End of training

README.md

@@ -0,0 +1,100 @@
+---
+license: other
+base_model: nvidia/mit-b0
+tags:
+- vision
+- image-segmentation
+- generated_from_trainer
+model-index:
+- name: lr0.0001_bs16_0620_0942
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# lr0.0001_bs16_0620_0942
+
+This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the greenkwd/upwellingdetection_SST dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.1335
+- Mean Iou: 0.8871
+- Mean Accuracy: 0.9459
+- Overall Accuracy: 0.9536
+- Accuracy Land: 0.9552
+- Accuracy Upwelling: 0.9692
+- Accuracy Not Upwelling: 0.9133
+- Iou Land: 0.9542
+- Iou Upwelling: 0.9274
+- Iou Not Upwelling: 0.7796
+- Dice Macro: 0.9383
+- Dice Micro: 0.9536
+
+## 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: 0.0001
+- train_batch_size: 32
+- eval_batch_size: 32
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: cosine
+- lr_scheduler_warmup_steps: 500
+- num_epochs: 100
+- label_smoothing_factor: 0.1
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Land | Accuracy Upwelling | Accuracy Not Upwelling | Iou Land | Iou Upwelling | Iou Not Upwelling | Dice Macro | Dice Micro |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------:|:------------------:|:----------------------:|:--------:|:-------------:|:-----------------:|:----------:|:----------:|
+| 1.0882        | 0.4   | 20   | 1.0699          | 0.1883   | 0.4295        | 0.3022           | 0.0162        | 0.3817             | 0.8905                 | 0.0149   | 0.3664        | 0.1835            | 0.2919     | 0.3022     |
+| 0.9223        | 0.8   | 40   | 0.8895          | 0.5561   | 0.7282        | 0.7212           | 0.6576        | 0.7873             | 0.7397                 | 0.6574   | 0.7021        | 0.3088            | 0.6967     | 0.7212     |
+| 0.7699        | 1.2   | 60   | 0.6288          | 0.6063   | 0.7519        | 0.7768           | 0.7339        | 0.8893             | 0.6323                 | 0.7339   | 0.7609        | 0.3240            | 0.7334     | 0.7768     |
+| 0.69          | 1.6   | 80   | 0.4913          | 0.6720   | 0.8138        | 0.8249           | 0.7968        | 0.8865             | 0.7580                 | 0.7968   | 0.7955        | 0.4238            | 0.7894     | 0.8249     |
+| 0.6536        | 2.0   | 100  | 0.4191          | 0.6957   | 0.8285        | 0.8440           | 0.7989        | 0.9377             | 0.7489                 | 0.7989   | 0.8361        | 0.4519            | 0.8072     | 0.8440     |
+| 0.5298        | 2.4   | 120  | 0.3944          | 0.6962   | 0.8132        | 0.8531           | 0.8292        | 0.9750             | 0.6354                 | 0.8292   | 0.8257        | 0.4337            | 0.8054     | 0.8531     |
+| 0.4779        | 2.8   | 140  | 0.3525          | 0.7445   | 0.8604        | 0.8775           | 0.8585        | 0.9409             | 0.7818                 | 0.8585   | 0.8477        | 0.5273            | 0.8440     | 0.8775     |
+| 0.4727        | 3.2   | 160  | 0.3321          | 0.7514   | 0.8651        | 0.8818           | 0.8577        | 0.9509             | 0.7868                 | 0.8577   | 0.8596        | 0.5370            | 0.8489     | 0.8818     |
+| 0.5746        | 3.6   | 180  | 0.3068          | 0.7629   | 0.8791        | 0.8865           | 0.8587        | 0.9392             | 0.8395                 | 0.8587   | 0.8685        | 0.5616            | 0.8576     | 0.8865     |
+| 0.5181        | 4.0   | 200  | 0.2654          | 0.8091   | 0.8977        | 0.9163           | 0.9140        | 0.9619             | 0.8172                 | 0.9138   | 0.8833        | 0.6302            | 0.8887     | 0.9163     |
+| 0.4094        | 4.4   | 220  | 0.2525          | 0.8288   | 0.9177        | 0.9246           | 0.9247        | 0.9402             | 0.8882                 | 0.9241   | 0.8895        | 0.6729            | 0.9022     | 0.9246     |
+| 0.5539        | 4.8   | 240  | 0.2300          | 0.8317   | 0.9224        | 0.9254           | 0.9214        | 0.9374             | 0.9085                 | 0.9209   | 0.8944        | 0.6799            | 0.9042     | 0.9254     |
+| 0.4994        | 5.2   | 260  | 0.2150          | 0.8199   | 0.9171        | 0.9186           | 0.9011        | 0.9446             | 0.9055                 | 0.9010   | 0.8998        | 0.6588            | 0.8965     | 0.9186     |
+| 0.3206        | 5.6   | 280  | 0.2043          | 0.8570   | 0.9325        | 0.9391           | 0.9449        | 0.9469             | 0.9056                 | 0.9435   | 0.9035        | 0.7240            | 0.9200     | 0.9391     |
+| 0.3138        | 6.0   | 300  | 0.1909          | 0.8538   | 0.9301        | 0.9377           | 0.9408        | 0.9510             | 0.8986                 | 0.9398   | 0.9041        | 0.7176            | 0.9181     | 0.9377     |
+| 0.3412        | 6.4   | 320  | 0.1935          | 0.8630   | 0.9280        | 0.9435           | 0.9517        | 0.9680             | 0.8644                 | 0.9498   | 0.9082        | 0.7311            | 0.9236     | 0.9435     |
+| 0.3777        | 6.8   | 340  | 0.1728          | 0.8422   | 0.9188        | 0.9328           | 0.9245        | 0.9758             | 0.8560                 | 0.9243   | 0.9106        | 0.6917            | 0.9105     | 0.9328     |
+| 0.4217        | 7.2   | 360  | 0.1847          | 0.8545   | 0.9357        | 0.9370           | 0.9393        | 0.9373             | 0.9304                 | 0.9386   | 0.9028        | 0.7221            | 0.9186     | 0.9370     |
+| 0.33          | 7.6   | 380  | 0.1690          | 0.8596   | 0.9250        | 0.9420           | 0.9460        | 0.9758             | 0.8532                 | 0.9450   | 0.9102        | 0.7234            | 0.9214     | 0.9420     |
+| 0.4913        | 8.0   | 400  | 0.1574          | 0.8682   | 0.9323        | 0.9456           | 0.9511        | 0.9689             | 0.8770                 | 0.9500   | 0.9133        | 0.7413            | 0.9268     | 0.9456     |
+| 0.3707        | 8.4   | 420  | 0.1526          | 0.8627   | 0.9253        | 0.9437           | 0.9484        | 0.9798             | 0.8476                 | 0.9474   | 0.9114        | 0.7295            | 0.9234     | 0.9437     |
+| 0.4486        | 8.8   | 440  | 0.1451          | 0.8643   | 0.9323        | 0.9433           | 0.9415        | 0.9707             | 0.8847                 | 0.9407   | 0.9169        | 0.7352            | 0.9245     | 0.9433     |
+| 0.2992        | 9.2   | 460  | 0.1411          | 0.8752   | 0.9440        | 0.9475           | 0.9520        | 0.9497             | 0.9304                 | 0.9508   | 0.9151        | 0.7597            | 0.9313     | 0.9475     |
+| 0.3912        | 9.6   | 480  | 0.1465          | 0.8637   | 0.9308        | 0.9432           | 0.9388        | 0.9774             | 0.8763                 | 0.9384   | 0.9201        | 0.7325            | 0.9241     | 0.9432     |
+| 0.3323        | 10.0  | 500  | 0.1501          | 0.8854   | 0.9351        | 0.9544           | 0.9686        | 0.9803             | 0.8564                 | 0.9652   | 0.9182        | 0.7729            | 0.9372     | 0.9544     |
+| 0.3496        | 10.4  | 520  | 0.1311          | 0.8917   | 0.9470        | 0.9559           | 0.9621        | 0.9683             | 0.9105                 | 0.9600   | 0.9263        | 0.7888            | 0.9411     | 0.9559     |
