Upload folder using huggingface_hub

ProtProfileMD_LoRA/adapter_config.json

@@ -0,0 +1,46 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "ProtProfileMD",
+    "parent_library": "protprofilemd.model.protprofilemd"
+  },
+  "base_model_name_or_path": "",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 16,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": [
+    "profile_head"
+  ],
+  "peft_type": "LORA",
+  "peft_version": "0.18.0.rc0",
+  "qalora_group_size": 16,
+  "r": 8,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "v",
+    "q"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

ProtProfileMD_LoRA/adapter_model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:07474a66bd04cc23e66705f9dc4b9336279fdab819ac950f508912d9f6e72129
+size 7962064

README.md

@@ -0,0 +1,206 @@
+---
+base_model: 'ProtProfileMD'
+library_name: peft
+tags:
+- 'base_model:adapter:'
+- lora
+- transformers
+---
+
+# Model Card for Model ID
+
+ProtProfileMD
+
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** MIT
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+[More Information Needed]
+
+### Recommendations
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+[More Information Needed]
+
+### Training Procedure
+
+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+
+#### Speeds, Sizes, Times [optional]
+
+<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+
+[More Information Needed]
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Dataset Card if possible. -->
+
+[More Information Needed]
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+[More Information Needed]
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+<!-- Relevant interpretability work for the model goes here -->
+
+[More Information Needed]
+
+## Environmental Impact
+
+<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]
+### Framework versions
+
+- PEFT 0.18.0.rc0

train_config.yaml

@@ -0,0 +1,88 @@
+benchmarks:
+  batch_size: '32'
+  targets:
+  - scope
+dataset:
+  directory: ./tmp/data/mdcath/hf_dataset/mdcath_split/
+  filter_on_column:
+    replica:
+    - '0'
+    - '1'
+    - '2'
+    - '3'
+    - '4'
+    temperature:
+    - '320'
+metadata:
+  adapter_name: ProtProfileMD_LoRA
+  inference: false
+  log_path: ./tmp/runs/ProtProfileMD_20251113_072928_large_batch_size_again/logs
+  name: ProtProfileMD
+  run_id: ProtProfileMD_20251113_072928_large_batch_size_again
+  version: 1.0
+  weights: null
+model:
+  base_model: Rostlab/ProstT5
+  base_model_kwargs:
+    output_loading_info: false
+    use_safetensors: true
+  loss_function: kldiv
+  loss_function_kwargs:
+    reduction: batchmean
+  profile_head: linear
+  profile_head_kwargs:
+    dropout: 0.1
+    hidden_size: 1024
+    num_classes: 20
+tokenizer:
+  tokenizer_model: Rostlab/ProstT5
+  tokenizer_model_kwargs:
+    do_lower_case: false
+    legacy: false
+    use_fast: true
+training:
+  data_collator:
+    pad_to_multiple_of: 8
+    padding: true
+  ddp: true
+  devices: 0,1,2,3
+  lora:
+    bias: none
+    inference_mode: false
+    lora_alpha: 16
+    lora_dropout: 0.05
+    modules_to_save:
+    - profile_head
+    r: 8
+    target_modules:
+    - q
+    - v
+    use_dora: false
+    use_rslora: false
+  quantize: null
+  save_dir: ./tmp/runs/ProtProfileMD_20251113_072928_large_batch_size_again/model
+  training_args:
+    batch_eval_metrics: false
+    eval_on_start: true
+    eval_steps: 32
+    eval_strategy: steps
+    gradient_accumulation_steps: 10
+    label_names:
+    - profiles
+    learning_rate: 0.001
+    logging_steps: 1
+    logging_strategy: steps
+    lr_scheduler_type: cosine
+    num_train_epochs: 6
+    output_dir: ./tmp/runs/ProtProfileMD_20251113_072928_large_batch_size_again/training
+    per_device_eval_batch_size: 32
+    per_device_train_batch_size: 5
+    remove_unused_columns: true
+    report_to: wandb
+    save_steps: 300
+    save_strategy: steps
+    save_total_limit: 16
+    seed: 42
+    warmup_steps: 200
+wandb:
+  project: protprofilemd

training_history.csv

@@ -0,0 +1,814 @@
+eval_loss,eval_runtime,eval_samples_per_second,eval_steps_per_second,epoch,step,loss,grad_norm,learning_rate,train_runtime,train_samples_per_second,train_steps_per_second,total_flos,train_loss
+2.073704957962036,15.9153,60.319,0.503,0.0,0,,,,,,,,
+,,,,0.007680491551459293,1,2.0858,0.5804831385612488,0.0,,,,,
+,,,,0.015360983102918587,2,2.0806,0.5718473196029663,5e-06,,,,,
+,,,,0.02304147465437788,3,2.0873,0.5679907202720642,1e-05,,,,,
+,,,,0.030721966205837174,4,2.0796,0.5601692795753479,1.5e-05,,,,,
+,,,,0.03840245775729647,5,2.0952,0.5670178532600403,2e-05,,,,,
+,,,,0.04608294930875576,6,2.0969,0.576775074005127,2.5e-05,,,,,
+,,,,0.053763440860215055,7,2.0814,0.5522646307945251,3e-05,,,,,
+,,,,0.06144393241167435,8,2.0897,0.5956840515136719,3.5000000000000004e-05,,,,,
+,,,,0.06912442396313365,9,2.0992,0.5970342755317688,4e-05,,,,,
+,,,,0.07680491551459294,10,2.0725,0.5919796228408813,4.4999999999999996e-05,,,,,
+,,,,0.08448540706605223,11,2.097,0.558565616607666,5e-05,,,,,
+,,,,0.09216589861751152,12,2.0601,0.5743566155433655,5.5e-05,,,,,
+,,,,0.09984639016897082,13,2.0855,0.5861555337905884,6e-05,,,,,
+,,,,0.10752688172043011,14,2.0841,0.5788114666938782,6.500000000000001e-05,,,,,
+,,,,0.1152073732718894,15,2.0675,0.5668983459472656,7.000000000000001e-05,,,,,
+,,,,0.1228878648233487,16,2.0593,0.5734850764274597,7.5e-05,,,,,
+,,,,0.130568356374808,17,2.0799,0.5539450645446777,8e-05,,,,,
+,,,,0.1382488479262673,18,2.0434,0.5654863119125366,8.5e-05,,,,,
+,,,,0.14592933947772657,19,2.0792,0.5679186582565308,8.999999999999999e-05,,,,,
+,,,,0.15360983102918588,20,2.0751,0.5401893854141235,9.5e-05,,,,,
+,,,,0.16129032258064516,21,2.0529,0.5602666735649109,0.0001,,,,,
+,,,,0.16897081413210446,22,2.0736,0.5936845541000366,0.000105,,,,,
+,,,,0.17665130568356374,23,2.0504,0.553808331489563,0.00011,,,,,
+,,,,0.18433179723502305,24,2.0399,0.5496041774749756,0.000115,,,,,
+,,,,0.19201228878648233,25,2.0567,0.5751869082450867,0.00012,,,,,
+,,,,0.19969278033794163,26,2.0478,0.571357250213623,0.000125,,,,,
+,,,,0.2073732718894009,27,2.0344,0.563642144203186,0.00013000000000000002,,,,,
+,,,,0.21505376344086022,28,2.0271,0.5595663785934448,0.000135,,,,,
+,,,,0.2227342549923195,29,2.0123,0.5522099137306213,0.00014000000000000001,,,,,
+,,,,0.2304147465437788,30,1.9867,0.5647934079170227,0.000145,,,,,
+,,,,0.23809523809523808,31,2.0267,0.5783693790435791,0.00015,,,,,
+,,,,0.2457757296466974,32,2.0062,0.5604720711708069,0.000155,,,,,
+1.9627379179000854,13.4522,71.364,0.595,0.2457757296466974,32,,,,,,,,
+,,,,0.2534562211981567,33,1.9908,0.565224289894104,0.00016,,,,,
+,,,,0.261136712749616,34,2.0006,0.5601112246513367,0.000165,,,,,
+,,,,0.26881720430107525,35,1.9844,0.5663322806358337,0.00017,,,,,
+,,,,0.2764976958525346,36,1.9662,0.554712176322937,0.000175,,,,,
+,,,,0.28417818740399386,37,1.9645,0.5529362559318542,0.00017999999999999998,,,,,
+,,,,0.29185867895545314,38,1.949,0.5685873031616211,0.000185,,,,,
+,,,,0.2995391705069124,39,1.9538,0.5699973702430725,0.00019,,,,,
+,,,,0.30721966205837176,40,1.9473,0.5831785202026367,0.00019500000000000002,,,,,
+,,,,0.31490015360983103,41,1.9324,0.5525370240211487,0.0002,,,,,
+,,,,0.3225806451612903,42,1.9257,0.5474629998207092,0.000205,,,,,
+,,,,0.3302611367127496,43,1.9007,0.5691890716552734,0.00021,,,,,
+,,,,0.3379416282642089,44,1.9081,0.589435338973999,0.000215,,,,,
+,,,,0.3456221198156682,45,1.8921,0.5633925199508667,0.00022,,,,,
+,,,,0.3533026113671275,46,1.8738,0.562810480594635,0.00022500000000000002,,,,,
+,,,,0.36098310291858676,47,1.8474,0.559769332408905,0.00023,,,,,
+,,,,0.3686635944700461,48,1.8423,0.5735872983932495,0.000235,,,,,
+,,,,0.3763440860215054,49,1.825,0.5874055624008179,0.00024,,,,,
+,,,,0.38402457757296465,50,1.8059,0.6027796268463135,0.000245,,,,,
+,,,,0.391705069124424,51,1.7899,0.6040967106819153,0.00025,,,,,
+,,,,0.39938556067588327,52,1.7678,0.6001226305961609,0.000255,,,,,
+,,,,0.40706605222734255,53,1.7766,0.5802229642868042,0.00026000000000000003,,,,,
+,,,,0.4147465437788018,54,1.7583,0.5683925747871399,0.00026500000000000004,,,,,
+,,,,0.42242703533026116,55,1.7061,0.6210170388221741,0.00027,,,,,
+,,,,0.43010752688172044,56,1.6888,0.6033114194869995,0.000275,,,,,
+,,,,0.4377880184331797,57,1.6516,0.6346451640129089,0.00028000000000000003,,,,,
+,,,,0.445468509984639,58,1.5949,0.6684507727622986,0.000285,,,,,
+,,,,0.45314900153609833,59,1.5748,0.6647036671638489,0.00029,,,,,
