Upload PiT model from experiment b2

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+training_curves/PiT_combined_metrics.png filter=lfs diff=lfs merge=lfs -text
+training_notebook_b2.ipynb filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,161 @@
+---
+license: apache-2.0
+tags:
+- vision-transformer
+- image-classification
+- pytorch
+- timm
+- pit
+- gravitational-lensing
+- strong-lensing
+- astronomy
+- astrophysics
+datasets:
+- J24
+metrics:
+- accuracy
+- auc
+- f1
+model-index:
+- name: PiT-b2
+  results:
+  - task:
+      type: image-classification
+      name: Strong Gravitational Lens Discovery
+    dataset:
+      type: common-test-sample
+      name: Common Test Sample (More et al. 2024)
+    metrics:
+    - type: accuracy
+      value: 0.7692
+      name: Average Accuracy
+    - type: auc
+      value: 0.7233
+      name: Average AUC-ROC
+    - type: f1
+      value: 0.4009
+      name: Average F1-Score
+---
+
+# 🌌 pit-gravit-b2
+
+🔭 This model is part of **GraViT**: Transfer Learning with Vision Transformers and MLP-Mixer for Strong Gravitational Lens Discovery
+
+🔗 **GitHub Repository**: [https://github.com/parlange/gravit](https://github.com/parlange/gravit)
+
+## 🛰️ Model Details
+
+- **🤖 Model Type**: PiT
+- **🧪 Experiment**: B2 - J24-half
+- **🌌 Dataset**: J24
+- **🪐 Fine-tuning Strategy**: half
+
+
+
+## 💻 Quick Start
+
+```python
+import torch
+import timm
+
+# Load the model directly from the Hub
+model = timm.create_model(
+    'hf-hub:parlange/pit-gravit-b2',
+    pretrained=True
+)
+model.eval()
+
+# Example inference
+dummy_input = torch.randn(1, 3, 224, 224)
+with torch.no_grad():
+    output = model(dummy_input)
+    predictions = torch.softmax(output, dim=1)
+print(f"Lens probability: {predictions[0][1]:.4f}")
+```
+
+## ⚡️ Training Configuration
+
+**Training Dataset:** J24 (Jaelani et al. 2024)  
+**Fine-tuning Strategy:** half
+
+
+| 🔧 Parameter | 📝 Value |
+|--------------|----------|
+| Batch Size | 192 |
+| Learning Rate | AdamW with ReduceLROnPlateau |
+| Epochs | 100 |
+| Patience | 10 |
+| Optimizer | AdamW |
+| Scheduler | ReduceLROnPlateau |
+| Image Size | 224x224 |
+| Fine Tune Mode | half |
+| Stochastic Depth Probability | 0.1 |
+
+
+## 📈 Training Curves
+
+![Combined Training Metrics](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/training_curves/PiT_combined_metrics.png)
+
+
+## 🏁 Final Epoch Training Metrics
+
+| Metric | Training | Validation |
+|:---------:|:-----------:|:-------------:|
+| 📉 Loss | 0.1719 | 0.1549 |
+| 🎯 Accuracy | 0.9337 | 0.9437 |
+| 📊 AUC-ROC | 0.9806 | 0.9838 |
+| ⚖️ F1 Score | 0.9326 | 0.9426 |
+
+
+## ☑️ Evaluation Results
+
+### ROC Curves and Confusion Matrices
+
+Performance across all test datasets (a through l) in the Common Test Sample (More et al. 2024):
+
+![ROC + Confusion Matrix - Dataset A](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_a.png)
+![ROC + Confusion Matrix - Dataset B](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_b.png)
+![ROC + Confusion Matrix - Dataset C](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_c.png)
+![ROC + Confusion Matrix - Dataset D](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_d.png)
+![ROC + Confusion Matrix - Dataset E](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_e.png)
+![ROC + Confusion Matrix - Dataset F](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_f.png)
+![ROC + Confusion Matrix - Dataset G](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_g.png)
+![ROC + Confusion Matrix - Dataset H](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_h.png)
+![ROC + Confusion Matrix - Dataset I](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_i.png)
+![ROC + Confusion Matrix - Dataset J](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_j.png)
+![ROC + Confusion Matrix - Dataset K](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_k.png)
+![ROC + Confusion Matrix - Dataset L](https://huggingface.co/parlange/pit-gravit-b2/resolve/main/roc_confusion_matrix/PiT_roc_confusion_matrix_l.png)
+
+### 📋 Performance Summary
+
+Average performance across 12 test datasets from the Common Test Sample (More et al. 2024):
+
+| Metric | Value |
+|-----------|----------|
+| 🎯 Average Accuracy | 0.7692 |
+| 📈 Average AUC-ROC | 0.7233 |
+| ⚖️ Average F1-Score | 0.4009 |
+
+
+## 📘 Citation
+
+If you use this model in your research, please cite:
+
+```bibtex
+@misc{parlange2025gravit,
+      title={GraViT: Transfer Learning with Vision Transformers and MLP-Mixer for Strong Gravitational Lens Discovery}, 
+      author={René Parlange and Juan C. Cuevas-Tello and Octavio Valenzuela and Omar de J. Cabrera-Rosas and Tomás Verdugo and Anupreeta More and Anton T. Jaelani},
+      year={2025},
+      eprint={2509.00226},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2509.00226}, 
+}
+```
+
+---
+
+
+## Model Card Contact
+
+For questions about this model, please contact the author through: https://github.com/parlange/

config.json

@@ -0,0 +1,76 @@
+{
+  "architecture": "vit_base_patch16_224",
+  "num_classes": 2,
+  "num_features": 1000,
+  "global_pool": "avg",
+  "crop_pct": 0.875,
+  "interpolation": "bicubic",
+  "mean": [
+    0.485,
+    0.456,
+    0.406
+  ],
+  "std": [
+    0.229,
+    0.224,
+    0.225
+  ],
+  "first_conv": "conv1",
+  "classifier": "fc",
+  "input_size": [
+    3,
+    224,
+    224
+  ],
+  "pool_size": [
+    7,
+    7
+  ],
+  "pretrained_cfg": {
+    "tag": "gravit_b2",
+    "custom_load": false,
+    "input_size": [
+      3,
+      224,
+      224
+    ],
+    "fixed_input_size": true,
+    "interpolation": "bicubic",
+    "crop_pct": 0.875,
+    "crop_mode": "center",
+    "mean": [
+      0.485,
+      0.456,
+      0.406
+    ],
+    "std": [
+      0.229,
+      0.224,
+      0.225
+    ],
+    "num_classes": 2,
+    "pool_size": [
+      7,
+      7
+    ],
+    "first_conv": "conv1",
+    "classifier": "fc"
+  },
+  "model_name": "pit_gravit_b2",
+  "experiment": "b2",
+  "training_strategy": "half",
+  "dataset": "J24",
+  "hyperparameters": {
+    "batch_size": "192",
+    "learning_rate": "AdamW with ReduceLROnPlateau",
