881 | 0.9423   |
| 0.0122        | 434.0  | 225680 | 0.3777          | 0.7734    | 0.7970 | 0.7850 | 0.9417   |
| 0.0125        | 435.0  | 226200 | 0.3770          | 0.7730    | 0.8109 | 0.7915 | 0.9434   |
| 0.0135        | 436.0  | 226720 | 0.4208          | 0.7716    | 0.7976 | 0.7844 | 0.9411   |
| 0.0117        | 437.0  | 227240 | 0.3666          | 0.7764    | 0.7853 | 0.7808 | 0.9414   |
| 0.0127        | 438.0  | 227760 | 0.4263          | 0.7742    | 0.8165 | 0.7948 | 0.9436   |
| 0.0118        | 439.0  | 228280 | 0.3879          | 0.7721    | 0.7997 | 0.7857 | 0.9421   |
| 0.0123        | 440.0  | 228800 | 0.4003          | 0.7763    | 0.7925 | 0.7844 | 0.9420   |
| 0.0114        | 441.0  | 229320 | 0.3797          | 0.7697    | 0.7904 | 0.7799 | 0.9410   |
| 0.0134        | 442.0  | 229840 | 0.3898          | 0.7693    | 0.8079 | 0.7881 | 0.9416   |
| 0.0127        | 443.0  | 230360 | 0.4113          | 0.7703    | 0.8086 | 0.7890 | 0.9431   |
| 0.0106        | 444.0  | 230880 | 0.3853          | 0.7644    | 0.8064 | 0.7849 | 0.9413   |
| 0.0116        | 445.0  | 231400 | 0.3955          | 0.7666    | 0.7983 | 0.7821 | 0.9417   |
| 0.0125        | 446.0  | 231920 | 0.3939          | 0.7730    | 0.8100 | 0.7911 | 0.9435   |
| 0.0108        | 447.0  | 232440 | 0.3945          | 0.7782    | 0.7834 | 0.7808 | 0.9414   |
| 0.0127        | 448.0  | 232960 | 0.4156          | 0.7755    | 0.7961 | 0.7857 | 0.9414   |
| 0.011         | 449.0  | 233480 | 0.4342          | 0.7641    | 0.8152 | 0.7888 | 0.9421   |
| 0.0124        | 450.0  | 234000 | 0.4158          | 0.7642    | 0.7985 | 0.7810 | 0.9407   |
| 0.0116        | 451.0  | 234520 | 0.4179          | 0.7794    | 0.7888 | 0.7840 | 0.9400   |
| 0.0108        | 452.0  | 235040 | 0.4018          | 0.7786    | 0.8039 | 0.7911 | 0.9426   |
| 0.0118        | 453.0  | 235560 | 0.4109          | 0.7644    | 0.8075 | 0.7854 | 0.9416   |
| 0.0116        | 454.0  | 236080 | 0.4062          | 0.7743    | 0.8048 | 0.7892 | 0.9420   |
| 0.0116        | 455.0  | 236600 | 0.4151          | 0.7701    | 0.8035 | 0.7865 | 0.9417   |
| 0.0112        | 456.0  | 237120 | 0.4334          | 0.7614    | 0.8041 | 0.7822 | 0.9408   |
| 0.0118        | 457.0  | 237640 | 0.3856          | 0.7742    | 0.8156 | 0.7944 | 0.9430   |
| 0.0112        | 458.0  | 238160 | 0.3806          | 0.7775    | 0.8113 | 0.7940 | 0.9434   |
| 0.0104        | 459.0  | 238680 | 0.4031          | 0.7702    | 0.8003 | 0.7850 | 0.9410   |
| 0.0115        | 460.0  | 239200 | 0.3926          | 0.7788    | 0.7951 | 0.7868 | 0.9409   |
| 0.0117        | 461.0  | 239720 | 0.4082          | 0.7738    | 0.8163 | 0.7945 | 0.9435   |
| 0.0097        | 462.0  | 240240 | 0.3926          | 0.7786    | 0.8057 | 0.7919 | 0.9428   |
| 0.0111        | 463.0  | 240760 | 0.3845          | 0.7706    | 0.8068 | 0.7882 | 0.9424   |
| 0.0116        | 464.0  | 241280 | 0.4080          | 0.7795    | 0.8104 | 0.7946 | 0.9433   |
| 0.0105        | 465.0  | 241800 | 0.4224          | 0.7745    | 0.7979 | 0.7861 | 0.9415   |
| 0.0105        | 466.0  | 242320 | 0.3891          | 0.7831    | 0.7979 | 0.7905 | 0.9426   |
| 0.0115        | 467.0  | 242840 | 0.3952          | 0.7707    | 0.8073 | 0.7886 | 0.9434   |
| 0.0123        | 468.0  | 243360 | 0.3799          | 0.7813    | 0.7996 | 0.7903 | 0.9432   |
| 0.0112        | 469.0  | 243880 | 0.3835          | 0.7759    | 0.7969 | 0.7862 | 0.9419   |
| 0.0104        | 470.0  | 244400 | 0.4273          | 0.7652    | 0.8044 | 0.7843 | 0.9420   |
| 0.0106        | 471.0  | 244920 | 0.4150          | 0.7788    | 0.8021 | 0.7903 | 0.9434   |
| 0.0112        | 472.0  | 245440 | 0.3708          | 0.7787    | 0.7970 | 0.7878 | 0.9424   |
| 0.0112        | 473.0  | 245960 | 0.4239          | 0.7755    | 0.8024 | 0.7887 | 0.9428   |
| 0.0091        | 474.0  | 246480 | 0.4490          | 0.7742    | 0.8097 | 0.7915 | 0.9435   |
| 0.0119        | 475.0  | 247000 | 0.4159          | 0.7579    | 0.7970 | 0.7770 | 0.9407   |
| 0.0111        | 476.0  | 247520 | 0.4037          | 0.7684    | 0.7976 | 0.7827 | 0.9410   |
| 0.0096        | 477.0  | 248040 | 0.3909          | 0.7782    | 0.8133 | 0.7954 | 0.9431   |
| 0.0105        | 478.0  | 248560 | 0.3977          | 0.7836    | 0.8061 | 0.7947 | 0.9446   |
| 0.0093        | 479.0  | 249080 | 0.4181          | 0.7776    | 0.8086 | 0.7928 | 0.9442   |
| 0.0098        | 480.0  | 249600 | 0.4149          | 0.7798    | 0.7979 | 0.7888 | 0.9429   |
| 0.01          | 481.0  | 250120 | 0.4244          | 0.7764    | 0.7987 | 0.7874 | 0.9426   |
| 0.0104        | 482.0  | 250640 | 0.3837          | 0.7764    | 0.7861 | 0.7812 | 0.9417   |
| 0.0117        | 483.0  | 251160 | 0.3858          | 0.7742    | 0.8050 | 0.7893 | 0.9437   |
| 0.0096        | 484.0  | 251680 | 0.3820          | 0.7682    | 0.7906 | 0.7792 | 0.9415   |
| 0.0113        | 485.0  | 252200 | 0.4026          | 0.7751    | 0.8095 | 0.7919 | 0.9436   |
| 0.0106        | 486.0  | 252720 | 0.4329          | 0.7836    | 0.8039 | 0.7936 | 0.9440   |
| 0.0082        | 487.0  | 253240 | 0.4221          | 0.7811    | 0.8041 | 0.7924 | 0.9429   |
| 0.0102        | 488.0  | 253760 | 0.3971          | 0.7802    | 0.8030 | 0.7914 | 0.9424   |
| 0.0096        | 489.0  | 254280 | 0.4036          | 0.7839    | 0.8098 | 0.7966 | 0.9443   |
| 0.0102        | 490.0  | 254800 | 0.4092          | 0.7697    | 0.8064 | 0.7876 | 0.9435   |
| 0.0108        | 491.0  | 255320 | 0.3855          | 0.7833    | 0.7916 | 0.7875 | 0.9417   |
| 0.0104        | 492.0  | 255840 | 0.4327          | 0.7706    | 0.8068 | 0.7882 | 0.9422   |
| 0.0089        | 493.0  | 256360 | 0.4097          | 0.7833    | 0.8026 | 0.7928 | 0.9421   |
| 0.0096        | 494.0  | 256880 | 0.4105          | 0.7788    | 0.8039 | 0.7911 | 0.9425   |
| 0.0094        | 495.0  | 257400 | 0.4394          | 0.7650    | 0.8066 | 0.7852 | 0.9422   |
| 0.0102        | 496.0  | 257920 | 0.4134          | 0.7717    | 0.8133 | 0.7919 | 0.9433   |
| 0.0097        | 497.0  | 258440 | 0.4388          | 0.7765    | 0.8151 | 0.7953 | 0.9438   |
| 0.0101        | 498.0  | 258960 | 0.4167          | 0.7775    | 0.8129 | 0.7948 | 0.9433   |
| 0.0083        | 499.0  | 259480 | 0.3938          | 0.7843    | 0.8039 | 0.7940 | 0.9436   |
| 0.0085        | 500.0  | 260000 | 0.4248          | 0.7729    | 0.8052 | 0.7887 | 0.9421   |
| 0.0094        | 501.0  | 260520 | 0.4037          | 0.7782    | 0.8070 | 0.7923 | 0.9441   |
| 0.0096        | 502.0  | 261040 | 0.4159          | 0.7833    | 0.8116 | 0.7972 | 0.9443   |
| 0.009         | 503.0  | 261560 | 0.3925          | 0.7755    | 0.8061 | 0.7905 | 0.9440   |
| 0.0089        | 504.0  | 262080 | 0.4316          | 0.7712    | 0.8089 | 0.7896 | 0.9416   |