+| 0.256         | 10.8  | 540  | 0.1320          | 0.8841   | 0.9463        | 0.9520           | 0.9521        | 0.9647             | 0.9221                 | 0.9511   | 0.9263        | 0.7747            | 0.9366     | 0.9520     |
+| 0.3223        | 11.2  | 560  | 0.1451          | 0.8734   | 0.9436        | 0.9465           | 0.9405        | 0.9608             | 0.9296                 | 0.9401   | 0.9247        | 0.7554            | 0.9302     | 0.9465     |
+| 0.4234        | 11.6  | 580  | 0.1335          | 0.8871   | 0.9459        | 0.9536           | 0.9552        | 0.9692             | 0.9133                 | 0.9542   | 0.9274        | 0.7796            | 0.9383     | 0.9536     |
+
+
+### Framework versions
+
+- Transformers 4.41.2
+- Pytorch 2.6.0+cu124
+- Datasets 3.2.0
+- Tokenizers 0.19.1

config.json

@@ -0,0 +1,80 @@
+{
+  "_name_or_path": "nvidia/mit-b0",
+  "architectures": [
+    "SegformerForSemanticSegmentation"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "classifier_dropout_prob": 0.1,
+  "decoder_hidden_size": 256,
+  "depths": [
+    2,
+    2,
+    2,
+    2
+  ],
+  "downsampling_rates": [
+    1,
+    4,
+    8,
+    16
+  ],
+  "drop_path_rate": 0.1,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_sizes": [
+    32,
+    64,
+    160,
+    256
+  ],
+  "id2label": {
+    "0": "land",
+    "1": "upwelling",
+    "2": "not_upwelling"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "label2id": {
+    "land": 0,
+    "not_upwelling": 2,
+    "upwelling": 1
+  },
+  "layer_norm_eps": 1e-06,
+  "mlp_ratios": [
+    4,
+    4,
+    4,
+    4
+  ],
+  "model_type": "segformer",
+  "num_attention_heads": [
+    1,
+    2,
+    5,
+    8
+  ],
+  "num_channels": 3,
+  "num_encoder_blocks": 4,
+  "patch_sizes": [
+    7,
+    3,
+    3,
+    3
+  ],
+  "reshape_last_stage": true,
+  "semantic_loss_ignore_index": 255,
+  "sr_ratios": [
+    8,
+    4,
+    2,
+    1
+  ],
+  "strides": [
+    4,
+    2,
+    2,
+    2
+  ],
+  "torch_dtype": "float32",
+  "transformers_version": "4.41.2"
+}

log_history.csv

@@ -0,0 +1,611 @@
+loss,grad_norm,learning_rate,epoch,step,eval_loss,eval_mean_iou,eval_mean_accuracy,eval_overall_accuracy,eval_accuracy_land,eval_accuracy_upwelling,eval_accuracy_not_upwelling,eval_iou_land,eval_iou_upwelling,eval_iou_not_upwelling,eval_dice_macro,eval_dice_micro,eval_runtime,eval_samples_per_second,eval_steps_per_second,train_runtime,train_samples_per_second,train_steps_per_second,total_flos,train_loss
+1.1605,5.267494201660156,2.0000000000000002e-07,0.02,1,,,,,,,,,,,,,,,,,,,,
+1.1585,5.813544273376465,4.0000000000000003e-07,0.04,2,,,,,,,,,,,,,,,,,,,,
+1.1629,5.182176113128662,6.000000000000001e-07,0.06,3,,,,,,,,,,,,,,,,,,,,
+1.1518,5.359807014465332,8.000000000000001e-07,0.08,4,,,,,,,,,,,,,,,,,,,,
+1.1659,5.4546918869018555,1.0000000000000002e-06,0.1,5,,,,,,,,,,,,,,,,,,,,
+1.172,5.7005791664123535,1.2000000000000002e-06,0.12,6,,,,,,,,,,,,,,,,,,,,
+1.1526,5.871903896331787,1.4000000000000001e-06,0.14,7,,,,,,,,,,,,,,,,,,,,
+1.1473,5.7668890953063965,1.6000000000000001e-06,0.16,8,,,,,,,,,,,,,,,,,,,,
+1.1507,5.5876593589782715,1.8e-06,0.18,9,,,,,,,,,,,,,,,,,,,,
+1.1568,5.195043087005615,2.0000000000000003e-06,0.2,10,,,,,,,,,,,,,,,,,,,,
+1.1513,5.1763763427734375,2.2e-06,0.22,11,,,,,,,,,,,,,,,,,,,,
+1.144,5.953161716461182,2.4000000000000003e-06,0.24,12,,,,,,,,,,,,,,,,,,,,
+1.132,5.344008922576904,2.6e-06,0.26,13,,,,,,,,,,,,,,,,,,,,
+1.1216,5.11210298538208,2.8000000000000003e-06,0.28,14,,,,,,,,,,,,,,,,,,,,
+1.1158,5.2202324867248535,3e-06,0.3,15,,,,,,,,,,,,,,,,,,,,
+1.1086,5.15313196182251,3.2000000000000003e-06,0.32,16,,,,,,,,,,,,,,,,,,,,
+1.1136,4.714363098144531,3.4000000000000005e-06,0.34,17,,,,,,,,,,,,,,,,,,,,
+1.1118,5.043771266937256,3.6e-06,0.36,18,,,,,,,,,,,,,,,,,,,,
+1.0965,5.563498497009277,3.8e-06,0.38,19,,,,,,,,,,,,,,,,,,,,
+1.0882,5.471782207489014,4.000000000000001e-06,0.4,20,,,,,,,,,,,,,,,,,,,,
+,,,0.4,20,1.0698994398117065,0.18826270127805653,0.42945523029506516,0.30219959077380953,0.016227640012269742,0.38166276002079186,0.8904752908521338,0.014858512682821144,0.36642750069678276,0.18350209045456567,0.2919037726170584,0.30219959077380953,6.5646,40.216,1.371,,,,,
+1.0764,4.944202423095703,4.2000000000000004e-06,0.42,21,,,,,,,,,,,,,,,,,,,,
+1.0865,4.728464126586914,4.4e-06,0.44,22,,,,,,,,,,,,,,,,,,,,
+1.0732,5.237158298492432,4.6e-06,0.46,23,,,,,,,,,,,,,,,,,,,,
+1.0593,5.254002571105957,4.800000000000001e-06,0.48,24,,,,,,,,,,,,,,,,,,,,
+1.0644,4.786848068237305,5e-06,0.5,25,,,,,,,,,,,,,,,,,,,,
+1.0445,5.270630359649658,5.2e-06,0.52,26,,,,,,,,,,,,,,,,,,,,
+1.034,4.8466901779174805,5.4e-06,0.54,27,,,,,,,,,,,,,,,,,,,,
+1.025,5.223127365112305,5.600000000000001e-06,0.56,28,,,,,,,,,,,,,,,,,,,,
+1.02,4.595143795013428,5.8e-06,0.58,29,,,,,,,,,,,,,,,,,,,,
+1.0075,5.353433609008789,6e-06,0.6,30,,,,,,,,,,,,,,,,,,,,
+1.017,5.078279495239258,6.2e-06,0.62,31,,,,,,,,,,,,,,,,,,,,
+1.0059,4.609126091003418,6.4000000000000006e-06,0.64,32,,,,,,,,,,,,,,,,,,,,
+0.9962,5.267602920532227,6.6e-06,0.66,33,,,,,,,,,,,,,,,,,,,,
+0.9806,4.876801013946533,6.800000000000001e-06,0.68,34,,,,,,,,,,,,,,,,,,,,
+0.9521,4.662289619445801,7.000000000000001e-06,0.7,35,,,,,,,,,,,,,,,,,,,,
+0.9495,4.582190036773682,7.2e-06,0.72,36,,,,,,,,,,,,,,,,,,,,
+0.9584,4.4998626708984375,7.4e-06,0.74,37,,,,,,,,,,,,,,,,,,,,
+0.964,4.385905742645264,7.6e-06,0.76,38,,,,,,,,,,,,,,,,,,,,
+0.9567,3.9932286739349365,7.8e-06,0.78,39,,,,,,,,,,,,,,,,,,,,
+0.9223,4.11125373840332,8.000000000000001e-06,0.8,40,,,,,,,,,,,,,,,,,,,,
+,,,0.8,40,0.8895445466041565,0.5560809062815083,0.7281938873535353,0.7211656635310374,0.6575951981186398,0.7873228524072458,0.7396636115347202,0.657389347160266,0.7020663073798391,0.3087870643044199,0.6967027078486686,0.7211656635310374,6.8564,38.504,1.313,,,,,
+0.9492,3.8365108966827393,8.200000000000001e-06,0.82,41,,,,,,,,,,,,,,,,,,,,
+0.9314,3.734562873840332,8.400000000000001e-06,0.84,42,,,,,,,,,,,,,,,,,,,,
+0.8866,3.974590301513672,8.599999999999999e-06,0.86,43,,,,,,,,,,,,,,,,,,,,
+0.883,3.6518239974975586,8.8e-06,0.88,44,,,,,,,,,,,,,,,,,,,,
+0.9009,3.8408453464508057,9e-06,0.9,45,,,,,,,,,,,,,,,,,,,,
+0.8588,4.117585182189941,9.2e-06,0.92,46,,,,,,,,,,,,,,,,,,,,
+0.905,3.224243402481079,9.4e-06,0.94,47,,,,,,,,,,,,,,,,,,,,
+0.8613,3.6521365642547607,9.600000000000001e-06,0.96,48,,,,,,,,,,,,,,,,,,,,
+0.8457,3.6934680938720703,9.800000000000001e-06,0.98,49,,,,,,,,,,,,,,,,,,,,
+0.8913,3.5264220237731934,1e-05,1.0,50,,,,,,,,,,,,,,,,,,,,
+0.8761,3.156402349472046,1.02e-05,1.02,51,,,,,,,,,,,,,,,,,,,,
+0.8155,3.35160756111145,1.04e-05,1.04,52,,,,,,,,,,,,,,,,,,,,
+0.8358,3.3856589794158936,1.06e-05,1.06,53,,,,,,,,,,,,,,,,,,,,
+0.8479,3.3133435249328613,1.08e-05,1.08,54,,,,,,,,,,,,,,,,,,,,
+0.8141,2.9663307666778564,1.1000000000000001e-05,1.1,55,,,,,,,,,,,,,,,,,,,,
+0.7856,3.20227313041687,1.1200000000000001e-05,1.12,56,,,,,,,,,,,,,,,,,,,,
+0.7867,2.889167547225952,1.1400000000000001e-05,1.1400000000000001,57,,,,,,,,,,,,,,,,,,,,
+0.8011,2.951244831085205,1.16e-05,1.16,58,,,,,,,,,,,,,,,,,,,,
+0.8168,2.532205104827881,1.18e-05,1.18,59,,,,,,,,,,,,,,,,,,,,
+0.7699,2.853747606277466,1.2e-05,1.2,60,,,,,,,,,,,,,,,,,,,,
+,,,1.2,60,0.6288073062896729,0.6062567040063392,0.7518533329334494,0.7768325192292826,0.7339122780818306,0.8892980787148279,0.6323496420036894,0.7339074646318136,0.7608528015758859,0.3240098458113184,0.7333866134857377,0.7768325192292826,6.9618,37.921,1.293,,,,,