+    "epochs": "100",
+    "patience": "10",
+    "optimizer": "AdamW",
+    "scheduler": "ReduceLROnPlateau",
+    "image_size": "224x224",
+    "fine_tune_mode": "half",
+    "stochastic_depth_probability": "0.1"
+  },
+  "hf_hub_id": "parlange/pit-gravit-b2",
+  "license": "apache-2.0"
+}

evaluation_results.csv

@@ -0,0 +1,133 @@
+Model,Dataset,Loss,Accuracy,AUCROC,F1
+ViT,a,0.3504258575622333,0.8975165042439485,0.7724705340699815,0.3607843137254902
+ViT,b,0.6139323879378804,0.8443885570575291,0.7591445672191528,0.2709867452135493
+ViT,c,0.2921286642045504,0.9195221628418736,0.7922799263351749,0.41818181818181815
+ViT,d,0.26607740657091966,0.9192077962904747,0.7989585635359117,0.41723356009070295
+ViT,e,0.5051617136084026,0.8562019758507134,0.8035646711571935,0.5841269841269842
+ViT,f,0.29864826543026823,0.9141042521880567,0.7820238007404096,0.1423047177107502
+ViT,g,1.732062186717987,0.5718333333333333,0.6607354444444444,0.3945321706339854
+ViT,h,1.5614525699615478,0.6116666666666667,0.696484388888889,0.4180819180819181
+ViT,i,1.5476410572528838,0.6115,0.7046536666666666,0.41797752808988764
+ViT,j,0.45324009704589846,0.8708333333333333,0.9427406111111111,0.8716249792943515
+ViT,k,0.2688189628124237,0.9105,0.9655912222222223,0.9073978272115882
+ViT,l,0.7289746560802081,0.8074665538575432,0.8200002274918716,0.6616485456741938
+MLP-Mixer,a,0.47016938226997235,0.8553913863564917,0.726208103130755,0.2966360856269113
+MLP-Mixer,b,0.648904620120826,0.8333857277585665,0.7598747697974219,0.26795580110497236
+MLP-Mixer,c,0.3869087039131445,0.8874567745991826,0.733244935543278,0.35144927536231885
+MLP-Mixer,d,0.3633993222574062,0.8997170701037409,0.7682688766114181,0.37816764132553604
+MLP-Mixer,e,0.5312218908486329,0.8474204171240395,0.8186331643078787,0.5825825825825826
+MLP-Mixer,f,0.3886312065722082,0.8861435984819146,0.7510127466766198,0.11658653846153846
+MLP-Mixer,g,1.9292033066749572,0.5541666666666667,0.6170044444444445,0.36566279345506286
+MLP-Mixer,h,1.7903018260002137,0.5828333333333333,0.5599299999999999,0.3812113720642769
+MLP-Mixer,i,1.7778379353284837,0.5893333333333334,0.6098859999999999,0.3849226160758862
+MLP-Mixer,j,0.5891341290473938,0.8386666666666667,0.9153434444444444,0.8365968939905469
+MLP-Mixer,k,0.4377687557935715,0.8738333333333334,0.9274168333333332,0.8674951864169438
+MLP-Mixer,l,0.8833867266855338,0.7767965734228756,0.7550110803792328,0.6132135984605517
+CvT,a,0.710060378377897,0.7095253065073877,0.4610672191528545,0.09941520467836257
+CvT,b,0.6279841153848774,0.7516504243948444,0.5819742173112339,0.11434977578475336
+CvT,c,0.7670251699747135,0.6592266582835586,0.4085635359116022,0.08600337268128162
+CvT,d,0.45408995114606493,0.8179817667400189,0.5189116022099447,0.14977973568281938
+CvT,e,0.6853549914551096,0.756311745334797,0.6546734276848558,0.3148148148148148
+CvT,f,0.5548892200417859,0.7615211834869491,0.5019215495653457,0.03206538824269098
+CvT,g,1.6338303427696228,0.46316666666666667,0.5036535,0.21419858502073677
+CvT,h,1.7075452818870545,0.4141666666666667,0.3043033333333333,0.1998634190758024
+CvT,i,1.5416374638080597,0.49833333333333335,0.4133462222222223,0.22582304526748972
+CvT,j,0.6718657946586609,0.7025,0.7951043333333334,0.6775067750677507
+CvT,k,0.5796729214191437,0.7376666666666667,0.8160571111111111,0.7043576258452291
+CvT,l,0.9414389114699858,0.6422716937232299,0.5856238290999722,0.41148325358851673
+Swin,a,0.38957844183659335,0.9173215969820812,0.7264815837937385,0.30971128608923887
+Swin,b,0.506205921398323,0.8714240804778371,0.7070128913443832,0.2239089184060721
+Swin,c,0.33732365382351015,0.9254951273184533,0.7497605893186002,0.3323943661971831
+Swin,d,0.25108740707354066,0.9465576862621817,0.823268876611418,0.4097222222222222
+Swin,e,0.7929391115167793,0.8419319429198683,0.7817982290168772,0.45038167938931295
+Swin,f,0.21592594718169755,0.9430717992409573,0.7533609214757848,0.13833528722157093
+Swin,g,2.702541620135307,0.5423333333333333,0.5866217222222223,0.2826541274817137
+Swin,h,2.613005870103836,0.571,0.6225122222222222,0.2959518599562363
+Swin,i,2.567286303862929,0.5821666666666667,0.7211619444444445,0.3014767344664252
+Swin,j,0.42502203929424287,0.8855,0.9479796111111113,0.8833021912688975
+Swin,k,0.28976670680940153,0.9253333333333333,0.9796539999999999,0.9206798866855525
+Swin,l,1.03963865723415,0.8099518798582835,0.7976283082751249,0.6403842305383229
+CaiT,a,0.3913202127339292,0.8953159383841559,0.6907965009208104,0.31901840490797545
+CaiT,b,0.5226519536631019,0.8626218170386671,0.7338508287292819,0.2630691399662732
+CaiT,c,0.3735890439830086,0.8984596038981453,0.6786878453038674,0.325678496868476
+CaiT,d,0.2843286003735934,0.9254951273184533,0.76402394106814,0.3969465648854962
+CaiT,e,0.6834587411940687,0.8463227222832053,0.7675773859078181,0.527027027027027
+CaiT,f,0.27040889076227814,0.918054372240725,0.7197493196998433,0.128500823723229
+CaiT,g,2.0468120236396787,0.5761666666666667,0.6781162222222221,0.38351515151515153
+CaiT,h,1.967783824443817,0.5951666666666666,0.5982157777777778,0.3944153577661431
+CaiT,i,1.92046093159914,0.6095,0.7142172222222223,0.40305732484076434
+CaiT,j,0.30098878836631776,0.9125,0.9733297777777777,0.9145368712355526
+CaiT,k,0.1746376877427101,0.9458333333333333,0.9841325555555557,0.9453138145717651
+CaiT,l,0.8100430545029764,0.817143461477447,0.813651736379369,0.6802293323469576
+DeiT,a,0.3698357029348677,0.9119773656082992,0.7087136279926335,0.37777777777777777
+DeiT,b,0.5088012874857205,0.8833700094309965,0.7757348066298342,0.3142329020332717
+DeiT,c,0.3891148048258922,0.9160641307764854,0.7151408839779005,0.3890160183066362
+DeiT,d,0.32573777145838745,0.9352404904118202,0.8077476979742173,0.4521276595744681
+DeiT,e,0.7152948476881215,0.862788144895719,0.814546280178612,0.576271186440678
+DeiT,f,0.2608369113050038,0.9330028657733715,0.7554304661629335,0.1642512077294686
+DeiT,g,2.54885491502285,0.5731666666666667,0.6792770555555556,0.35798445725745803
+DeiT,h,2.485401116847992,0.5905,0.5861576111111111,0.3675675675675676
+DeiT,i,2.451800708413124,0.6006666666666667,0.7191378888888889,0.37343096234309625
+DeiT,j,0.43799715077877044,0.9003333333333333,0.9592409444444444,0.8995295698924731