+,,,,0.4608294930875576,60,1.5434,0.667153537273407,0.000295,,,,,
+,,,,0.4685099846390169,61,1.5061,0.6394869089126587,0.0003,,,,,
+,,,,0.47619047619047616,62,1.4759,0.6053551435470581,0.000305,,,,,
+,,,,0.4838709677419355,63,1.4577,0.5891996622085571,0.00031,,,,,
+,,,,0.4915514592933948,64,1.4072,0.5557946562767029,0.000315,,,,,
+1.2583457231521606,13.4357,71.451,0.595,0.4915514592933948,64,,,,,,,,
+,,,,0.49923195084485406,65,1.4092,0.5086628794670105,0.00032,,,,,
+,,,,0.5069124423963134,66,1.3408,0.47959816455841064,0.00032500000000000004,,,,,
+,,,,0.5145929339477726,67,1.3427,0.4254825711250305,0.00033,,,,,
+,,,,0.522273425499232,68,1.2977,0.42576244473457336,0.000335,,,,,
+,,,,0.5299539170506913,69,1.2722,0.4085986018180847,0.00034,,,,,
+,,,,0.5376344086021505,70,1.2657,0.4251268208026886,0.000345,,,,,
+,,,,0.5453149001536098,71,1.2404,0.39972981810569763,0.00035,,,,,
+,,,,0.5529953917050692,72,1.1824,0.411374032497406,0.000355,,,,,
+,,,,0.5606758832565284,73,1.2084,0.35376808047294617,0.00035999999999999997,,,,,
+,,,,0.5683563748079877,74,1.1357,0.36689144372940063,0.000365,,,,,
+,,,,0.576036866359447,75,1.1663,0.34689992666244507,0.00037,,,,,
+,,,,0.5837173579109063,76,1.1315,0.3232513964176178,0.000375,,,,,
+,,,,0.5913978494623656,77,1.1257,0.32982754707336426,0.00038,,,,,
+,,,,0.5990783410138248,78,1.0858,0.3184172511100769,0.00038500000000000003,,,,,
+,,,,0.6067588325652842,79,1.0609,0.30169379711151123,0.00039000000000000005,,,,,
+,,,,0.6144393241167435,80,1.0634,0.2942354083061218,0.000395,,,,,
+,,,,0.6221198156682027,81,1.0307,0.27840790152549744,0.0004,,,,,
+,,,,0.6298003072196621,82,1.0226,0.2768580913543701,0.00040500000000000003,,,,,
+,,,,0.6374807987711214,83,0.9786,0.2616962790489197,0.00041,,,,,
+,,,,0.6451612903225806,84,0.9566,0.24979282915592194,0.000415,,,,,
+,,,,0.65284178187404,85,0.9765,0.21739685535430908,0.00042,,,,,
+,,,,0.6605222734254992,86,0.9336,0.2234392762184143,0.000425,,,,,
+,,,,0.6682027649769585,87,0.9475,0.2186431586742401,0.00043,,,,,
+,,,,0.6758832565284179,88,0.9183,0.20838414132595062,0.000435,,,,,
+,,,,0.6835637480798771,89,0.9248,0.20620311796665192,0.00044,,,,,
+,,,,0.6912442396313364,90,0.8829,0.19764083623886108,0.00044500000000000003,,,,,
+,,,,0.6989247311827957,91,0.8764,0.1954030692577362,0.00045000000000000004,,,,,
+,,,,0.706605222734255,92,0.8711,0.18571977317333221,0.000455,,,,,
+,,,,0.7142857142857143,93,0.8947,0.21548448503017426,0.00046,,,,,
+,,,,0.7219662058371735,94,0.8405,0.17617167532444,0.000465,,,,,
+,,,,0.7296466973886329,95,0.8275,0.16220971941947937,0.00047,,,,,
+,,,,0.7373271889400922,96,0.8612,0.148683100938797,0.000475,,,,,
+0.758184552192688,13.4169,71.552,0.596,0.7373271889400922,96,,,,,,,,
+,,,,0.7450076804915514,97,0.8692,0.14205913245677948,0.00048,,,,,
+,,,,0.7526881720430108,98,0.8297,0.1304662823677063,0.00048499999999999997,,,,,
+,,,,0.7603686635944701,99,0.7976,0.13558430969715118,0.00049,,,,,
+,,,,0.7680491551459293,100,0.8487,0.12613613903522491,0.000495,,,,,
+,,,,0.7757296466973886,101,0.8056,0.14533521234989166,0.0005,,,,,
+,,,,0.783410138248848,102,0.8121,0.13807886838912964,0.000505,,,,,
+,,,,0.7910906298003072,103,0.7962,0.11237585544586182,0.00051,,,,,
+,,,,0.7987711213517665,104,0.8011,0.1300107091665268,0.000515,,,,,
+,,,,0.8064516129032258,105,0.7885,0.12306977808475494,0.0005200000000000001,,,,,
+,,,,0.8141321044546851,106,0.7878,0.12269610911607742,0.0005250000000000001,,,,,
+,,,,0.8218125960061444,107,0.7925,0.11980149894952774,0.0005300000000000001,,,,,
+,,,,0.8294930875576036,108,0.8173,0.11359542608261108,0.000535,,,,,
+,,,,0.837173579109063,109,0.782,0.10918345302343369,0.00054,,,,,
+,,,,0.8448540706605223,110,0.7781,0.10834292322397232,0.000545,,,,,
+,,,,0.8525345622119815,111,0.7606,0.11367589235305786,0.00055,,,,,
+,,,,0.8602150537634409,112,0.7447,0.10300391167402267,0.000555,,,,,
+,,,,0.8678955453149002,113,0.7417,0.14259696006774902,0.0005600000000000001,,,,,
+,,,,0.8755760368663594,114,0.7431,0.10876579582691193,0.000565,,,,,
+,,,,0.8832565284178188,115,0.7501,0.11075804382562637,0.00057,,,,,
+,,,,0.890937019969278,116,0.7329,0.10288789123296738,0.000575,,,,,
+,,,,0.8986175115207373,117,0.757,0.1075669676065445,0.00058,,,,,
+,,,,0.9062980030721967,118,0.7532,0.10077694803476334,0.000585,,,,,
+,,,,0.9139784946236559,119,0.7336,0.09664788097143173,0.00059,,,,,
+,,,,0.9216589861751152,120,0.7572,0.10046054422855377,0.0005949999999999999,,,,,
+,,,,0.9293394777265745,121,0.7512,0.11816855520009995,0.0006,,,,,
+,,,,0.9370199692780338,122,0.729,0.11150197684764862,0.000605,,,,,
+,,,,0.9447004608294931,123,0.7326,0.09992674738168716,0.00061,,,,,
+,,,,0.9523809523809523,124,0.6888,0.10546056181192398,0.000615,,,,,
+,,,,0.9600614439324117,125,0.7217,0.08968949317932129,0.00062,,,,,
+,,,,0.967741935483871,126,0.7362,0.09278474748134613,0.000625,,,,,
+,,,,0.9754224270353302,127,0.7072,0.08596730977296829,0.00063,,,,,
+,,,,0.9831029185867896,128,0.7625,0.17465054988861084,0.000635,,,,,
+0.6480810642242432,13.4439,71.408,0.595,0.9831029185867896,128,,,,,,,,
+,,,,0.9907834101382489,129,0.7327,0.10010738670825958,0.00064,,,,,
+,,,,0.9984639016897081,130,0.7252,0.09385837614536285,0.0006450000000000001,,,,,
+,,,,1.0,131,0.7603,0.19023281335830688,0.0006500000000000001,,,,,
+,,,,1.0076804915514592,132,0.7129,0.08883967995643616,0.0006550000000000001,,,,,
+,,,,1.0153609831029187,133,0.7219,0.10011254996061325,0.00066,,,,,
+,,,,1.023041474654378,134,0.7101,0.09869321435689926,0.000665,,,,,
+,,,,1.0307219662058371,135,0.7109,0.0936310812830925,0.00067,,,,,
+,,,,1.0384024577572966,136,0.7071,0.09722992777824402,0.000675,,,,,
+,,,,1.0460829493087558,137,0.7193,0.0815802812576294,0.00068,,,,,
+,,,,1.053763440860215,138,0.6875,0.15811845660209656,0.0006850000000000001,,,,,
+,,,,1.0614439324116745,139,0.678,0.12920065224170685,0.00069,,,,,
+,,,,1.0691244239631337,140,0.6701,0.09646770358085632,0.000695,,,,,
+,,,,1.076804915514593,141,0.6812,0.09641334414482117,0.0007,,,,,
+,,,,1.0844854070660523,142,0.7596,0.12002136558294296,0.000705,,,,,
+,,,,1.0921658986175116,143,0.686,0.10860954225063324,0.00071,,,,,
+,,,,1.0998463901689708,144,0.7029,0.11035946756601334,0.000715,,,,,
+,,,,1.10752688172043,145,0.7122,0.10973890870809555,0.0007199999999999999,,,,,
+,,,,1.1152073732718895,146,0.7051,0.08385736495256424,0.000725,,,,,
+,,,,1.1228878648233487,147,0.6579,0.11722977459430695,0.00073,,,,,
+,,,,1.130568356374808,148,0.6621,0.09649539738893509,0.000735,,,,,
+,,,,1.1382488479262673,149,0.6986,0.10928086191415787,0.00074,,,,,
+,,,,1.1459293394777266,150,0.652,0.10118954628705978,0.000745,,,,,
+,,,,1.1536098310291858,151,0.6757,0.08892735838890076,0.00075,,,,,
+,,,,1.1612903225806452,152,0.6859,0.09847806394100189,0.000755,,,,,
+,,,,1.1689708141321045,153,0.7125,0.08383781462907791,0.00076,,,,,
+,,,,1.1766513056835637,154,0.6577,0.09563130885362625,0.0007650000000000001,,,,,
+,,,,1.1843317972350231,155,0.6689,0.08692911267280579,0.0007700000000000001,,,,,
+,,,,1.1920122887864824,156,0.6766,0.11052361130714417,0.0007750000000000001,,,,,
+,,,,1.1996927803379416,157,0.6767,0.07672843337059021,0.0007800000000000001,,,,,
+,,,,1.2073732718894008,158,0.6636,0.1034846380352974,0.000785,,,,,
+,,,,1.2150537634408602,159,0.6739,0.08360648155212402,0.00079,,,,,
+,,,,1.2227342549923195,160,0.6475,0.07714694738388062,0.000795,,,,,
+0.6055556535720825,13.4206,71.532,0.596,1.2227342549923195,160,,,,,,,,
+,,,,1.230414746543779,161,0.6959,0.08265538513660431,0.0008,,,,,
+,,,,1.2380952380952381,162,0.6386,0.08511171489953995,0.000805,,,,,
+,,,,1.2457757296466974,163,0.6617,0.09219588339328766,0.0008100000000000001,,,,,
+,,,,1.2534562211981566,164,0.6592,0.07900519669055939,0.000815,,,,,
+,,,,1.261136712749616,165,0.6926,0.08816981315612793,0.00082,,,,,
+,,,,1.2688172043010753,166,0.681,0.0799097791314125,0.000825,,,,,
+,,,,1.2764976958525347,167,0.6659,0.08771955966949463,0.00083,,,,,
+,,,,1.284178187403994,168,0.6541,0.10878181457519531,0.000835,,,,,
+,,,,1.2918586789554531,169,0.6273,0.1167101338505745,0.00084,,,,,
+,,,,1.2995391705069124,170,0.6245,0.09199067950248718,0.0008449999999999999,,,,,
+,,,,1.3072196620583718,171,0.6654,0.09041611105203629,0.00085,,,,,
+,,,,1.314900153609831,172,0.6376,0.08518485724925995,0.000855,,,,,
+,,,,1.3225806451612903,173,0.6429,0.08971096575260162,0.00086,,,,,
+,,,,1.3302611367127497,174,0.6816,0.10309941321611404,0.000865,,,,,
+,,,,1.337941628264209,175,0.6669,0.0794311910867691,0.00087,,,,,