+0.794,2.631164312362671,1.22e-05,1.22,61,,,,,,,,,,,,,,,,,,,,
+0.7504,2.810837984085083,1.24e-05,1.24,62,,,,,,,,,,,,,,,,,,,,
+0.7433,2.594498872756958,1.2600000000000001e-05,1.26,63,,,,,,,,,,,,,,,,,,,,
+0.7323,3.205315351486206,1.2800000000000001e-05,1.28,64,,,,,,,,,,,,,,,,,,,,
+0.6841,2.5758461952209473,1.3000000000000001e-05,1.3,65,,,,,,,,,,,,,,,,,,,,
+0.7887,2.756298542022705,1.32e-05,1.32,66,,,,,,,,,,,,,,,,,,,,
+0.7672,2.578510284423828,1.3400000000000002e-05,1.34,67,,,,,,,,,,,,,,,,,,,,
+0.7128,2.9378881454467773,1.3600000000000002e-05,1.3599999999999999,68,,,,,,,,,,,,,,,,,,,,
+0.7163,2.5216383934020996,1.3800000000000002e-05,1.38,69,,,,,,,,,,,,,,,,,,,,
+0.6997,2.880397081375122,1.4000000000000001e-05,1.4,70,,,,,,,,,,,,,,,,,,,,
+0.6921,2.6983282566070557,1.42e-05,1.42,71,,,,,,,,,,,,,,,,,,,,
+0.7616,2.2688915729522705,1.44e-05,1.44,72,,,,,,,,,,,,,,,,,,,,
+0.6264,2.7042291164398193,1.4599999999999999e-05,1.46,73,,,,,,,,,,,,,,,,,,,,
+0.6355,2.9530608654022217,1.48e-05,1.48,74,,,,,,,,,,,,,,,,,,,,
+0.6685,2.3427438735961914,1.5e-05,1.5,75,,,,,,,,,,,,,,,,,,,,
+0.7033,2.3550004959106445,1.52e-05,1.52,76,,,,,,,,,,,,,,,,,,,,
+0.6856,2.4709537029266357,1.54e-05,1.54,77,,,,,,,,,,,,,,,,,,,,
+0.6654,2.095064163208008,1.56e-05,1.56,78,,,,,,,,,,,,,,,,,,,,
+0.6464,2.8813397884368896,1.58e-05,1.58,79,,,,,,,,,,,,,,,,,,,,
+0.69,2.1444945335388184,1.6000000000000003e-05,1.6,80,,,,,,,,,,,,,,,,,,,,
+,,,1.6,80,0.49130699038505554,0.6720168427577665,0.8137645445050937,0.8248648846967764,0.7967878034473665,0.8864837244882948,0.7580221055796198,0.7967878034473665,0.7954694383960177,0.42379328642991526,0.7894298006989322,0.8248648846967764,7.3054,36.138,1.232,,,,,
+0.6296,3.213576555252075,1.62e-05,1.62,81,,,,,,,,,,,,,,,,,,,,
+0.615,2.073117256164551,1.6400000000000002e-05,1.6400000000000001,82,,,,,,,,,,,,,,,,,,,,
+0.6581,2.1417856216430664,1.66e-05,1.6600000000000001,83,,,,,,,,,,,,,,,,,,,,
+0.649,1.9688359498977661,1.6800000000000002e-05,1.6800000000000002,84,,,,,,,,,,,,,,,,,,,,
+0.6717,2.140695333480835,1.7000000000000003e-05,1.7,85,,,,,,,,,,,,,,,,,,,,
+0.6664,2.611811637878418,1.7199999999999998e-05,1.72,86,,,,,,,,,,,,,,,,,,,,
+0.65,2.2300164699554443,1.74e-05,1.74,87,,,,,,,,,,,,,,,,,,,,
+0.6616,2.2164998054504395,1.76e-05,1.76,88,,,,,,,,,,,,,,,,,,,,
+0.641,2.220366954803467,1.78e-05,1.78,89,,,,,,,,,,,,,,,,,,,,
+0.596,3.2522342205047607,1.8e-05,1.8,90,,,,,,,,,,,,,,,,,,,,
+0.5987,3.0088047981262207,1.8200000000000002e-05,1.8199999999999998,91,,,,,,,,,,,,,,,,,,,,
+0.6308,1.8876200914382935,1.84e-05,1.8399999999999999,92,,,,,,,,,,,,,,,,,,,,
+0.5954,1.9148708581924438,1.86e-05,1.8599999999999999,93,,,,,,,,,,,,,,,,,,,,
+0.6328,2.2848124504089355,1.88e-05,1.88,94,,,,,,,,,,,,,,,,,,,,
+0.5096,2.7728376388549805,1.9e-05,1.9,95,,,,,,,,,,,,,,,,,,,,
+0.5929,2.16888689994812,1.9200000000000003e-05,1.92,96,,,,,,,,,,,,,,,,,,,,
+0.5458,2.3114662170410156,1.94e-05,1.94,97,,,,,,,,,,,,,,,,,,,,
+0.6163,2.0687224864959717,1.9600000000000002e-05,1.96,98,,,,,,,,,,,,,,,,,,,,
+0.601,1.570767879486084,1.9800000000000004e-05,1.98,99,,,,,,,,,,,,,,,,,,,,
+0.6536,4.035648345947266,2e-05,2.0,100,,,,,,,,,,,,,,,,,,,,
+,,,2.0,100,0.4190615117549896,0.6956563904008665,0.8284961915249222,0.8440145234230055,0.7989457709756058,0.9376783735276522,0.7488644300715084,0.7989457709756058,0.8361366783522995,0.45188672187469425,0.8071587605257015,0.8440145234230055,7.0873,37.25,1.27,,,,,
+0.5687,2.4811806678771973,2.0200000000000003e-05,2.02,101,,,,,,,,,,,,,,,,,,,,
+0.6551,2.255319595336914,2.04e-05,2.04,102,,,,,,,,,,,,,,,,,,,,
+0.5789,2.16947340965271,2.06e-05,2.06,103,,,,,,,,,,,,,,,,,,,,
+0.5759,2.1600003242492676,2.08e-05,2.08,104,,,,,,,,,,,,,,,,,,,,
+0.5886,4.744526386260986,2.1e-05,2.1,105,,,,,,,,,,,,,,,,,,,,
+0.6497,2.4691720008850098,2.12e-05,2.12,106,,,,,,,,,,,,,,,,,,,,
+0.5446,1.7665334939956665,2.1400000000000002e-05,2.14,107,,,,,,,,,,,,,,,,,,,,
+0.5506,2.9476680755615234,2.16e-05,2.16,108,,,,,,,,,,,,,,,,,,,,
+0.593,1.991323709487915,2.18e-05,2.18,109,,,,,,,,,,,,,,,,,,,,
+0.589,3.3434057235717773,2.2000000000000003e-05,2.2,110,,,,,,,,,,,,,,,,,,,,
+0.5632,2.1389877796173096,2.22e-05,2.22,111,,,,,,,,,,,,,,,,,,,,
+0.555,2.2102694511413574,2.2400000000000002e-05,2.24,112,,,,,,,,,,,,,,,,,,,,
+0.5727,2.0544261932373047,2.26e-05,2.26,113,,,,,,,,,,,,,,,,,,,,
+0.5834,1.8175829648971558,2.2800000000000002e-05,2.2800000000000002,114,,,,,,,,,,,,,,,,,,,,
+0.5857,2.1055185794830322,2.3000000000000003e-05,2.3,115,,,,,,,,,,,,,,,,,,,,
+0.5031,4.435369491577148,2.32e-05,2.32,116,,,,,,,,,,,,,,,,,,,,
+0.582,4.549139022827148,2.3400000000000003e-05,2.34,117,,,,,,,,,,,,,,,,,,,,
+0.5764,3.459096670150757,2.36e-05,2.36,118,,,,,,,,,,,,,,,,,,,,
+0.5508,2.769505500793457,2.38e-05,2.38,119,,,,,,,,,,,,,,,,,,,,
+0.5298,2.761537551879883,2.4e-05,2.4,120,,,,,,,,,,,,,,,,,,,,
+,,,2.4,120,0.39437103271484375,0.6961650684540256,0.8131770796508633,0.8530755075467688,0.8291626978361128,0.9749966164196816,0.6353719246967954,0.8291626978361128,0.8256548234328364,0.4336776840931275,0.8053641730551172,0.8530755075467688,7.1847,36.745,1.253,,,,,
+0.6379,3.167590856552124,2.4200000000000002e-05,2.42,121,,,,,,,,,,,,,,,,,,,,
+0.5815,3.5172016620635986,2.44e-05,2.44,122,,,,,,,,,,,,,,,,,,,,
+0.5422,5.555339813232422,2.46e-05,2.46,123,,,,,,,,,,,,,,,,,,,,
+0.5857,2.989480495452881,2.48e-05,2.48,124,,,,,,,,,,,,,,,,,,,,
+0.5834,3.1437387466430664,2.5e-05,2.5,125,,,,,,,,,,,,,,,,,,,,
+0.6162,2.4493110179901123,2.5200000000000003e-05,2.52,126,,,,,,,,,,,,,,,,,,,,
+0.5999,3.127135753631592,2.54e-05,2.54,127,,,,,,,,,,,,,,,,,,,,
+0.5089,3.0535507202148438,2.5600000000000002e-05,2.56,128,,,,,,,,,,,,,,,,,,,,
+0.5139,2.5391974449157715,2.58e-05,2.58,129,,,,,,,,,,,,,,,,,,,,
+0.5828,1.9349651336669922,2.6000000000000002e-05,2.6,130,,,,,,,,,,,,,,,,,,,,
+0.5394,2.6320550441741943,2.6200000000000003e-05,2.62,131,,,,,,,,,,,,,,,,,,,,
+0.5402,2.4914169311523438,2.64e-05,2.64,132,,,,,,,,,,,,,,,,,,,,
+0.4581,1.950582504272461,2.6600000000000003e-05,2.66,133,,,,,,,,,,,,,,,,,,,,
+0.5583,1.912769079208374,2.6800000000000004e-05,2.68,134,,,,,,,,,,,,,,,,,,,,
+0.513,2.733201742172241,2.7000000000000002e-05,2.7,135,,,,,,,,,,,,,,,,,,,,
+0.4761,2.09067964553833,2.7200000000000004e-05,2.7199999999999998,136,,,,,,,,,,,,,,,,,,,,
+0.4746,3.966017246246338,2.7400000000000002e-05,2.74,137,,,,,,,,,,,,,,,,,,,,
+0.5199,2.9250049591064453,2.7600000000000003e-05,2.76,138,,,,,,,,,,,,,,,,,,,,
+0.5088,3.290724992752075,2.7800000000000005e-05,2.7800000000000002,139,,,,,,,,,,,,,,,,,,,,
+0.4779,1.7687433958053589,2.8000000000000003e-05,2.8,140,,,,,,,,,,,,,,,,,,,,
+,,,2.8,140,0.3525146245956421,0.7445290121874377,0.8604164769856117,0.8774777178271876,0.8585074909994995,0.9409189607995057,0.78182297915783,0.8585072022478373,0.8477488189349314,0.5273310153795447,0.8439984883202937,0.8774777178271876,15.9053,16.598,0.566,,,,,
+0.5206,1.9747328758239746,2.8199999999999998e-05,2.82,141,,,,,,,,,,,,,,,,,,,,
+0.4837,1.4598883390426636,2.84e-05,2.84,142,,,,,,,,,,,,,,,,,,,,
+0.6365,2.3129043579101562,2.86e-05,2.86,143,,,,,,,,,,,,,,,,,,,,
+0.5137,2.2641143798828125,2.88e-05,2.88,144,,,,,,,,,,,,,,,,,,,,
+0.496,1.8866337537765503,2.9e-05,2.9,145,,,,,,,,,,,,,,,,,,,,
+0.4809,2.0612902641296387,2.9199999999999998e-05,2.92,146,,,,,,,,,,,,,,,,,,,,
+0.5497,1.7718411684036255,2.94e-05,2.94,147,,,,,,,,,,,,,,,,,,,,