| 0.0102        | 505.0  | 262600 | 0.4270          | 0.7805    | 0.8082 | 0.7941 | 0.9429   |
| 0.0093        | 506.0  | 263120 | 0.3865          | 0.7713    | 0.8082 | 0.7893 | 0.9433   |
| 0.0099        | 507.0  | 263640 | 0.4249          | 0.7703    | 0.8039 | 0.7867 | 0.9426   |
| 0.0087        | 508.0  | 264160 | 0.4307          | 0.7845    | 0.8057 | 0.7950 | 0.9430   |
| 0.0098        | 509.0  | 264680 | 0.4375          | 0.7746    | 0.8118 | 0.7928 | 0.9430   |
| 0.0084        | 510.0  | 265200 | 0.3915          | 0.7702    | 0.8005 | 0.7851 | 0.9422   |
| 0.0101        | 511.0  | 265720 | 0.4039          | 0.7667    | 0.8024 | 0.7842 | 0.9420   |
| 0.0098        | 512.0  | 266240 | 0.4006          | 0.7820    | 0.8044 | 0.7931 | 0.9431   |
| 0.0086        | 513.0  | 266760 | 0.4286          | 0.7656    | 0.8048 | 0.7847 | 0.9410   |
| 0.0092        | 514.0  | 267280 | 0.4223          | 0.7705    | 0.8089 | 0.7892 | 0.9431   |
| 0.0083        | 515.0  | 267800 | 0.4112          | 0.7858    | 0.8026 | 0.7941 | 0.9433   |
| 0.0108        | 516.0  | 268320 | 0.4287          | 0.7708    | 0.8165 | 0.7930 | 0.9436   |
| 0.0085        | 517.0  | 268840 | 0.4261          | 0.7709    | 0.8131 | 0.7914 | 0.9417   |
| 0.0087        | 518.0  | 269360 | 0.4007          | 0.7733    | 0.8089 | 0.7907 | 0.9422   |
| 0.0095        | 519.0  | 269880 | 0.4329          | 0.7735    | 0.8129 | 0.7927 | 0.9428   |
| 0.0086        | 520.0  | 270400 | 0.4438          | 0.7766    | 0.8125 | 0.7942 | 0.9438   |
| 0.0084        | 521.0  | 270920 | 0.4552          | 0.7682    | 0.8237 | 0.7950 | 0.9428   |
| 0.0092        | 522.0  | 271440 | 0.4337          | 0.7849    | 0.8057 | 0.7952 | 0.9435   |
| 0.0084        | 523.0  | 271960 | 0.4111          | 0.7581    | 0.8170 | 0.7864 | 0.9410   |
| 0.0104        | 524.0  | 272480 | 0.3837          | 0.7719    | 0.8077 | 0.7894 | 0.9421   |
| 0.0089        | 525.0  | 273000 | 0.4033          | 0.7705    | 0.8158 | 0.7925 | 0.9431   |
| 0.0086        | 526.0  | 273520 | 0.3903          | 0.7717    | 0.8138 | 0.7922 | 0.9436   |
| 0.0084        | 527.0  | 274040 | 0.4322          | 0.7727    | 0.7978 | 0.7850 | 0.9413   |
| 0.0087        | 528.0  | 274560 | 0.4261          | 0.7606    | 0.8143 | 0.7866 | 0.9415   |
| 0.0085        | 529.0  | 275080 | 0.3912          | 0.7856    | 0.8017 | 0.7936 | 0.9439   |
| 0.0088        | 530.0  | 275600 | 0.4292          | 0.7702    | 0.8033 | 0.7864 | 0.9413   |
| 0.0098        | 531.0  | 276120 | 0.4226          | 0.7677    | 0.7925 | 0.7799 | 0.9405   |
| 0.0079        | 532.0  | 276640 | 0.4121          | 0.7777    | 0.8052 | 0.7912 | 0.9434   |
| 0.0082        | 533.0  | 277160 | 0.4172          | 0.7628    | 0.7997 | 0.7808 | 0.9408   |
| 0.0087        | 534.0  | 277680 | 0.4098          | 0.7681    | 0.8021 | 0.7847 | 0.9423   |
| 0.0086        | 535.0  | 278200 | 0.4271          | 0.7792    | 0.7891 | 0.7841 | 0.9418   |
| 0.0092        | 536.0  | 278720 | 0.3957          | 0.7635    | 0.8091 | 0.7856 | 0.9426   |
| 0.0085        | 537.0  | 279240 | 0.3926          | 0.7812    | 0.7945 | 0.7878 | 0.9423   |
| 0.0095        | 538.0  | 279760 | 0.4085          | 0.7672    | 0.8170 | 0.7913 | 0.9441   |
| 0.0081        | 539.0  | 280280 | 0.3805          | 0.7860    | 0.8097 | 0.7977 | 0.9449   |
| 0.0094        | 540.0  | 280800 | 0.4151          | 0.7738    | 0.8015 | 0.7874 | 0.9436   |
| 0.0072        | 541.0  | 281320 | 0.4093          | 0.7798    | 0.8075 | 0.7934 | 0.9442   |
| 0.0071        | 542.0  | 281840 | 0.4006          | 0.7779    | 0.8125 | 0.7949 | 0.9436   |
| 0.0081        | 543.0  | 282360 | 0.4168          | 0.7737    | 0.7992 | 0.7863 | 0.9424   |
| 0.0081        | 544.0  | 282880 | 0.4102          | 0.7732    | 0.8073 | 0.7899 | 0.9430   |
| 0.008         | 545.0  | 283400 | 0.4172          | 0.7769    | 0.8006 | 0.7886 | 0.9426   |
| 0.0082        | 546.0  | 283920 | 0.4259          | 0.7762    | 0.8006 | 0.7882 | 0.9428   |
| 0.0082        | 547.0  | 284440 | 0.4257          | 0.7815    | 0.8046 | 0.7929 | 0.9434   |
| 0.008         | 548.0  | 284960 | 0.4068          | 0.7878    | 0.8068 | 0.7972 | 0.9443   |
| 0.0084        | 549.0  | 285480 | 0.4325          | 0.7712    | 0.8014 | 0.7860 | 0.9428   |
| 0.0078        | 550.0  | 286000 | 0.4094          | 0.7731    | 0.8055 | 0.7890 | 0.9434   |
| 0.0084        | 551.0  | 286520 | 0.4209          | 0.7810    | 0.8046 | 0.7926 | 0.9445   |
| 0.0084        | 552.0  | 287040 | 0.4072          | 0.7792    | 0.8050 | 0.7919 | 0.9429   |
| 0.0085        | 553.0  | 287560 | 0.4271          | 0.7697    | 0.8167 | 0.7925 | 0.9433   |
| 0.0071        | 554.0  | 288080 | 0.4535          | 0.7797    | 0.7992 | 0.7893 | 0.9424   |
| 0.0077        | 555.0  | 288600 | 0.4286          | 0.7689    | 0.8102 | 0.7890 | 0.9432   |
| 0.0081        | 556.0  | 289120 | 0.4105          | 0.7772    | 0.8046 | 0.7907 | 0.9426   |
| 0.0082        | 557.0  | 289640 | 0.4123          | 0.7669    | 0.7974 | 0.7818 | 0.9405   |
| 0.0077        | 558.0  | 290160 | 0.4507          | 0.7760    | 0.8062 | 0.7908 | 0.9423   |
| 0.0078        | 559.0  | 290680 | 0.4314          | 0.7754    | 0.8124 | 0.7934 | 0.9437   |
| 0.0066        | 560.0  | 291200 | 0.4441          | 0.7606    | 0.8104 | 0.7847 | 0.9414   |
| 0.0068        | 561.0  | 291720 | 0.4354          | 0.7775    | 0.7954 | 0.7864 | 0.9415   |
| 0.0078        | 562.0  | 292240 | 0.4390          | 0.7703    | 0.8021 | 0.7859 | 0.9422   |
| 0.0081        | 563.0  | 292760 | 0.4281          | 0.7672    | 0.8001 | 0.7833 | 0.9418   |
| 0.0073        | 564.0  | 293280 | 0.4360          | 0.7844    | 0.8019 | 0.7931 | 0.9425   |
| 0.0074        | 565.0  | 293800 | 0.4319          | 0.7785    | 0.8017 | 0.7899 | 0.9421   |
| 0.0073        | 566.0  | 294320 | 0.4102          | 0.7753    | 0.8028 | 0.7888 | 0.9432   |
| 0.0072        | 567.0  | 294840 | 0.4215          | 0.7764    | 0.8116 | 0.7936 | 0.9437   |
| 0.0061        | 568.0  | 295360 | 0.4088          | 0.7722    | 0.7929 | 0.7824 | 0.9415   |
| 0.0076        | 569.0  | 295880 | 0.4445          | 0.7665    | 0.8073 | 0.7864 | 0.9423   |
| 0.0084        | 570.0  | 296400 | 0.4158          | 0.7701    | 0.7963 | 0.7830 | 0.9416   |
| 0.0077        | 571.0  | 296920 | 0.4184          | 0.7758    | 0.8001 | 0.7878 | 0.9417   |
| 0.0071        | 572.0  | 297440 | 0.4440          | 0.7775    | 0.8023 | 0.7897 | 0.9422   |
| 0.0072        | 573.0  | 297960 | 0.4428          | 0.7723    | 0.8003 | 0.7861 | 0.9415   |
| 0.0068        | 574.0  | 298480 | 0.4216          | 0.7822    | 0.8008 | 0.7914 | 0.9420   |
| 0.0062        | 575.0  | 299000 | 0.4468          | 0.7784    | 0.7990 | 0.7886 | 0.9426   |
