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  1. report_backbone_convnext_base_nometa_concat_focal_s05_clean.predict.log +1 -0
  2. report_backbone_convnext_base_nometa_concat_focal_s05_clean.train.log +0 -0
  3. report_backbone_convnext_base_nometa_concat_focal_s05_clean/confusion_analysis.json +737 -0
  4. report_backbone_convnext_base_nometa_concat_focal_s05_clean/confusion_matrix.csv +12 -0
  5. report_backbone_convnext_base_nometa_concat_focal_s05_clean/data_summary.json +102 -0
  6. report_backbone_convnext_base_nometa_concat_focal_s05_clean/history.csv +18 -0
  7. report_backbone_convnext_base_nometa_concat_focal_s05_clean/metrics.json +215 -0
  8. report_backbone_convnext_base_nometa_concat_focal_s05_clean/per_class_metrics.csv +12 -0
  9. report_backbone_convnext_base_nometa_concat_focal_s05_clean/prediction_summary.json +50 -0
  10. report_backbone_convnext_base_nometa_concat_focal_s05_clean/run_config.json +204 -0
  11. report_backbone_convnext_base_nometa_concat_focal_s05_clean/run_diagnostics.json +804 -0
  12. report_backbone_convnext_base_nometa_concat_focal_s05_clean/run_report.md +160 -0
  13. report_backbone_convnext_base_nometa_concat_focal_s05_clean/split_summary.md +66 -0
  14. report_backbone_convnext_base_nometa_concat_focal_s05_clean/splits/train.csv +0 -0
  15. report_backbone_convnext_base_nometa_concat_focal_s05_clean/splits/val.csv +0 -0
  16. report_backbone_convnext_base_nometa_concat_focal_s05_clean/val_predictions.csv +0 -0
  17. report_backbone_effb2_nometa_concat_focal_s05_clean.predict.log +1 -0
  18. report_backbone_effb2_nometa_concat_focal_s05_clean.train.log +0 -0
  19. report_backbone_effb2_nometa_concat_focal_s05_clean/best.pt +3 -0
  20. report_backbone_effb2_nometa_concat_focal_s05_clean/confusion_analysis.json +899 -0
  21. report_backbone_effb2_nometa_concat_focal_s05_clean/confusion_matrix.csv +12 -0
  22. report_backbone_effb2_nometa_concat_focal_s05_clean/data_summary.json +102 -0
  23. report_backbone_effb2_nometa_concat_focal_s05_clean/history.csv +17 -0
  24. report_backbone_effb2_nometa_concat_focal_s05_clean/metrics.json +215 -0
  25. report_backbone_effb2_nometa_concat_focal_s05_clean/per_class_metrics.csv +12 -0
  26. report_backbone_effb2_nometa_concat_focal_s05_clean/prediction_summary.json +50 -0
  27. report_backbone_effb2_nometa_concat_focal_s05_clean/run_config.json +204 -0
  28. report_backbone_effb2_nometa_concat_focal_s05_clean/run_diagnostics.json +966 -0
  29. report_backbone_effb2_nometa_concat_focal_s05_clean/run_report.md +161 -0
  30. report_backbone_effb2_nometa_concat_focal_s05_clean/split_summary.md +66 -0
  31. report_backbone_effb2_nometa_concat_focal_s05_clean/splits/train.csv +0 -0