+0.537,1.9514381885528564,2.96e-05,2.96,148,,,,,,,,,,,,,,,,,,,,
+0.5292,1.9852041006088257,2.98e-05,2.98,149,,,,,,,,,,,,,,,,,,,,
+0.5656,2.4476382732391357,3e-05,3.0,150,,,,,,,,,,,,,,,,,,,,
+0.4959,1.9038423299789429,3.02e-05,3.02,151,,,,,,,,,,,,,,,,,,,,
+0.5209,1.7545360326766968,3.04e-05,3.04,152,,,,,,,,,,,,,,,,,,,,
+0.5458,2.197850227355957,3.06e-05,3.06,153,,,,,,,,,,,,,,,,,,,,
+0.4375,2.187857151031494,3.08e-05,3.08,154,,,,,,,,,,,,,,,,,,,,
+0.4816,2.321962833404541,3.1e-05,3.1,155,,,,,,,,,,,,,,,,,,,,
+0.4749,1.6547313928604126,3.12e-05,3.12,156,,,,,,,,,,,,,,,,,,,,
+0.4959,1.6303305625915527,3.1400000000000004e-05,3.14,157,,,,,,,,,,,,,,,,,,,,
+0.537,1.6257578134536743,3.16e-05,3.16,158,,,,,,,,,,,,,,,,,,,,
+0.4832,3.258634567260742,3.18e-05,3.18,159,,,,,,,,,,,,,,,,,,,,
+0.4727,1.8097269535064697,3.2000000000000005e-05,3.2,160,,,,,,,,,,,,,,,,,,,,
+,,,3.2,160,0.3320600688457489,0.7514245415605556,0.8651276736626522,0.8817857354234307,0.8577083434235805,0.9509102321430323,0.7867644454213439,0.8577080549407047,0.8595959411481734,0.5369696285927886,0.8488800762200182,0.8817857354234307,7.1392,36.979,1.261,,,,,
+0.6282,3.6190707683563232,3.2200000000000003e-05,3.22,161,,,,,,,,,,,,,,,,,,,,
+0.5025,1.7352536916732788,3.24e-05,3.24,162,,,,,,,,,,,,,,,,,,,,
+0.4669,3.0361270904541016,3.26e-05,3.26,163,,,,,,,,,,,,,,,,,,,,
+0.4832,1.5811351537704468,3.2800000000000004e-05,3.2800000000000002,164,,,,,,,,,,,,,,,,,,,,
+0.5229,1.809879183769226,3.3e-05,3.3,165,,,,,,,,,,,,,,,,,,,,
+0.4609,2.815081834793091,3.32e-05,3.32,166,,,,,,,,,,,,,,,,,,,,
+0.4774,1.9446393251419067,3.3400000000000005e-05,3.34,167,,,,,,,,,,,,,,,,,,,,
+0.5402,2.3226943016052246,3.3600000000000004e-05,3.36,168,,,,,,,,,,,,,,,,,,,,
+0.5686,3.3578193187713623,3.38e-05,3.38,169,,,,,,,,,,,,,,,,,,,,
+0.4656,1.5787359476089478,3.4000000000000007e-05,3.4,170,,,,,,,,,,,,,,,,,,,,
+0.4269,2.371896266937256,3.4200000000000005e-05,3.42,171,,,,,,,,,,,,,,,,,,,,
+0.4529,1.3747563362121582,3.4399999999999996e-05,3.44,172,,,,,,,,,,,,,,,,,,,,
+0.4986,2.171750068664551,3.46e-05,3.46,173,,,,,,,,,,,,,,,,,,,,
+0.4204,1.5582516193389893,3.48e-05,3.48,174,,,,,,,,,,,,,,,,,,,,
+0.5423,3.1310627460479736,3.5e-05,3.5,175,,,,,,,,,,,,,,,,,,,,
+0.4888,1.5321592092514038,3.52e-05,3.52,176,,,,,,,,,,,,,,,,,,,,
+0.4593,1.3718427419662476,3.54e-05,3.54,177,,,,,,,,,,,,,,,,,,,,
+0.528,3.189432144165039,3.56e-05,3.56,178,,,,,,,,,,,,,,,,,,,,
+0.5061,1.8323320150375366,3.58e-05,3.58,179,,,,,,,,,,,,,,,,,,,,
+0.5746,2.1346118450164795,3.6e-05,3.6,180,,,,,,,,,,,,,,,,,,,,
+,,,3.6,180,0.3068068027496338,0.762938920881736,0.8791050947604108,0.8864570952670842,0.8586558176329088,0.9391696988123143,0.8394897678360093,0.8586558176329088,0.8685301863265705,0.561630758685729,0.8576270173922492,0.8864570952670842,7.2715,36.306,1.238,,,,,
+0.4748,5.086546897888184,3.62e-05,3.62,181,,,,,,,,,,,,,,,,,,,,
+0.5119,2.431744337081909,3.6400000000000004e-05,3.64,182,,,,,,,,,,,,,,,,,,,,
+0.519,2.8628158569335938,3.66e-05,3.66,183,,,,,,,,,,,,,,,,,,,,
+0.4694,2.2843518257141113,3.68e-05,3.68,184,,,,,,,,,,,,,,,,,,,,
+0.4539,2.1186795234680176,3.7e-05,3.7,185,,,,,,,,,,,,,,,,,,,,
+0.4666,2.277312994003296,3.72e-05,3.7199999999999998,186,,,,,,,,,,,,,,,,,,,,
+0.4066,1.8428995609283447,3.74e-05,3.74,187,,,,,,,,,,,,,,,,,,,,
+0.5703,3.193711519241333,3.76e-05,3.76,188,,,,,,,,,,,,,,,,,,,,
+0.5142,2.0249810218811035,3.7800000000000004e-05,3.7800000000000002,189,,,,,,,,,,,,,,,,,,,,
+0.4151,1.783383846282959,3.8e-05,3.8,190,,,,,,,,,,,,,,,,,,,,
+0.4267,2.231796979904175,3.82e-05,3.82,191,,,,,,,,,,,,,,,,,,,,
+0.4198,2.8901944160461426,3.8400000000000005e-05,3.84,192,,,,,,,,,,,,,,,,,,,,
+0.4517,2.236396074295044,3.86e-05,3.86,193,,,,,,,,,,,,,,,,,,,,
+0.4549,2.356657028198242,3.88e-05,3.88,194,,,,,,,,,,,,,,,,,,,,
+0.5059,2.004152774810791,3.9000000000000006e-05,3.9,195,,,,,,,,,,,,,,,,,,,,
+0.4327,1.694621205329895,3.9200000000000004e-05,3.92,196,,,,,,,,,,,,,,,,,,,,
+0.4047,1.6645666360855103,3.94e-05,3.94,197,,,,,,,,,,,,,,,,,,,,
+0.5194,2.370539903640747,3.960000000000001e-05,3.96,198,,,,,,,,,,,,,,,,,,,,
+0.5199,3.9655888080596924,3.9800000000000005e-05,3.98,199,,,,,,,,,,,,,,,,,,,,
+0.5181,3.175246000289917,4e-05,4.0,200,,,,,,,,,,,,,,,,,,,,
+,,,4.0,200,0.26541969180107117,0.809101235349369,0.8976913189624821,0.9163392585372218,0.9140304214225365,0.9618587134548807,0.8171848220100292,0.9138085134285397,0.8833098622247729,0.6301853303947941,0.888716286713187,0.9163392585372218,7.1159,37.1,1.265,,,,,
+0.4434,2.019896984100342,4.02e-05,4.02,201,,,,,,,,,,,,,,,,,,,,
+0.4087,1.2653955221176147,4.0400000000000006e-05,4.04,202,,,,,,,,,,,,,,,,,,,,
+0.4375,1.5429673194885254,4.0600000000000004e-05,4.06,203,,,,,,,,,,,,,,,,,,,,
+0.4723,2.336019515991211,4.08e-05,4.08,204,,,,,,,,,,,,,,,,,,,,
+0.4361,1.4194366931915283,4.1e-05,4.1,205,,,,,,,,,,,,,,,,,,,,
+0.4408,1.6797398328781128,4.12e-05,4.12,206,,,,,,,,,,,,,,,,,,,,
+0.4773,2.079603672027588,4.14e-05,4.14,207,,,,,,,,,,,,,,,,,,,,
+0.4383,1.7528537511825562,4.16e-05,4.16,208,,,,,,,,,,,,,,,,,,,,
+0.531,2.648005485534668,4.18e-05,4.18,209,,,,,,,,,,,,,,,,,,,,
+0.486,1.8902368545532227,4.2e-05,4.2,210,,,,,,,,,,,,,,,,,,,,
+0.447,1.8662028312683105,4.22e-05,4.22,211,,,,,,,,,,,,,,,,,,,,
+0.4353,1.8184938430786133,4.24e-05,4.24,212,,,,,,,,,,,,,,,,,,,,
+0.4403,2.4228742122650146,4.26e-05,4.26,213,,,,,,,,,,,,,,,,,,,,
+0.5176,2.9011340141296387,4.2800000000000004e-05,4.28,214,,,,,,,,,,,,,,,,,,,,
+0.4442,1.7558302879333496,4.3e-05,4.3,215,,,,,,,,,,,,,,,,,,,,
+0.483,2.6074304580688477,4.32e-05,4.32,216,,,,,,,,,,,,,,,,,,,,
+0.4799,2.6422994136810303,4.3400000000000005e-05,4.34,217,,,,,,,,,,,,,,,,,,,,
+0.4624,2.3866217136383057,4.36e-05,4.36,218,,,,,,,,,,,,,,,,,,,,
+0.493,1.752530574798584,4.38e-05,4.38,219,,,,,,,,,,,,,,,,,,,,
+0.4094,1.7361030578613281,4.4000000000000006e-05,4.4,220,,,,,,,,,,,,,,,,,,,,
+,,,4.4,220,0.2525378167629242,0.8288340930524051,0.9176901651202424,0.9245925554170532,0.9246852179224315,0.9402165491403744,0.8881687282979213,0.9240973163730003,0.8894996374910857,0.6729053252931295,0.9021817788078571,0.9245925554170532,7.1745,36.797,1.254,,,,,
+0.4137,3.0189881324768066,4.4200000000000004e-05,4.42,221,,,,,,,,,,,,,,,,,,,,
+0.4638,1.9109828472137451,4.44e-05,4.44,222,,,,,,,,,,,,,,,,,,,,
+0.459,2.2179384231567383,4.46e-05,4.46,223,,,,,,,,,,,,,,,,,,,,
+0.4194,2.074315309524536,4.4800000000000005e-05,4.48,224,,,,,,,,,,,,,,,,,,,,
+0.4689,1.6119530200958252,4.5e-05,4.5,225,,,,,,,,,,,,,,,,,,,,
+0.5278,2.280531167984009,4.52e-05,4.52,226,,,,,,,,,,,,,,,,,,,,
+0.3992,1.6374785900115967,4.5400000000000006e-05,4.54,227,,,,,,,,,,,,,,,,,,,,
+0.3475,1.7329808473587036,4.5600000000000004e-05,4.5600000000000005,228,,,,,,,,,,,,,,,,,,,,
+0.4681,3.7854528427124023,4.58e-05,4.58,229,,,,,,,,,,,,,,,,,,,,
+0.3591,2.5117223262786865,4.600000000000001e-05,4.6,230,,,,,,,,,,,,,,,,,,,,
+0.3939,1.4008392095565796,4.6200000000000005e-05,4.62,231,,,,,,,,,,,,,,,,,,,,
+0.3759,1.7246406078338623,4.64e-05,4.64,232,,,,,,,,,,,,,,,,,,,,
+0.4544,1.421862006187439,4.660000000000001e-05,4.66,233,,,,,,,,,,,,,,,,,,,,
+0.4183,3.9275171756744385,4.6800000000000006e-05,4.68,234,,,,,,,,,,,,,,,,,,,,
+0.4341,2.4952921867370605,4.7e-05,4.7,235,,,,,,,,,,,,,,,,,,,,
+0.419,2.1064703464508057,4.72e-05,4.72,236,,,,,,,,,,,,,,,,,,,,
+0.5341,1.9659874439239502,4.74e-05,4.74,237,,,,,,,,,,,,,,,,,,,,
+0.5373,1.6990268230438232,4.76e-05,4.76,238,,,,,,,,,,,,,,,,,,,,