| 0.006         | 576.0  | 299520 | 0.4347          | 0.7866    | 0.7983 | 0.7924 | 0.9438   |
| 0.0073        | 577.0  | 300040 | 0.4314          | 0.7822    | 0.7987 | 0.7903 | 0.9432   |
| 0.0067        | 578.0  | 300560 | 0.4332          | 0.7742    | 0.8033 | 0.7885 | 0.9426   |
| 0.0076        | 579.0  | 301080 | 0.4101          | 0.7695    | 0.8015 | 0.7852 | 0.9428   |
| 0.0078        | 580.0  | 301600 | 0.4322          | 0.7782    | 0.8098 | 0.7937 | 0.9435   |
| 0.007         | 581.0  | 302120 | 0.4201          | 0.7742    | 0.8070 | 0.7902 | 0.9426   |
| 0.0075        | 582.0  | 302640 | 0.4221          | 0.7786    | 0.7985 | 0.7884 | 0.9426   |
| 0.0076        | 583.0  | 303160 | 0.4281          | 0.7740    | 0.8160 | 0.7944 | 0.9433   |
| 0.0067        | 584.0  | 303680 | 0.4310          | 0.7736    | 0.8061 | 0.7895 | 0.9425   |
| 0.0072        | 585.0  | 304200 | 0.4559          | 0.7732    | 0.8030 | 0.7878 | 0.9425   |
| 0.0063        | 586.0  | 304720 | 0.4443          | 0.7794    | 0.8055 | 0.7922 | 0.9425   |
| 0.0063        | 587.0  | 305240 | 0.4255          | 0.7860    | 0.7996 | 0.7927 | 0.9429   |
| 0.0064        | 588.0  | 305760 | 0.4538          | 0.7700    | 0.8037 | 0.7865 | 0.9424   |
| 0.0063        | 589.0  | 306280 | 0.4461          | 0.7719    | 0.7976 | 0.7845 | 0.9405   |
| 0.0068        | 590.0  | 306800 | 0.4357          | 0.7720    | 0.8041 | 0.7877 | 0.9420   |
| 0.0064        | 591.0  | 307320 | 0.4223          | 0.7770    | 0.8088 | 0.7926 | 0.9431   |
| 0.0075        | 592.0  | 307840 | 0.4475          | 0.7858    | 0.8046 | 0.7951 | 0.9433   |
| 0.0064        | 593.0  | 308360 | 0.4338          | 0.7719    | 0.8077 | 0.7894 | 0.9422   |
| 0.0066        | 594.0  | 308880 | 0.4393          | 0.7796    | 0.8050 | 0.7921 | 0.9435   |
| 0.0069        | 595.0  | 309400 | 0.4494          | 0.7857    | 0.8050 | 0.7952 | 0.9430   |
| 0.0064        | 596.0  | 309920 | 0.4251          | 0.7708    | 0.8041 | 0.7871 | 0.9428   |
| 0.0061        | 597.0  | 310440 | 0.4354          | 0.7769    | 0.8178 | 0.7968 | 0.9442   |
| 0.0063        | 598.0  | 310960 | 0.4389          | 0.7708    | 0.8140 | 0.7918 | 0.9434   |
| 0.0055        | 599.0  | 311480 | 0.4298          | 0.7725    | 0.8125 | 0.7920 | 0.9429   |
| 0.0054        | 600.0  | 312000 | 0.4421          | 0.7808    | 0.7987 | 0.7896 | 0.9435   |
| 0.0059        | 601.0  | 312520 | 0.4409          | 0.7908    | 0.7972 | 0.7940 | 0.9441   |
| 0.0067        | 602.0  | 313040 | 0.4584          | 0.7727    | 0.8104 | 0.7911 | 0.9435   |
| 0.0064        | 603.0  | 313560 | 0.4452          | 0.7757    | 0.7933 | 0.7844 | 0.9419   |
| 0.0072        | 604.0  | 314080 | 0.4325          | 0.7780    | 0.8064 | 0.7919 | 0.9431   |
| 0.0056        | 605.0  | 314600 | 0.4256          | 0.7637    | 0.7940 | 0.7786 | 0.9415   |
| 0.0063        | 606.0  | 315120 | 0.4153          | 0.7891    | 0.7938 | 0.7915 | 0.9438   |
| 0.0067        | 607.0  | 315640 | 0.4234          | 0.7782    | 0.8014 | 0.7896 | 0.9432   |
| 0.0069        | 608.0  | 316160 | 0.4401          | 0.7783    | 0.8017 | 0.7899 | 0.9423   |
| 0.0056        | 609.0  | 316680 | 0.4345          | 0.7746    | 0.8039 | 0.7890 | 0.9437   |
| 0.0058        | 610.0  | 317200 | 0.4281          | 0.7808    | 0.8057 | 0.7931 | 0.9437   |
| 0.0069        | 611.0  | 317720 | 0.4630          | 0.7787    | 0.8181 | 0.7979 | 0.9427   |
| 0.0054        | 612.0  | 318240 | 0.4501          | 0.7770    | 0.7925 | 0.7847 | 0.9411   |
| 0.0059        | 613.0  | 318760 | 0.4302          | 0.7769    | 0.7938 | 0.7852 | 0.9416   |
| 0.0061        | 614.0  | 319280 | 0.4362          | 0.7827    | 0.7972 | 0.7899 | 0.9423   |
| 0.006         | 615.0  | 319800 | 0.4225          | 0.7820    | 0.7945 | 0.7882 | 0.9419   |
| 0.0068        | 616.0  | 320320 | 0.4309          | 0.7754    | 0.8052 | 0.7900 | 0.9420   |
| 0.0071        | 617.0  | 320840 | 0.4325          | 0.7849    | 0.7999 | 0.7924 | 0.9426   |
| 0.0053        | 618.0  | 321360 | 0.4328          | 0.7686    | 0.8057 | 0.7867 | 0.9426   |
| 0.0062        | 619.0  | 321880 | 0.4468          | 0.7684    | 0.8149 | 0.7909 | 0.9424   |
| 0.0062        | 620.0  | 322400 | 0.4446          | 0.7770    | 0.8106 | 0.7934 | 0.9436   |
| 0.0062        | 621.0  | 322920 | 0.4589          | 0.7843    | 0.7949 | 0.7896 | 0.9428   |
| 0.0046        | 622.0  | 323440 | 0.4518          | 0.7841    | 0.8106 | 0.7971 | 0.9443   |
| 0.0057        | 623.0  | 323960 | 0.4721          | 0.7800    | 0.7970 | 0.7885 | 0.9422   |
| 0.0066        | 624.0  | 324480 | 0.4478          | 0.7724    | 0.8079 | 0.7897 | 0.9427   |
| 0.0059        | 625.0  | 325000 | 0.4292          | 0.7745    | 0.8122 | 0.7929 | 0.9429   |
| 0.0052        | 626.0  | 325520 | 0.4465          | 0.7691    | 0.8015 | 0.7850 | 0.9434   |
| 0.0056        | 627.0  | 326040 | 0.4323          | 0.7783    | 0.8113 | 0.7945 | 0.9443   |
| 0.0056        | 628.0  | 326560 | 0.4467          | 0.7751    | 0.7951 | 0.7850 | 0.9424   |
| 0.0049        | 629.0  | 327080 | 0.4273          | 0.7878    | 0.7956 | 0.7917 | 0.9429   |
| 0.0057        | 630.0  | 327600 | 0.4646          | 0.7743    | 0.8075 | 0.7906 | 0.9429   |
| 0.0051        | 631.0  | 328120 | 0.4533          | 0.7744    | 0.7954 | 0.7848 | 0.9421   |
| 0.0057        | 632.0  | 328640 | 0.4271          | 0.7767    | 0.8014 | 0.7889 | 0.9428   |
| 0.0055        | 633.0  | 329160 | 0.4280          | 0.7769    | 0.8052 | 0.7908 | 0.9439   |
| 0.0052        | 634.0  | 329680 | 0.4521          | 0.7786    | 0.7909 | 0.7847 | 0.9413   |
| 0.0048        | 635.0  | 330200 | 0.4581          | 0.7832    | 0.8111 | 0.7969 | 0.9440   |
| 0.0059        | 636.0  | 330720 | 0.4347          | 0.7748    | 0.8068 | 0.7905 | 0.9439   |
| 0.0057        | 637.0  | 331240 | 0.4649          | 0.7746    | 0.8221 | 0.7977 | 0.9448   |
| 0.0047        | 638.0  | 331760 | 0.4403          | 0.7846    | 0.8073 | 0.7958 | 0.9440   |
| 0.0058        | 639.0  | 332280 | 0.4293          | 0.7744    | 0.8032 | 0.7885 | 0.9424   |
| 0.0059        | 640.0  | 332800 | 0.4344          | 0.7763    | 0.8136 | 0.7945 | 0.9437   |
| 0.0052        | 641.0  | 333320 | 0.4328          | 0.7826    | 0.8151 | 0.7985 | 0.9447   |
| 0.0055        | 642.0  | 333840 | 0.4217          | 0.7833    | 0.7996 | 0.7914 | 0.9429   |
| 0.0056        | 643.0  | 334360 | 0.4303          | 0.7802    | 0.8086 | 0.7941 | 0.9438   |
| 0.0044        | 644.0  | 334880 | 0.4281          | 0.7744    | 0.8161 | 0.7947 | 0.9446   |
| 0.0055        | 645.0  | 335400 | 0.4717          | 0.7796    | 0.8062 | 0.7927 | 0.9439   |
| 0.0046        | 646.0  | 335920 | 0.4464          | 0.7643    | 0.8030 | 0.7832 | 0.9416   |