+,,,,1.3456221198156681,176,0.6444,0.12132596224546432,0.000875,,,,,
+,,,,1.3533026113671274,177,0.6299,0.09112411737442017,0.00088,,,,,
+,,,,1.3609831029185868,178,0.6261,0.11053835600614548,0.000885,,,,,
+,,,,1.368663594470046,179,0.6238,0.09478713572025299,0.0008900000000000001,,,,,
+,,,,1.3763440860215055,180,0.6537,0.10952600836753845,0.0008950000000000001,,,,,
+,,,,1.3840245775729647,181,0.6398,0.1139768585562706,0.0009000000000000001,,,,,
+,,,,1.391705069124424,182,0.6519,0.0833025723695755,0.0009050000000000001,,,,,
+,,,,1.3993855606758832,183,0.6319,0.09565059840679169,0.00091,,,,,
+,,,,1.4070660522273426,184,0.6237,0.11639747768640518,0.000915,,,,,
+,,,,1.4147465437788018,185,0.661,0.08121804893016815,0.00092,,,,,
+,,,,1.4224270353302613,186,0.6548,0.18296290934085846,0.000925,,,,,
+,,,,1.4301075268817205,187,0.6069,0.09032053500413895,0.00093,,,,,
+,,,,1.4377880184331797,188,0.653,0.1281273365020752,0.0009350000000000001,,,,,
+,,,,1.445468509984639,189,0.6371,0.08199860900640488,0.00094,,,,,
+,,,,1.4531490015360984,190,0.6559,0.11149484664201736,0.000945,,,,,
+,,,,1.4608294930875576,191,0.6544,0.12642773985862732,0.00095,,,,,
+,,,,1.4685099846390168,192,0.6888,0.14502166211605072,0.000955,,,,,
+0.5856593251228333,13.4226,71.521,0.596,1.4685099846390168,192,,,,,,,,
+,,,,1.4761904761904763,193,0.6544,0.09591622650623322,0.00096,,,,,
+,,,,1.4838709677419355,194,0.6238,0.09792059659957886,0.000965,,,,,
+,,,,1.4915514592933947,195,0.6377,0.11101450026035309,0.0009699999999999999,,,,,
+,,,,1.499231950844854,196,0.6266,0.13560396432876587,0.000975,,,,,
+,,,,1.5069124423963134,197,0.6684,0.10032955557107925,0.00098,,,,,
+,,,,1.5145929339477726,198,0.6316,0.11452154070138931,0.000985,,,,,
+,,,,1.522273425499232,199,0.6419,0.14200349152088165,0.00099,,,,,
+,,,,1.5299539170506913,200,0.6578,0.15079492330551147,0.000995,,,,,
+,,,,1.5376344086021505,201,0.6387,0.09653104096651077,0.001,,,,,
+,,,,1.5453149001536097,202,0.6499,0.21390727162361145,0.0009999928147235535,,,,,
+,,,,1.5529953917050692,203,0.6294,0.1089426651597023,0.0009999712591007269,,,,,
+,,,,1.5606758832565284,204,0.5924,0.09770546108484268,0.0009999353337510526,,,,,
+,,,,1.5683563748079878,205,0.6314,0.07713305950164795,0.000999885039707065,,,,,
+,,,,1.576036866359447,206,0.6198,0.10089238733053207,0.0009998203784142702,,,,,
+,,,,1.5837173579109063,207,0.6349,0.11988253146409988,0.0009997413517311056,,,,,
+,,,,1.5913978494623655,208,0.66,0.0936984047293663,0.0009996479619288853,,,,,
+,,,,1.5990783410138247,209,0.6282,0.10035085678100586,0.0009995402116917353,,,,,
+,,,,1.6067588325652842,210,0.6197,0.10744638741016388,0.0009994181041165168,,,,,
+,,,,1.6144393241167436,211,0.6373,0.08732423186302185,0.0009992816427127366,,,,,
+,,,,1.6221198156682028,212,0.6282,0.09637077897787094,0.0009991308314024464,,,,,
+,,,,1.629800307219662,213,0.6201,0.10286521166563034,0.00099896567452013,,,,,
+,,,,1.6374807987711213,214,0.6357,0.12795203924179077,0.0009987861768125782,,,,,
+,,,,1.6451612903225805,215,0.6093,0.08843057602643967,0.0009985923434387544,,,,,
+,,,,1.65284178187404,216,0.6071,0.10273459553718567,0.0009983841799696437,,,,,
+,,,,1.6605222734254992,217,0.655,0.09357819706201553,0.0009981616923880948,,,,,
+,,,,1.6682027649769586,218,0.5969,0.08829528838396072,0.000997924887088646,,,,,
+,,,,1.6758832565284179,219,0.6499,0.09856569766998291,0.0009976737708773445,,,,,
+,,,,1.683563748079877,220,0.6313,0.11052027344703674,0.000997408350971547,,,,,
+,,,,1.6912442396313363,221,0.6211,0.10486961901187897,0.0009971286349997155,,,,,
+,,,,1.6989247311827957,222,0.617,0.10871069133281708,0.0009968346310011964,,,,,
+,,,,1.706605222734255,223,0.6183,0.08346997201442719,0.0009965263474259896,,,,,
+,,,,1.7142857142857144,224,0.6546,0.1225055381655693,0.0009962037931345057,,,,,
+0.5805761814117432,13.4415,71.421,0.595,1.7142857142857144,224,,,,,,,,
+,,,,1.7219662058371736,225,0.6192,0.13146008551120758,0.0009958669773973124,,,,,
+,,,,1.7296466973886329,226,0.6369,0.09535940736532211,0.0009955159098948658,,,,,
+,,,,1.737327188940092,227,0.6059,0.09237352013587952,0.0009951506007172342,,,,,
+,,,,1.7450076804915513,228,0.6307,0.13567042350769043,0.0009947710603638077,,,,,
+,,,,1.7526881720430108,229,0.5888,0.1054866760969162,0.0009943772997429955,,,,,
+,,,,1.7603686635944702,230,0.6051,0.08044347167015076,0.000993969330171913,,,,,
+,,,,1.7680491551459294,231,0.6396,0.0962105244398117,0.0009935471633760573,,,,,
+,,,,1.7757296466973886,232,0.6247,0.11985594779253006,0.0009931108114889684,,,,,
+,,,,1.7834101382488479,233,0.6116,0.09325119107961655,0.0009926602870518825,,,,,
+,,,,1.791090629800307,234,0.6088,0.11078134179115295,0.0009921956030133701,,,,,
+,,,,1.7987711213517665,235,0.6087,0.10163673758506775,0.000991716772728964,,,,,
+,,,,1.8064516129032258,236,0.6287,0.09209170192480087,0.0009912238099607762,,,,,
+,,,,1.8141321044546852,237,0.5967,0.06438297033309937,0.000990716728877102,,,,,
+,,,,1.8218125960061444,238,0.6403,0.17649058997631073,0.000990195544052012,,,,,
+,,,,1.8294930875576036,239,0.621,0.08403653651475906,0.0009896602704649346,,,,,
+,,,,1.8371735791090629,240,0.6313,0.10968027263879776,0.0009891109235002247,,,,,
+,,,,1.8448540706605223,241,0.6046,0.15215495228767395,0.0009885475189467217,,,,,
+,,,,1.8525345622119815,242,0.621,0.10933428257703781,0.000987970072997295,,,,,
+,,,,1.860215053763441,243,0.5998,0.10569342970848083,0.00098737860224838,,,,,
+,,,,1.8678955453149002,244,0.6048,0.0781138464808464,0.0009867731236995,,,,,
+,,,,1.8755760368663594,245,0.6048,0.10574840754270554,0.0009861536547527778,,,,,
+,,,,1.8832565284178187,246,0.6084,0.08083224296569824,0.0009855202132124366,,,,,
+,,,,1.8909370199692779,247,0.6047,0.09307677298784256,0.000984872817284286,,,,,
+,,,,1.8986175115207373,248,0.635,0.08052605390548706,0.0009842114855752012,,,,,
+,,,,1.9062980030721968,249,0.6209,0.08239442110061646,0.0009835362370925868,,,,,
+,,,,1.913978494623656,250,0.5926,0.08234521746635437,0.0009828470912438309,,,,,
+,,,,1.9216589861751152,251,0.6254,0.08894649147987366,0.000982144067835747,,,,,
+,,,,1.9293394777265744,252,0.6089,0.0866563469171524,0.0009814271870740054,,,,,
+,,,,1.9370199692780337,253,0.5793,0.07472074776887894,0.000980696469562552,,,,,
+,,,,1.944700460829493,254,0.6256,0.07931841164827347,0.000979951936303016,,,,,
+,,,,1.9523809523809523,255,0.5987,0.09731640666723251,0.0009791936086941064,,,,,
+,,,,1.9600614439324118,256,0.6059,0.09251382201910019,0.0009784215085309976,,,,,
+0.5605003833770752,13.4178,71.547,0.596,1.9600614439324118,256,,,,,,,,
+,,,,1.967741935483871,257,0.597,0.09750361740589142,0.0009776356580047019,,,,,
+,,,,1.9754224270353302,258,0.6273,0.09102611988782883,0.0009768360797014323,,,,,
+,,,,1.9831029185867894,259,0.5919,0.11428052186965942,0.0009760227966019536,,,,,
+,,,,1.9907834101382489,260,0.5842,0.09867263585329056,0.0009751958320809212,,,,,
+,,,,1.998463901689708,261,0.5923,0.07570841908454895,0.0009743552099062099,,,,,
+,,,,2.0,262,0.5746,0.19956202805042267,0.0009735009542382307,,,,,
+,,,,2.0076804915514592,263,0.5917,0.0903247594833374,0.000972633089629236,,,,,
+,,,,2.0153609831029184,264,0.5855,0.0916474461555481,0.0009717516410226144,,,,,
+,,,,2.0230414746543777,265,0.6151,0.10904984176158905,0.0009708566337521734,,,,,
+,,,,2.0307219662058373,266,0.5943,0.0935656800866127,0.0009699480935414119,,,,,
+,,,,2.0384024577572966,267,0.5663,0.07878369092941284,0.00096902604650278,,,,,
+,,,,2.046082949308756,268,0.6092,0.10549799352884293,0.0009680905191369291,,,,,
+,,,,2.053763440860215,269,0.6006,0.08753828704357147,0.0009671415383319507,,,,,
+,,,,2.0614439324116742,270,0.6022,0.1728508621454239,0.0009661791313626018,,,,,
+,,,,2.0691244239631335,271,0.5689,0.07735305279493332,0.0009652033258895232,,,,,
+,,,,2.076804915514593,272,0.5775,0.0967920571565628,0.0009642141499584435,,,,,
+,,,,2.0844854070660523,273,0.5891,0.09742330759763718,0.0009632116319993725,,,,,
+,,,,2.0921658986175116,274,0.5861,0.07956570386886597,0.0009621958008257848,,,,,
+,,,,2.099846390168971,275,0.5939,0.08048214763402939,0.000961166685633792,,,,,
+,,,,2.10752688172043,276,0.5781,0.08814822882413864,0.0009601243160013022,,,,,
+,,,,2.1152073732718892,277,0.5904,0.09354257583618164,0.0009590687218871719,,,,,
+,,,,2.122887864823349,278,0.5809,0.09417930990457535,0.0009579999336303427,,,,,
+,,,,2.130568356374808,279,0.6149,0.09989077597856522,0.0009569179819489711,,,,,
+,,,,2.1382488479262673,280,0.6033,0.0893455222249031,0.0009558228979395447,,,,,