+0.4896,2.565398931503296,4.78e-05,4.78,239,,,,,,,,,,,,,,,,,,,,
+0.5539,2.2331674098968506,4.8e-05,4.8,240,,,,,,,,,,,,,,,,,,,,
+,,,4.8,240,0.22995978593826294,0.8317333366523356,0.922408782038552,0.925391334623338,0.9213520729403788,0.9374165138334494,0.9084577593418282,0.9209253985188661,0.8943918811183,0.6798827303198406,0.9041760296217456,0.925391334623338,16.13,16.367,0.558,,,,,
+0.3562,2.1376953125,4.82e-05,4.82,241,,,,,,,,,,,,,,,,,,,,
+0.421,1.9506272077560425,4.8400000000000004e-05,4.84,242,,,,,,,,,,,,,,,,,,,,
+0.5118,2.60115122795105,4.86e-05,4.86,243,,,,,,,,,,,,,,,,,,,,
+0.449,2.5322632789611816,4.88e-05,4.88,244,,,,,,,,,,,,,,,,,,,,
+0.4711,1.9435230493545532,4.9e-05,4.9,245,,,,,,,,,,,,,,,,,,,,
+0.4173,2.6435904502868652,4.92e-05,4.92,246,,,,,,,,,,,,,,,,,,,,
+0.3841,2.0421488285064697,4.94e-05,4.9399999999999995,247,,,,,,,,,,,,,,,,,,,,
+0.4203,1.4822136163711548,4.96e-05,4.96,248,,,,,,,,,,,,,,,,,,,,
+0.3676,1.8616619110107422,4.9800000000000004e-05,4.98,249,,,,,,,,,,,,,,,,,,,,
+0.3618,1.9339252710342407,5e-05,5.0,250,,,,,,,,,,,,,,,,,,,,
+0.3833,3.5003750324249268,5.02e-05,5.02,251,,,,,,,,,,,,,,,,,,,,
+0.4025,2.4029276371002197,5.0400000000000005e-05,5.04,252,,,,,,,,,,,,,,,,,,,,
+0.4189,3.3843576908111572,5.0600000000000003e-05,5.06,253,,,,,,,,,,,,,,,,,,,,
+0.478,2.6537647247314453,5.08e-05,5.08,254,,,,,,,,,,,,,,,,,,,,
+0.531,3.4742419719696045,5.1000000000000006e-05,5.1,255,,,,,,,,,,,,,,,,,,,,
+0.3951,2.7857484817504883,5.1200000000000004e-05,5.12,256,,,,,,,,,,,,,,,,,,,,
+0.4321,5.082826137542725,5.14e-05,5.14,257,,,,,,,,,,,,,,,,,,,,
+0.4716,1.9151214361190796,5.16e-05,5.16,258,,,,,,,,,,,,,,,,,,,,
+0.4581,2.5891387462615967,5.1800000000000005e-05,5.18,259,,,,,,,,,,,,,,,,,,,,
+0.4994,1.6649329662322998,5.2000000000000004e-05,5.2,260,,,,,,,,,,,,,,,,,,,,
+,,,5.2,260,0.21498270332813263,0.8198756995583296,0.9170556324682986,0.9185633237670068,0.9010545317318093,0.9446387415042712,0.9054736241688155,0.9010043777463914,0.8998094969044181,0.6588132240241792,0.8965020628312313,0.9185633237670068,7.184,36.748,1.253,,,,,
+0.5773,3.1090500354766846,5.22e-05,5.22,261,,,,,,,,,,,,,,,,,,,,
+0.3524,2.1389312744140625,5.2400000000000007e-05,5.24,262,,,,,,,,,,,,,,,,,,,,
+0.4612,2.6246252059936523,5.2600000000000005e-05,5.26,263,,,,,,,,,,,,,,,,,,,,
+0.372,1.9403387308120728,5.28e-05,5.28,264,,,,,,,,,,,,,,,,,,,,
+0.3929,1.7945680618286133,5.300000000000001e-05,5.3,265,,,,,,,,,,,,,,,,,,,,
+0.4404,2.0898783206939697,5.3200000000000006e-05,5.32,266,,,,,,,,,,,,,,,,,,,,
+0.3894,1.5076044797897339,5.3400000000000004e-05,5.34,267,,,,,,,,,,,,,,,,,,,,
+0.4233,2.045316457748413,5.360000000000001e-05,5.36,268,,,,,,,,,,,,,,,,,,,,
+0.343,1.5693318843841553,5.380000000000001e-05,5.38,269,,,,,,,,,,,,,,,,,,,,
+0.4754,2.3200809955596924,5.4000000000000005e-05,5.4,270,,,,,,,,,,,,,,,,,,,,
+0.3695,2.349445343017578,5.420000000000001e-05,5.42,271,,,,,,,,,,,,,,,,,,,,
+0.4315,1.9058635234832764,5.440000000000001e-05,5.44,272,,,,,,,,,,,,,,,,,,,,
+0.3777,2.4059667587280273,5.4600000000000006e-05,5.46,273,,,,,,,,,,,,,,,,,,,,
+0.4179,2.2729086875915527,5.4800000000000004e-05,5.48,274,,,,,,,,,,,,,,,,,,,,
+0.5538,2.3316633701324463,5.500000000000001e-05,5.5,275,,,,,,,,,,,,,,,,,,,,
+0.3908,3.024064779281616,5.520000000000001e-05,5.52,276,,,,,,,,,,,,,,,,,,,,
+0.4516,4.400882244110107,5.5400000000000005e-05,5.54,277,,,,,,,,,,,,,,,,,,,,
+0.3749,2.754641532897949,5.560000000000001e-05,5.5600000000000005,278,,,,,,,,,,,,,,,,,,,,
+0.3645,3.4621856212615967,5.580000000000001e-05,5.58,279,,,,,,,,,,,,,,,,,,,,
+0.3206,2.307166814804077,5.6000000000000006e-05,5.6,280,,,,,,,,,,,,,,,,,,,,
+,,,5.6,280,0.20425547659397125,0.8569935029279717,0.9324653184013761,0.9391353043348021,0.9449075867895793,0.9468862234339908,0.9056021449805584,0.943468505757626,0.9034631423747123,0.724048860651577,0.9200452332077607,0.9391353043348021,7.5676,34.885,1.189,,,,,
+0.5163,2.631723165512085,5.620000000000001e-05,5.62,281,,,,,,,,,,,,,,,,,,,,
+0.3757,2.0544509887695312,5.6399999999999995e-05,5.64,282,,,,,,,,,,,,,,,,,,,,
+0.4958,2.9041800498962402,5.66e-05,5.66,283,,,,,,,,,,,,,,,,,,,,
+0.3849,1.6343516111373901,5.68e-05,5.68,284,,,,,,,,,,,,,,,,,,,,
+0.4333,2.816354990005493,5.6999999999999996e-05,5.7,285,,,,,,,,,,,,,,,,,,,,
+0.3432,3.8245487213134766,5.72e-05,5.72,286,,,,,,,,,,,,,,,,,,,,
+0.3872,2.7185592651367188,5.74e-05,5.74,287,,,,,,,,,,,,,,,,,,,,
+0.4104,2.0064399242401123,5.76e-05,5.76,288,,,,,,,,,,,,,,,,,,,,
+0.4319,2.8716583251953125,5.7799999999999995e-05,5.78,289,,,,,,,,,,,,,,,,,,,,
+0.4691,2.081913709640503,5.8e-05,5.8,290,,,,,,,,,,,,,,,,,,,,
+0.4033,1.7139307260513306,5.82e-05,5.82,291,,,,,,,,,,,,,,,,,,,,
+0.4821,2.0476419925689697,5.8399999999999997e-05,5.84,292,,,,,,,,,,,,,,,,,,,,
+0.4185,2.3821165561676025,5.86e-05,5.86,293,,,,,,,,,,,,,,,,,,,,
+0.4865,1.5837993621826172,5.88e-05,5.88,294,,,,,,,,,,,,,,,,,,,,
+0.3778,2.9649245738983154,5.9e-05,5.9,295,,,,,,,,,,,,,,,,,,,,
+0.4353,5.1073455810546875,5.92e-05,5.92,296,,,,,,,,,,,,,,,,,,,,
+0.4156,1.772943139076233,5.94e-05,5.9399999999999995,297,,,,,,,,,,,,,,,,,,,,
+0.401,1.623003363609314,5.96e-05,5.96,298,,,,,,,,,,,,,,,,,,,,
+0.3667,1.3864219188690186,5.9800000000000003e-05,5.98,299,,,,,,,,,,,,,,,,,,,,
+0.3138,1.804427981376648,6e-05,6.0,300,,,,,,,,,,,,,,,,,,,,
+,,,6.0,300,0.19085542857646942,0.8538496979635953,0.9301059921715624,0.9376784627203154,0.940767222033871,0.9509573080431136,0.8985934464377028,0.9397870286590359,0.904115467236623,0.7176465979951276,0.9180728781839139,0.9376784627203154,7.1213,37.072,1.264,,,,,
+0.324,1.4209434986114502,6.02e-05,6.02,301,,,,,,,,,,,,,,,,,,,,
+0.4737,3.398573637008667,6.04e-05,6.04,302,,,,,,,,,,,,,,,,,,,,
+0.3445,1.4964081048965454,6.06e-05,6.06,303,,,,,,,,,,,,,,,,,,,,
+0.3922,1.8953299522399902,6.08e-05,6.08,304,,,,,,,,,,,,,,,,,,,,
+0.4131,2.212216854095459,6.1e-05,6.1,305,,,,,,,,,,,,,,,,,,,,
+0.3157,1.368617057800293,6.12e-05,6.12,306,,,,,,,,,,,,,,,,,,,,
+0.369,2.6949105262756348,6.14e-05,6.14,307,,,,,,,,,,,,,,,,,,,,
+0.4244,3.0746095180511475,6.16e-05,6.16,308,,,,,,,,,,,,,,,,,,,,
+0.4487,2.153398275375366,6.18e-05,6.18,309,,,,,,,,,,,,,,,,,,,,
+0.4139,3.213944435119629,6.2e-05,6.2,310,,,,,,,,,,,,,,,,,,,,
+0.4037,3.7270236015319824,6.220000000000001e-05,6.22,311,,,,,,,,,,,,,,,,,,,,
+0.3863,2.4871716499328613,6.24e-05,6.24,312,,,,,,,,,,,,,,,,,,,,
+0.3625,1.58985435962677,6.26e-05,6.26,313,,,,,,,,,,,,,,,,,,,,
+0.3891,1.5918232202529907,6.280000000000001e-05,6.28,314,,,,,,,,,,,,,,,,,,,,
+0.2913,2.7516283988952637,6.3e-05,6.3,315,,,,,,,,,,,,,,,,,,,,
+0.3567,1.9273864030838013,6.32e-05,6.32,316,,,,,,,,,,,,,,,,,,,,
+0.4292,5.373981475830078,6.340000000000001e-05,6.34,317,,,,,,,,,,,,,,,,,,,,
+0.4781,4.193918228149414,6.36e-05,6.36,318,,,,,,,,,,,,,,,,,,,,
+0.3919,2.6688058376312256,6.38e-05,6.38,319,,,,,,,,,,,,,,,,,,,,
+0.3412,2.4644134044647217,6.400000000000001e-05,6.4,320,,,,,,,,,,,,,,,,,,,,
+,,,6.4,320,0.19353315234184265,0.8630476573225551,0.9280382696773902,0.9434616664492501,0.9516579621467741,0.968044486725577,0.8644123601598199,0.9498379416321318,0.9081577185666405,0.7311473117688928,0.9236130523992756,0.9434616664492501,7.1973,36.681,1.25,,,,,
+0.4543,4.07655668258667,6.42e-05,6.42,321,,,,,,,,,,,,,,,,,,,,
+0.3697,1.7080497741699219,6.440000000000001e-05,6.44,322,,,,,,,,,,,,,,,,,,,,
+0.4137,3.4289259910583496,6.460000000000001e-05,6.46,323,,,,,,,,,,,,,,,,,,,,
+0.4762,5.9514288902282715,6.48e-05,6.48,324,,,,,,,,,,,,,,,,,,,,