  32. report_backbone_effb2_nometa_concat_focal_s05_clean/splits/val.csv +0 -0
  33. report_backbone_effb2_nometa_concat_focal_s05_clean/val_predictions.csv +0 -0
  34. report_backbone_effv2b2_nometa_concat_focal_s05_clean.predict.log +1 -0
  35. report_backbone_effv2b2_nometa_concat_focal_s05_clean.train.log +0 -0
  36. report_backbone_effv2b2_nometa_concat_focal_s05_clean/confusion_analysis.json +827 -0
  37. report_backbone_effv2b2_nometa_concat_focal_s05_clean/confusion_matrix.csv +12 -0
  38. report_backbone_effv2b2_nometa_concat_focal_s05_clean/data_summary.json +102 -0
  39. report_backbone_effv2b2_nometa_concat_focal_s05_clean/history.csv +17 -0
  40. report_backbone_effv2b2_nometa_concat_focal_s05_clean/last.pt +3 -0
  41. report_backbone_effv2b2_nometa_concat_focal_s05_clean/metrics.json +215 -0
  42. report_backbone_effv2b2_nometa_concat_focal_s05_clean/per_class_metrics.csv +12 -0
  43. report_backbone_effv2b2_nometa_concat_focal_s05_clean/prediction_summary.json +50 -0
  44. report_backbone_effv2b2_nometa_concat_focal_s05_clean/run_config.json +204 -0
  45. report_backbone_effv2b2_nometa_concat_focal_s05_clean/run_diagnostics.json +894 -0
  46. report_backbone_effv2b2_nometa_concat_focal_s05_clean/run_report.md +161 -0
  47. report_backbone_effv2b2_nometa_concat_focal_s05_clean/split_summary.md +66 -0
  48. report_backbone_effv2b2_nometa_concat_focal_s05_clean/splits/train.csv +0 -0
  49. report_backbone_effv2b2_nometa_concat_focal_s05_clean/splits/val.csv +0 -0
  50. report_backbone_effv2b2_nometa_concat_focal_s05_clean/val_predictions.csv +0 -0
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report_backbone_convnext_base_nometa_concat_focal_s05_clean.train.log ADDED
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report_backbone_convnext_base_nometa_concat_focal_s05_clean/confusion_analysis.json ADDED
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1
+ phase,epoch,train_loss,train_accuracy,train_balanced_accuracy,train_f1_macro,train_top3_accuracy,train_dice_macro,train_support_AKIEC,train_precision_AKIEC,train_recall_AKIEC,train_f1_AKIEC,train_correct_AKIEC,train_conf_AKIEC_to_BCC_count,train_conf_AKIEC_to_BCC_rate,train_conf_AKIEC_to_BKL_count,train_conf_AKIEC_to_BKL_rate,train_conf_AKIEC_to_DF_count,train_conf_AKIEC_to_DF_rate,train_conf_AKIEC_to_MAL_OTH_count,train_conf_AKIEC_to_MAL_OTH_rate,train_conf_AKIEC_to_MEL_count,train_conf_AKIEC_to_MEL_rate,train_conf_AKIEC_to_NV_count,train_conf_AKIEC_to_NV_rate,train_conf_AKIEC_to_SCCKA_count,train_conf_AKIEC_to_SCCKA_rate,train_support_BCC,train_precision_BCC,train_recall_BCC,train_f1_BCC,train_correct_BCC,train_conf_BCC_to_AKIEC_count,train_conf_BCC_to_AKIEC_rate,train_conf_BCC_to_BEN_OTH_count,train_conf_BCC_to_BEN_OTH_rate,train_