+,,,,2.1459293394777266,281,0.6078,0.09031999856233597,0.0009547147130759893,,,,,
+,,,,2.153609831029186,282,0.5649,0.08023550361394882,0.0009535934592087627,,,,,
+,,,,2.161290322580645,283,0.565,0.08433818817138672,0.0009524591685639414,,,,,
+,,,,2.1689708141321047,284,0.5847,0.07830077409744263,0.0009513118737422925,,,,,
+,,,,2.176651305683564,285,0.5796,0.09725451469421387,0.0009501516077183381,,,,,
+,,,,2.184331797235023,286,0.5737,0.08861830085515976,0.0009489784038394065,,,,,
+,,,,2.1920122887864824,287,0.6027,0.11647766828536987,0.0009477922958246745,,,,,
+,,,,2.1996927803379416,288,0.6226,0.10330332815647125,0.0009465933177641981,,,,,
+0.54963618516922,13.4237,71.515,0.596,2.1996927803379416,288,,,,,,,,
+,,,,2.207373271889401,289,0.5732,0.09330514073371887,0.0009453815041179327,,,,,
+,,,,2.21505376344086,290,0.5823,0.07787024974822998,0.0009441568897147423,,,,,
+,,,,2.2227342549923197,291,0.5584,0.07290951162576675,0.0009429195097513991,,,,,
+,,,,2.230414746543779,292,0.5639,0.08227881044149399,0.0009416693997915717,,,,,
+,,,,2.238095238095238,293,0.5837,0.10833659768104553,0.0009404065957648023,,,,,
+,,,,2.2457757296466974,294,0.5969,0.10256079584360123,0.0009391311339654754,,,,,
+,,,,2.2534562211981566,295,0.5978,0.07957718521356583,0.000937843051051773,,,,,
+,,,,2.261136712749616,296,0.5748,0.1163460910320282,0.000936542384044623,,,,,
+,,,,2.268817204301075,297,0.6041,0.10403605550527573,0.0009352291703266331,,,,,
+,,,,2.2764976958525347,298,0.5759,0.08579808473587036,0.0009339034476410177,,,,,
+,,,,2.284178187403994,299,0.5633,0.08145797997713089,0.000932565254090513,,,,,
+,,,,2.291858678955453,300,0.5606,0.08041033893823624,0.000931214628136281,,,,,
+,,,,2.2995391705069124,301,0.5976,0.11620136350393295,0.0009298516085968052,,,,,
+,,,,2.3072196620583716,302,0.5726,0.08621864765882492,0.0009284762346467748,,,,,
+,,,,2.3149001536098313,303,0.5887,0.07768327742815018,0.0009270885458159575,,,,,
+,,,,2.3225806451612905,304,0.5623,0.07584176957607269,0.000925688581988065,,,,,
+,,,,2.3302611367127497,305,0.5727,0.07232855260372162,0.0009242763833996057,,,,,
+,,,,2.337941628264209,306,0.5787,0.0964282751083374,0.0009228519906387287,,,,,
+,,,,2.345622119815668,307,0.5921,0.08114900439977646,0.000921415444644057,,,,,
+,,,,2.3533026113671274,308,0.5535,0.07523638755083084,0.000919966786703511,,,,,
+,,,,2.3609831029185866,309,0.5893,0.3966493010520935,0.0009185060584531217,,,,,
+,,,,2.3686635944700463,310,0.5681,0.08396196365356445,0.0009170333018758346,,,,,
+,,,,2.3763440860215055,311,0.5721,0.07174750417470932,0.0009155485593003019,,,,,
+,,,,2.3840245775729647,312,0.5811,0.07609084248542786,0.0009140518733996672,,,,,
+,,,,2.391705069124424,313,0.5813,0.0764368399977684,0.0009125432871903383,,,,,
+,,,,2.399385560675883,314,0.5821,0.1022670567035675,0.0009110228440307509,,,,,
+,,,,2.4070660522273424,315,0.5921,0.08277929574251175,0.0009094905876201229,,,,,
+,,,,2.4147465437788016,316,0.5607,0.08959026634693146,0.0009079465619971979,,,,,
+,,,,2.4224270353302613,317,0.5687,0.08424902707338333,0.0009063908115389794,,,,,
+,,,,2.4301075268817205,318,0.5746,0.11107723414897919,0.0009048233809594562,,,,,
+,,,,2.4377880184331797,319,0.6009,0.18279913067817688,0.0009032443153083162,,,,,
+,,,,2.445468509984639,320,0.5981,0.09275858104228973,0.0009016536599696524,,,,,
+0.5487862229347229,13.4371,71.444,0.595,2.445468509984639,320,,,,,,,,
+,,,,2.453149001536098,321,0.5883,0.10445660352706909,0.000900051460660658,,,,,
+,,,,2.460829493087558,322,0.5728,0.08430139720439911,0.000898437763430313,,,,,
+,,,,2.468509984639017,323,0.5538,0.07758653908967972,0.0008968126146580602,,,,,
+,,,,2.4761904761904763,324,0.5683,0.13066041469573975,0.0008951760610524725,,,,,
+,,,,2.4838709677419355,325,0.5586,0.09391431510448456,0.0008935281496499097,,,,,
+,,,,2.4915514592933947,326,0.5798,0.08814166486263275,0.0008918689278131683,,,,,
+,,,,2.499231950844854,327,0.5915,0.10512812435626984,0.0008901984432301184,,,,,
+,,,,2.506912442396313,328,0.5964,0.08955822885036469,0.0008885167439123343,,,,,
+,,,,2.514592933947773,329,0.5778,0.08933256566524506,0.0008868238781937137,,,,,
+,,,,2.522273425499232,330,0.5585,0.08089810609817505,0.0008851198947290894,,,,,
+,,,,2.5299539170506913,331,0.5823,0.08533766865730286,0.0008834048424928305,,,,,
+,,,,2.5376344086021505,332,0.575,0.10822492837905884,0.0008816787707774346,,,,,
+,,,,2.5453149001536097,333,0.5784,0.08702952414751053,0.0008799417291921117,,,,,
+,,,,2.5529953917050694,334,0.577,0.08898637443780899,0.0008781937676613576,,,,,
+,,,,2.560675883256528,335,0.5721,0.11250756680965424,0.0008764349364235196,,,,,
+,,,,2.568356374807988,336,0.5418,0.0954650491476059,0.0008746652860293523,,,,,
+,,,,2.576036866359447,337,0.5897,0.09068423509597778,0.0008728848673405649,,,,,
+,,,,2.5837173579109063,338,0.5669,0.13135015964508057,0.0008710937315283593,,,,,
+,,,,2.5913978494623655,339,0.5612,0.0934675931930542,0.0008692919300719595,,,,,
+,,,,2.5990783410138247,340,0.5823,0.0997263491153717,0.0008674795147571318,,,,,
+,,,,2.6067588325652844,341,0.5647,0.08578556030988693,0.0008656565376746959,,,,,
+,,,,2.6144393241167436,342,0.5724,0.09416651725769043,0.0008638230512190297,,,,,
+,,,,2.622119815668203,343,0.5479,0.08304701000452042,0.0008619791080865609,,,,,
+,,,,2.629800307219662,344,0.5546,0.07362563908100128,0.0008601247612742544,,,,,
+,,,,2.6374807987711213,345,0.5568,0.08161242306232452,0.000858260064078088,,,,,
+,,,,2.6451612903225805,346,0.5668,0.11888810247182846,0.0008563850700915211,,,,,
+,,,,2.6528417818740397,347,0.5338,0.08609777688980103,0.0008544998332039542,,,,,
+,,,,2.6605222734254994,348,0.5554,0.08632602542638779,0.0008526044075991801,,,,,
+,,,,2.6682027649769586,349,0.5998,0.10264768451452255,0.0008506988477538267,,,,,
+,,,,2.675883256528418,350,0.5843,0.08958437293767929,0.0008487832084357909,,,,,
+,,,,2.683563748079877,351,0.5516,0.13889063894748688,0.0008468575447026651,,,,,
+,,,,2.6912442396313363,352,0.5612,0.09023655951023102,0.0008449219119001543,,,,,
+0.541409432888031,13.4311,71.476,0.596,2.6912442396313363,352,,,,,,,,
+,,,,2.698924731182796,353,0.5676,0.10275126248598099,0.0008429763656604861,,,,,
+,,,,2.7066052227342547,354,0.5758,0.0849999487400055,0.00084102096190081,,,,,
+,,,,2.7142857142857144,355,0.5823,0.08353806287050247,0.0008390557568215928,,,,,
+,,,,2.7219662058371736,356,0.5678,0.08037610352039337,0.0008370808069050015,,,,,
+,,,,2.729646697388633,357,0.5889,0.08275818824768066,0.0008350961689132807,,,,,
+,,,,2.737327188940092,358,0.5934,0.10703621804714203,0.0008331018998871207,,,,,
+,,,,2.7450076804915513,359,0.5676,0.07625795900821686,0.0008310980571440184,,,,,
+,,,,2.752688172043011,360,0.5594,0.0899806097149849,0.0008290846982766304,,,,,
+,,,,2.76036866359447,361,0.5277,0.07987052202224731,0.0008270618811511166,,,,,
+,,,,2.7680491551459294,362,0.552,0.07295197248458862,0.0008250296639054781,,,,,
+,,,,2.7757296466973886,363,0.5626,0.07884091138839722,0.0008229881049478859,,,,,
+,,,,2.783410138248848,364,0.5689,0.09480024874210358,0.0008209372629550017,,,,,
+,,,,2.791090629800307,365,0.5479,0.08511097729206085,0.0008188771968702924,,,,,
+,,,,2.7987711213517663,366,0.5411,0.08587194234132767,0.0008168079659023349,,,,,
+,,,,2.806451612903226,367,0.5579,0.08862026035785675,0.0008147296295231157,,,,,
+,,,,2.814132104454685,368,0.5529,0.08526559919118881,0.0008126422474663206,,,,,
+,,,,2.8218125960061444,369,0.5462,0.08254881203174591,0.0008105458797256177,,,,,
+,,,,2.8294930875576036,370,0.5391,0.09166797250509262,0.0008084405865529345,,,,,
+,,,,2.837173579109063,371,0.5604,0.0909162238240242,0.0008063264284567244,,,,,
+,,,,2.8448540706605225,372,0.5765,0.07596279680728912,0.000804203466200229,,,,,
+,,,,2.8525345622119813,373,0.5445,0.07450543344020844,0.0008020717607997311,,,,,
+,,,,2.860215053763441,374,0.5614,0.08246825635433197,0.000799931373522801,,,,,
+,,,,2.8678955453149,375,0.5386,0.09090987592935562,0.0007977823658865363,,,,,
+,,,,2.8755760368663594,376,0.5669,0.08925694227218628,0.0007956247996557924,,,,,
+,,,,2.8832565284178187,377,0.5702,0.09059137105941772,0.0007934587368414085,,,,,
+,,,,2.890937019969278,378,0.5605,0.07828681170940399,0.0007912842396984255,,,,,
+,,,,2.8986175115207375,379,0.5575,0.07860463112592697,0.0007891013707242952,,,,,
+,,,,2.9062980030721968,380,0.5927,0.08462625741958618,0.0007869101926570863,,,,,
+,,,,2.913978494623656,381,0.5487,0.09036576002836227,0.0007847107684736792,,,,,
+,,,,2.921658986175115,382,0.5857,0.08187521994113922,0.0007825031613879571,,,,,
+,,,,2.9293394777265744,383,0.5574,0.09291533380746841,0.0007802874348489886,,,,,
+,,,,2.9370199692780337,384,0.5589,0.08203522861003876,0.0007780636525392046,,,,,
+0.5427292585372925,13.4126,71.574,0.596,2.9370199692780337,384,,,,,,,,
+,,,,2.944700460829493,385,0.5675,0.08677700906991959,0.0007758318783725679,,,,,
+,,,,2.9523809523809526,386,0.5537,0.10971294343471527,0.0007735921764927358,,,,,
+,,,,2.9600614439324118,387,0.5966,0.09551583230495453,0.0007713446112712168,,,,,
+,,,,2.967741935483871,388,0.5631,0.08433832973241806,0.0007690892473055208,,,,,
+,,,,2.97542242703533,389,0.5653,0.08872911334037781,0.0007668261494173023,,,,,
+,,,,2.9831029185867894,390,0.5594,0.08345688134431839,0.000764555382650497,,,,,
+,,,,2.990783410138249,391,0.5606,0.09103403985500336,0.0007622770122694526,,,,,
+,,,,2.998463901689708,392,0.5372,0.08424922078847885,0.0007599911037570533,,,,,
+,,,,3.0,393,0.5517,0.1780645102262497,0.0007576977228128377,,,,,
+,,,,3.0076804915514592,394,0.5702,0.10821337252855301,0.0007553969353511099,,,,,
+,,,,3.0153609831029184,395,0.5454,0.11865462362766266,0.0007530888074990458,,,,,
+,,,,3.0230414746543777,396,0.5613,0.1066480353474617,0.0007507734055947921,,,,,
+,,,,3.0307219662058373,397,0.5207,0.08172129094600677,0.0007484507961855598,,,,,
+,,,,3.0384024577572966,398,0.5257,0.08688145875930786,0.000746121046025712,,,,,
+,,,,3.046082949308756,399,0.5504,0.12160531431436539,0.0007437842220748441,,,,,
+,,,,3.053763440860215,400,0.5762,0.13849341869354248,0.0007414403914958606,,,,,
+,,,,3.0614439324116742,401,0.5383,0.0961856096982956,0.0007390896216530442,,,,,
+,,,,3.0691244239631335,402,0.5275,0.08843015134334564,0.0007367319801101196,,,,,
+,,,,3.076804915514593,403,0.5604,0.09780190140008926,0.0007343675346283118,,,,,
+,,,,3.0844854070660523,404,0.5312,0.08782544732093811,0.0007319963531643983,,,,,
+,,,,3.0921658986175116,405,0.566,0.09086805582046509,0.0007296185038687566,,,,,
+,,,,3.099846390168971,406,0.5602,0.07791624218225479,0.0007272340550834048,,,,,
+,,,,3.10752688172043,407,0.5358,0.0904933288693428,0.0007248430753400379,,,,,
+,,,,3.1152073732718892,408,0.5677,0.11027751117944717,0.0007224456333580574,,,,,
+,,,,3.122887864823349,409,0.528,0.1403067409992218,0.0007200417980425969,,,,,
+,,,,3.130568356374808,410,0.5553,0.0859493687748909,0.0007176316384825413,,,,,
+,,,,3.1382488479262673,411,0.5449,0.0786428153514862,0.0007152152239485418,,,,,
+,,,,3.1459293394777266,412,0.5683,0.11365450918674469,0.0007127926238910243,,,,,
+,,,,3.153609831029186,413,0.5601,0.11659574508666992,0.000710363907938193,,,,,
+,,,,3.161290322580645,414,0.5486,0.15229400992393494,0.0007079291458940301,,,,,
+,,,,3.1689708141321047,415,0.5669,0.08091515302658081,0.0007054884077362891,,,,,
+,,,,3.176651305683564,416,0.5699,0.16323347389698029,0.0007030417636144836,,,,,
+0.55259770154953,13.4211,71.529,0.596,3.176651305683564,416,,,,,,,,
+,,,,3.184331797235023,417,0.54,0.0936417281627655,0.0007005892838478711,,,,,
+,,,,3.1920122887864824,418,0.5647,0.09347840398550034,0.000698131038923432,,,,,
+,,,,3.1996927803379416,419,0.5355,0.08514516055583954,0.0006956670994938438,,,,,
+,,,,3.207373271889401,420,0.5464,0.08224248886108398,0.0006931975363754501,,,,,
+,,,,3.21505376344086,421,0.5397,0.07896751165390015,0.0006907224205462259,,,,,
+,,,,3.2227342549923197,422,0.5382,0.0983709990978241,0.0006882418231437371,,,,,
+,,,,3.230414746543779,423,0.5448,0.11973568052053452,0.000685755815463096,,,,,
+,,,,3.238095238095238,424,0.5468,0.07892348617315292,0.0006832644689549124,,,,,
+,,,,3.2457757296466974,425,0.5472,0.0771448090672493,0.0006807678552232396,,,,,
+,,,,3.2534562211981566,426,0.5557,0.11297425627708435,0.0006782660460235174,,,,,
+,,,,3.261136712749616,427,0.5349,0.11082404851913452,0.0006757591132605082,,,,,
+,,,,3.268817204301075,428,0.5748,0.09627868235111237,0.0006732471289862319,,,,,
+,,,,3.2764976958525347,429,0.5603,0.07959740608930588,0.0006707301653978944,,,,,
+,,,,3.284178187403994,430,0.5502,0.07320768386125565,0.0006682082948358124,,,,,
+,,,,3.291858678955453,431,0.5432,0.10379187762737274,0.0006656815897813346,,,,,
+,,,,3.2995391705069124,432,0.5707,0.09633427113294601,0.000663150122854758,,,,,
+,,,,3.3072196620583716,433,0.5722,0.08375497907400131,0.0006606139668132411,,,,,
+,,,,3.3149001536098313,434,0.5362,0.07289276272058487,0.0006580731945487138,,,,,
+,,,,3.3225806451612905,435,0.5644,0.07563738524913788,0.0006555278790857799,,,,,
+,,,,3.3302611367127497,436,0.5299,0.12930253148078918,0.0006529780935796205,,,,,
+,,,,3.337941628264209,437,0.5612,0.08313947916030884,0.0006504239113138908,,,,,
+,,,,3.345622119815668,438,0.5489,0.0748971700668335,0.0006478654056986131,,,,,
+,,,,3.3533026113671274,439,0.5297,0.07569575309753418,0.0006453026502680682,,,,,
+,,,,3.3609831029185866,440,0.5408,0.07878531515598297,0.000642735718678681,,,,,
+,,,,3.3686635944700463,441,0.5344,0.08925355970859528,0.0006401646847069038,,,,,
+,,,,3.3763440860215055,442,0.5666,0.10021275281906128,0.000637589622247096,,,,,
+,,,,3.3840245775729647,443,0.575,0.08213029056787491,0.0006350106053094003,,,,,
+,,,,3.391705069124424,444,0.5377,0.07930101454257965,0.0006324277080176151,,,,,
+,,,,3.399385560675883,445,0.5387,0.08972175419330597,0.0006298410046070647,,,,,
+,,,,3.4070660522273424,446,0.5464,0.07917420566082001,0.0006272505694224655,,,,,
+,,,,3.4147465437788016,447,0.5531,0.08251915872097015,0.0006246564769157894,,,,,
+,,,,3.4224270353302613,448,0.5048,0.09512726962566376,0.0006220588016441234,,,,,
+0.5431289672851562,13.4182,71.545,0.596,3.4224270353302613,448,,,,,,,,
+,,,,3.4301075268817205,449,0.5127,0.08087704330682755,0.000619457618267527,,,,,
+,,,,3.4377880184331797,450,0.5405,0.10277102142572403,0.0006168530015468872,,,,,
+,,,,3.445468509984639,451,0.5347,0.07915704697370529,0.0006142450263417685,,,,,
+,,,,3.453149001536098,452,0.5403,0.06910810619592667,0.0006116337676082623,,,,,
+,,,,3.460829493087558,453,0.5287,0.08174516260623932,0.0006090193003968318,,,,,
+,,,,3.468509984639017,454,0.5489,0.08847557008266449,0.0006064016998501562,,,,,
+,,,,3.4761904761904763,455,0.5593,0.10046577453613281,0.0006037810412009692,,,,,
+,,,,3.4838709677419355,456,0.5319,0.07888110727071762,0.0006011573997698984,,,,,
+,,,,3.4915514592933947,457,0.548,0.0843944102525711,0.0005985308509632999,,,,,
+,,,,3.499231950844854,458,0.5548,0.09659167379140854,0.0005959014702710908,,,,,
+,,,,3.506912442396313,459,0.5584,0.10081923753023148,0.0005932693332645796,,,,,
+,,,,3.514592933947773,460,0.5394,0.07337990403175354,0.0005906345155942943,,,,,
+,,,,3.522273425499232,461,0.5455,0.07085773348808289,0.0005879970929878086,,,,,
+,,,,3.5299539170506913,462,0.5493,0.07824033498764038,0.0005853571412475643,,,,,
+,,,,3.5376344086021505,463,0.5277,0.10737145692110062,0.000582714736248694,,,,,
+,,,,3.5453149001536097,464,0.5137,0.11943639814853668,0.000580069953936839,,,,,
+,,,,3.5529953917050694,465,0.5127,0.08380576223134995,0.0005774228703259677,,,,,
+,,,,3.560675883256528,466,0.5696,0.08225694298744202,0.0005747735614961902,,,,,
+,,,,3.568356374807988,467,0.5405,0.0780458077788353,0.0005721221035915717,,,,,
+,,,,3.576036866359447,468,0.5412,0.08568763732910156,0.0005694685728179442,,,,,
+,,,,3.5837173579109063,469,0.5265,0.07646911591291428,0.0005668130454407167,,,,,
+,,,,3.5913978494623655,470,0.527,0.09294387698173523,0.0005641555977826823,,,,,
+,,,,3.5990783410138247,471,0.5292,0.0822174996137619,0.0005614963062218252,,,,,
+,,,,3.6067588325652844,472,0.5611,0.08840020000934601,0.0005588352471891259,,,,,
+,,,,3.6144393241167436,473,0.5354,0.08286125212907791,0.0005561724971663627,,,,,
+,,,,3.622119815668203,474,0.5366,0.09553692489862442,0.0005535081326839165,,,,,
+,,,,3.629800307219662,475,0.5439,0.08649668097496033,0.0005508422303185682,,,,,
+,,,,3.6374807987711213,476,0.5543,0.08401954919099808,0.0005481748666913001,,,,,
+,,,,3.6451612903225805,477,0.5188,0.17812281847000122,0.0005455061184650921,,,,,
+,,,,3.6528417818740397,478,0.5311,0.08059598505496979,0.0005428360623427195,,,,,
+,,,,3.6605222734254994,479,0.5406,0.08638611435890198,0.0005401647750645477,,,,,
+,,,,3.6682027649769586,480,0.5521,0.09121659398078918,0.0005374923334063267,,,,,
+0.5477686524391174,13.4296,71.484,0.596,3.6682027649769586,480,,,,,,,,
+,,,,3.675883256528418,481,0.5475,0.07719766348600388,0.0005348188141769852,,,,,
+,,,,3.683563748079877,482,0.5319,0.12848806381225586,0.0005321442942164222,,,,,