+0.3784,2.187303066253662,6.500000000000001e-05,6.5,325,,,,,,,,,,,,,,,,,,,,
+0.3121,2.448385715484619,6.52e-05,6.52,326,,,,,,,,,,,,,,,,,,,,
+0.4316,1.4535293579101562,6.54e-05,6.54,327,,,,,,,,,,,,,,,,,,,,
+0.3942,1.4090356826782227,6.560000000000001e-05,6.5600000000000005,328,,,,,,,,,,,,,,,,,,,,
+0.3847,1.1047985553741455,6.58e-05,6.58,329,,,,,,,,,,,,,,,,,,,,
+0.3526,2.3163704872131348,6.6e-05,6.6,330,,,,,,,,,,,,,,,,,,,,
+0.4704,5.835569381713867,6.620000000000001e-05,6.62,331,,,,,,,,,,,,,,,,,,,,
+0.5067,4.396730899810791,6.64e-05,6.64,332,,,,,,,,,,,,,,,,,,,,
+0.3151,0.810038149356842,6.66e-05,6.66,333,,,,,,,,,,,,,,,,,,,,
+0.4623,2.4557058811187744,6.680000000000001e-05,6.68,334,,,,,,,,,,,,,,,,,,,,
+0.3759,3.174591064453125,6.7e-05,6.7,335,,,,,,,,,,,,,,,,,,,,
+0.4414,4.565828800201416,6.720000000000001e-05,6.72,336,,,,,,,,,,,,,,,,,,,,
+0.3928,4.235637187957764,6.740000000000001e-05,6.74,337,,,,,,,,,,,,,,,,,,,,
+0.4584,3.6045937538146973,6.76e-05,6.76,338,,,,,,,,,,,,,,,,,,,,
+0.4232,1.766175389289856,6.780000000000001e-05,6.78,339,,,,,,,,,,,,,,,,,,,,
+0.3777,2.963210344314575,6.800000000000001e-05,6.8,340,,,,,,,,,,,,,,,,,,,,
+,,,6.8,340,0.17276902496814728,0.8421879080363895,0.9187600545426401,0.9328484945114409,0.9244812267587974,0.975800829712739,0.8559981071563839,0.9242617541967144,0.91057750017709,0.6917244697353641,0.9105369456067806,0.9328484945114409,16.3012,16.195,0.552,,,,,
+0.375,3.423079490661621,6.82e-05,6.82,341,,,,,,,,,,,,,,,,,,,,
+0.4095,1.763146996498108,6.840000000000001e-05,6.84,342,,,,,,,,,,,,,,,,,,,,
+0.4009,2.218717336654663,6.860000000000001e-05,6.86,343,,,,,,,,,,,,,,,,,,,,
+0.3703,2.6315577030181885,6.879999999999999e-05,6.88,344,,,,,,,,,,,,,,,,,,,,
+0.3687,2.8076584339141846,6.9e-05,6.9,345,,,,,,,,,,,,,,,,,,,,
+0.5518,3.191514730453491,6.92e-05,6.92,346,,,,,,,,,,,,,,,,,,,,
+0.3646,2.116102457046509,6.939999999999999e-05,6.9399999999999995,347,,,,,,,,,,,,,,,,,,,,
+0.4004,1.6295158863067627,6.96e-05,6.96,348,,,,,,,,,,,,,,,,,,,,
+0.485,2.943298101425171,6.98e-05,6.98,349,,,,,,,,,,,,,,,,,,,,
+0.43,3.600511312484741,7e-05,7.0,350,,,,,,,,,,,,,,,,,,,,
+0.4027,5.303065299987793,7.02e-05,7.02,351,,,,,,,,,,,,,,,,,,,,
+0.3755,1.918811321258545,7.04e-05,7.04,352,,,,,,,,,,,,,,,,,,,,
+0.3992,1.3163220882415771,7.06e-05,7.06,353,,,,,,,,,,,,,,,,,,,,
+0.4124,4.665060997009277,7.08e-05,7.08,354,,,,,,,,,,,,,,,,,,,,
+0.4179,2.865043878555298,7.1e-05,7.1,355,,,,,,,,,,,,,,,,,,,,
+0.3748,2.5788373947143555,7.12e-05,7.12,356,,,,,,,,,,,,,,,,,,,,
+0.3072,1.2497063875198364,7.14e-05,7.14,357,,,,,,,,,,,,,,,,,,,,
+0.3932,3.7197299003601074,7.16e-05,7.16,358,,,,,,,,,,,,,,,,,,,,
+0.3748,3.1868104934692383,7.18e-05,7.18,359,,,,,,,,,,,,,,,,,,,,
+0.4217,4.293463230133057,7.2e-05,7.2,360,,,,,,,,,,,,,,,,,,,,
+,,,7.2,360,0.18471647799015045,0.8544887974047807,0.9356510597336475,0.9370194944099799,0.9392516669088325,0.9372548865765032,0.9304466257156067,0.9385600191439083,0.9027949186320603,0.7221114544383732,0.9186186473691628,0.9370194944099799,7.194,36.697,1.251,,,,,
+0.4333,1.7351841926574707,7.22e-05,7.22,361,,,,,,,,,,,,,,,,,,,,
+0.3988,2.340162992477417,7.24e-05,7.24,362,,,,,,,,,,,,,,,,,,,,
+0.467,5.123318672180176,7.26e-05,7.26,363,,,,,,,,,,,,,,,,,,,,
+0.3614,1.7458449602127075,7.280000000000001e-05,7.28,364,,,,,,,,,,,,,,,,,,,,
+0.3844,3.2014803886413574,7.3e-05,7.3,365,,,,,,,,,,,,,,,,,,,,
+0.4047,1.7342654466629028,7.32e-05,7.32,366,,,,,,,,,,,,,,,,,,,,
+0.4688,3.5742435455322266,7.340000000000001e-05,7.34,367,,,,,,,,,,,,,,,,,,,,
+0.3586,1.5276538133621216,7.36e-05,7.36,368,,,,,,,,,,,,,,,,,,,,
+0.498,2.754713296890259,7.38e-05,7.38,369,,,,,,,,,,,,,,,,,,,,
+0.3413,3.5620923042297363,7.4e-05,7.4,370,,,,,,,,,,,,,,,,,,,,
+0.4635,2.4269967079162598,7.42e-05,7.42,371,,,,,,,,,,,,,,,,,,,,
+0.3784,2.34971284866333,7.44e-05,7.44,372,,,,,,,,,,,,,,,,,,,,
+0.4604,2.834904432296753,7.46e-05,7.46,373,,,,,,,,,,,,,,,,,,,,
+0.412,2.1746397018432617,7.48e-05,7.48,374,,,,,,,,,,,,,,,,,,,,
+0.3499,1.6798213720321655,7.500000000000001e-05,7.5,375,,,,,,,,,,,,,,,,,,,,
+0.3657,1.6667407751083374,7.52e-05,7.52,376,,,,,,,,,,,,,,,,,,,,
+0.3808,1.9233124256134033,7.54e-05,7.54,377,,,,,,,,,,,,,,,,,,,,
+0.3876,1.8331791162490845,7.560000000000001e-05,7.5600000000000005,378,,,,,,,,,,,,,,,,,,,,
+0.479,2.1277248859405518,7.58e-05,7.58,379,,,,,,,,,,,,,,,,,,,,
+0.33,1.6601269245147705,7.6e-05,7.6,380,,,,,,,,,,,,,,,,,,,,
+,,,7.6,380,0.16898830235004425,0.8595534532172961,0.9249744076255757,0.9420146387745439,0.9459754712818111,0.975761207496837,0.853186544098079,0.9450193805742672,0.910218977968632,0.723422001108989,0.9214167836901289,0.9420146387745439,7.1497,36.925,1.259,,,,,
+0.3704,3.3496592044830322,7.620000000000001e-05,7.62,381,,,,,,,,,,,,,,,,,,,,
+0.3455,3.2242307662963867,7.64e-05,7.64,382,,,,,,,,,,,,,,,,,,,,
+0.2819,1.5252596139907837,7.66e-05,7.66,383,,,,,,,,,,,,,,,,,,,,
+0.3377,1.2018754482269287,7.680000000000001e-05,7.68,384,,,,,,,,,,,,,,,,,,,,
+0.354,2.855658769607544,7.7e-05,7.7,385,,,,,,,,,,,,,,,,,,,,
+0.4076,3.5909154415130615,7.72e-05,7.72,386,,,,,,,,,,,,,,,,,,,,
+0.3145,1.7837823629379272,7.740000000000001e-05,7.74,387,,,,,,,,,,,,,,,,,,,,
+0.3357,1.2146297693252563,7.76e-05,7.76,388,,,,,,,,,,,,,,,,,,,,
+0.392,2.0187604427337646,7.780000000000001e-05,7.78,389,,,,,,,,,,,,,,,,,,,,
+0.4047,3.8831112384796143,7.800000000000001e-05,7.8,390,,,,,,,,,,,,,,,,,,,,
+0.3026,1.3848369121551514,7.82e-05,7.82,391,,,,,,,,,,,,,,,,,,,,
+0.4383,2.0597336292266846,7.840000000000001e-05,7.84,392,,,,,,,,,,,,,,,,,,,,
+0.2915,1.0564050674438477,7.860000000000001e-05,7.86,393,,,,,,,,,,,,,,,,,,,,
+0.3949,1.7198991775512695,7.88e-05,7.88,394,,,,,,,,,,,,,,,,,,,,
+0.3372,1.7281136512756348,7.900000000000001e-05,7.9,395,,,,,,,,,,,,,,,,,,,,
+0.4618,2.7708029747009277,7.920000000000001e-05,7.92,396,,,,,,,,,,,,,,,,,,,,
+0.3414,1.5070850849151611,7.94e-05,7.9399999999999995,397,,,,,,,,,,,,,,,,,,,,
+0.3575,2.6032660007476807,7.960000000000001e-05,7.96,398,,,,,,,,,,,,,,,,,,,,
+0.3615,3.802734851837158,7.98e-05,7.98,399,,,,,,,,,,,,,,,,,,,,
+0.4913,10.158177375793457,8e-05,8.0,400,,,,,,,,,,,,,,,,,,,,
+,,,8.0,400,0.15739275515079498,0.8681977835301726,0.9323202204347402,0.9456242058257962,0.9510969444040834,0.9688940105724626,0.8769697063276745,0.9499783146866514,0.9132965258593737,0.7413185100444929,0.926825446245282,0.9456242058257962,7.2311,36.509,1.245,,,,,
+0.3637,2.3918116092681885,8.020000000000001e-05,8.02,401,,,,,,,,,,,,,,,,,,,,
+0.4886,3.145642042160034,8.04e-05,8.04,402,,,,,,,,,,,,,,,,,,,,
+0.4169,7.996109485626221,8.060000000000001e-05,8.06,403,,,,,,,,,,,,,,,,,,,,
+0.3887,2.3539886474609375,8.080000000000001e-05,8.08,404,,,,,,,,,,,,,,,,,,,,
+0.2808,1.1624313592910767,8.1e-05,8.1,405,,,,,,,,,,,,,,,,,,,,
+0.3341,2.0504112243652344,8.120000000000001e-05,8.12,406,,,,,,,,,,,,,,,,,,,,
+0.3678,1.796289324760437,8.14e-05,8.14,407,,,,,,,,,,,,,,,,,,,,
+0.4165,2.6320173740386963,8.16e-05,8.16,408,,,,,,,,,,,,,,,,,,,,
+0.3721,1.6170238256454468,8.18e-05,8.18,409,,,,,,,,,,,,,,,,,,,,
+0.3923,1.7511481046676636,8.2e-05,8.2,410,,,,,,,,,,,,,,,,,,,,
+0.5158,4.508366107940674,8.22e-05,8.22,411,,,,,,,,,,,,,,,,,,,,
+0.4305,4.197961330413818,8.24e-05,8.24,412,,,,,,,,,,,,,,,,,,,,
+0.3137,1.0414725542068481,8.26e-05,8.26,413,,,,,,,,,,,,,,,,,,,,
+0.3756,1.6849758625030518,8.28e-05,8.28,414,,,,,,,,,,,,,,,,,,,,
+0.2968,2.799988031387329,8.3e-05,8.3,415,,,,,,,,,,,,,,,,,,,,