conf_BCC_to_BKL_count,train_conf_BCC_to_BKL_rate,train_conf_BCC_to_DF_count,train_conf_BCC_to_DF_rate,train_conf_BCC_to_INF_count,train_conf_BCC_to_INF_rate,train_conf_BCC_to_MEL_count,train_conf_BCC_to_MEL_rate,train_conf_BCC_to_NV_count,train_conf_BCC_to_NV_rate,train_conf_BCC_to_SCCKA_count,train_conf_BCC_to_SCCKA_rate,train_conf_BCC_to_VASC_count,train_conf_BCC_to_VASC_rate,train_support_BEN_OTH,train_precision_BEN_OTH,train_recall_BEN_OTH,train_f1_BEN_OTH,train_correct_BEN_OTH,train_conf_BEN_OTH_to_AKIEC_count,train_conf_BEN_OTH_to_AKIEC_rate,train_conf_BEN_OTH_to_BCC_count,train_conf_BEN_OTH_to_BCC_rate,train_conf_BEN_OTH_to_BKL_count,train_conf_BEN_OTH_to_BKL_rate,train_conf_BEN_OTH_to_DF_count,train_conf_BEN_OTH_to_DF_rate,train_conf_BEN_OTH_to_INF_count,train_conf_BEN_OTH_to_INF_rate,train_conf_BEN_OTH_to_MEL_count,train_conf_BEN_OTH_to_MEL_rate,train_conf_BEN_OTH_to_NV_count,train_conf_BEN_OTH_to_NV_rate,train_conf_BEN_OTH_to_SCCKA_count,train_conf_BEN_OTH_to_SCCKA_rate,train_conf_BEN_OTH_to_VASC_count,train_conf_BEN_OTH_to_VASC_rate,train_support_BKL,train_precision_BKL,train_recall_BKL,train_f1_BKL,train_correct_BKL,train_conf_BKL_to_AKIEC_count,train_conf_BKL_to_AKIEC_rate,train_conf_BKL_to_BCC_count,train_conf_BKL_to_BCC_rate,train_conf_BKL_to_BEN_OTH_count,train_conf_BKL_to_BEN_OTH_rate,train_conf_BKL_to_DF_count,train_conf_BKL_to_DF_rate,train_conf_BKL_to_INF_count,train_conf_BKL_to_INF_rate,train_conf_BKL_to_MEL_count,train_conf_BKL_to_MEL_rate,train_conf_BKL_to_NV_count,train_conf_BKL_to_NV_rate,train_conf_BKL_to_SCCKA_count,train_conf_BKL_to_SCCKA_rate,train_conf_BKL_to_VASC_count,train_conf_BKL_to_VASC_rate,train_support_DF,train_precision_DF,train_recall_DF,train_f1_DF,train_correct_DF,train_conf_DF_to_AKIEC_count,train_conf_DF_to_AKIEC_rate,train_conf_DF_to_BCC_count,train_conf_DF_to_BCC_rate,train_conf_DF_to_BEN_OTH_count,train_conf_DF_to_BEN_OTH_rate,train_conf_DF_to_BKL_count,train_conf_DF_to_BKL_rate,train_conf_DF_to_INF_count,train_conf_DF_to_INF_rate,train_conf_DF_to_NV_count,train_conf_DF_to_NV_rate,train_conf_DF_to_SCCKA_count,train_conf_DF_to_SCCKA_rate,train_conf_DF_to_VASC_count,train_conf_DF_to_VASC_rate,train_support_INF,train_precision_INF,train_recall_INF,train_f1_INF,train_correct_INF,train_conf_INF_to_AKIEC_count,train_conf_INF_to_AKIEC_rate,train_conf_INF_to_BCC_count,train_conf_INF_to_BCC_rate,train_conf_INF_to_BEN_OTH_count,train_conf_INF_to_BEN_OTH_rate,train_conf_INF_to_BKL_count,train_conf_INF_to_BKL_rate,train_conf_INF_to_DF_count,train_conf_INF_to_DF_rate,train_conf_INF_to_MEL_count,train_conf_INF_to_MEL_rate,train_conf_INF_to_NV_count,train_conf_INF_to_NV_rate,train_conf_INF_to_SCCKA_count,train_conf_INF_to_SCCKA_rate,train_conf_INF_to_VASC_