+,,,,3.6912442396313363,483,0.5566,0.08753692358732224,0.0005294688503932986,,,,,
+,,,,3.698924731182796,484,0.5162,0.09591486304998398,0.0005267925596028285,,,,,
+,,,,3.7066052227342547,485,0.5349,0.08108075708150864,0.0005241154987645686,,,,,
+,,,,3.7142857142857144,486,0.5578,0.09834697842597961,0.0005214377448202075,,,,,
+,,,,3.7219662058371736,487,0.5541,0.0910622626543045,0.0005187593747313549,,,,,
+,,,,3.729646697388633,488,0.5214,0.0947137251496315,0.0005160804654773286,,,,,
+,,,,3.737327188940092,489,0.5582,0.07816231995820999,0.0005134010940529429,,,,,
+,,,,3.7450076804915513,490,0.554,0.0738527700304985,0.0005107213374662954,,,,,
+,,,,3.752688172043011,491,0.5149,0.0861816480755806,0.0005080412727365535,,,,,
+,,,,3.76036866359447,492,0.5763,0.09779079258441925,0.0005053609768917413,,,,,
+,,,,3.7680491551459294,493,0.5539,0.09147009253501892,0.0005026805269665254,,,,,
+,,,,3.7757296466973886,494,0.5495,0.08071370422840118,0.0005,,,,,
+,,,,3.783410138248848,495,0.5546,0.0871478021144867,0.0004973194730334748,,,,,
+,,,,3.791090629800307,496,0.526,0.08622574061155319,0.0004946390231082586,,,,,
+,,,,3.7987711213517663,497,0.5154,0.07947638630867004,0.0004919587272634465,,,,,
+,,,,3.806451612903226,498,0.5134,0.0810556560754776,0.0004892786625337047,,,,,
+,,,,3.814132104454685,499,0.5536,0.07810837030410767,0.00048659890594705715,,,,,
+,,,,3.8218125960061444,500,0.5422,0.08135449141263962,0.00048391953452267143,,,,,
+,,,,3.8294930875576036,501,0.5036,0.07479722052812576,0.0004812406252686453,,,,,
+,,,,3.837173579109063,502,0.5249,0.0779084786772728,0.0004785622551797926,,,,,
+,,,,3.8448540706605225,503,0.5488,0.08501505106687546,0.0004758845012354314,,,,,
+,,,,3.8525345622119813,504,0.5433,0.08417704701423645,0.0004732074403971715,,,,,
+,,,,3.860215053763441,505,0.5628,0.08640339970588684,0.0004705311496067016,,,,,
+,,,,3.8678955453149,506,0.5436,0.08101264387369156,0.00046785570578357794,,,,,
+,,,,3.8755760368663594,507,0.5305,0.07700831443071365,0.0004651811858230148,,,,,
+,,,,3.8832565284178187,508,0.5314,0.09759880602359772,0.00046250766659367335,,,,,
+,,,,3.890937019969278,509,0.5358,0.0802173763513565,0.00045983522493545244,,,,,
+,,,,3.8986175115207375,510,0.5116,0.07823839038610458,0.0004571639376572806,,,,,
+,,,,3.9062980030721968,511,0.5084,0.07706823199987411,0.0004544938815349079,,,,,
+,,,,3.913978494623656,512,0.523,0.09979508072137833,0.00045182513330869995,,,,,
+0.5479533672332764,13.4184,71.543,0.596,3.913978494623656,512,,,,,,,,
+,,,,3.921658986175115,513,0.5293,0.07903999835252762,0.00044915776968143176,,,,,
+,,,,3.9293394777265744,514,0.5025,0.07583592087030411,0.0004464918673160837,,,,,
+,,,,3.9370199692780337,515,0.5347,0.08629964292049408,0.0004438275028336373,,,,,
+,,,,3.944700460829493,516,0.5548,0.16190920770168304,0.0004411647528108743,,,,,
+,,,,3.9523809523809526,517,0.5119,0.139496311545372,0.0004385036937781747,,,,,
+,,,,3.9600614439324118,518,0.5631,0.08404964208602905,0.0004358444022173176,,,,,
+,,,,3.967741935483871,519,0.514,0.07252075523138046,0.0004331869545592834,,,,,
+,,,,3.97542242703533,520,0.5245,0.08703722804784775,0.0004305314271820559,,,,,
+,,,,3.9831029185867894,521,0.5541,0.07875621318817139,0.0004278778964084284,,,,,
+,,,,3.990783410138249,522,0.569,0.09385986626148224,0.0004252264385038098,,,,,
+,,,,3.998463901689708,523,0.56,0.08707941323518753,0.00042257712967403246,,,,,
+,,,,4.0,524,0.546,0.18729250133037567,0.0004199300460631611,,,,,
+,,,,4.00768049155146,525,0.5278,0.0989619642496109,0.00041728526375130616,,,,,
+,,,,4.0153609831029184,526,0.565,0.10572467744350433,0.00041464285875243576,,,,,
+,,,,4.023041474654378,527,0.5118,0.07500790804624557,0.00041200290701219166,,,,,
+,,,,4.030721966205837,528,0.5292,0.08540623635053635,0.0004093654844057059,,,,,
+,,,,4.038402457757297,529,0.5364,0.08861321955919266,0.00040673066673542057,,,,,
+,,,,4.046082949308755,530,0.5054,0.08686784654855728,0.00040409852972890926,,,,,
+,,,,4.053763440860215,531,0.5551,0.09210193902254105,0.00040146914903670003,,,,,
+,,,,4.061443932411675,532,0.5394,0.10581178218126297,0.0003988426002301016,,,,,
+,,,,4.0691244239631335,533,0.5173,0.0933779701590538,0.00039621895879903094,,,,,
+,,,,4.076804915514593,534,0.5598,0.1074521392583847,0.0003935983001498439,,,,,
+,,,,4.084485407066052,535,0.5233,0.09308049082756042,0.00039098069960316807,,,,,
+,,,,4.092165898617512,536,0.5389,0.09004515409469604,0.0003883662323917379,,,,,
+,,,,4.099846390168971,537,0.5252,0.08233729004859924,0.0003857549736582316,,,,,
+,,,,4.10752688172043,538,0.5312,0.08912819623947144,0.0003831469984531129,,,,,
+,,,,4.11520737327189,539,0.5336,0.08901233971118927,0.00038054238173247293,,,,,
+,,,,4.1228878648233485,540,0.5334,0.07537328451871872,0.0003779411983558769,,,,,
+,,,,4.130568356374808,541,0.5276,0.07845722883939743,0.0003753435230842107,,,,,
+,,,,4.138248847926267,542,0.516,0.07743537425994873,0.00037274943057753453,,,,,
+,,,,4.145929339477727,543,0.5594,0.09142197668552399,0.0003701589953929354,,,,,
+,,,,4.153609831029186,544,0.515,0.08634154498577118,0.00036757229198238503,,,,,
+0.5487006902694702,13.4122,71.577,0.596,4.153609831029186,544,,,,,,,,
+,,,,4.161290322580645,545,0.5151,0.07998820394277573,0.0003649893946905999,,,,,
+,,,,4.168970814132105,546,0.5256,0.07780145853757858,0.00036241037775290396,,,,,
+,,,,4.1766513056835635,547,0.5041,0.09757624566555023,0.00035983531529309624,,,,,
+,,,,4.184331797235023,548,0.546,0.09302795678377151,0.000357264281321319,,,,,
+,,,,4.192012288786482,549,0.5185,0.07464168220758438,0.0003546973497319319,,,,,
+,,,,4.199692780337942,550,0.5135,0.07603440433740616,0.00035213459430138695,,,,,
+,,,,4.207373271889401,551,0.5583,0.09487925469875336,0.0003495760886861093,,,,,
+,,,,4.21505376344086,552,0.5051,0.09275183826684952,0.00034702190642037944,,,,,
+,,,,4.22273425499232,553,0.5261,0.08609622716903687,0.0003444721209142201,,,,,
+,,,,4.2304147465437785,554,0.5349,0.07308096438646317,0.00034192680545128633,,,,,
+,,,,4.238095238095238,555,0.5278,0.09214941412210464,0.00033938603318675885,,,,,
+,,,,4.245775729646698,556,0.5388,0.08434905856847763,0.0003368498771452422,,,,,
+,,,,4.253456221198157,557,0.5252,0.0798397958278656,0.00033431841021866547,,,,,
+,,,,4.261136712749616,558,0.5277,0.08611378818750381,0.0003317917051641877,,,,,
+,,,,4.268817204301075,559,0.5301,0.08478648215532303,0.0003292698346021056,,,,,
+,,,,4.276497695852535,560,0.5394,0.07947538793087006,0.00032675287101376814,,,,,
+,,,,4.2841781874039935,561,0.5072,0.07810254395008087,0.00032424088673949195,,,,,
+,,,,4.291858678955453,562,0.5208,0.07338133454322815,0.00032173395397648287,,,,,
+,,,,4.299539170506913,563,0.5154,0.07534929364919662,0.0003192321447767604,,,,,
+,,,,4.307219662058372,564,0.5247,0.07623621821403503,0.0003167355310450877,,,,,
+,,,,4.314900153609831,565,0.5356,0.0962257981300354,0.000314244184536904,,,,,
+,,,,4.32258064516129,566,0.5438,0.07600896805524826,0.00031175817685626285,,,,,
+,,,,4.33026113671275,567,0.5068,0.08393076807260513,0.0003092775794537741,,,,,
+,,,,4.337941628264209,568,0.5225,0.07928956300020218,0.0003068024636245499,,,,,
+,,,,4.345622119815668,569,0.5448,0.08662799745798111,0.00030433290050615623,,,,,
+,,,,4.353302611367128,570,0.5264,0.07973231375217438,0.00030186896107656805,,,,,
+,,,,4.360983102918587,571,0.5311,0.07635850459337234,0.00029941071615212903,,,,,
+,,,,4.368663594470046,572,0.505,0.07990670204162598,0.0002969582363855166,,,,,
+,,,,4.376344086021505,573,0.5425,0.09522667527198792,0.00029451159226371096,,,,,
+,,,,4.384024577572965,574,0.5537,0.08356903493404388,0.00029207085410596983,,,,,
+,,,,4.391705069124424,575,0.5431,0.08380800485610962,0.00028963609206180714,,,,,
+,,,,4.399385560675883,576,0.5437,0.10583806782960892,0.0002872073761089757,,,,,
+0.5441797971725464,13.4153,71.56,0.596,4.399385560675883,576,,,,,,,,
+,,,,4.407066052227343,577,0.5448,0.0788525938987732,0.0002847847760514581,,,,,
+,,,,4.414746543778802,578,0.5422,0.08161355555057526,0.00028236836151745873,,,,,
+,,,,4.422427035330261,579,0.4982,0.07328572124242783,0.0002799582019574033,,,,,
+,,,,4.43010752688172,580,0.5349,0.06968372315168381,0.0002775543666419429,,,,,
+,,,,4.43778801843318,581,0.5586,0.07904814183712006,0.00027515692465996235,,,,,
+,,,,4.445468509984639,582,0.5334,0.09110357612371445,0.0002727659449165952,,,,,
+,,,,4.453149001536098,583,0.5115,0.0740232914686203,0.0002703814961312433,,,,,
+,,,,4.460829493087558,584,0.5354,0.0764479860663414,0.0002680036468356018,,,,,