+DeiT,k,0.3409429641962051,0.9278333333333333,0.9696212777777777,0.9251771211335753
+DeiT,l,1.0167739923843866,0.816297393051663,0.8008547085670262,0.6667945520813351
+DeiT3,a,0.41754333621036777,0.9192077962904747,0.7515147329650091,0.43015521064301554
+DeiT3,b,0.5932955155673173,0.8773970449544168,0.7794677716390424,0.3321917808219178
+DeiT3,c,0.4092358484072567,0.9154353976736875,0.7444696132596684,0.4190064794816415
+DeiT3,d,0.5747989024035925,0.8783401446086136,0.7588406998158379,0.33390705679862304
+DeiT3,e,0.7725568269302764,0.8759604829857299,0.8239688185877545,0.6319218241042345
+DeiT3,f,0.3546846674270619,0.916350398884672,0.7623233064106626,0.152276295133438
+DeiT3,g,2.8653497416973113,0.5903333333333334,0.6676445555555556,0.40828117477130477
+DeiT3,h,2.767767428398132,0.6105,0.5985711666666667,0.4205306223654848
+DeiT3,i,2.8555434824228287,0.5908333333333333,0.6332408888888889,0.40857624668754516
+DeiT3,j,0.407473158121109,0.9088333333333334,0.9701894444444443,0.9098103874690849
+DeiT3,k,0.39766689217090606,0.9093333333333333,0.9684031111111111,0.9102606400527878
+DeiT3,l,1.1462537638319459,0.8163502723282745,0.8007222930468951,0.6808197775939712
+Twins_SVT,a,0.4471702475530552,0.8126375353662371,0.6335423572744014,0.1989247311827957
+Twins_SVT,b,0.4493988096264315,0.8060358377868595,0.6959318600368325,0.1934640522875817
+Twins_SVT,c,0.5063522113864807,0.7780572147123546,0.5922486187845304,0.17330210772833723
+Twins_SVT,d,0.3254203815124425,0.8849418421879912,0.7219650092081031,0.28793774319066145
+Twins_SVT,e,0.5195407480099591,0.7771679473106476,0.7089003254370696,0.42165242165242167
+Twins_SVT,f,0.3887786737239737,0.8404461312059485,0.6636732736434142,0.06702898550724638
+Twins_SVT,g,1.2475184862613677,0.4825,0.532602,0.20689655172413793
+Twins_SVT,h,1.277713261127472,0.4676666666666667,0.36107222222222224,0.2022977022977023
+Twins_SVT,i,1.1817892324924468,0.5243333333333333,0.5369667222222223,0.2210698689956332
+Twins_SVT,j,0.5273123075962066,0.7598333333333334,0.8436975000000001,0.7417099838680767
+Twins_SVT,k,0.46158305954933165,0.8016666666666666,0.8776625,0.7766516516516516
+Twins_SVT,l,0.7025143162813111,0.7046163608481836,0.6522568273932748,0.47706422018348627
+Twins_PCPVT,a,0.45982081515914197,0.7900031436655139,0.6319235727440148,0.17326732673267325
+Twins_PCPVT,b,0.37307003830934016,0.8333857277585665,0.729316758747698,0.208955223880597
+Twins_PCPVT,c,0.5298199271376273,0.7510216912920465,0.5787163904235728,0.15021459227467812
+Twins_PCPVT,d,0.4890483941382786,0.7840301791889343,0.6198968692449357,0.16928657799274485
+Twins_PCPVT,e,0.4528412980515138,0.8068057080131723,0.7623628244910315,0.4430379746835443
+Twins_PCPVT,f,0.41534574994755774,0.8134149175121989,0.6469823751264034,0.05492349941153393
+Twins_PCPVT,g,0.97830464220047,0.5461666666666667,0.6621347777777777,0.33827460510328067
+Twins_PCPVT,h,1.0614082341194153,0.5025,0.47131744444444446,0.31802604523646333
+Twins_PCPVT,i,1.0397925007343292,0.52,0.5257673333333334,0.3258426966292135
+Twins_PCPVT,j,0.36769862127304076,0.8383333333333334,0.9181693333333335,0.834696659850034
+Twins_PCPVT,k,0.42918648648262026,0.8121666666666667,0.8860434444444444,0.8129460580912863
+Twins_PCPVT,l,0.6099785904964774,0.7216434879170853,0.7243182138507473,0.5498546263040875
+PiT,a,0.37776082014932605,0.8651367494498585,0.6834337016574586,0.25906735751295334
+PiT,b,0.44755573657390196,0.8365293932725558,0.7427127071823205,0.22388059701492538
+PiT,c,0.40049510616170875,0.8528764539453002,0.6488581952117863,0.24271844660194175
+PiT,d,0.23405979966281606,0.9214083621502672,0.7678987108655617,0.375
+PiT,e,0.4743333708670739,0.8430296377607025,0.8043820479830468,0.5119453924914675
+PiT,f,0.2892587873664891,0.8926496785686624,0.716096531011705,0.09765625
+PiT,g,1.521324759721756,0.547,0.6473084444444445,0.3386861313868613
+PiT,h,1.4963747837543488,0.5556666666666666,0.5119071111111111,0.3430261212419911
+PiT,i,1.408136343061924,0.592,0.658547,0.3625
+PiT,j,0.6195285122394562,0.7638333333333334,0.8635346666666667,0.7381260395490667
+PiT,k,0.5063400955796242,0.8088333333333333,0.902523,0.7768916553199766
+PiT,l,0.7616236460134194,0.7518375548622495,0.7319390263322477,0.5412063740346075
+Ensemble,a,,0.9179503300848789,0.7188591160220995,0.38588235294117645
+Ensemble,b,,0.8682804149638479,0.760756906077348,0.28130360205831906
+Ensemble,c,,0.9358692235146181,0.6998213627992634,0.44565217391304346
+Ensemble,d,,0.9440427538509902,0.7630147329650093,0.47953216374269003
+Ensemble,e,,0.8770581778265643,0.808151063346704,0.5942028985507246
+Ensemble,f,,0.9397413058632174,0.7397727124771607,0.1740976645435244
+Ensemble,g,,0.5465,0.6648292222222223,0.30569022709874966
+Ensemble,h,,0.5823333333333334,0.5448976666666666,0.3234341252699784
+Ensemble,i,,0.5866666666666667,0.6481456666666666,0.32572050027188687
+Ensemble,j,,0.8898333333333334,0.9515273333333334,0.8894463957183476
+Ensemble,k,,0.93,0.9758612222222223,0.926803764377832
+Ensemble,l,,0.8138649463275343,0.7884954119718932,0.6549019607843137

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9293dda2cf4aa8e346f15a78ad124100211b207762106944fa8324e33b2ff396
+size 290985688

pit-gravit-b2.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a21fe4656284c42d69a880e1d57c023aa1568917f4cc2ae72acc0c34df88faff
+size 291039882

pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a21fe4656284c42d69a880e1d57c023aa1568917f4cc2ae72acc0c34df88faff
+size 291039882

training_curves/PiT_metrics.csv

@@ -0,0 +1,101 @@
+epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
+1,0.3889088086729668,0.25890819301942536,0.8232921532126135,0.8917470525187567,0.905916728518583,0.9583636323951249,0.8195304623361659,0.8919786096256684
+2,0.28406992624517746,0.23849422635564466,0.8854290066001015,0.9062165058949625,0.94999653918214,0.9646020799803328,0.8831617097163896,0.9061662198391421
+3,0.2639630973782913,0.22889688596656468,0.8961471202121059,0.9137191854233655,0.9568782046913238,0.9670185378563082,0.8942683206983689,0.9138576779026217
+4,0.25165782853479335,0.24562971758689145,0.9001241044734022,0.9008574490889604,0.9603985411084683,0.9710128445046404,0.8981505450570944,0.9053708439897699