count,train_conf_INF_to_VASC_rate,train_support_MAL_OTH,train_precision_MAL_OTH,train_recall_MAL_OTH,train_f1_MAL_OTH,train_correct_MAL_OTH,train_conf_MAL_OTH_to_AKIEC_count,train_conf_MAL_OTH_to_AKIEC_rate,train_conf_MAL_OTH_to_BCC_count,train_conf_MAL_OTH_to_BCC_rate,train_conf_MAL_OTH_to_BEN_OTH_count,train_conf_MAL_OTH_to_BEN_OTH_rate,train_conf_MAL_OTH_to_BKL_count,train_conf_MAL_OTH_to_BKL_rate,train_conf_MAL_OTH_to_INF_count,train_conf_MAL_OTH_to_INF_rate,train_conf_MAL_OTH_to_MEL_count,train_conf_MAL_OTH_to_MEL_rate,train_conf_MAL_OTH_to_NV_count,train_conf_MAL_OTH_to_NV_rate,train_conf_MAL_OTH_to_SCCKA_count,train_conf_MAL_OTH_to_SCCKA_rate,train_conf_MAL_OTH_to_VASC_count,train_conf_MAL_OTH_to_VASC_rate,train_support_MEL,train_precision_MEL,train_recall_MEL,train_f1_MEL,train_correct_MEL,train_conf_MEL_to_AKIEC_count,train_conf_MEL_to_AKIEC_rate,train_conf_MEL_to_BCC_count,train_conf_MEL_to_BCC_rate,train_conf_MEL_to_BKL_count,train_conf_MEL_to_BKL_rate,train_conf_MEL_to_DF_count,train_conf_MEL_to_DF_rate,train_conf_MEL_to_INF_count,train_conf_MEL_to_INF_rate,train_conf_MEL_to_NV_count,train_conf_MEL_to_NV_rate,train_conf_MEL_to_SCCKA_count,train_conf_MEL_to_SCCKA_rate,train_conf_MEL_to_VASC_count,train_conf_MEL_to_VASC_rate,train_support_NV,train_precision_NV,train_recall_NV,train_f1_NV,train_correct_NV,train_conf_NV_to_AKIEC_count,train_conf_NV_to_AKIEC_rate,train_conf_NV_to_BCC_count,train_conf_NV_to_BCC_rate,train_conf_NV_to_BEN_OTH_count,train_conf_NV_to_BEN_OTH_rate,train_conf_NV_to_BKL_count,train_conf_NV_to_BKL_rate,train_conf_NV_to_INF_count,train_conf_NV_to_INF_rate,train_conf_NV_to_MAL_OTH_count,train_conf_NV_to_MAL_OTH_rate,train_conf_NV_to_MEL_count,train_conf_NV_to_MEL_rate,train_conf_NV_to_SCCKA_count,train_conf_NV_to_SCCKA_rate,train_support_SCCKA,train_precision_SCCKA,train_recall_SCCKA,train_f1_SCCKA,train_correct_SCCKA,train_conf_SCCKA_to_AKIEC_count,train_conf_SCCKA_to_AKIEC_rate,train_conf_SCCKA_to_BCC_count,train_conf_SCCKA_to_BCC_rate,train_conf_SCCKA_to_BKL_count,train_conf_SCCKA_to_BKL_rate,train_conf_SCCKA_to_INF_count,train_conf_SCCKA_to_INF_rate,train_conf_SCCKA_to_MEL_count,train_conf_SCCKA_to_MEL_rate,train_conf_SCCKA_to_NV_count,train_conf_SCCKA_to_NV_rate,train_support_VASC,train_precision_VASC,train_recall_VASC,train_f1_VASC,train_correct_VASC,train_conf_VASC_to_AKIEC_count,train_conf_VASC_to_AKIEC_rate,train_conf_VASC_to_BCC_count,train_conf_VASC_to_BCC_rate,train_conf_VASC_to_BKL_count,train_conf_VASC_to_BKL_rate,train_conf_VASC_to_INF_count,train_conf_VASC_to_INF_rate,train_conf_VASC_to_MEL_count,train_conf_VASC_to_MEL_rate,train_conf_VASC_to_NV_count,train_conf_VASC_to_NV_rate,train_conf_VASC_to_SCCKA_count,train_conf_VASC_to_SCCKA_rate,val_loss,val_accuracy,val_balanced_accuracy,val_f1_macro,val_top3_accuracy,val_dice_macro,val_support_AKIEC,val_precision_AKIEC,val_recall_AKIEC,val_f1_AKIEC,val_correct_AKIEC,val_conf_AKIEC_to_BCC_count,val_conf_AKIEC_to_BCC_rate,val_conf_AKIEC_to_BKL_count,val_conf_AKIEC_to_BKL_rate,val_conf_AKIEC_to_DF_count,val_conf_AKIEC_to_DF_rate,val_conf_AKIEC_to_MEL_count,val_conf_AKIEC_to_MEL_rate,val_conf_AKIEC_to_SCCKA_count,val_conf_AKIEC_to_SCCKA_rate,val_support_BCC,val_precision_BCC,val_recall_BCC,val_f1_BCC,val_correct_BCC,val_conf_BCC_to_AKIEC_count,val_conf_BCC_to_AKIEC_rate,val_conf_BCC_to_BEN_OTH_count,val_conf_BCC_to_BEN_OTH_rate,val_conf_BCC_to_BKL_count,val_conf_BCC_to_BKL_rate,val_conf_BCC_to_DF_count,val_conf_BCC_to_DF_rate,val_conf_BCC_to_NV_count,val_conf_BCC_to_NV_rate,val_conf_BCC_to_SCCKA_count,val_conf_BCC_to_SCCKA_rate,val_conf_BCC_to_VASC_count,val_conf_BCC_to_VASC_rate,val_support_BEN_OTH,val_precision_BEN_OTH,val_recall_BEN_OTH,val_f1_BEN_OTH,val_correct_BEN_OTH,val_conf_BEN_OTH_to_BCC_count,val_conf_BEN_OTH_to_BCC_rate,val_conf_BEN_OTH_to_INF_count,val_conf_BEN_OTH_to_INF_rate,val_conf_BEN_OTH_to_MEL_count,val_conf_BEN_OTH_to_MEL_rate,val_conf_BEN_OTH_to_NV_count,val_conf_BEN_OTH_to_NV_rate,val_support_BKL,val_precision_BKL,val_recall_BKL,val_f1_BKL,val_correct_BKL,val_conf_BKL_to_AKIEC_count,val_conf_BKL_to_AKIEC_rate,val_conf_BKL_to_BCC_count,val_conf_BKL_to_BCC_rate,val_conf_BKL_to_DF_count,val_conf_BKL_to_DF_rate,val_conf_BKL_to_MEL_count,val_conf_BKL_to_MEL_rate,val_conf_BKL_to_NV_count,val_conf_BKL_to_NV_rate,val_conf_BKL_to_SCCKA_count,val_conf_BKL_to_SCCKA_rate,val_conf_BKL_to_VASC_count,val_conf_BKL_to_VASC_rate,val_support_DF,val_precision_DF,val_recall_DF,val_f1_DF,val_correct_DF,val_conf_DF_to_BCC_count,val_conf_DF_to_BCC_rate,val_support_INF,val_precision_INF,val_recall_INF,val_f1_INF,val_correct_INF,val_conf_INF_to_BCC_count,val_conf_INF_to_BCC_rate,val_conf_INF_to_DF_count,val_conf_INF_to_DF_rate,val_support_MAL_OTH,val_precision_MAL_OTH,val_recall_MAL_OTH,val_f1_MAL_OTH,val_correct_MAL_OTH,val_conf_MAL_OTH_to_BCC_count,val_conf_MAL_OTH_to_BCC_rate,val_support_MEL,val_precision_MEL,val_recall_MEL,val_f1_MEL,val_correct_MEL,val_conf_MEL_to_BCC_count,val_conf_MEL_to_BCC_rate,val_conf_MEL_to_BKL_count,val_conf_MEL_to_BKL_rate,val_conf_MEL_to_DF_count,val_conf_MEL_to_DF_rate,val_conf_MEL_to_NV_count,val_conf_MEL_to_NV_rate,val_conf_MEL_to_SCCKA_count,val_conf_MEL_to_SCCKA_rate,val_conf_MEL_to_VASC_count,val_conf_MEL_to_VASC_rate,val_support_NV,val_precision_NV,val_recall_NV,val_f1_NV,val_correct_NV,val_conf_NV_to_BCC_count,val_conf_NV_to_BCC_rate,val_conf_NV_to_BEN_OTH_count,val_conf_NV_to_BEN_OTH_rate,val_conf_NV_to_BKL_count,val_conf_NV_to_BKL_rate,val_conf_NV_to