| 0.0057        | 647.0  | 336440 | 0.4619          | 0.7826    | 0.8044 | 0.7934 | 0.9445   |
| 0.0047        | 648.0  | 336960 | 0.4460          | 0.7828    | 0.8124 | 0.7973 | 0.9445   |
| 0.0054        | 649.0  | 337480 | 0.4541          | 0.7764    | 0.8106 | 0.7931 | 0.9438   |
| 0.0049        | 650.0  | 338000 | 0.4353          | 0.7790    | 0.8118 | 0.7951 | 0.9444   |
| 0.0052        | 651.0  | 338520 | 0.4655          | 0.7707    | 0.8098 | 0.7898 | 0.9435   |
| 0.0054        | 652.0  | 339040 | 0.4419          | 0.7773    | 0.7988 | 0.7879 | 0.9425   |
| 0.0048        | 653.0  | 339560 | 0.4518          | 0.7775    | 0.8133 | 0.7950 | 0.9438   |
| 0.0044        | 654.0  | 340080 | 0.4434          | 0.7843    | 0.7906 | 0.7874 | 0.9422   |
| 0.0057        | 655.0  | 340600 | 0.4375          | 0.7836    | 0.8001 | 0.7918 | 0.9429   |
| 0.0045        | 656.0  | 341120 | 0.4599          | 0.7804    | 0.8125 | 0.7961 | 0.9438   |
| 0.0051        | 657.0  | 341640 | 0.4545          | 0.7767    | 0.7936 | 0.7851 | 0.9419   |
| 0.0043        | 658.0  | 342160 | 0.4735          | 0.7822    | 0.8057 | 0.7938 | 0.9435   |
| 0.0049        | 659.0  | 342680 | 0.4638          | 0.7843    | 0.8151 | 0.7994 | 0.9446   |
| 0.0043        | 660.0  | 343200 | 0.4595          | 0.7708    | 0.8008 | 0.7856 | 0.9411   |
| 0.0058        | 661.0  | 343720 | 0.4277          | 0.7775    | 0.8019 | 0.7895 | 0.9426   |
| 0.0048        | 662.0  | 344240 | 0.4611          | 0.7741    | 0.8116 | 0.7924 | 0.9428   |
| 0.0047        | 663.0  | 344760 | 0.4697          | 0.7779    | 0.7997 | 0.7887 | 0.9424   |
| 0.0045        | 664.0  | 345280 | 0.4369          | 0.7766    | 0.8005 | 0.7883 | 0.9425   |
| 0.006         | 665.0  | 345800 | 0.4545          | 0.7784    | 0.8026 | 0.7903 | 0.9425   |
| 0.0049        | 666.0  | 346320 | 0.4736          | 0.7727    | 0.8032 | 0.7876 | 0.9430   |
| 0.0047        | 667.0  | 346840 | 0.4505          | 0.7745    | 0.8061 | 0.7900 | 0.9426   |
| 0.0049        | 668.0  | 347360 | 0.4515          | 0.7761    | 0.8015 | 0.7886 | 0.9430   |
| 0.005         | 669.0  | 347880 | 0.4400          | 0.7756    | 0.8111 | 0.7930 | 0.9437   |
| 0.0054        | 670.0  | 348400 | 0.4679          | 0.7722    | 0.7929 | 0.7824 | 0.9421   |
| 0.0047        | 671.0  | 348920 | 0.4696          | 0.7868    | 0.8061 | 0.7963 | 0.9439   |
| 0.0038        | 672.0  | 349440 | 0.4620          | 0.7812    | 0.8052 | 0.7930 | 0.9437   |
| 0.0045        | 673.0  | 349960 | 0.4546          | 0.7831    | 0.7848 | 0.7840 | 0.9404   |
| 0.0052        | 674.0  | 350480 | 0.4835          | 0.7728    | 0.8124 | 0.7921 | 0.9434   |
| 0.0042        | 675.0  | 351000 | 0.4930          | 0.7822    | 0.8044 | 0.7931 | 0.9441   |
| 0.0037        | 676.0  | 351520 | 0.4767          | 0.7786    | 0.8115 | 0.7947 | 0.9438   |
| 0.0046        | 677.0  | 352040 | 0.4818          | 0.7797    | 0.8014 | 0.7904 | 0.9411   |
| 0.0045        | 678.0  | 352560 | 0.4852          | 0.7906    | 0.8062 | 0.7983 | 0.9440   |
| 0.0044        | 679.0  | 353080 | 0.5073          | 0.7783    | 0.8024 | 0.7902 | 0.9420   |
| 0.0039        | 680.0  | 353600 | 0.4421          | 0.7951    | 0.8057 | 0.8004 | 0.9451   |
| 0.005         | 681.0  | 354120 | 0.4663          | 0.7823    | 0.8205 | 0.8009 | 0.9445   |
| 0.0038        | 682.0  | 354640 | 0.4577          | 0.7876    | 0.8039 | 0.7957 | 0.9434   |
| 0.0041        | 683.0  | 355160 | 0.4623          | 0.7808    | 0.8080 | 0.7942 | 0.9434   |
| 0.0037        | 684.0  | 355680 | 0.4860          | 0.7773    | 0.7925 | 0.7848 | 0.9412   |
| 0.0044        | 685.0  | 356200 | 0.4679          | 0.7842    | 0.8077 | 0.7958 | 0.9436   |
| 0.0042        | 686.0  | 356720 | 0.4473          | 0.7731    | 0.8086 | 0.7904 | 0.9430   |
| 0.0047        | 687.0  | 357240 | 0.4836          | 0.7808    | 0.8089 | 0.7946 | 0.9436   |
| 0.004         | 688.0  | 357760 | 0.4495          | 0.7834    | 0.7952 | 0.7893 | 0.9423   |
| 0.0049        | 689.0  | 358280 | 0.4791          | 0.7801    | 0.8048 | 0.7922 | 0.9433   |
| 0.0036        | 690.0  | 358800 | 0.4855          | 0.7634    | 0.8084 | 0.7853 | 0.9422   |
| 0.0048        | 691.0  | 359320 | 0.4865          | 0.7837    | 0.8037 | 0.7936 | 0.9432   |
| 0.004         | 692.0  | 359840 | 0.4680          | 0.7816    | 0.8012 | 0.7913 | 0.9437   |
| 0.0047        | 693.0  | 360360 | 0.4721          | 0.7787    | 0.7978 | 0.7881 | 0.9425   |
| 0.0037        | 694.0  | 360880 | 0.4704          | 0.7778    | 0.8030 | 0.7902 | 0.9434   |
| 0.0036        | 695.0  | 361400 | 0.4707          | 0.7698    | 0.8113 | 0.7900 | 0.9438   |
| 0.0045        | 696.0  | 361920 | 0.4488          | 0.7851    | 0.8044 | 0.7946 | 0.9443   |
| 0.0041        | 697.0  | 362440 | 0.5005          | 0.7774    | 0.7967 | 0.7869 | 0.9417   |
| 0.0034        | 698.0  | 362960 | 0.4784          | 0.7801    | 0.8077 | 0.7937 | 0.9437   |
| 0.0041        | 699.0  | 363480 | 0.4791          | 0.7768    | 0.8005 | 0.7885 | 0.9422   |
| 0.0045        | 700.0  | 364000 | 0.4587          | 0.7760    | 0.8215 | 0.7981 | 0.9450   |
| 0.0035        | 701.0  | 364520 | 0.4851          | 0.7792    | 0.8079 | 0.7933 | 0.9441   |
| 0.0034        | 702.0  | 365040 | 0.4859          | 0.7908    | 0.7888 | 0.7898 | 0.9421   |
| 0.0041        | 703.0  | 365560 | 0.4964          | 0.7751    | 0.8024 | 0.7885 | 0.9422   |
| 0.0033        | 704.0  | 366080 | 0.4863          | 0.7691    | 0.7967 | 0.7827 | 0.9411   |
| 0.0045        | 705.0  | 366600 | 0.4547          | 0.7795    | 0.7965 | 0.7879 | 0.9433   |
| 0.0043        | 706.0  | 367120 | 0.4862          | 0.7767    | 0.8050 | 0.7906 | 0.9434   |
| 0.0034        | 707.0  | 367640 | 0.4892          | 0.7693    | 0.8039 | 0.7862 | 0.9423   |
| 0.0038        | 708.0  | 368160 | 0.4703          | 0.7781    | 0.8066 | 0.7921 | 0.9431   |
| 0.0035        | 709.0  | 368680 | 0.4716          | 0.7850    | 0.7942 | 0.7895 | 0.9424   |
| 0.0035        | 710.0  | 369200 | 0.4672          | 0.7775    | 0.8124 | 0.7945 | 0.9428   |
| 0.0041        | 711.0  | 369720 | 0.5014          | 0.7754    | 0.8140 | 0.7942 | 0.9444   |
| 0.0035        | 712.0  | 370240 | 0.4987          | 0.7757    | 0.8014 | 0.7883 | 0.9426   |
| 0.0036        | 713.0  | 370760 | 0.5049          | 0.7775    | 0.7952 | 0.7863 | 0.9422   |
| 0.0038        | 714.0  | 371280 | 0.4747          | 0.7827    | 0.7987 | 0.7906 | 0.9433   |
| 0.0031        | 715.0  | 371800 | 0.4566          | 0.7786    | 0.7915 | 0.7850 | 0.9419   |
| 0.0043        | 716.0  | 372320 | 0.4617          | 0.7930    | 0.8062 | 0.7995 | 0.9446   |
| 0.0034        | 717.0  | 372840 | 0.4720          | 0.7865    | 0.7861 | 0.7863 | 0.9422   |