+0.419,7.07702112197876,8.32e-05,8.32,416,,,,,,,,,,,,,,,,,,,,
+0.4023,2.3405065536499023,8.34e-05,8.34,417,,,,,,,,,,,,,,,,,,,,
+0.2869,0.8160978555679321,8.36e-05,8.36,418,,,,,,,,,,,,,,,,,,,,
+0.3005,2.28926157951355,8.38e-05,8.38,419,,,,,,,,,,,,,,,,,,,,
+0.3707,1.5155903100967407,8.4e-05,8.4,420,,,,,,,,,,,,,,,,,,,,
+,,,8.4,420,0.15264932811260223,0.8627456707943025,0.9252501600427219,0.9437194710980983,0.9484277376858623,0.9797593244608338,0.8475634179814694,0.9473555307466774,0.9114135434765076,0.7294679381597226,0.9233983691999595,0.9437194710980983,7.209,36.621,1.248,,,,,
+0.3957,1.0614848136901855,8.42e-05,8.42,421,,,,,,,,,,,,,,,,,,,,
+0.4293,1.6240254640579224,8.44e-05,8.44,422,,,,,,,,,,,,,,,,,,,,
+0.3017,1.4022376537322998,8.46e-05,8.46,423,,,,,,,,,,,,,,,,,,,,
+0.318,1.2420878410339355,8.48e-05,8.48,424,,,,,,,,,,,,,,,,,,,,
+0.4163,6.074297904968262,8.5e-05,8.5,425,,,,,,,,,,,,,,,,,,,,
+0.4689,5.145627975463867,8.52e-05,8.52,426,,,,,,,,,,,,,,,,,,,,
+0.3857,6.231026649475098,8.54e-05,8.54,427,,,,,,,,,,,,,,,,,,,,
+0.3754,5.291509628295898,8.560000000000001e-05,8.56,428,,,,,,,,,,,,,,,,,,,,
+0.3705,3.9311046600341797,8.58e-05,8.58,429,,,,,,,,,,,,,,,,,,,,
+0.3581,2.4505455493927,8.6e-05,8.6,430,,,,,,,,,,,,,,,,,,,,
+0.4055,2.2610490322113037,8.620000000000001e-05,8.62,431,,,,,,,,,,,,,,,,,,,,
+0.3981,1.5204139947891235,8.64e-05,8.64,432,,,,,,,,,,,,,,,,,,,,
+0.3535,2.765552520751953,8.66e-05,8.66,433,,,,,,,,,,,,,,,,,,,,
+0.3185,3.947812080383301,8.680000000000001e-05,8.68,434,,,,,,,,,,,,,,,,,,,,
+0.3166,1.6172571182250977,8.7e-05,8.7,435,,,,,,,,,,,,,,,,,,,,
+0.3194,1.945803165435791,8.72e-05,8.72,436,,,,,,,,,,,,,,,,,,,,
+0.3961,1.3133713006973267,8.740000000000001e-05,8.74,437,,,,,,,,,,,,,,,,,,,,
+0.4378,3.9757959842681885,8.76e-05,8.76,438,,,,,,,,,,,,,,,,,,,,
+0.3419,1.5531915426254272,8.78e-05,8.78,439,,,,,,,,,,,,,,,,,,,,
+0.4486,1.4552823305130005,8.800000000000001e-05,8.8,440,,,,,,,,,,,,,,,,,,,,
+,,,8.8,440,0.14512145519256592,0.8642617857811626,0.9322684171795085,0.9432671239660637,0.9414615992100009,0.9706885831134824,0.8846550692150421,0.9406907067118631,0.9169379592596038,0.7351566913720208,0.9244916136242445,0.9432671239660637,16.2853,16.211,0.553,,,,,
+0.347,2.6997623443603516,8.82e-05,8.82,441,,,,,,,,,,,,,,,,,,,,
+0.2688,1.8913164138793945,8.840000000000001e-05,8.84,442,,,,,,,,,,,,,,,,,,,,
+0.3924,1.436010718345642,8.86e-05,8.86,443,,,,,,,,,,,,,,,,,,,,
+0.4871,6.636528968811035,8.88e-05,8.88,444,,,,,,,,,,,,,,,,,,,,
+0.3668,3.0971059799194336,8.900000000000001e-05,8.9,445,,,,,,,,,,,,,,,,,,,,
+0.343,2.0427629947662354,8.92e-05,8.92,446,,,,,,,,,,,,,,,,,,,,
+0.3905,2.302734851837158,8.94e-05,8.94,447,,,,,,,,,,,,,,,,,,,,
+0.4124,3.229384183883667,8.960000000000001e-05,8.96,448,,,,,,,,,,,,,,,,,,,,
+0.3648,2.4752018451690674,8.98e-05,8.98,449,,,,,,,,,,,,,,,,,,,,
+0.4081,3.110865354537964,9e-05,9.0,450,,,,,,,,,,,,,,,,,,,,
+0.3124,1.9085901975631714,9.020000000000001e-05,9.02,451,,,,,,,,,,,,,,,,,,,,
+0.3247,2.6569430828094482,9.04e-05,9.04,452,,,,,,,,,,,,,,,,,,,,
+0.3469,2.448486566543579,9.06e-05,9.06,453,,,,,,,,,,,,,,,,,,,,
+0.3713,3.383788585662842,9.080000000000001e-05,9.08,454,,,,,,,,,,,,,,,,,,,,
+0.3634,2.4198930263519287,9.1e-05,9.1,455,,,,,,,,,,,,,,,,,,,,
+0.3686,3.084904670715332,9.120000000000001e-05,9.12,456,,,,,,,,,,,,,,,,,,,,
+0.5224,4.404660701751709,9.140000000000001e-05,9.14,457,,,,,,,,,,,,,,,,,,,,
+0.431,2.096893072128296,9.16e-05,9.16,458,,,,,,,,,,,,,,,,,,,,
+0.4814,2.284217357635498,9.180000000000001e-05,9.18,459,,,,,,,,,,,,,,,,,,,,
+0.2992,3.7441821098327637,9.200000000000001e-05,9.2,460,,,,,,,,,,,,,,,,,,,,
+,,,9.2,460,0.14111685752868652,0.8752229793230111,0.9440487864144232,0.9475406417893862,0.9520380281235369,0.9496907701813403,0.9304175609383927,0.9508282131617215,0.9151235256271164,0.7597171991801951,0.931309695106234,0.9475406417893862,7.2345,36.492,1.244,,,,,
+0.3546,1.8702589273452759,9.22e-05,9.22,461,,,,,,,,,,,,,,,,,,,,
+0.3636,1.424290418624878,9.240000000000001e-05,9.24,462,,,,,,,,,,,,,,,,,,,,
+0.3853,2.781106948852539,9.260000000000001e-05,9.26,463,,,,,,,,,,,,,,,,,,,,
+0.2895,1.724787950515747,9.28e-05,9.28,464,,,,,,,,,,,,,,,,,,,,
+0.3716,1.8551026582717896,9.300000000000001e-05,9.3,465,,,,,,,,,,,,,,,,,,,,
+0.3674,1.8150975704193115,9.320000000000002e-05,9.32,466,,,,,,,,,,,,,,,,,,,,
+0.3247,2.839407205581665,9.340000000000001e-05,9.34,467,,,,,,,,,,,,,,,,,,,,
+0.3512,3.0155818462371826,9.360000000000001e-05,9.36,468,,,,,,,,,,,,,,,,,,,,
+0.4167,4.265278339385986,9.38e-05,9.38,469,,,,,,,,,,,,,,,,,,,,
+0.3746,1.851251482963562,9.4e-05,9.4,470,,,,,,,,,,,,,,,,,,,,
+0.3574,2.277883768081665,9.42e-05,9.42,471,,,,,,,,,,,,,,,,,,,,
+0.3375,2.011082410812378,9.44e-05,9.44,472,,,,,,,,,,,,,,,,,,,,
+0.332,2.8336048126220703,9.46e-05,9.46,473,,,,,,,,,,,,,,,,,,,,
+0.2777,1.6818348169326782,9.48e-05,9.48,474,,,,,,,,,,,,,,,,,,,,
+0.4214,1.7215439081192017,9.5e-05,9.5,475,,,,,,,,,,,,,,,,,,,,
+0.2918,2.3060073852539062,9.52e-05,9.52,476,,,,,,,,,,,,,,,,,,,,
+0.3075,1.6255518198013306,9.54e-05,9.54,477,,,,,,,,,,,,,,,,,,,,
+0.3478,1.6547092199325562,9.56e-05,9.56,478,,,,,,,,,,,,,,,,,,,,
+0.2794,1.2971466779708862,9.58e-05,9.58,479,,,,,,,,,,,,,,,,,,,,
+0.3912,2.9872004985809326,9.6e-05,9.6,480,,,,,,,,,,,,,,,,,,,,
+,,,9.6,480,0.1465069055557251,0.8636796597146109,0.9308109276927584,0.9432444764127241,0.9387545540648897,0.9774092562988536,0.8762689727145321,0.9383919064444038,0.9201207038002087,0.7325263688992202,0.9240773786627917,0.9432444764127241,16.3967,16.101,0.549,,,,,
+0.3552,5.548001766204834,9.620000000000001e-05,9.62,481,,,,,,,,,,,,,,,,,,,,
+0.4466,3.313093662261963,9.64e-05,9.64,482,,,,,,,,,,,,,,,,,,,,
+0.4406,3.420029878616333,9.66e-05,9.66,483,,,,,,,,,,,,,,,,,,,,
+0.4035,2.19047212600708,9.680000000000001e-05,9.68,484,,,,,,,,,,,,,,,,,,,,
+0.425,3.505244493484497,9.7e-05,9.7,485,,,,,,,,,,,,,,,,,,,,
+0.2829,2.474065065383911,9.72e-05,9.72,486,,,,,,,,,,,,,,,,,,,,
+0.2695,1.3874238729476929,9.74e-05,9.74,487,,,,,,,,,,,,,,,,,,,,
+0.419,1.7945855855941772,9.76e-05,9.76,488,,,,,,,,,,,,,,,,,,,,
+0.3039,10.584297180175781,9.78e-05,9.78,489,,,,,,,,,,,,,,,,,,,,
+0.3943,3.1580584049224854,9.8e-05,9.8,490,,,,,,,,,,,,,,,,,,,,
+0.3377,2.0403027534484863,9.82e-05,9.82,491,,,,,,,,,,,,,,,,,,,,
+0.356,1.3281561136245728,9.84e-05,9.84,492,,,,,,,,,,,,,,,,,,,,
+0.4217,2.1833865642547607,9.86e-05,9.86,493,,,,,,,,,,,,,,,,,,,,
+0.3631,1.6012061834335327,9.88e-05,9.88,494,,,,,,,,,,,,,,,,,,,,
+0.3142,1.6420633792877197,9.900000000000001e-05,9.9,495,,,,,,,,,,,,,,,,,,,,
+0.4209,1.7420268058776855,9.92e-05,9.92,496,,,,,,,,,,,,,,,,,,,,
+0.3201,2.4971673488616943,9.94e-05,9.94,497,,,,,,,,,,,,,,,,,,,,
+0.3917,2.6126129627227783,9.960000000000001e-05,9.96,498,,,,,,,,,,,,,,,,,,,,
+0.4537,1.7327409982681274,9.98e-05,9.98,499,,,,,,,,,,,,,,,,,,,,
+0.3323,1.5117346048355103,0.0001,10.0,500,,,,,,,,,,,,,,,,,,,,
+,,,10.0,500,0.15005218982696533,0.8854238083027002,0.9350767090837054,0.9544362933383581,0.9686134453216233,0.9802648019379578,0.8563518799915348,0.9651809649059746,0.9181914472408987,0.7728990127612273,0.9371791290385443,0.9544362933383581,7.3232,36.05,1.229,,,,,
+0.339,3.3946259021759033,9.99999878153037e-05,10.02,501,,,,,,,,,,,,,,,,,,,,
+0.4068,4.747576713562012,9.999995126122076e-05,10.04,502,,,,,,,,,,,,,,,,,,,,
+0.3812,3.0694193840026855,9.999989033776898e-05,10.06,503,,,,,,,,,,,,,,,,,,,,
+0.319,1.5711469650268555,9.999980504497803e-05,10.08,504,,,,,,,,,,,,,,,,,,,,