_DF_count,val_conf_NV_to_DF_rate,val_conf_NV_to_MEL_count,val_conf_NV_to_MEL_rate,val_support_SCCKA,val_precision_SCCKA,val_recall_SCCKA,val_f1_SCCKA,val_correct_SCCKA,val_conf_SCCKA_to_AKIEC_count,val_conf_SCCKA_to_AKIEC_rate,val_conf_SCCKA_to_BCC_count,val_conf_SCCKA_to_BCC_rate,val_conf_SCCKA_to_DF_count,val_conf_SCCKA_to_DF_rate,val_conf_SCCKA_to_MEL_count,val_conf_SCCKA_to_MEL_rate,val_support_VASC,val_precision_VASC,val_recall_VASC,val_f1_VASC,val_correct_VASC,val_conf_VASC_to_BCC_count,val_conf_VASC_to_BCC_rate,train_conf_AKIEC_to_BEN_OTH_count,train_conf_AKIEC_to_BEN_OTH_rate,train_conf_AKIEC_to_INF_count,train_conf_AKIEC_to_INF_rate,train_conf_AKIEC_to_VASC_count,train_conf_AKIEC_to_VASC_rate,train_conf_BCC_to_MAL_OTH_count,train_conf_BCC_to_MAL_OTH_rate,train_conf_BEN_OTH_to_MAL_OTH_count,train_conf_BEN_OTH_to_MAL_OTH_rate,train_conf_MEL_to_BEN_OTH_count,train_conf_MEL_to_BEN_OTH_rate,train_conf_NV_to_VASC_count,train_conf_NV_to_VASC_rate,train_conf_SCCKA_to_BEN_OTH_count,train_conf_SCCKA_to_BEN_OTH_rate,train_conf_SCCKA_to_DF_count,train_conf_SCCKA_to_DF_rate,train_conf_SCCKA_to_VASC_count,train_conf_SCCKA_to_VASC_rate,train_conf_VASC_to_BEN_OTH_count,train_conf_VASC_to_BEN_OTH_rate,val_conf_AKIEC_to_INF_count,val_conf_AKIEC_to_INF_rate,val_conf_BCC_to_INF_count,val_conf_BCC_to_INF_rate,val_conf_BCC_to_MEL_count,val_conf_BCC_to_MEL_rate,val_conf_BKL_to_BEN_OTH_count,val_conf_BKL_to_BEN_OTH_rate,val_conf_BKL_to_INF_count,val_conf_BKL_to_INF_rate,val_conf_MEL_to_AKIEC_count,val_conf_MEL_to_AKIEC_rate,val_conf_MEL_to_INF_count,val_conf_MEL_to_INF_rate,val_conf_NV_to_INF_count,val_conf_NV_to_INF_rate,val_conf_SCCKA_to_BKL_count,val_conf_SCCKA_to_BKL_rate,val_conf_SCCKA_to_INF_count,val_conf_SCCKA_to_INF_rate,train_conf_NV_to_DF_count,train_conf_NV_to_DF_rate,train_conf_VASC_to_DF_count,train_conf_VASC_to_DF_rate,val_conf_AKIEC_to_NV_count,val_conf_AKIEC_to_NV_rate,val_conf_MAL_OTH_to_SCCKA_count,val_conf_MAL_OTH_to_SCCKA_rate,val_conf_MEL_to_MAL_OTH_count,val_conf_MEL_to_MAL_OTH_rate,val_conf_SCCKA_to_NV_count,val_conf_SCCKA_to_NV_rate,val_conf_INF_to_AKIEC_count,val_conf_INF_to_AKIEC_rate,val_conf_VASC_to_NV_count,val_conf_VASC_to_NV_rate,val_conf_BEN_OTH_to_BKL_count,val_conf_BEN_OTH_to_BKL_rate,val_conf_VASC_to_SCCKA_count,val_conf_VASC_to_SCCKA_rate,val_conf_BCC_to_MAL_OTH_count,val_conf_BCC_to_MAL_OTH_rate,val_conf_INF_to_NV_count,val_conf_INF_to_NV_rate,train_conf_MEL_to_MAL_OTH_count,train_conf_MEL_to_MAL_OTH_rate,val_conf_INF_to_SCCKA_count,val_conf_INF_to_SCCKA_rate,val_conf_BEN_OTH_to_AKIEC_count,val_conf_BEN_OTH_to_AKIEC_rate
2