| 0.0038        | 718.0  | 373360 | 0.4812          | 0.7887    | 0.7936 | 0.7911 | 0.9429   |
| 0.0038        | 719.0  | 373880 | 0.4793          | 0.7774    | 0.8062 | 0.7915 | 0.9436   |
| 0.0041        | 720.0  | 374400 | 0.4775          | 0.7740    | 0.8071 | 0.7902 | 0.9430   |
| 0.0035        | 721.0  | 374920 | 0.5073          | 0.7724    | 0.8129 | 0.7921 | 0.9430   |
| 0.0029        | 722.0  | 375440 | 0.4539          | 0.7826    | 0.7922 | 0.7874 | 0.9427   |
| 0.0032        | 723.0  | 375960 | 0.4669          | 0.7804    | 0.7918 | 0.7861 | 0.9426   |
| 0.0036        | 724.0  | 376480 | 0.4775          | 0.7781    | 0.7974 | 0.7876 | 0.9435   |
| 0.003         | 725.0  | 377000 | 0.4710          | 0.7808    | 0.7898 | 0.7853 | 0.9420   |
| 0.0031        | 726.0  | 377520 | 0.4927          | 0.7771    | 0.8006 | 0.7887 | 0.9428   |
| 0.0041        | 727.0  | 378040 | 0.4831          | 0.7915    | 0.8059 | 0.7986 | 0.9448   |
| 0.0033        | 728.0  | 378560 | 0.4735          | 0.7851    | 0.7965 | 0.7907 | 0.9421   |
| 0.0029        | 729.0  | 379080 | 0.4963          | 0.7759    | 0.8174 | 0.7961 | 0.9451   |
| 0.0029        | 730.0  | 379600 | 0.5143          | 0.7750    | 0.8028 | 0.7887 | 0.9422   |
| 0.0034        | 731.0  | 380120 | 0.5056          | 0.7753    | 0.8035 | 0.7892 | 0.9425   |
| 0.0028        | 732.0  | 380640 | 0.4975          | 0.7829    | 0.7983 | 0.7905 | 0.9435   |
| 0.0028        | 733.0  | 381160 | 0.4964          | 0.7752    | 0.8115 | 0.7929 | 0.9425   |
| 0.0033        | 734.0  | 381680 | 0.4829          | 0.7935    | 0.8012 | 0.7973 | 0.9444   |
| 0.0034        | 735.0  | 382200 | 0.4865          | 0.7796    | 0.8098 | 0.7945 | 0.9435   |
| 0.003         | 736.0  | 382720 | 0.4699          | 0.7797    | 0.8062 | 0.7927 | 0.9433   |
| 0.0032        | 737.0  | 383240 | 0.4915          | 0.7775    | 0.8050 | 0.7910 | 0.9435   |
| 0.0035        | 738.0  | 383760 | 0.5079          | 0.7820    | 0.8089 | 0.7953 | 0.9440   |
| 0.0033        | 739.0  | 384280 | 0.4585          | 0.7765    | 0.8006 | 0.7884 | 0.9426   |
| 0.0036        | 740.0  | 384800 | 0.4892          | 0.7849    | 0.8142 | 0.7993 | 0.9449   |
| 0.0029        | 741.0  | 385320 | 0.4818          | 0.7844    | 0.8071 | 0.7956 | 0.9431   |
| 0.0033        | 742.0  | 385840 | 0.4996          | 0.7852    | 0.8118 | 0.7983 | 0.9445   |
| 0.003         | 743.0  | 386360 | 0.4846          | 0.7856    | 0.8124 | 0.7988 | 0.9441   |
| 0.0029        | 744.0  | 386880 | 0.4995          | 0.7706    | 0.8116 | 0.7906 | 0.9435   |
| 0.0033        | 745.0  | 387400 | 0.4778          | 0.7862    | 0.7965 | 0.7913 | 0.9431   |
| 0.0036        | 746.0  | 387920 | 0.4752          | 0.7892    | 0.7976 | 0.7934 | 0.9434   |
| 0.0028        | 747.0  | 388440 | 0.4858          | 0.7749    | 0.8071 | 0.7907 | 0.9427   |
| 0.0029        | 748.0  | 388960 | 0.4840          | 0.7711    | 0.8185 | 0.7941 | 0.9436   |
| 0.0031        | 749.0  | 389480 | 0.5069          | 0.7658    | 0.8158 | 0.7900 | 0.9427   |
| 0.003         | 750.0  | 390000 | 0.4806          | 0.7851    | 0.8005 | 0.7927 | 0.9429   |
| 0.0031        | 751.0  | 390520 | 0.4754          | 0.7753    | 0.8104 | 0.7925 | 0.9436   |
| 0.0027        | 752.0  | 391040 | 0.4699          | 0.7861    | 0.8070 | 0.7964 | 0.9442   |
| 0.0032        | 753.0  | 391560 | 0.4790          | 0.7837    | 0.8125 | 0.7979 | 0.9447   |
| 0.003         | 754.0  | 392080 | 0.4690          | 0.7867    | 0.8030 | 0.7948 | 0.9439   |
| 0.0028        | 755.0  | 392600 | 0.4827          | 0.7888    | 0.8026 | 0.7957 | 0.9445   |
| 0.0025        | 756.0  | 393120 | 0.4871          | 0.7826    | 0.8170 | 0.7995 | 0.9452   |
| 0.0025        | 757.0  | 393640 | 0.4791          | 0.7820    | 0.8192 | 0.8002 | 0.9450   |
| 0.0033        | 758.0  | 394160 | 0.4757          | 0.7826    | 0.8053 | 0.7938 | 0.9438   |
| 0.0029        | 759.0  | 394680 | 0.4636          | 0.7875    | 0.8057 | 0.7965 | 0.9437   |
| 0.0034        | 760.0  | 395200 | 0.4759          | 0.7803    | 0.8066 | 0.7932 | 0.9438   |
| 0.0024        | 761.0  | 395720 | 0.4848          | 0.7756    | 0.8088 | 0.7919 | 0.9431   |
| 0.0026        | 762.0  | 396240 | 0.4776          | 0.7730    | 0.8124 | 0.7922 | 0.9435   |
| 0.0032        | 763.0  | 396760 | 0.4818          | 0.7826    | 0.8167 | 0.7993 | 0.9452   |
| 0.0028        | 764.0  | 397280 | 0.4822          | 0.7840    | 0.8066 | 0.7951 | 0.9447   |
| 0.0026        | 765.0  | 397800 | 0.4878          | 0.7831    | 0.8097 | 0.7962 | 0.9438   |
| 0.0021        | 766.0  | 398320 | 0.5220          | 0.7819    | 0.7972 | 0.7895 | 0.9421   |
| 0.0024        | 767.0  | 398840 | 0.4697          | 0.7918    | 0.8035 | 0.7976 | 0.9444   |
| 0.0029        | 768.0  | 399360 | 0.4917          | 0.7859    | 0.8019 | 0.7938 | 0.9440   |
| 0.0026        | 769.0  | 399880 | 0.4790          | 0.7830    | 0.8097 | 0.7961 | 0.9437   |
| 0.0026        | 770.0  | 400400 | 0.5006          | 0.7843    | 0.8061 | 0.7950 | 0.9440   |
| 0.0025        | 771.0  | 400920 | 0.4927          | 0.7815    | 0.8062 | 0.7937 | 0.9440   |
| 0.0029        | 772.0  | 401440 | 0.4803          | 0.7933    | 0.7956 | 0.7945 | 0.9437   |
| 0.0027        | 773.0  | 401960 | 0.4923          | 0.7796    | 0.8095 | 0.7942 | 0.9441   |
| 0.0026        | 774.0  | 402480 | 0.4680          | 0.7795    | 0.7943 | 0.7868 | 0.9417   |
| 0.0021        | 775.0  | 403000 | 0.5078          | 0.7827    | 0.8032 | 0.7928 | 0.9428   |
| 0.0026        | 776.0  | 403520 | 0.5023          | 0.7874    | 0.7943 | 0.7909 | 0.9428   |
| 0.0027        | 777.0  | 404040 | 0.5145          | 0.7778    | 0.8012 | 0.7893 | 0.9425   |
| 0.0022        | 778.0  | 404560 | 0.5007          | 0.7882    | 0.8023 | 0.7952 | 0.9437   |
| 0.0021        | 779.0  | 405080 | 0.4810          | 0.7829    | 0.8080 | 0.7953 | 0.9434   |
| 0.0027        | 780.0  | 405600 | 0.5026          | 0.7823    | 0.7987 | 0.7904 | 0.9424   |
| 0.002         | 781.0  | 406120 | 0.5051          | 0.7836    | 0.8066 | 0.7949 | 0.9432   |
| 0.0022        | 782.0  | 406640 | 0.5089          | 0.7864    | 0.8064 | 0.7963 | 0.9437   |
| 0.0023        | 783.0  | 407160 | 0.5050          | 0.7819    | 0.8104 | 0.7959 | 0.9435   |
| 0.0021        | 784.0  | 407680 | 0.5003          | 0.7864    | 0.8001 | 0.7932 | 0.9426   |
| 0.0024        | 785.0  | 408200 | 0.5247          | 0.7869    | 0.8138 | 0.8001 | 0.9436   |
| 0.0024        | 786.0  | 408720 | 0.5103          | 0.7942    | 0.8089 | 0.8015 | 0.9451   |
| 0.0021        | 787.0  | 409240 | 0.5133          | 0.7839    | 0.7938 | 0.7888 | 0.9422   |
| 0.0023        | 788.0  | 409760 | 0.4880          | 0.7840    | 0.8061 | 0.7949 | 0.9434   |