+5,0.2484232246028447,0.2157829448437001,0.9004343656569075,0.9142550911039657,0.9612184228771545,0.9717808036632283,0.8986622265602572,0.9102132435465768
+6,0.23798927971404465,0.201749636285558,0.9053139279065832,0.9196141479099679,0.9644785273030017,0.9735303949848879,0.9033539657406074,0.9195278969957081
+7,0.2339805625208866,0.20062570963833493,0.9082473063688159,0.9244372990353698,0.9652465771547154,0.9742391919943847,0.9066115465219763,0.9212730318257957
+8,0.22755164208852371,0.19034175407081555,0.9104191346533537,0.9292604501607717,0.9672568857554509,0.9755872848479418,0.9085990560607805,0.9281828073993471
+9,0.22592543664217035,0.18860930769773157,0.9111524792689119,0.9297963558413719,0.967416138111107,0.9760760905651881,0.9094671495085359,0.9290741743367623
+10,0.22037416302899576,0.18834130878042177,0.9141704744175552,0.927652733118971,0.9690927182842487,0.9772306140571564,0.9126001665852888,0.92776886035313
+11,0.2183926427000205,0.1866689403436575,0.9135499520505443,0.9319399785637728,0.9695761874270376,0.976852091180934,0.9120743566941105,0.9314624932541824
+12,0.21564720349881547,0.18252583609899908,0.9150448468437976,0.9335476956055734,0.9702364524764568,0.9772501433102543,0.9135972461273666,0.9316427783902976
+13,0.21162472630761606,0.1812788283039136,0.916116658204998,0.9346195069667739,0.9712517508825053,0.9778526782073064,0.9145598712939554,0.9336235038084875
+14,0.2067819474705344,0.18161650481139732,0.9175833474361144,0.9372990353697749,0.9725195532708653,0.9779618122687361,0.9160971687819445,0.9362397820163487
+15,0.2094338338631102,0.17677252080854497,0.9162858915778191,0.932475884244373,0.9718000290147994,0.9795896329534319,0.9148203420962002,0.9320388349514563
+16,0.20900709963647782,0.19131969025664008,0.9166243583234613,0.9239013933547695,0.9717896709051637,0.9775488260046938,0.9151744719926538,0.924468085106383
+17,0.2026978557859102,0.17371124110612837,0.9207423703954419,0.9335476956055734,0.9733605919955921,0.9794833708409871,0.9193085228577992,0.9323882224645583
+18,0.19986331796995133,0.17011170003000178,0.9225193208100637,0.9340836012861736,0.974043794450312,0.9800939471951973,0.9211515829960676,0.9326027397260274
+19,0.20299145453249384,0.17605751863054908,0.9192756811643256,0.932475884244373,0.973265833590162,0.9789560810073419,0.9179331306990881,0.93
+20,0.19875457738383528,0.177286927291818,0.9211372482653579,0.9303322615219721,0.974350787499072,0.9794311013694602,0.919728984841525,0.9301825993555317
+21,0.1990397223856954,0.17638125340079955,0.9216449483838213,0.9356913183279743,0.9741816209527647,0.978784338458039,0.9203372333103923,0.933993399339934
+22,0.19701729431423082,0.19064558007517812,0.9226039374964743,0.9271168274383709,0.9748380402954269,0.9798653400559916,0.9212896563593598,0.9284210526315789
+23,0.20006445512732873,0.19347581300896463,0.9203756980876628,0.9287245444801715,0.9740601287596085,0.9806413406717374,0.9189654677498063,0.9302569480859989
+24,0.19690325949010076,0.17021356403252702,0.9238731877926327,0.935155412647374,0.9746202320026263,0.9801220922952503,0.9225560242173826,0.9337712096332786
+25,0.18584113939903094,0.1650521493609695,0.9273706774976025,0.9383708467309754,0.977575512059196,0.9814345729813932,0.9261225075312007,0.937533948940793
+26,0.18413538848522615,0.1638983706569365,0.9276245275568342,0.9394426580921758,0.9778594674628848,0.9813943656956033,0.9262389329653904,0.9383524277141299
+27,0.18338101726535372,0.1641924393234529,0.928611722231624,0.9389067524115756,0.9781756857527614,0.9814156181180922,0.9274181985030541,0.9379760609357998
+28,0.18332528662996297,0.16295882417458046,0.9288091611665821,0.9421221864951769,0.978041259446974,0.9816637545103959,0.9276666475611853,0.940983606557377
+29,0.18525053437923414,0.16400773895131812,0.9283014610481187,0.9394426580921758,0.9774590970899792,0.9817464666411637,0.9269540229885057,0.9390178089584458
+30,0.18385849576358324,0.16487131342052264,0.9275399108704236,0.9394426580921758,0.9780038254615058,0.9818389433984807,0.9262184439530141,0.9390178089584458
+31,0.1819186443190301,0.16174021990927853,0.9285835166694872,0.9405144694533762,0.9784050741257353,0.9821106297724611,0.9273457675753228,0.9393773894046968
+32,0.18157237987819713,0.1610733552856844,0.9290348056636769,0.9378349410503751,0.9784236757631776,0.982243888205365,0.9278131634819533,0.9369565217391305
+33,0.18211311367204053,0.1601855246967058,0.9286399277937609,0.9394426580921758,0.9784850288672561,0.9824472221935027,0.92739898989899,0.9384866630375612
+34,0.18106245046380934,0.16157025841463032,0.9290912167879506,0.9415862808145766,0.9785752446608568,0.982207701648154,0.9278291324567951,0.9404696886947024
+35,0.18274200345421224,0.16052337192070829,0.9287527500423084,0.9410503751339764,0.9779669054037508,0.9823558942157798,0.9273887547430149,0.9399563318777293
+36,0.180150618590383,0.16362717781227884,0.9305297004569301,0.9405144694533762,0.9787456029466597,0.9821186712296193,0.9292505673168069,0.9389102916895983
+37,0.17932519636182015,0.16241054308759437,0.9298809725277825,0.939978563772776,0.9788035097119561,0.9823426832504489,0.928673896826763,0.9385964912280702
+38,0.18111286547749272,0.16100717055644254,0.9295425057821403,0.9394426580921758,0.9787034847407972,0.9824805368017286,0.9283748136254157,0.9381499726327313
+39,0.1817242613897285,0.1585972380503964,0.9288091611665821,0.9410503751339764,0.9783615907496628,0.9827206317368742,0.9275378961874139,0.940152339499456
+40,0.1798864116365483,0.15971361848127422,0.9299937947763299,0.939978563772776,0.978702848297809,0.9825724391692485,0.928833581832779,0.9389312977099237
+41,0.18154067303408503,0.15831402610160913,0.9301066170248773,0.9410503751339764,0.9784937799583461,0.98300093395781,0.9289034257187123,0.9400871459694989
+42,0.1787305557827676,0.15944687935892024,0.9295989169064139,0.939978563772776,0.979044497258393,0.982940048639328,0.9284362635472218,0.9386637458926615
+43,0.1767109272029723,0.16158825657375372,0.9327579398657415,0.9394426580921758,0.9794145522606552,0.9828067902064243,0.931737487114878,0.9378779549202859