+ freeze,1,0.809633350995092,0.5927958015267175,0.4629335968487675,0.47124347528659105,0.8532919847328244,0.47124347528659105,400.0,0.39090909090909093,0.3225,0.35342465753424657,129.0,121.0,0.3025,58.0,0.145,1.0,0.0025,2.0,0.005,11.0,0.0275,10.0,0.025,68.0,0.17,1129.0,0.6196236559139785,0.816651904340124,0.7046236148261368,922.0,55.0,0.048715677590788306,2.0,0.001771479185119575,47.0,0.04162976085031001,7.0,0.006200177147918512,7.0,0.006200177147918512,9.0,0.007971656333038087,17.0,0.015057573073516387,59.0,0.05225863596102746,4.0,0.00354295837023915,136.0,0.47368421052631576,0.0661764705882353,0.11612903225806452,9.0,4.0,0.029411764705882353,27.0,0.19852941176470587,14.0,0.10294117647058823,8.0,0.058823529411764705,13.0,0.09558823529411764,14.0,0.10294117647058823,35.0,0.25735294117647056,1.0,0.007352941176470588,11.0,0.08088235294117647,500.0,0.4700665188470067,0.424,0.4458464773922187,212.0,52.0,0.104,120.0,0.24,1.0,0.002,2.0,0.004,3.0,0.006,28.0,0.056,34.0,0.068,47.0,0.094,1.0,0.002,150.0,0.6846846846846847,0.5066666666666667,0.5823754789272031,76.0,3.0,0.02,40.0,0.26666666666666666,2.0,0.013333333333333334,8.0,0.05333333333333334,12.0,0.08,7.0,0.04666666666666667,1.0,0.006666666666666667,1.0,0.006666666666666667,166.0,0.4444444444444444,0.21686746987951808,0.291497975708502,36.0,3.0,0.018072289156626505,61.0,0.3674698795180723,3.0,0.018072289156626505,22.0,0.13253012048192772,13.0,0.0783132530120482,8.0,0.04819277108433735,13.0,0.0783132530120482,3.0,0.018072289156626505,4.0,0.024096385542168676,59.0,0.0,0.0,0.0,0.0,1.0,0.01694915254237288,18.0,0.3050847457627119,1.0,0.01694915254237288,16.0,0.2711864406779661,1.0,0.01694915254237288,5.0,0.0847457627118644,12.0,0.2033898305084746,1.0,0.01694915254237288,4.0,0.06779661016949153,450.0,0.6690647482014388,0.62,0.643598615916955,279.0,14.0,0.03111111111111111,21.0,0.04666666666666667,16.0,0.035555555555555556,4.0,0.008888888888888889,1.0,0.0022222222222222222,104.0,0.2311111111111111,4.0,0.008888888888888889,7.0,0.015555555555555555,590.0,0.6551246537396122,0.8016949152542373,0.7210365853658537,473.0,5.0,0.00847457627118644,25.0,0.0423728813559322,1.0,0.001694915254237288,21.0,0.03559322033898305,4.0,0.006779661016949152,1.0,0.001694915254237288,56.0,0.09491525423728814,4.0,0.006779661016949152,469.0,0.55,0.4925373134328358,0.5196850393700787,231.0,63.0,0.13432835820895522,123.0,0.2622601279317697,36.0,0.0767590618336887,2.0,0.0042643923240938165,4.0,0.008528784648187633,10.0,0.021321961620469083,143.0,0.7866666666666666,0.8251748251748252,0.8054607508532423,118.0,1.0,0.006993006993006993,10.0,0.06993006993006994,1.0,0.006993006993006993,2.0,0.013986013986013986,3.0,0.02097902097902098,7.0,0.04895104895104895,1.0,0.006993006993006993,0.5070558095933827,0.7337786259541985,0.47819189176838034,0.4576842192233078,0.9179389312977099,0.4576842192233078,61.0,0.48333333333333334,0.47540983