| 0.0025        | 789.0  | 410280 | 0.4878          | 0.7877    | 0.8097 | 0.7985 | 0.9442   |
| 0.0023        | 790.0  | 410800 | 0.5244          | 0.7872    | 0.8001 | 0.7936 | 0.9429   |
| 0.0022        | 791.0  | 411320 | 0.5281          | 0.7815    | 0.7994 | 0.7903 | 0.9422   |
| 0.002         | 792.0  | 411840 | 0.5082          | 0.7838    | 0.8095 | 0.7964 | 0.9431   |
| 0.0022        | 793.0  | 412360 | 0.5274          | 0.7810    | 0.8046 | 0.7926 | 0.9430   |
| 0.0018        | 794.0  | 412880 | 0.5084          | 0.7843    | 0.7983 | 0.7913 | 0.9429   |
| 0.0026        | 795.0  | 413400 | 0.5298          | 0.7826    | 0.7988 | 0.7907 | 0.9416   |
| 0.0021        | 796.0  | 413920 | 0.5196          | 0.7835    | 0.8010 | 0.7922 | 0.9427   |
| 0.0024        | 797.0  | 414440 | 0.5358          | 0.7731    | 0.8124 | 0.7922 | 0.9430   |
| 0.0017        | 798.0  | 414960 | 0.4904          | 0.7797    | 0.8077 | 0.7935 | 0.9441   |
| 0.0029        | 799.0  | 415480 | 0.5193          | 0.7806    | 0.8053 | 0.7928 | 0.9428   |
| 0.0024        | 800.0  | 416000 | 0.5069          | 0.7796    | 0.8024 | 0.7908 | 0.9434   |
| 0.002         | 801.0  | 416520 | 0.5069          | 0.7902    | 0.8008 | 0.7955 | 0.9430   |
| 0.0017        | 802.0  | 417040 | 0.5409          | 0.7788    | 0.7988 | 0.7887 | 0.9423   |
| 0.0022        | 803.0  | 417560 | 0.5414          | 0.7779    | 0.7992 | 0.7884 | 0.9424   |
| 0.0024        | 804.0  | 418080 | 0.4882          | 0.7765    | 0.8097 | 0.7927 | 0.9433   |
| 0.0019        | 805.0  | 418600 | 0.5069          | 0.7893    | 0.8048 | 0.7970 | 0.9435   |
| 0.0016        | 806.0  | 419120 | 0.5426          | 0.7868    | 0.7983 | 0.7925 | 0.9430   |
| 0.0019        | 807.0  | 419640 | 0.5116          | 0.7819    | 0.8039 | 0.7928 | 0.9428   |
| 0.002         | 808.0  | 420160 | 0.4871          | 0.7843    | 0.8008 | 0.7925 | 0.9429   |
| 0.0017        | 809.0  | 420680 | 0.5280          | 0.7712    | 0.8142 | 0.7921 | 0.9434   |
| 0.0019        | 810.0  | 421200 | 0.5154          | 0.7773    | 0.8125 | 0.7945 | 0.9439   |
| 0.0016        | 811.0  | 421720 | 0.5632          | 0.7728    | 0.8026 | 0.7875 | 0.9417   |
| 0.0017        | 812.0  | 422240 | 0.5267          | 0.7773    | 0.7976 | 0.7873 | 0.9428   |
| 0.0018        | 813.0  | 422760 | 0.5003          | 0.7879    | 0.7992 | 0.7935 | 0.9442   |
| 0.0022        | 814.0  | 423280 | 0.5062          | 0.7846    | 0.8008 | 0.7926 | 0.9437   |
| 0.0015        | 815.0  | 423800 | 0.5395          | 0.7840    | 0.8071 | 0.7954 | 0.9441   |
| 0.002         | 816.0  | 424320 | 0.5270          | 0.7830    | 0.8055 | 0.7941 | 0.9439   |
| 0.0016        | 817.0  | 424840 | 0.5060          | 0.7858    | 0.8071 | 0.7963 | 0.9442   |
| 0.0021        | 818.0  | 425360 | 0.5141          | 0.7891    | 0.8059 | 0.7974 | 0.9437   |
| 0.0021        | 819.0  | 425880 | 0.5058          | 0.7853    | 0.8042 | 0.7947 | 0.9436   |
| 0.0017        | 820.0  | 426400 | 0.5217          | 0.7838    | 0.7997 | 0.7917 | 0.9435   |
| 0.002         | 821.0  | 426920 | 0.5165          | 0.7843    | 0.8048 | 0.7944 | 0.9438   |
| 0.0018        | 822.0  | 427440 | 0.5249          | 0.7768    | 0.8111 | 0.7936 | 0.9438   |
| 0.0015        | 823.0  | 427960 | 0.5402          | 0.7813    | 0.7927 | 0.7870 | 0.9424   |
| 0.0017        | 824.0  | 428480 | 0.5269          | 0.7859    | 0.8077 | 0.7966 | 0.9446   |
| 0.0018        | 825.0  | 429000 | 0.5150          | 0.7879    | 0.8015 | 0.7947 | 0.9436   |
| 0.0017        | 826.0  | 429520 | 0.5044          | 0.7843    | 0.8107 | 0.7973 | 0.9444   |
| 0.0016        | 827.0  | 430040 | 0.5334          | 0.7830    | 0.8014 | 0.7921 | 0.9424   |
| 0.0017        | 828.0  | 430560 | 0.5178          | 0.7831    | 0.8023 | 0.7926 | 0.9435   |
| 0.0017        | 829.0  | 431080 | 0.5361          | 0.7824    | 0.8012 | 0.7917 | 0.9438   |
| 0.0012        | 830.0  | 431600 | 0.5590          | 0.7793    | 0.8012 | 0.7901 | 0.9431   |
| 0.0016        | 831.0  | 432120 | 0.5158          | 0.7868    | 0.8015 | 0.7941 | 0.9443   |
| 0.0016        | 832.0  | 432640 | 0.5432          | 0.7824    | 0.8086 | 0.7953 | 0.9443   |
| 0.0019        | 833.0  | 433160 | 0.5160          | 0.7841    | 0.7987 | 0.7913 | 0.9433   |
| 0.0014        | 834.0  | 433680 | 0.5357          | 0.7889    | 0.8134 | 0.8010 | 0.9445   |
| 0.0011        | 835.0  | 434200 | 0.5383          | 0.7862    | 0.8206 | 0.8031 | 0.9444   |
| 0.0013        | 836.0  | 434720 | 0.5319          | 0.7902    | 0.8019 | 0.7960 | 0.9434   |
| 0.0015        | 837.0  | 435240 | 0.5001          | 0.7817    | 0.8116 | 0.7964 | 0.9448   |
| 0.002         | 838.0  | 435760 | 0.5198          | 0.7973    | 0.8075 | 0.8024 | 0.9455   |
| 0.0017        | 839.0  | 436280 | 0.5100          | 0.7843    | 0.8055 | 0.7948 | 0.9451   |
| 0.0014        | 840.0  | 436800 | 0.5210          | 0.7784    | 0.8086 | 0.7932 | 0.9443   |
| 0.0014        | 841.0  | 437320 | 0.5262          | 0.7833    | 0.8061 | 0.7945 | 0.9439   |
| 0.0015        | 842.0  | 437840 | 0.5150          | 0.7873    | 0.8086 | 0.7978 | 0.9446   |
| 0.002         | 843.0  | 438360 | 0.5036          | 0.7758    | 0.8113 | 0.7931 | 0.9443   |
| 0.0019        | 844.0  | 438880 | 0.5070          | 0.7836    | 0.8028 | 0.7931 | 0.9438   |
| 0.0012        | 845.0  | 439400 | 0.5198          | 0.7897    | 0.8131 | 0.8012 | 0.9451   |
| 0.0015        | 846.0  | 439920 | 0.5003          | 0.7850    | 0.8080 | 0.7963 | 0.9442   |
| 0.0016        | 847.0  | 440440 | 0.5000          | 0.7821    | 0.8120 | 0.7968 | 0.9447   |
| 0.0017        | 848.0  | 440960 | 0.5236          | 0.7768    | 0.8015 | 0.7890 | 0.9438   |
| 0.0016        | 849.0  | 441480 | 0.5229          | 0.7808    | 0.8059 | 0.7932 | 0.9444   |
| 0.001         | 850.0  | 442000 | 0.5358          | 0.7870    | 0.8073 | 0.7970 | 0.9448   |
| 0.0014        | 851.0  | 442520 | 0.5339          | 0.7800    | 0.8057 | 0.7926 | 0.9437   |
| 0.0018        | 852.0  | 443040 | 0.5107          | 0.7880    | 0.8006 | 0.7943 | 0.9435   |
| 0.0013        | 853.0  | 443560 | 0.5188          | 0.7806    | 0.7927 | 0.7866 | 0.9420   |
| 0.0014        | 854.0  | 444080 | 0.5285          | 0.7841    | 0.8097 | 0.7967 | 0.9443   |
| 0.001         | 855.0  | 444600 | 0.5326          | 0.7853    | 0.8115 | 0.7982 | 0.9448   |
| 0.0011        | 856.0  | 445120 | 0.5471          | 0.7871    | 0.7956 | 0.7913 | 0.9431   |
| 0.0015        | 857.0  | 445640 | 0.5418          | 0.7804    | 0.8057 | 0.7928 | 0.9430   |
| 0.001         | 858.0  | 446160 | 0.5438          | 0.7830    | 0.8070 | 0.7948 | 0.9435   |
| 0.0011        | 859.0  | 446680 | 0.5315          | 0.7828    | 0.8062 | 0.7944 | 0.9431   |