+44,0.1803678409132604,0.15997424793588386,0.929570711344277,0.9405144694533762,0.978765693860695,0.9827556695144913,0.9284629709210714,0.9392446633825944
+45,0.17789161783282295,0.16238735860567,0.9302476448355615,0.9389067524115756,0.9792950569073748,0.9829004157433351,0.929028555029416,0.9372937293729373
+46,0.17988383894816815,0.1573216183967529,0.9296271224685508,0.939978563772776,0.9787121244543643,0.9831278741029468,0.9283519512965569,0.9390642002176278
+47,0.17543881194737584,0.15777569386353446,0.9320528008123202,0.939978563772776,0.979963532071344,0.9830353973456298,0.9308612920816233,0.9389978213507625
+48,0.1780218798096641,0.15986668282574779,0.931122017261804,0.9383708467309754,0.9791162641608684,0.9831887594214287,0.930000573295878,0.9380721593968767
+49,0.17767892979409494,0.15843396286489111,0.9310656061375303,0.9410503751339764,0.9793236411530897,0.982990020551667,0.9298789235094967,0.9400218102508179
+50,0.1773218282599763,0.16081631116545086,0.9316861285045411,0.9410503751339764,0.9793872695408514,0.9829859998230879,0.9305459967882542,0.9394273127753304
+51,0.1791642320970126,0.15971762478543247,0.9301066170248773,0.9421221864951769,0.9789017160472757,0.9831341923907136,0.9290581162324649,0.9405286343612335
+52,0.17823995500777776,0.15695993410621042,0.9310091950132566,0.9437299035369775,0.979100119193361,0.9831364899499017,0.9299140401146132,0.9427792915531336
+53,0.17981286263441673,0.15884828888526684,0.9304732893326564,0.9410503751339764,0.978839209390281,0.9828510182207932,0.9292906112848168,0.9398249452954048
+54,0.17631177048399518,0.15981156592200424,0.9310374005753934,0.9442658092175777,0.9797142421261238,0.982925114504606,0.9298602943285809,0.9427942794279428
+55,0.17732577562902074,0.15749591085880132,0.9311502228239409,0.9405144694533762,0.9794408675871167,0.9831163863070068,0.9299187505383135,0.939443535188216
+56,0.1755736944366377,0.1565891451582648,0.9316861285045411,0.9437299035369775,0.9797137552472377,0.9834328750851532,0.9305061402502008,0.9425915800984145
+57,0.17443850869241959,0.15570473795535097,0.9326451176171942,0.9421221864951769,0.9800532259816941,0.9834966323526203,0.9314541592513922,0.9410480349344978
+58,0.17726161758000727,0.15704072178176745,0.9316297173802673,0.9405144694533762,0.9792354460659771,0.9832858312971213,0.9305045871559633,0.9399675500270417
+59,0.17958428939297874,0.15731600372545973,0.9313758673210357,0.9426580921757771,0.9787818006416231,0.9833139763971744,0.930336435218325,0.9414980863860033
+60,0.1770861970352469,0.1576596772555753,0.9317143340666779,0.9410503751339764,0.9793332593977515,0.9831359155601047,0.9305925862217252,0.940152339499456
+61,0.17218433161650562,0.15698176004303996,0.9336887234162576,0.9383708467309754,0.9804184185595253,0.9831669326091427,0.9326843235504653,0.9374660141381186
+62,0.17895116273330783,0.15677070061876844,0.9310091950132566,0.9405144694533762,0.9789292803931018,0.9833794568340323,0.9297530155083286,0.9399025446670276
+63,0.175427090990037,0.15945928574949983,0.9315733062559937,0.9442658092175777,0.979670858989822,0.9832180533010756,0.930403350737277,0.9427312775330396
+64,0.17710735943035377,0.15575041710563794,0.9315733062559937,0.9426580921757771,0.9793473486544062,0.9834995043016053,0.9304592099982801,0.9416257501363884
+65,0.17653583465271702,0.15551751636423866,0.93151689513172,0.9426580921757771,0.9795672476624238,0.9835621127894779,0.9303779319837128,0.9415619879847078
+66,0.17191922375899238,0.1552280318890354,0.9339425734754894,0.9421221864951769,0.9804293367389907,0.983609212752832,0.9328670526858912,0.9410480349344978
+67,0.1753020911178203,0.15505048579916694,0.9312066339482146,0.9421221864951769,0.9797340673252115,0.983568431077245,0.930020371273635,0.9411123227917121
+68,0.1734781785929419,0.15512287243002865,0.9326169120550573,0.9431939978563773,0.980228955846319,0.9836046176344561,0.9314942792418203,0.9421397379912664
+69,0.17424356767693072,0.15468861819080218,0.9323630619958255,0.9426580921757771,0.9800296887288769,0.9836614822243589,0.9311671163671853,0.9417528579205225
+70,0.1743668734896181,0.15469696926150675,0.9327297343036046,0.9415862808145766,0.98002050167434,0.983647122479434,0.9316246667240045,0.9405346426623022
+71,0.17411772598367312,0.15472450933847395,0.9326169120550573,0.9421221864951769,0.9800818515962033,0.983670672461111,0.9314549680084928,0.9411764705882353
+72,0.17298902498322064,0.15478567922805284,0.932475884244373,0.9415862808145766,0.9803670560192568,0.9836563127161858,0.9312858783008037,0.9405346426623022
+73,0.17442595591539456,0.1545270808831672,0.9338579567890788,0.9415862808145766,0.9797371604381347,0.9837487894735027,0.9328291942367735,0.940599455040872
+74,0.17166025616590455,0.15503017585185563,0.9323348564336887,0.9437299035369775,0.9805281079174625,0.9837849760307137,0.9312351305643937,0.9425915800984145
+75,0.17552169897942035,0.1549366552538427,0.9321374174987308,0.9421221864951769,0.9796589702347993,0.9836850322060359,0.9310364595276313,0.9411123227917121
+76,0.17595790256237817,0.15495137975721882,0.9327579398657415,0.9415862808145766,0.9797077106299559,0.9836781395284719,0.9317061991520569,0.940599455040872
+77,0.17539694881576393,0.1547467390919805,0.930924578326846,0.9421221864951769,0.979876748296558,0.9836930736631939,0.9297173195580427,0.9410480349344978
+78,0.1765978311192144,0.15464233398629154,0.9336887234162576,0.9415862808145766,0.9793928002304204,0.9836844578162389,0.9326341728989369,0.9405346426623022
+79,0.1732722006890753,0.15494342430994826,0.9323912675579624,0.9426580921757771,0.9802697072908639,0.9837631492184278,0.9313672154617036,0.9415619879847078
+80,0.1722055445000451,0.15508950010564934,0.9334066677948891,0.9410503751339764,0.9804512510621874,0.983633337124306,0.9323708859671737,0.9400871459694989
+81,0.17386232767891494,0.15493513787482713,0.9316297173802673,0.9410503751339764,0.9800955367115607,0.9836821602570509,0.9305563513436086,0.9400871459694989
+82,0.1720700466979839,0.1544164530813119,0.9331528177356575,0.9421221864951769,0.98060086130657,0.9837597028796458,0.9320449592843216,0.9411764705882353
+83,0.176590659426622,0.15486835858446227,0.930952783888983,0.9415862808145766,0.9794426862229558,0.9836655029529379,0.9298285845324772,0.940599455040872