+,,,,4.468509984639017,585,0.5436,0.08842137455940247,0.0002656324653716884,,,,,
+,,,,4.476190476190476,586,0.5109,0.13762430846691132,0.0002632680198898805,,,,,
+,,,,4.483870967741936,587,0.5247,0.16949665546417236,0.0002609103783469558,,,,,
+,,,,4.491551459293395,588,0.5273,0.0898468866944313,0.00025855960850413933,,,,,
+,,,,4.499231950844854,589,0.5303,0.08432704210281372,0.00025621577792515605,,,,,
+,,,,4.506912442396313,590,0.5313,0.08583901822566986,0.00025387895397428815,,,,,
+,,,,4.514592933947773,591,0.5327,0.11155039072036743,0.00025154920381444026,,,,,
+,,,,4.522273425499232,592,0.5265,0.1148863285779953,0.00024922659440520807,,,,,
+,,,,4.529953917050691,593,0.5046,0.07856728881597519,0.00024691119250095435,,,,,
+,,,,4.53763440860215,594,0.5055,0.07175524532794952,0.0002446030646488902,,,,,
+,,,,4.54531490015361,595,0.5665,0.08788386732339859,0.00024230227718716237,,,,,
+,,,,4.552995391705069,596,0.5257,0.07860808819532394,0.00024000889624294663,,,,,
+,,,,4.560675883256528,597,0.5264,0.10955408215522766,0.00023772298773054758,,,,,
+,,,,4.568356374807988,598,0.5281,0.09623343497514725,0.0002354446173495032,,,,,
+,,,,4.576036866359447,599,0.49,0.0792890340089798,0.00023317385058269774,,,,,
+,,,,4.583717357910906,600,0.5226,0.07341869920492172,0.0002309107526944792,,,,,
+,,,,4.591397849462366,601,0.5308,0.08076329529285431,0.0002286553887287832,,,,,
+,,,,4.599078341013825,602,0.5444,0.0790347158908844,0.00022640782350726447,,,,,
+,,,,4.606758832565284,603,0.542,0.07838703691959381,0.00022416812162743223,,,,,
+,,,,4.614439324116743,604,0.5318,0.08064650744199753,0.00022193634746079543,,,,,
+,,,,4.622119815668203,605,0.525,0.08321985602378845,0.00021971256515101152,,,,,
+,,,,4.6298003072196625,606,0.5197,0.07213161885738373,0.000217496838612043,,,,,
+,,,,4.637480798771121,607,0.5249,0.08317836374044418,0.00021528923152632078,,,,,
+,,,,4.645161290322581,608,0.5299,0.08863623440265656,0.00021308980734291368,,,,,
+0.5503404140472412,13.419,71.541,0.596,4.645161290322581,608,,,,,,,,
+,,,,4.65284178187404,609,0.5244,0.08266817778348923,0.00021089862927570476,,,,,
+,,,,4.660522273425499,610,0.5268,0.10114344209432602,0.0002087157603015748,,,,,
+,,,,4.668202764976958,611,0.5341,0.08004990220069885,0.00020654126315859162,,,,,
+,,,,4.675883256528418,612,0.5071,0.07892213761806488,0.00020437520034420777,,,,,
+,,,,4.683563748079877,613,0.5007,0.0751996785402298,0.00020221763411346378,,,,,
+,,,,4.691244239631336,614,0.526,0.07628269493579865,0.00020006862647719886,,,,,
+,,,,4.698924731182796,615,0.5351,0.07090949267148972,0.0001979282392002691,,,,,
+,,,,4.706605222734255,616,0.5279,0.08337191492319107,0.00019579653379977118,,,,,
+,,,,4.714285714285714,617,0.5229,0.08311717957258224,0.00019367357154327576,,,,,
+,,,,4.721966205837173,618,0.5438,0.07925868034362793,0.00019155941344706546,,,,,
+,,,,4.729646697388633,619,0.5156,0.07529672235250473,0.00018945412027438226,,,,,
+,,,,4.7373271889400925,620,0.5235,0.0746576115489006,0.00018735775253367947,,,,,
+,,,,4.745007680491551,621,0.5228,0.08089672774076462,0.00018527037047688422,,,,,
+,,,,4.752688172043011,622,0.5297,0.07461287081241608,0.00018319203409766506,,,,,
+,,,,4.76036866359447,623,0.5448,0.08546153455972672,0.00018112280312970768,,,,,
+,,,,4.768049155145929,624,0.5284,0.09744562208652496,0.00017906273704499843,,,,,
+,,,,4.775729646697389,625,0.5397,0.09050052613019943,0.00017701189505211424,,,,,
+,,,,4.783410138248848,626,0.5514,0.0792098194360733,0.0001749703360945219,,,,,
+,,,,4.7910906298003075,627,0.5445,0.07781451940536499,0.00017293811884888343,,,,,
+,,,,4.798771121351766,628,0.5129,0.07223637402057648,0.00017091530172336968,,,,,
+,,,,4.806451612903226,629,0.5187,0.07655692100524902,0.0001689019428559816,,,,,
+,,,,4.814132104454685,630,0.5284,0.07503417134284973,0.00016689810011287932,,,,,
+,,,,4.821812596006144,631,0.5103,0.07448714226484299,0.00016490383108671924,,,,,
+,,,,4.829493087557603,632,0.5571,0.08057960122823715,0.00016291919309499846,,,,,
+,,,,4.837173579109063,633,0.5344,0.07828915864229202,0.00016094424317840723,,,,,
+,,,,4.8448540706605225,634,0.5228,0.08526921272277832,0.00015897903809919007,,,,,
+,,,,4.852534562211981,635,0.5227,0.07807033509016037,0.00015702363433951405,,,,,
+,,,,4.860215053763441,636,0.4946,0.07669155299663544,0.00015507808809984557,,,,,
+,,,,4.8678955453149,637,0.524,0.08791089802980423,0.00015314245529733506,,,,,
+,,,,4.875576036866359,638,0.5219,0.07918491959571838,0.0001512167915642093,,,,,
+,,,,4.883256528417819,639,0.5266,0.07815925031900406,0.00014930115224617353,,,,,
+,,,,4.890937019969278,640,0.517,0.07289046794176102,0.00014739559240082,,,,,
+0.5466226935386658,13.4197,71.537,0.596,4.890937019969278,640,,,,,,,,
+,,,,4.8986175115207375,641,0.5299,0.07893670350313187,0.00014550016679604587,,,,,
+,,,,4.906298003072196,642,0.5221,0.07415920495986938,0.0001436149299084789,,,,,
+,,,,4.913978494623656,643,0.5412,0.09061486274003983,0.00014173993592191198,,,,,
+,,,,4.921658986175116,644,0.5371,0.08086326718330383,0.00013987523872574558,,,,,
+,,,,4.929339477726574,645,0.5378,0.07992426306009293,0.0001380208919134392,,,,,
+,,,,4.937019969278034,646,0.5367,0.07554356008768082,0.0001361769487809705,,,,,
+,,,,4.944700460829493,647,0.5458,0.0837821438908577,0.00013434346232530414,,,,,
+,,,,4.9523809523809526,648,0.5079,0.076925128698349,0.00013252048524286841,,,,,
+,,,,4.960061443932411,649,0.5106,0.07548285275697708,0.00013070806992804046,,,,,
+,,,,4.967741935483871,650,0.5205,0.08440890908241272,0.00012890626847164078,,,,,
+,,,,4.97542242703533,651,0.4979,0.07297911494970322,0.00012711513265943519,,,,,
+,,,,4.983102918586789,652,0.5073,0.08401022106409073,0.00012533471397064782,,,,,
+,,,,4.990783410138249,653,0.5348,0.08335091918706894,0.00012356506357648057,,,,,
+,,,,4.998463901689708,654,0.5085,0.09963428229093552,0.00012180623233864253,,,,,
+,,,,5.0,655,0.4977,0.14748622477054596,0.00012005827080788834,,,,,
+,,,,5.00768049155146,656,0.5154,0.0770823284983635,0.00011832122922256539,,,,,
+,,,,5.0153609831029184,657,0.548,0.08698119968175888,0.00011659515750716953,,,,,
+,,,,5.023041474654378,658,0.5116,0.10753630101680756,0.00011488010527091075,,,,,
+,,,,5.030721966205837,659,0.5198,0.07292229682207108,0.00011317612180628645,,,,,
+,,,,5.038402457757297,660,0.5227,0.079436756670475,0.00011148325608766585,,,,,
+,,,,5.046082949308755,661,0.5553,0.07949186861515045,0.00010980155676988157,,,,,
+,,,,5.053763440860215,662,0.5315,0.07925081998109818,0.00010813107218683172,,,,,
+,,,,5.061443932411675,663,0.5049,0.08358917385339737,0.00010647185035009038,,,,,
+,,,,5.0691244239631335,664,0.5319,0.08068522065877914,0.00010482393894752762,,,,,
+,,,,5.076804915514593,665,0.5236,0.08005278557538986,0.00010318738534193978,,,,,
+,,,,5.084485407066052,666,0.5073,0.08089885860681534,0.00010156223656968694,,,,,
+,,,,5.092165898617512,667,0.5021,0.08733706176280975,9.994853933934212e-05,,,,,
+,,,,5.099846390168971,668,0.5058,0.07219790667295456,9.834634003034776e-05,,,,,
+,,,,5.10752688172043,669,0.5249,0.07938830554485321,9.675568469168389e-05,,,,,
+,,,,5.11520737327189,670,0.5181,0.07688426226377487,9.517661904054387e-05,,,,,
+,,,,5.1228878648233485,671,0.5271,0.07323728501796722,9.360918846102057e-05,,,,,
+,,,,5.130568356374808,672,0.5247,0.0829666331410408,9.20534380028022e-05,,,,,
+0.5469148755073547,13.4536,71.356,0.595,5.130568356374808,672,,,,,,,,
+,,,,5.138248847926267,673,0.5439,0.07912947982549667,9.050941237987708e-05,,,,,
+,,,,5.145929339477727,674,0.5482,0.08240383118391037,8.89771559692491e-05,,,,,
+,,,,5.153609831029186,675,0.5456,0.07812177389860153,8.745671280966177e-05,,,,,
+,,,,5.161290322580645,676,0.5427,0.07719246298074722,8.594812660033285e-05,,,,,
+,,,,5.168970814132105,677,0.5241,0.09210027009248734,8.445144069969812e-05,,,,,
+,,,,5.1766513056835635,678,0.5404,0.07797251641750336,8.296669812416546e-05,,,,,
+,,,,5.184331797235023,679,0.5123,0.08084110170602798,8.149394154687822e-05,,,,,
+,,,,5.192012288786482,680,0.5229,0.08997384458780289,8.003321329648911e-05,,,,,
+,,,,5.199692780337942,681,0.5069,0.07617425918579102,7.858455535594305e-05,,,,,
+,,,,5.207373271889401,682,0.5055,0.07773483544588089,7.714800936127136e-05,,,,,
+,,,,5.21505376344086,683,0.5246,0.07754124701023102,7.572361660039434e-05,,,,,
+,,,,5.22273425499232,684,0.5412,0.08887036144733429,7.431141801193508e-05,,,,,
+,,,,5.2304147465437785,685,0.5198,0.0723261907696724,7.291145418404272e-05,,,,,
+,,,,5.238095238095238,686,0.5279,0.08059754967689514,7.152376535322542e-05,,,,,