| 0.0015        | 860.0  | 447200 | 0.5425          | 0.7890    | 0.8095 | 0.7991 | 0.9445   |
| 0.0013        | 861.0  | 447720 | 0.5770          | 0.7825    | 0.8086 | 0.7953 | 0.9435   |
| 0.0013        | 862.0  | 448240 | 0.5546          | 0.7845    | 0.7958 | 0.7901 | 0.9428   |
| 0.0014        | 863.0  | 448760 | 0.5263          | 0.7838    | 0.8023 | 0.7929 | 0.9439   |
| 0.0013        | 864.0  | 449280 | 0.5056          | 0.7846    | 0.8008 | 0.7926 | 0.9434   |
| 0.0013        | 865.0  | 449800 | 0.5356          | 0.7845    | 0.8062 | 0.7952 | 0.9440   |
| 0.0012        | 866.0  | 450320 | 0.5385          | 0.7818    | 0.8032 | 0.7923 | 0.9435   |
| 0.001         | 867.0  | 450840 | 0.5286          | 0.7800    | 0.7969 | 0.7883 | 0.9428   |
| 0.0014        | 868.0  | 451360 | 0.5331          | 0.7799    | 0.8079 | 0.7936 | 0.9441   |
| 0.0011        | 869.0  | 451880 | 0.5410          | 0.7826    | 0.8057 | 0.7940 | 0.9437   |
| 0.0011        | 870.0  | 452400 | 0.5395          | 0.7755    | 0.8088 | 0.7918 | 0.9430   |
| 0.0012        | 871.0  | 452920 | 0.5212          | 0.7873    | 0.8039 | 0.7955 | 0.9448   |
| 0.0012        | 872.0  | 453440 | 0.5359          | 0.7830    | 0.8059 | 0.7943 | 0.9445   |
| 0.0011        | 873.0  | 453960 | 0.5537          | 0.7887    | 0.8024 | 0.7955 | 0.9446   |
| 0.0008        | 874.0  | 454480 | 0.5254          | 0.7856    | 0.8035 | 0.7944 | 0.9443   |
| 0.0012        | 875.0  | 455000 | 0.5510          | 0.7899    | 0.7967 | 0.7933 | 0.9429   |
| 0.0014        | 876.0  | 455520 | 0.5385          | 0.7912    | 0.8088 | 0.7999 | 0.9446   |
| 0.0011        | 877.0  | 456040 | 0.5321          | 0.7839    | 0.8055 | 0.7946 | 0.9436   |
| 0.0009        | 878.0  | 456560 | 0.5357          | 0.7860    | 0.8042 | 0.7950 | 0.9440   |
| 0.0013        | 879.0  | 457080 | 0.5315          | 0.7826    | 0.8084 | 0.7953 | 0.9443   |
| 0.0012        | 880.0  | 457600 | 0.5409          | 0.7851    | 0.8057 | 0.7952 | 0.9439   |
| 0.0009        | 881.0  | 458120 | 0.5472          | 0.7851    | 0.8077 | 0.7962 | 0.9441   |
| 0.001         | 882.0  | 458640 | 0.5349          | 0.7854    | 0.8059 | 0.7955 | 0.9433   |
| 0.0012        | 883.0  | 459160 | 0.5404          | 0.7852    | 0.8012 | 0.7931 | 0.9440   |
| 0.001         | 884.0  | 459680 | 0.5572          | 0.7836    | 0.8084 | 0.7958 | 0.9434   |
| 0.0009        | 885.0  | 460200 | 0.5652          | 0.7787    | 0.7963 | 0.7874 | 0.9427   |
| 0.0009        | 886.0  | 460720 | 0.5365          | 0.7888    | 0.8084 | 0.7985 | 0.9441   |
| 0.0012        | 887.0  | 461240 | 0.5325          | 0.7813    | 0.8046 | 0.7928 | 0.9436   |
| 0.0011        | 888.0  | 461760 | 0.5601          | 0.7817    | 0.8068 | 0.7940 | 0.9437   |
| 0.0008        | 889.0  | 462280 | 0.5492          | 0.7869    | 0.8052 | 0.7959 | 0.9448   |
| 0.001         | 890.0  | 462800 | 0.5374          | 0.7904    | 0.8107 | 0.8004 | 0.9455   |
| 0.001         | 891.0  | 463320 | 0.5533          | 0.7864    | 0.8068 | 0.7964 | 0.9447   |
| 0.0005        | 892.0  | 463840 | 0.5642          | 0.7808    | 0.8057 | 0.7931 | 0.9441   |
| 0.001         | 893.0  | 464360 | 0.5704          | 0.7898    | 0.8041 | 0.7969 | 0.9442   |
| 0.0008        | 894.0  | 464880 | 0.5547          | 0.7872    | 0.8050 | 0.7960 | 0.9442   |
| 0.001         | 895.0  | 465400 | 0.5454          | 0.7899    | 0.8084 | 0.7990 | 0.9448   |
| 0.001         | 896.0  | 465920 | 0.5478          | 0.7870    | 0.8082 | 0.7974 | 0.9445   |
| 0.0007        | 897.0  | 466440 | 0.5703          | 0.7875    | 0.8001 | 0.7937 | 0.9428   |
| 0.001         | 898.0  | 466960 | 0.5648          | 0.7850    | 0.8037 | 0.7943 | 0.9438   |
| 0.0007        | 899.0  | 467480 | 0.5623          | 0.7880    | 0.8075 | 0.7977 | 0.9441   |
| 0.0008        | 900.0  | 468000 | 0.5663          | 0.7864    | 0.8113 | 0.7986 | 0.9443   |
| 0.0006        | 901.0  | 468520 | 0.5760          | 0.7866    | 0.8014 | 0.7939 | 0.9441   |
| 0.0007        | 902.0  | 469040 | 0.5674          | 0.7898    | 0.8111 | 0.8003 | 0.9444   |
| 0.0009        | 903.0  | 469560 | 0.5633          | 0.7887    | 0.8019 | 0.7952 | 0.9444   |
| 0.0008        | 904.0  | 470080 | 0.5690          | 0.7863    | 0.8023 | 0.7942 | 0.9432   |
| 0.0008        | 905.0  | 470600 | 0.5754          | 0.7807    | 0.8124 | 0.7962 | 0.9438   |
| 0.0006        | 906.0  | 471120 | 0.5822          | 0.7881    | 0.8124 | 0.8000 | 0.9443   |
| 0.0009        | 907.0  | 471640 | 0.5614          | 0.7870    | 0.8044 | 0.7956 | 0.9433   |
| 0.0008        | 908.0  | 472160 | 0.5665          | 0.7804    | 0.8039 | 0.7920 | 0.9430   |
| 0.0006        | 909.0  | 472680 | 0.5720          | 0.7901    | 0.8080 | 0.7990 | 0.9444   |
| 0.0007        | 910.0  | 473200 | 0.5636          | 0.7876    | 0.8138 | 0.8005 | 0.9447   |
| 0.0009        | 911.0  | 473720 | 0.5610          | 0.7913    | 0.7988 | 0.7951 | 0.9435   |
| 0.0008        | 912.0  | 474240 | 0.5528          | 0.7927    | 0.8100 | 0.8013 | 0.9448   |
| 0.0007        | 913.0  | 474760 | 0.5575          | 0.7867    | 0.8071 | 0.7968 | 0.9442   |
| 0.0005        | 914.0  | 475280 | 0.5858          | 0.7803    | 0.8001 | 0.7901 | 0.9429   |
| 0.0005        | 915.0  | 475800 | 0.5807          | 0.7849    | 0.8052 | 0.7949 | 0.9435   |
| 0.0005        | 916.0  | 476320 | 0.5786          | 0.7809    | 0.8088 | 0.7946 | 0.9440   |
| 0.0005        | 917.0  | 476840 | 0.5570          | 0.7927    | 0.8052 | 0.7989 | 0.9443   |
| 0.0008        | 918.0  | 477360 | 0.5720          | 0.7864    | 0.8174 | 0.8016 | 0.9448   |
| 0.0005        | 919.0  | 477880 | 0.5925          | 0.7864    | 0.8129 | 0.7994 | 0.9438   |
| 0.0006        | 920.0  | 478400 | 0.5770          | 0.7897    | 0.8055 | 0.7975 | 0.9439   |
| 0.0009        | 921.0  | 478920 | 0.5854          | 0.7831    | 0.8053 | 0.7940 | 0.9436   |
| 0.0006        | 922.0  | 479440 | 0.5683          | 0.7786    | 0.8111 | 0.7945 | 0.9436   |
| 0.0008        | 923.0  | 479960 | 0.5622          | 0.7859    | 0.8050 | 0.7953 | 0.9436   |
| 0.0008        | 924.0  | 480480 | 0.5743          | 0.7827    | 0.8017 | 0.7921 | 0.9426   |
| 0.0007        | 925.0  | 481000 | 0.5672          | 0.7830    | 0.8118 | 0.7972 | 0.9441   |
| 0.0007        | 926.0  | 481520 | 0.5575          | 0.7891    | 0.8068 | 0.7979 | 0.9446   |
| 0.0009        | 927.0  | 482040 | 0.5393          | 0.7885    | 0.8032 | 0.7958 | 0.9442   |
| 0.0005        | 928.0  | 482560 | 0.5429          | 0.7895    | 0.8053 | 0.7974 | 0.9441   |
| 0.0006        | 929.0  | 483080 | 0.5377          | 0.7880    | 0.8127 | 0.8002 | 0.9443   |
| 0.0005        | 930.0  | 483600 | 0.5569          | 0.7827    | 0.8100 | 0.7961 | 0.9442   |