+84,0.17354999750948413,0.1553194672827552,0.9324194731200993,0.9421221864951769,0.9802440697761852,0.9837057102387279,0.9314527664931053,0.9410480349344978
+85,0.17509033765601595,0.15539975263106479,0.9310374005753934,0.9421221864951769,0.9799217877757369,0.9836798626978629,0.9298804095328228,0.9411123227917121
+86,0.17452091486759852,0.15543828890254643,0.9319963896880464,0.9426580921757771,0.979936860336809,0.9836838834264419,0.9308872008026372,0.9415619879847078
+87,0.1744005385868883,0.15527417541891816,0.930924578326846,0.9421221864951769,0.9801482723775765,0.9836350602936971,0.9296809946306027,0.9411123227917121
+88,0.17410661499549498,0.1548741469429237,0.9321656230608676,0.9421221864951769,0.9801148448007201,0.9837309833897958,0.9310196472106698,0.9411123227917121
+89,0.17363484864772366,0.15521949826712778,0.9320245952501833,0.9421221864951769,0.9800593103766628,0.983626444446742,0.9308067757680161,0.9411123227917121
+90,0.17620970875675412,0.15508795517625532,0.9306989338297512,0.9426580921757771,0.9796335650218113,0.9837281114408108,0.9294755877034359,0.9415619879847078
+91,0.1733060135345488,0.15502669343611053,0.9331246121735206,0.9421221864951769,0.9801922887746518,0.9837487894735029,0.9319128162421388,0.9410480349344978
+92,0.17258235420051374,0.15509794853699552,0.9331528177356575,0.9421221864951769,0.980406615724306,0.983717198034668,0.9320800137559466,0.9410480349344978
+93,0.17286022488871974,0.15496022448279084,0.9330117899249732,0.9415862808145766,0.9802807591233569,0.9837281114408108,0.9318801089918256,0.9405346426623022
+94,0.17326275675979477,0.1548542932298789,0.9344784791560896,0.9421221864951769,0.9800809128427954,0.983689052934615,0.9334898502591119,0.9411123227917121
+95,0.17198230995958802,0.15477619059024517,0.9335759011677103,0.9421221864951769,0.9804827661278639,0.9837574053204577,0.9324498752258842,0.9411123227917121
+96,0.17624031046881736,0.15544616936487402,0.9308681672025724,0.9426580921757771,0.9796235490002818,0.983694222442788,0.9297284899223028,0.9415619879847078
+97,0.1752523030675311,0.15468088429648777,0.9317989507530885,0.9426580921757771,0.9797199112420427,0.9837539589816758,0.9307044190978392,0.9416257501363884
+98,0.17387014091327563,0.15477223406842283,0.9323348564336887,0.9415862808145766,0.9801589662108885,0.9837660211674127,0.9312469549766429,0.9404696886947024
+99,0.17354823320972917,0.15458771940979543,0.9325605009307836,0.9426580921757771,0.9801415149441475,0.9838119723511727,0.9314880082523854,0.9415619879847078
+100,0.17192348383428846,0.15486430676228746,0.9336605178541209,0.9437299035369775,0.9805953560747207,0.9837654467776159,0.9325804047468899,0.9425915800984145

training_metrics.csv

@@ -0,0 +1,101 @@
+epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
+1,0.3889088086729668,0.25890819301942536,0.8232921532126135,0.8917470525187567,0.905916728518583,0.9583636323951249,0.8195304623361659,0.8919786096256684
+2,0.28406992624517746,0.23849422635564466,0.8854290066001015,0.9062165058949625,0.94999653918214,0.9646020799803328,0.8831617097163896,0.9061662198391421
+3,0.2639630973782913,0.22889688596656468,0.8961471202121059,0.9137191854233655,0.9568782046913238,0.9670185378563082,0.8942683206983689,0.9138576779026217
+4,0.25165782853479335,0.24562971758689145,0.9001241044734022,0.9008574490889604,0.9603985411084683,0.9710128445046404,0.8981505450570944,0.9053708439897699
+5,0.2484232246028447,0.2157829448437001,0.9004343656569075,0.9142550911039657,0.9612184228771545,0.9717808036632283,0.8986622265602572,0.9102132435465768
+6,0.23798927971404465,0.201749636285558,0.9053139279065832,0.9196141479099679,0.9644785273030017,0.9735303949848879,0.9033539657406074,0.9195278969957081
+7,0.2339805625208866,0.20062570963833493,0.9082473063688159,0.9244372990353698,0.9652465771547154,0.9742391919943847,0.9066115465219763,0.9212730318257957
+8,0.22755164208852371,0.19034175407081555,0.9104191346533537,0.9292604501607717,0.9672568857554509,0.9755872848479418,0.9085990560607805,0.9281828073993471
+9,0.22592543664217035,0.18860930769773157,0.9111524792689119,0.9297963558413719,0.967416138111107,0.9760760905651881,0.9094671495085359,0.9290741743367623
+10,0.22037416302899576,0.18834130878042177,0.9141704744175552,0.927652733118971,0.9690927182842487,0.9772306140571564,0.9126001665852888,0.92776886035313
+11,0.2183926427000205,0.1866689403436575,0.9135499520505443,0.9319399785637728,0.9695761874270376,0.976852091180934,0.9120743566941105,0.9314624932541824
+12,0.21564720349881547,0.18252583609899908,0.9150448468437976,0.9335476956055734,0.9702364524764568,0.9772501433102543,0.9135972461273666,0.9316427783902976
+13,0.21162472630761606,0.1812788283039136,0.916116658204998,0.9346195069667739,0.9712517508825053,0.9778526782073064,0.9145598712939554,0.9336235038084875
+14,0.2067819474705344,0.18161650481139732,0.9175833474361144,0.9372990353697749,0.9725195532708653,0.9779618122687361,0.9160971687819445,0.9362397820163487
+15,0.2094338338631102,0.17677252080854497,0.9162858915778191,0.932475884244373,0.9718000290147994,0.9795896329534319,0.9148203420962002,0.9320388349514563
+16,0.20900709963647782,0.19131969025664008,0.9166243583234613,0.9239013933547695,0.9717896709051637,0.9775488260046938,0.9151744719926538,0.924468085106383
+17,0.2026978557859102,0.17371124110612837,0.9207423703954419,0.9335476956055734,0.9733605919955921,0.9794833708409871,0.9193085228577992,0.9323882224645583
+18,0.19986331796995133,0.17011170003000178,0.9225193208100637,0.9340836012861736,0.974043794450312,0.9800939471951973,0.9211515829960676,0.9326027397260274
+19,0.20299145453249384,0.17605751863054908,0.9192756811643256,0.932475884244373,0.973265833590162,0.9789560810073419,0.9179331306990881,0.93
+20,0.19875457738383528,0.177286927291818,0.9211372482653579,0.9303322615219721,0.974350787499072,0.9794311013694602,0.919728984841525,0.9301825993555317
+21,0.1990397223856954,0.17638125340079955,0.9216449483838213,0.9356913183279743,0.9741816209527647,0.978784338458039,0.9203372333103923,0.933993399339934