+,,,,5.245775729646698,687,0.5164,0.06752493232488632,7.014839140319484e-05,,,,,
+,,,,5.253456221198157,688,0.5194,0.07857739925384521,6.878537186371914e-05,,,,,
+,,,,5.261136712749616,689,0.5348,0.08073481917381287,6.743474590948718e-05,,,,,
+,,,,5.268817204301075,690,0.5051,0.0691952258348465,6.609655235898227e-05,,,,,
+,,,,5.276497695852535,691,0.5189,0.07973283529281616,6.477082967336689e-05,,,,,
+,,,,5.2841781874039935,692,0.5082,0.08530747890472412,6.345761595537697e-05,,,,,
+,,,,5.291858678955453,693,0.5351,0.08658315986394882,6.215694894822698e-05,,,,,
+,,,,5.299539170506913,694,0.5199,0.08975148946046829,6.0868866034524795e-05,,,,,
+,,,,5.307219662058372,695,0.5234,0.0910792276263237,5.959340423519777e-05,,,,,
+,,,,5.314900153609831,696,0.5238,0.07950222492218018,5.8330600208428395e-05,,,,,
+,,,,5.32258064516129,697,0.5196,0.0792783871293068,5.7080490248600846e-05,,,,,
+,,,,5.33026113671275,698,0.5286,0.08487211912870407,5.584311028525773e-05,,,,,
+,,,,5.337941628264209,699,0.5318,0.07797316461801529,5.4618495882067245e-05,,,,,
+,,,,5.345622119815668,700,0.5102,0.07351484894752502,5.3406682235801805e-05,,,,,
+,,,,5.353302611367128,701,0.5376,0.07939596474170685,5.2207704175325496e-05,,,,,
+,,,,5.360983102918587,702,0.5098,0.07098513841629028,5.1021596160593654e-05,,,,,
+,,,,5.368663594470046,703,0.5421,0.08855458348989487,4.984839228166205e-05,,,,,
+,,,,5.376344086021505,704,0.5322,0.0786462351679802,4.868812625770752e-05,,,,,
+0.5479507446289062,13.4125,71.575,0.596,5.376344086021505,704,,,,,,,,
+,,,,5.384024577572965,705,0.5187,0.08185946196317673,4.7540831436058696e-05,,,,,
+,,,,5.391705069124424,706,0.5118,0.07464674115180969,4.6406540791237294e-05,,,,,
+,,,,5.399385560675883,707,0.4936,0.08741244673728943,4.52852869240109e-05,,,,,
+,,,,5.407066052227343,708,0.4913,0.07070613652467728,4.417710206045533e-05,,,,,
+,,,,5.414746543778802,709,0.5285,0.07477296143770218,4.308201805102907e-05,,,,,
+,,,,5.422427035330261,710,0.5344,0.07929594069719315,4.200006636965742e-05,,,,,
+,,,,5.43010752688172,711,0.5057,0.07911268621683121,4.093127811282821e-05,,,,,
+,,,,5.43778801843318,712,0.5147,0.0710272416472435,3.987568399869773e-05,,,,,
+,,,,5.445468509984639,713,0.5003,0.07229519635438919,3.883331436620807e-05,,,,,
+,,,,5.453149001536098,714,0.5015,0.06823214143514633,3.780419917421518e-05,,,,,
+,,,,5.460829493087558,715,0.5003,0.07584556937217712,3.6788368000627625e-05,,,,,
+,,,,5.468509984639017,716,0.4951,0.07330349832773209,3.57858500415566e-05,,,,,
+,,,,5.476190476190476,717,0.5304,0.07411633431911469,3.4796674110476766e-05,,,,,
+,,,,5.483870967741936,718,0.5237,0.09195702522993088,3.38208686373983e-05,,,,,
+,,,,5.491551459293395,719,0.5065,0.10631956905126572,3.2858461668049455e-05,,,,,
+,,,,5.499231950844854,720,0.505,0.08018017560243607,3.190948086307088e-05,,,,,
+,,,,5.506912442396313,721,0.5233,0.09599928557872772,3.09739534972201e-05,,,,,
+,,,,5.514592933947773,722,0.5011,0.07301612943410873,3.0051906458588184e-05,,,,,
+,,,,5.522273425499232,723,0.5293,0.08686872571706772,2.9143366247826597e-05,,,,,
+,,,,5.529953917050691,724,0.508,0.07446121424436569,2.8248358977385647e-05,,,,,
+,,,,5.53763440860215,725,0.5276,0.08166400343179703,2.7366910370763998e-05,,,,,
+,,,,5.54531490015361,726,0.5206,0.07827751338481903,2.6499045761769314e-05,,,,,
+,,,,5.552995391705069,727,0.5101,0.09865213185548782,2.564479009379006e-05,,,,,
+,,,,5.560675883256528,728,0.514,0.0679229274392128,2.4804167919078858e-05,,,,,
+,,,,5.568356374807988,729,0.5355,0.08672318607568741,2.3977203398046487e-05,,,,,
+,,,,5.576036866359447,730,0.4934,0.06699119508266449,2.3163920298567677e-05,,,,,
+,,,,5.583717357910906,731,0.5411,0.12131588906049728,2.236434199529813e-05,,,,,
+,,,,5.591397849462366,732,0.5251,0.07619479298591614,2.157849146900237e-05,,,,,
+,,,,5.599078341013825,733,0.5341,0.0881633311510086,2.080639130589357e-05,,,,,
+,,,,5.606758832565284,734,0.5165,0.07262437045574188,2.0048063696984087e-05,,,,,
+,,,,5.614439324116743,735,0.5152,0.08032573759555817,1.9303530437448036e-05,,,,,
+,,,,5.622119815668203,736,0.5023,0.07682403177022934,1.8572812925994608e-05,,,,,
+0.5476557016372681,13.5256,70.977,0.591,5.622119815668203,736,,,,,,,,
+,,,,5.6298003072196625,737,0.5027,0.07812780141830444,1.785593216425313e-05,,,,,
+,,,,5.637480798771121,738,0.521,0.07045674324035645,1.715290875616926e-05,,,,,
+,,,,5.645161290322581,739,0.5369,0.08414923399686813,1.646376290741325e-05,,,,,
+,,,,5.65284178187404,740,0.5351,0.08070283383131027,1.5788514424798785e-05,,,,,
+,,,,5.660522273425499,741,0.5174,0.09880726039409637,1.5127182715714005e-05,,,,,
+,,,,5.668202764976958,742,0.5368,0.0998518094420433,1.4479786787563565e-05,,,,,
+,,,,5.675883256528418,743,0.5301,0.07546571642160416,1.3846345247222113e-05,,,,,
+,,,,5.683563748079877,744,0.532,0.08507826179265976,1.3226876300500123e-05,,,,,
+,,,,5.691244239631336,745,0.5249,0.0734495222568512,1.2621397751620133e-05,,,,,
+,,,,5.698924731182796,746,0.5183,0.07603753358125687,1.202992700270511e-05,,,,,
+,,,,5.706605222734255,747,0.5171,0.0738481730222702,1.1452481053278397e-05,,,,,
+,,,,5.714285714285714,748,0.5315,0.07354074716567993,1.0889076499775219e-05,,,,,
+,,,,5.721966205837173,749,0.5333,0.08406762778759003,1.0339729535065346e-05,,,,,
+,,,,5.729646697388633,750,0.4931,0.071509949862957,9.804455947988068e-06,,,,,
+,,,,5.7373271889400925,751,0.5254,0.0724397823214531,9.283271122898174e-06,,,,,
+,,,,5.745007680491551,752,0.5406,0.07169988751411438,8.776190039223753e-06,,,,,
+,,,,5.752688172043011,753,0.5032,0.07269851863384247,8.283227271035975e-06,,,,,
+,,,,5.76036866359447,754,0.5073,0.07014887779951096,7.804396986629935e-06,,,,,
+,,,,5.768049155145929,755,0.5026,0.06849872320890427,7.339712948117416e-06,,,,,
+,,,,5.775729646697389,756,0.553,0.09230074286460876,6.889188511031541e-06,,,,,
+,,,,5.783410138248848,757,0.5582,0.09322599321603775,6.452836623942859e-06,,,,,
+,,,,5.7910906298003075,758,0.5615,0.08909592777490616,6.030669828087032e-06,,,,,
+,,,,5.798771121351766,759,0.4862,0.07386241853237152,5.6227002570046756e-06,,,,,
+,,,,5.806451612903226,760,0.5292,0.0732104554772377,5.228939636192309e-06,,,,,
+,,,,5.814132104454685,761,0.5477,0.08107562363147736,4.849399282765732e-06,,,,,
+,,,,5.821812596006144,762,0.5124,0.08178937435150146,4.484090105134231e-06,,,,,
+,,,,5.829493087557603,763,0.5194,0.0778828039765358,4.133022602687664e-06,,,,,
+,,,,5.837173579109063,764,0.5247,0.07184019684791565,3.796206865494145e-06,,,,,
+,,,,5.8448540706605225,765,0.5073,0.09316523373126984,3.473652574010444e-06,,,,,
+,,,,5.852534562211981,766,0.5361,0.09333782643079758,3.1653689988035973e-06,,,,,
+,,,,5.860215053763441,767,0.5342,0.08587509393692017,2.871365000284454e-06,,,,,
+,,,,5.8678955453149,768,0.5389,0.07392563670873642,2.591649028453047e-06,,,,,
+0.547298789024353,13.4189,71.541,0.596,5.8678955453149,768,,,,,,,,
+,,,,5.875576036866359,769,0.5181,0.09615032374858856,2.326229122655621e-06,,,,,
+,,,,5.883256528417819,770,0.521,0.07167885452508926,2.0751129113538715e-06,,,,,
+,,,,5.890937019969278,771,0.5115,0.06924913078546524,1.8383076119053431e-06,,,,,
+,,,,5.8986175115207375,772,0.5146,0.08675127476453781,1.6158200303562077e-06,,,,,
+,,,,5.906298003072196,773,0.5215,0.07720746845006943,1.4076565612455849e-06,,,,,
+,,,,5.913978494623656,774,0.5293,0.08274561911821365,1.2138231874217475e-06,,,,,
+,,,,5.921658986175116,775,0.5303,0.10551831126213074,1.0343254798702018e-06,,,,,
+,,,,5.929339477726574,776,0.5319,0.08342801034450531,8.691685975535934e-07,,,,,
+,,,,5.937019969278034,777,0.5104,0.07421482354402542,7.183572872632715e-07,,,,,
+,,,,5.944700460829493,778,0.5259,0.07562236487865448,5.81895883483119e-07,,,,,
+,,,,5.9523809523809526,779,0.5336,0.07413585484027863,4.5978830826476357e-07,,,,,
+,,,,5.960061443932411,780,0.5147,0.08805747330188751,3.520380711148907e-07,,,,,
+,,,,5.967741935483871,781,0.4974,0.07443997263908386,2.5864826889454575e-07,,,,,
+,,,,5.97542242703533,782,0.5161,0.09054342657327652,1.796215857298722e-07,,,,,
+,,,,5.983102918586789,783,0.5252,0.07651087641716003,1.149602929351179e-07,,,,,
+,,,,5.990783410138249,784,0.5283,0.08857893198728561,6.466624894740924e-08,,,,,
+,,,,5.998463901689708,785,0.5276,0.07588687539100647,2.8740899273071997e-08,,,,,
+,,,,6.0,786,0.4982,0.17673061788082123,7.185276446441957e-09,,,,,
+,,,,6.0,786,,,,4247.2472,36.772,0.185,2.7854190051485286e+17,0.7023990526226641
+0.5473318696022034,13.4309,71.477,0.596,6.0,786,,,,,,,,