| 0.0005        | 931.0  | 484120 | 0.5544          | 0.7902    | 0.8172 | 0.8035 | 0.9455   |
| 0.0004        | 932.0  | 484640 | 0.5633          | 0.7883    | 0.8115 | 0.7997 | 0.9450   |
| 0.0008        | 933.0  | 485160 | 0.5572          | 0.7918    | 0.8053 | 0.7985 | 0.9447   |
| 0.0005        | 934.0  | 485680 | 0.5655          | 0.7894    | 0.8125 | 0.8008 | 0.9453   |
| 0.0007        | 935.0  | 486200 | 0.5649          | 0.7916    | 0.8140 | 0.8026 | 0.9456   |
| 0.0005        | 936.0  | 486720 | 0.5587          | 0.7934    | 0.8079 | 0.8006 | 0.9446   |
| 0.0006        | 937.0  | 487240 | 0.5575          | 0.7911    | 0.8033 | 0.7972 | 0.9440   |
| 0.0006        | 938.0  | 487760 | 0.5634          | 0.7902    | 0.8066 | 0.7983 | 0.9442   |
| 0.0005        | 939.0  | 488280 | 0.5571          | 0.7815    | 0.8066 | 0.7939 | 0.9438   |
| 0.0005        | 940.0  | 488800 | 0.5634          | 0.7860    | 0.8050 | 0.7954 | 0.9439   |
| 0.0004        | 941.0  | 489320 | 0.5643          | 0.7872    | 0.8008 | 0.7940 | 0.9437   |
| 0.0005        | 942.0  | 489840 | 0.5794          | 0.7837    | 0.8033 | 0.7934 | 0.9443   |
| 0.0005        | 943.0  | 490360 | 0.5869          | 0.7888    | 0.7972 | 0.7930 | 0.9437   |
| 0.0005        | 944.0  | 490880 | 0.5844          | 0.7915    | 0.8028 | 0.7971 | 0.9446   |
| 0.0005        | 945.0  | 491400 | 0.5886          | 0.7862    | 0.7927 | 0.7895 | 0.9428   |
| 0.0007        | 946.0  | 491920 | 0.5734          | 0.7893    | 0.8088 | 0.7989 | 0.9446   |
| 0.0005        | 947.0  | 492440 | 0.5650          | 0.7890    | 0.8066 | 0.7977 | 0.9445   |
| 0.0006        | 948.0  | 492960 | 0.5746          | 0.7860    | 0.8064 | 0.7961 | 0.9446   |
| 0.0003        | 949.0  | 493480 | 0.5841          | 0.7841    | 0.8129 | 0.7982 | 0.9448   |
| 0.0003        | 950.0  | 494000 | 0.5956          | 0.7885    | 0.8089 | 0.7986 | 0.9447   |
| 0.0004        | 951.0  | 494520 | 0.5897          | 0.7917    | 0.8062 | 0.7989 | 0.9447   |
| 0.0003        | 952.0  | 495040 | 0.5924          | 0.7867    | 0.8097 | 0.7980 | 0.9448   |
| 0.0004        | 953.0  | 495560 | 0.5905          | 0.7889    | 0.8033 | 0.7960 | 0.9443   |
| 0.0004        | 954.0  | 496080 | 0.5976          | 0.7863    | 0.8042 | 0.7952 | 0.9442   |
| 0.0002        | 955.0  | 496600 | 0.6000          | 0.7878    | 0.8075 | 0.7975 | 0.9445   |
| 0.0004        | 956.0  | 497120 | 0.6010          | 0.7976    | 0.8082 | 0.8029 | 0.9450   |
| 0.0007        | 957.0  | 497640 | 0.5935          | 0.7875    | 0.8070 | 0.7971 | 0.9442   |
| 0.0003        | 958.0  | 498160 | 0.5968          | 0.7851    | 0.8086 | 0.7967 | 0.9441   |
| 0.0004        | 959.0  | 498680 | 0.5815          | 0.7913    | 0.8042 | 0.7977 | 0.9442   |
| 0.0004        | 960.0  | 499200 | 0.5898          | 0.7871    | 0.8070 | 0.7969 | 0.9441   |
| 0.0003        | 961.0  | 499720 | 0.5961          | 0.7874    | 0.8075 | 0.7973 | 0.9442   |
| 0.0002        | 962.0  | 500240 | 0.6005          | 0.7888    | 0.8100 | 0.7993 | 0.9445   |
| 0.0007        | 963.0  | 500760 | 0.5792          | 0.7913    | 0.8079 | 0.7995 | 0.9445   |
| 0.0004        | 964.0  | 501280 | 0.5876          | 0.7915    | 0.8053 | 0.7984 | 0.9443   |
| 0.0003        | 965.0  | 501800 | 0.5843          | 0.7889    | 0.8041 | 0.7964 | 0.9443   |
| 0.0004        | 966.0  | 502320 | 0.5856          | 0.7859    | 0.8046 | 0.7952 | 0.9438   |
| 0.0004        | 967.0  | 502840 | 0.5825          | 0.7883    | 0.7987 | 0.7935 | 0.9430   |
| 0.0004        | 968.0  | 503360 | 0.5801          | 0.7857    | 0.8050 | 0.7952 | 0.9441   |
| 0.0004        | 969.0  | 503880 | 0.5811          | 0.7931    | 0.8071 | 0.8001 | 0.9446   |
| 0.0004        | 970.0  | 504400 | 0.5765          | 0.7907    | 0.8048 | 0.7977 | 0.9443   |
| 0.0004        | 971.0  | 504920 | 0.5708          | 0.7909    | 0.8066 | 0.7987 | 0.9446   |
| 0.0005        | 972.0  | 505440 | 0.5740          | 0.7916    | 0.8098 | 0.8006 | 0.9448   |
| 0.0003        | 973.0  | 505960 | 0.5704          | 0.7909    | 0.8066 | 0.7987 | 0.9446   |
| 0.0004        | 974.0  | 506480 | 0.5719          | 0.7909    | 0.8059 | 0.7983 | 0.9446   |
| 0.0002        | 975.0  | 507000 | 0.5821          | 0.7885    | 0.8055 | 0.7969 | 0.9444   |
| 0.0002        | 976.0  | 507520 | 0.5837          | 0.7918    | 0.8070 | 0.7993 | 0.9447   |
| 0.0004        | 977.0  | 508040 | 0.5881          | 0.7913    | 0.8077 | 0.7994 | 0.9448   |
| 0.0004        | 978.0  | 508560 | 0.5831          | 0.7927    | 0.8111 | 0.8018 | 0.9452   |
| 0.0003        | 979.0  | 509080 | 0.5836          | 0.7894    | 0.8107 | 0.7999 | 0.9451   |
| 0.0004        | 980.0  | 509600 | 0.5854          | 0.7943    | 0.8073 | 0.8008 | 0.9452   |
| 0.0002        | 981.0  | 510120 | 0.5841          | 0.7955    | 0.8077 | 0.8015 | 0.9452   |
| 0.0002        | 982.0  | 510640 | 0.5885          | 0.7967    | 0.8115 | 0.8040 | 0.9456   |
| 0.0002        | 983.0  | 511160 | 0.5934          | 0.7957    | 0.8129 | 0.8042 | 0.9457   |
| 0.0003        | 984.0  | 511680 | 0.5955          | 0.7932    | 0.8080 | 0.8005 | 0.9450   |
| 0.0003        | 985.0  | 512200 | 0.5942          | 0.7937    | 0.8104 | 0.8019 | 0.9451   |
| 0.0003        | 986.0  | 512720 | 0.5937          | 0.7935    | 0.8097 | 0.8015 | 0.9451   |
| 0.0002        | 987.0  | 513240 | 0.5974          | 0.7959    | 0.8111 | 0.8034 | 0.9452   |
| 0.0003        | 988.0  | 513760 | 0.5950          | 0.7946    | 0.8082 | 0.8014 | 0.9449   |
| 0.0003        | 989.0  | 514280 | 0.5943          | 0.7943    | 0.8089 | 0.8016 | 0.9450   |
| 0.0003        | 990.0  | 514800 | 0.5942          | 0.7908    | 0.8100 | 0.8003 | 0.9450   |
| 0.0003        | 991.0  | 515320 | 0.5936          | 0.7932    | 0.8082 | 0.8006 | 0.9449   |
| 0.0002        | 992.0  | 515840 | 0.5922          | 0.7908    | 0.8102 | 0.8004 | 0.9452   |
| 0.0003        | 993.0  | 516360 | 0.5917          | 0.7910    | 0.8109 | 0.8008 | 0.9454   |
| 0.0002        | 994.0  | 516880 | 0.5955          | 0.7921    | 0.8116 | 0.8017 | 0.9455   |
| 0.0003        | 995.0  | 517400 | 0.5965          | 0.7913    | 0.8106 | 0.8008 | 0.9454   |
| 0.0002        | 996.0  | 517920 | 0.5976          | 0.7914    | 0.8107 | 0.8009 | 0.9454   |
| 0.0002        | 997.0  | 518440 | 0.5970          | 0.7915    | 0.8106 | 0.8009 | 0.9454   |
| 0.0002        | 998.0  | 518960 | 0.5972          | 0.7915    | 0.8107 | 0.8010 | 0.9454   |
| 0.0003        | 999.0  | 519480 | 0.5972          | 0.7900    | 0.8102 | 0.8000 | 0.9453   |
| 0.0002        | 1000.0 | 520000 | 0.5973          | 0.7900    | 0.8102 | 0.8000 | 0.9453   |


### Framework versions

- Transformers 4.29.2
- Pytorch 2.0.1+cu117
- Datasets 2.12.0
- Tokenizers 0.13.3