+22,0.19701729431423082,0.19064558007517812,0.9226039374964743,0.9271168274383709,0.9748380402954269,0.9798653400559916,0.9212896563593598,0.9284210526315789
+23,0.20006445512732873,0.19347581300896463,0.9203756980876628,0.9287245444801715,0.9740601287596085,0.9806413406717374,0.9189654677498063,0.9302569480859989
+24,0.19690325949010076,0.17021356403252702,0.9238731877926327,0.935155412647374,0.9746202320026263,0.9801220922952503,0.9225560242173826,0.9337712096332786
+25,0.18584113939903094,0.1650521493609695,0.9273706774976025,0.9383708467309754,0.977575512059196,0.9814345729813932,0.9261225075312007,0.937533948940793
+26,0.18413538848522615,0.1638983706569365,0.9276245275568342,0.9394426580921758,0.9778594674628848,0.9813943656956033,0.9262389329653904,0.9383524277141299
+27,0.18338101726535372,0.1641924393234529,0.928611722231624,0.9389067524115756,0.9781756857527614,0.9814156181180922,0.9274181985030541,0.9379760609357998
+28,0.18332528662996297,0.16295882417458046,0.9288091611665821,0.9421221864951769,0.978041259446974,0.9816637545103959,0.9276666475611853,0.940983606557377
+29,0.18525053437923414,0.16400773895131812,0.9283014610481187,0.9394426580921758,0.9774590970899792,0.9817464666411637,0.9269540229885057,0.9390178089584458
+30,0.18385849576358324,0.16487131342052264,0.9275399108704236,0.9394426580921758,0.9780038254615058,0.9818389433984807,0.9262184439530141,0.9390178089584458
+31,0.1819186443190301,0.16174021990927853,0.9285835166694872,0.9405144694533762,0.9784050741257353,0.9821106297724611,0.9273457675753228,0.9393773894046968
+32,0.18157237987819713,0.1610733552856844,0.9290348056636769,0.9378349410503751,0.9784236757631776,0.982243888205365,0.9278131634819533,0.9369565217391305
+33,0.18211311367204053,0.1601855246967058,0.9286399277937609,0.9394426580921758,0.9784850288672561,0.9824472221935027,0.92739898989899,0.9384866630375612
+34,0.18106245046380934,0.16157025841463032,0.9290912167879506,0.9415862808145766,0.9785752446608568,0.982207701648154,0.9278291324567951,0.9404696886947024
+35,0.18274200345421224,0.16052337192070829,0.9287527500423084,0.9410503751339764,0.9779669054037508,0.9823558942157798,0.9273887547430149,0.9399563318777293
+36,0.180150618590383,0.16362717781227884,0.9305297004569301,0.9405144694533762,0.9787456029466597,0.9821186712296193,0.9292505673168069,0.9389102916895983
+37,0.17932519636182015,0.16241054308759437,0.9298809725277825,0.939978563772776,0.9788035097119561,0.9823426832504489,0.928673896826763,0.9385964912280702
+38,0.18111286547749272,0.16100717055644254,0.9295425057821403,0.9394426580921758,0.9787034847407972,0.9824805368017286,0.9283748136254157,0.9381499726327313
+39,0.1817242613897285,0.1585972380503964,0.9288091611665821,0.9410503751339764,0.9783615907496628,0.9827206317368742,0.9275378961874139,0.940152339499456
+40,0.1798864116365483,0.15971361848127422,0.9299937947763299,0.939978563772776,0.978702848297809,0.9825724391692485,0.928833581832779,0.9389312977099237
+41,0.18154067303408503,0.15831402610160913,0.9301066170248773,0.9410503751339764,0.9784937799583461,0.98300093395781,0.9289034257187123,0.9400871459694989
+42,0.1787305557827676,0.15944687935892024,0.9295989169064139,0.939978563772776,0.979044497258393,0.982940048639328,0.9284362635472218,0.9386637458926615
+43,0.1767109272029723,0.16158825657375372,0.9327579398657415,0.9394426580921758,0.9794145522606552,0.9828067902064243,0.931737487114878,0.9378779549202859
+44,0.1803678409132604,0.15997424793588386,0.929570711344277,0.9405144694533762,0.978765693860695,0.9827556695144913,0.9284629709210714,0.9392446633825944
+45,0.17789161783282295,0.16238735860567,0.9302476448355615,0.9389067524115756,0.9792950569073748,0.9829004157433351,0.929028555029416,0.9372937293729373
+46,0.17988383894816815,0.1573216183967529,0.9296271224685508,0.939978563772776,0.9787121244543643,0.9831278741029468,0.9283519512965569,0.9390642002176278
+47,0.17543881194737584,0.15777569386353446,0.9320528008123202,0.939978563772776,0.979963532071344,0.9830353973456298,0.9308612920816233,0.9389978213507625
+48,0.1780218798096641,0.15986668282574779,0.931122017261804,0.9383708467309754,0.9791162641608684,0.9831887594214287,0.930000573295878,0.9380721593968767
+49,0.17767892979409494,0.15843396286489111,0.9310656061375303,0.9410503751339764,0.9793236411530897,0.982990020551667,0.9298789235094967,0.9400218102508179
+50,0.1773218282599763,0.16081631116545086,0.9316861285045411,0.9410503751339764,0.9793872695408514,0.9829859998230879,0.9305459967882542,0.9394273127753304
+51,0.1791642320970126,0.15971762478543247,0.9301066170248773,0.9421221864951769,0.9789017160472757,0.9831341923907136,0.9290581162324649,0.9405286343612335
+52,0.17823995500777776,0.15695993410621042,0.9310091950132566,0.9437299035369775,0.979100119193361,0.9831364899499017,0.9299140401146132,0.9427792915531336
+53,0.17981286263441673,0.15884828888526684,0.9304732893326564,0.9410503751339764,0.978839209390281,0.9828510182207932,0.9292906112848168,0.9398249452954048
+54,0.17631177048399518,0.15981156592200424,0.9310374005753934,0.9442658092175777,0.9797142421261238,0.982925114504606,0.9298602943285809,0.9427942794279428
+55,0.17732577562902074,0.15749591085880132,0.9311502228239409,0.9405144694533762,0.9794408675871167,0.9831163863070068,0.9299187505383135,0.939443535188216
+56,0.1755736944366377,0.1565891451582648,0.9316861285045411,0.9437299035369775,0.9797137552472377,0.9834328750851532,0.9305061402502008,0.9425915800984145
+57,0.17443850869241959,0.15570473795535097,0.9326451176171942,0.9421221864951769,0.9800532259816941,0.9834966323526203,0.9314541592513922,0.9410480349344978
+58,0.17726161758000727,0.15704072178176745,0.9316297173802673,0.9405144694533762,0.9792354460659771,0.9832858312971213,0.9305045871559633,0.9399675500270417
+59,0.17958428939297874,0.15731600372545973,0.9313758673210357,0.9426580921757771,0.9787818006416231,0.9833139763971744,0.930336435218325,0.9414980863860033
+60,0.1770861970352469,0.1576596772555753,0.9317143340666779,0.9410503751339764,0.9793332593977515,0.9831359155601047,0.9305925862217252,0.940152339499456
+61,0.17218433161650562,0.15698176004303996,0.9336887234162576,0.9383708467309754,0.9804184185595253,0.9831669326091427,0.9326843235504653,0.9374660141381186