+0.3167,3.3936691284179688,9.999969538288952e-05,10.1,505,,,,,,,,,,,,,,,,,,,,
+0.3515,2.2232208251953125,9.999956135155687e-05,10.12,506,,,,,,,,,,,,,,,,,,,,
+0.4852,5.102885723114014,9.999940295104544e-05,10.14,507,,,,,,,,,,,,,,,,,,,,
+0.3925,2.171135187149048,9.999922018143242e-05,10.16,508,,,,,,,,,,,,,,,,,,,,
+0.414,2.317549467086792,9.999901304280685e-05,10.18,509,,,,,,,,,,,,,,,,,,,,
+0.3078,1.8503259420394897,9.999878153526974e-05,10.2,510,,,,,,,,,,,,,,,,,,,,
+0.4011,2.01222825050354,9.99985256589339e-05,10.22,511,,,,,,,,,,,,,,,,,,,,
+0.345,0.9316138029098511,9.999824541392405e-05,10.24,512,,,,,,,,,,,,,,,,,,,,
+0.3318,1.5745362043380737,9.999794080037674e-05,10.26,513,,,,,,,,,,,,,,,,,,,,
+0.2624,1.349810004234314,9.99976118184405e-05,10.28,514,,,,,,,,,,,,,,,,,,,,
+0.4338,1.5389692783355713,9.999725846827562e-05,10.3,515,,,,,,,,,,,,,,,,,,,,
+0.3899,1.6170445680618286,9.999688075005433e-05,10.32,516,,,,,,,,,,,,,,,,,,,,
+0.4335,3.8343844413757324,9.999647866396073e-05,10.34,517,,,,,,,,,,,,,,,,,,,,
+0.3887,1.510482907295227,9.999605221019081e-05,10.36,518,,,,,,,,,,,,,,,,,,,,
+0.3254,1.607498049736023,9.999560138895238e-05,10.38,519,,,,,,,,,,,,,,,,,,,,
+0.3496,2.8440282344818115,9.999512620046522e-05,10.4,520,,,,,,,,,,,,,,,,,,,,
+,,,10.4,520,0.13109037280082703,0.8916923695939879,0.9469746938745888,0.955908761764649,0.9620687428359245,0.9683226268352245,0.9105327119526172,0.9600202986260837,0.9262529401257555,0.7888038700301244,0.9410838676160841,0.955908761764649,7.24,36.464,1.243,,,,,
+0.3313,2.9773659706115723,9.999462664496088e-05,10.42,521,,,,,,,,,,,,,,,,,,,,
+0.4145,3.7799110412597656,9.999410272268285e-05,10.44,522,,,,,,,,,,,,,,,,,,,,
+0.3087,1.215075135231018,9.99935544338865e-05,10.46,523,,,,,,,,,,,,,,,,,,,,
+0.3256,2.398700475692749,9.999298177883903e-05,10.48,524,,,,,,,,,,,,,,,,,,,,
+0.3888,1.3708912134170532,9.999238475781957e-05,10.5,525,,,,,,,,,,,,,,,,,,,,
+0.3108,3.0333518981933594,9.999176337111908e-05,10.52,526,,,,,,,,,,,,,,,,,,,,
+0.4047,2.307218551635742,9.999111761904046e-05,10.54,527,,,,,,,,,,,,,,,,,,,,
+0.348,3.0788073539733887,9.999044750189838e-05,10.56,528,,,,,,,,,,,,,,,,,,,,
+0.3148,3.643195867538452,9.99897530200195e-05,10.58,529,,,,,,,,,,,,,,,,,,,,
+0.338,6.1624531745910645,9.998903417374228e-05,10.6,530,,,,,,,,,,,,,,,,,,,,
+0.3186,1.823303461074829,9.998829096341706e-05,10.62,531,,,,,,,,,,,,,,,,,,,,
+0.4005,1.5654569864273071,9.998752338940612e-05,10.64,532,,,,,,,,,,,,,,,,,,,,
+0.3453,4.006472110748291,9.99867314520835e-05,10.66,533,,,,,,,,,,,,,,,,,,,,
+0.3875,2.9222333431243896,9.998591515183524e-05,10.68,534,,,,,,,,,,,,,,,,,,,,
+0.414,2.74261736869812,9.998507448905917e-05,10.7,535,,,,,,,,,,,,,,,,,,,,
+0.3241,1.4264068603515625,9.9984209464165e-05,10.72,536,,,,,,,,,,,,,,,,,,,,
+0.339,1.4102396965026855,9.998332007757436e-05,10.74,537,,,,,,,,,,,,,,,,,,,,
+0.3176,3.3142199516296387,9.998240632972073e-05,10.76,538,,,,,,,,,,,,,,,,,,,,
+0.3793,3.563324213027954,9.998146822104943e-05,10.78,539,,,,,,,,,,,,,,,,,,,,
+0.256,1.4764012098312378,9.998050575201771e-05,10.8,540,,,,,,,,,,,,,,,,,,,,
+,,,10.8,540,0.1319998949766159,0.8840570600476662,0.9463076753767122,0.9519667286303726,0.952114545831248,0.9646834636093485,0.9221250166895401,0.9511357918707491,0.9263075161022202,0.7747278721700289,0.9365889527555301,0.9519667286303726,7.1943,36.696,1.251,,,,,
+0.3619,0.8676456809043884,9.997951892309468e-05,10.82,541,,,,,,,,,,,,,,,,,,,,
+0.3273,2.6152451038360596,9.997850773476126e-05,10.84,542,,,,,,,,,,,,,,,,,,,,
+0.3297,3.1531882286071777,9.997747218751032e-05,10.86,543,,,,,,,,,,,,,,,,,,,,
+0.398,4.5723652839660645,9.997641228184655e-05,10.88,544,,,,,,,,,,,,,,,,,,,,
+0.358,1.7423837184906006,9.997532801828658e-05,10.9,545,,,,,,,,,,,,,,,,,,,,
+0.2844,1.4654537439346313,9.997421939735884e-05,10.92,546,,,,,,,,,,,,,,,,,,,,
+0.3355,2.4844632148742676,9.997308641960365e-05,10.94,547,,,,,,,,,,,,,,,,,,,,
+0.3016,2.884317636489868,9.997192908557323e-05,10.96,548,,,,,,,,,,,,,,,,,,,,
+0.3785,1.9676179885864258,9.997074739583162e-05,10.98,549,,,,,,,,,,,,,,,,,,,,
+0.301,1.2592660188674927,9.99695413509548e-05,11.0,550,,,,,,,,,,,,,,,,,,,,
+0.3573,1.9744168519973755,9.996831095153055e-05,11.02,551,,,,,,,,,,,,,,,,,,,,
+0.3307,2.6153430938720703,9.996705619815855e-05,11.04,552,,,,,,,,,,,,,,,,,,,,
+0.3862,2.7450387477874756,9.99657770914504e-05,11.06,553,,,,,,,,,,,,,,,,,,,,
+0.2657,0.7504503726959229,9.996447363202946e-05,11.08,554,,,,,,,,,,,,,,,,,,,,
+0.3431,2.6610889434814453,9.996314582053106e-05,11.1,555,,,,,,,,,,,,,,,,,,,,
+0.3876,2.26924991607666,9.996179365760234e-05,11.12,556,,,,,,,,,,,,,,,,,,,,
+0.4543,3.9304990768432617,9.996041714390235e-05,11.14,557,,,,,,,,,,,,,,,,,,,,
+0.3446,2.537038803100586,9.995901628010196e-05,11.16,558,,,,,,,,,,,,,,,,,,,,
+0.3905,2.847639799118042,9.995759106688393e-05,11.18,559,,,,,,,,,,,,,,,,,,,,
+0.3223,1.6307432651519775,9.995614150494293e-05,11.2,560,,,,,,,,,,,,,,,,,,,,
+,,,11.2,560,0.14512966573238373,0.8734088964341046,0.9436096336202201,0.9464803588338745,0.9404826770636574,0.9607824406892697,0.9295637831077331,0.9400820660058129,0.9247213638159691,0.7554232594805318,0.930225987646359,0.9464803588338745,7.2784,36.272,1.237,,,,,
+0.3588,1.9806079864501953,9.995466759498542e-05,11.22,561,,,,,,,,,,,,,,,,,,,,
+0.3878,5.187452793121338,9.995316933772978e-05,11.24,562,,,,,,,,,,,,,,,,,,,,
+0.3526,4.9829936027526855,9.995164673390625e-05,11.26,563,,,,,,,,,,,,,,,,,,,,
+0.4831,7.736099720001221,9.995009978425691e-05,11.28,564,,,,,,,,,,,,,,,,,,,,
+0.2474,5.457075119018555,9.994852848953574e-05,11.3,565,,,,,,,,,,,,,,,,,,,,
+0.2682,1.859153151512146,9.994693285050857e-05,11.32,566,,,,,,,,,,,,,,,,,,,,
+0.357,2.98095965385437,9.994531286795308e-05,11.34,567,,,,,,,,,,,,,,,,,,,,
+0.3175,4.5054612159729,9.994366854265886e-05,11.36,568,,,,,,,,,,,,,,,,,,,,
+0.4027,2.7845420837402344,9.99419998754273e-05,11.38,569,,,,,,,,,,,,,,,,,,,,
+0.3487,3.1402974128723145,9.99403068670717e-05,11.4,570,,,,,,,,,,,,,,,,,,,,
+0.3311,1.9359028339385986,9.993858951841724e-05,11.42,571,,,,,,,,,,,,,,,,,,,,
+0.3513,1.7932422161102295,9.993684783030088e-05,11.44,572,,,,,,,,,,,,,,,,,,,,
+0.3121,1.446301817893982,9.993508180357154e-05,11.46,573,,,,,,,,,,,,,,,,,,,,
+0.3593,2.4992754459381104,9.993329143908994e-05,11.48,574,,,,,,,,,,,,,,,,,,,,
+0.3857,2.779646873474121,9.99314767377287e-05,11.5,575,,,,,,,,,,,,,,,,,,,,
+0.3388,1.959999442100525,9.992963770037227e-05,11.52,576,,,,,,,,,,,,,,,,,,,,
+0.2915,1.5746302604675293,9.992777432791697e-05,11.54,577,,,,,,,,,,,,,,,,,,,,
+0.3057,2.8703994750976562,9.9925886621271e-05,11.56,578,,,,,,,,,,,,,,,,,,,,
+0.3931,2.8298351764678955,9.992397458135438e-05,11.58,579,,,,,,,,,,,,,,,,,,,,
+0.4234,3.543379783630371,9.992203820909906e-05,11.6,580,,,,,,,,,,,,,,,,,,,,
+,,,11.6,580,0.13354390859603882,0.8870502157727471,0.9459185756288866,0.9536384200342068,0.9552203239103878,0.969201573119661,0.9133338298566107,0.9541723341038865,0.9274001242130405,0.7795781890013145,0.938339907831879,0.9536384200342068,16.2897,16.207,0.552,,,,,
+,,,11.6,580,,,,,,,,,,,,,,,,2693.0294,58.819,1.857,6.168185617563648e+16,0.49455804683524984

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd3e7c5cf15076828f4314513fc301aa5ab1b39a1d4aa7efe99b1f63070a6b28
+size 14885804

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d1711196c730530c781af077359b7222ac5526da45108f12a187e4f4165b05d1
+size 5112