+62,0.17895116273330783,0.15677070061876844,0.9310091950132566,0.9405144694533762,0.9789292803931018,0.9833794568340323,0.9297530155083286,0.9399025446670276
+63,0.175427090990037,0.15945928574949983,0.9315733062559937,0.9442658092175777,0.979670858989822,0.9832180533010756,0.930403350737277,0.9427312775330396
+64,0.17710735943035377,0.15575041710563794,0.9315733062559937,0.9426580921757771,0.9793473486544062,0.9834995043016053,0.9304592099982801,0.9416257501363884
+65,0.17653583465271702,0.15551751636423866,0.93151689513172,0.9426580921757771,0.9795672476624238,0.9835621127894779,0.9303779319837128,0.9415619879847078
+66,0.17191922375899238,0.1552280318890354,0.9339425734754894,0.9421221864951769,0.9804293367389907,0.983609212752832,0.9328670526858912,0.9410480349344978
+67,0.1753020911178203,0.15505048579916694,0.9312066339482146,0.9421221864951769,0.9797340673252115,0.983568431077245,0.930020371273635,0.9411123227917121
+68,0.1734781785929419,0.15512287243002865,0.9326169120550573,0.9431939978563773,0.980228955846319,0.9836046176344561,0.9314942792418203,0.9421397379912664
+69,0.17424356767693072,0.15468861819080218,0.9323630619958255,0.9426580921757771,0.9800296887288769,0.9836614822243589,0.9311671163671853,0.9417528579205225
+70,0.1743668734896181,0.15469696926150675,0.9327297343036046,0.9415862808145766,0.98002050167434,0.983647122479434,0.9316246667240045,0.9405346426623022
+71,0.17411772598367312,0.15472450933847395,0.9326169120550573,0.9421221864951769,0.9800818515962033,0.983670672461111,0.9314549680084928,0.9411764705882353
+72,0.17298902498322064,0.15478567922805284,0.932475884244373,0.9415862808145766,0.9803670560192568,0.9836563127161858,0.9312858783008037,0.9405346426623022
+73,0.17442595591539456,0.1545270808831672,0.9338579567890788,0.9415862808145766,0.9797371604381347,0.9837487894735027,0.9328291942367735,0.940599455040872
+74,0.17166025616590455,0.15503017585185563,0.9323348564336887,0.9437299035369775,0.9805281079174625,0.9837849760307137,0.9312351305643937,0.9425915800984145
+75,0.17552169897942035,0.1549366552538427,0.9321374174987308,0.9421221864951769,0.9796589702347993,0.9836850322060359,0.9310364595276313,0.9411123227917121
+76,0.17595790256237817,0.15495137975721882,0.9327579398657415,0.9415862808145766,0.9797077106299559,0.9836781395284719,0.9317061991520569,0.940599455040872
+77,0.17539694881576393,0.1547467390919805,0.930924578326846,0.9421221864951769,0.979876748296558,0.9836930736631939,0.9297173195580427,0.9410480349344978
+78,0.1765978311192144,0.15464233398629154,0.9336887234162576,0.9415862808145766,0.9793928002304204,0.9836844578162389,0.9326341728989369,0.9405346426623022
+79,0.1732722006890753,0.15494342430994826,0.9323912675579624,0.9426580921757771,0.9802697072908639,0.9837631492184278,0.9313672154617036,0.9415619879847078
+80,0.1722055445000451,0.15508950010564934,0.9334066677948891,0.9410503751339764,0.9804512510621874,0.983633337124306,0.9323708859671737,0.9400871459694989
+81,0.17386232767891494,0.15493513787482713,0.9316297173802673,0.9410503751339764,0.9800955367115607,0.9836821602570509,0.9305563513436086,0.9400871459694989
+82,0.1720700466979839,0.1544164530813119,0.9331528177356575,0.9421221864951769,0.98060086130657,0.9837597028796458,0.9320449592843216,0.9411764705882353
+83,0.176590659426622,0.15486835858446227,0.930952783888983,0.9415862808145766,0.9794426862229558,0.9836655029529379,0.9298285845324772,0.940599455040872
+84,0.17354999750948413,0.1553194672827552,0.9324194731200993,0.9421221864951769,0.9802440697761852,0.9837057102387279,0.9314527664931053,0.9410480349344978
+85,0.17509033765601595,0.15539975263106479,0.9310374005753934,0.9421221864951769,0.9799217877757369,0.9836798626978629,0.9298804095328228,0.9411123227917121
+86,0.17452091486759852,0.15543828890254643,0.9319963896880464,0.9426580921757771,0.979936860336809,0.9836838834264419,0.9308872008026372,0.9415619879847078
+87,0.1744005385868883,0.15527417541891816,0.930924578326846,0.9421221864951769,0.9801482723775765,0.9836350602936971,0.9296809946306027,0.9411123227917121
+88,0.17410661499549498,0.1548741469429237,0.9321656230608676,0.9421221864951769,0.9801148448007201,0.9837309833897958,0.9310196472106698,0.9411123227917121
+89,0.17363484864772366,0.15521949826712778,0.9320245952501833,0.9421221864951769,0.9800593103766628,0.983626444446742,0.9308067757680161,0.9411123227917121
+90,0.17620970875675412,0.15508795517625532,0.9306989338297512,0.9426580921757771,0.9796335650218113,0.9837281114408108,0.9294755877034359,0.9415619879847078
+91,0.1733060135345488,0.15502669343611053,0.9331246121735206,0.9421221864951769,0.9801922887746518,0.9837487894735029,0.9319128162421388,0.9410480349344978
+92,0.17258235420051374,0.15509794853699552,0.9331528177356575,0.9421221864951769,0.980406615724306,0.983717198034668,0.9320800137559466,0.9410480349344978
+93,0.17286022488871974,0.15496022448279084,0.9330117899249732,0.9415862808145766,0.9802807591233569,0.9837281114408108,0.9318801089918256,0.9405346426623022
+94,0.17326275675979477,0.1548542932298789,0.9344784791560896,0.9421221864951769,0.9800809128427954,0.983689052934615,0.9334898502591119,0.9411123227917121
+95,0.17198230995958802,0.15477619059024517,0.9335759011677103,0.9421221864951769,0.9804827661278639,0.9837574053204577,0.9324498752258842,0.9411123227917121
+96,0.17624031046881736,0.15544616936487402,0.9308681672025724,0.9426580921757771,0.9796235490002818,0.983694222442788,0.9297284899223028,0.9415619879847078
+97,0.1752523030675311,0.15468088429648777,0.9317989507530885,0.9426580921757771,0.9797199112420427,0.9837539589816758,0.9307044190978392,0.9416257501363884
+98,0.17387014091327563,0.15477223406842283,0.9323348564336887,0.9415862808145766,0.9801589662108885,0.9837660211674127,0.9312469549766429,0.9404696886947024
+99,0.17354823320972917,0.15458771940979543,0.9325605009307836,0.9426580921757771,0.9801415149441475,0.9838119723511727,0.9314880082523854,0.9415619879847078
+100,0.17192348383428846,0.15486430676228746,0.9336605178541209,0.9437299035369775,0.9805953560747207,0.9837654467776159,0.9325804047468899,0.9425915800984145