606557374,0.4793388429752066,29.0,17.0,0.2786885245901639,1.0,0.01639344262295082,1.0,0.01639344262295082,4.0,0.06557377049180328,9.0,0.14754098360655737,504.0,0.7996485061511424,0.9027777777777778,0.848089468779124,455.0,14.0,0.027777777777777776,4.0,0.007936507936507936,1.0,0.001984126984126984,8.0,0.015873015873015872,7.0,0.013888888888888888,13.0,0.025793650793650792,2.0,0.003968253968253968,9.0,0.0,0.0,0.0,0.0,3.0,0.3333333333333333,2.0,0.2222222222222222,1.0,0.1111111111111111,3.0,0.3333333333333333,109.0,0.8611111111111112,0.28440366972477066,0.42758620689655175,31.0,7.0,0.06422018348623854,35.0,0.3211009174311927,2.0,0.01834862385321101,6.0,0.05504587155963303,8.0,0.07339449541284404,19.0,0.1743119266055046,1.0,0.009174311926605505,10.0,0.28,0.7,0.4,7.0,3.0,0.3,10.0,0.3333333333333333,0.1,0.15384615384615385,1.0,7.0,0.7,2.0,0.2,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.7761194029850746,0.5777777777777777,0.6624203821656051,52.0,9.0,0.1,1.0,0.011111111111111112,1.0,0.011111111111111112,25.0,0.2777777777777778,1.0,0.011111111111111112,1.0,0.011111111111111112,149.0,0.7624309392265194,0.9261744966442953,0.8363636363636363,138.0,4.0,0.026845637583892617,1.0,0.006711409395973154,2.0,0.013422818791946308,1.0,0.006711409395973154,3.0,0.020134228187919462,95.0,0.5384615384615384,0.5157894736842106,0.5268817204301075,49.0,10.0,0.10526315789473684,32.0,0.3368421052631579,3.0,0.031578947368421054,1.0,0.010526315789473684,9.0,0.6363636363636364,0.7777777777777778,0.7,7.0,2.0,0.2222222222222222,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
3
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4
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5
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6
+ finetune,5,0.3310667799327181,0.785543893129771,0.8078524554346931,0.8111951819572635,0.9708969465648855,0.8111951819572635,351.0,0.6666666666666666,0.6324786324786325,0.6491228070175439,222.0,41.0,0.1168091168091168,25.0,0.07122507122507123,3.0,0.008547008547008548,,,4.0,0.011396011396011397,2.0,0.005698005698005698,53.0,0.150997150997151,1096.0,0.7947855340622372,0.8622262773722628,0.8271334792122538,945.0,29.0,0.02645985401459854,2.0,0.0018248175182481751,55.0,0.05018248175182482,7.0,0.006386861313868613,10.0,0.009124087591240875,7.0,0.006386861313868613,5.0,0.004562043795620438,34.0,0.03102189781021898,1.0,0.0009124087591240876,145.0,0.8702290076335878,0.7862068965517242,0.8260869565217391,114.0,,,11.0,0.07586206896551724,3.0,0.020689655172413793,,,4.0,0.027586206896551724,5.0,0.034482758620689655,4.0,0.027586206896551724,,,4.0,0.027586206896551724,522.0,0.6980306345733042,0.6111111111111112,0.651685393258427,319.0,32.0,0.06130268199233716,76.0,0.14559386973180077,4.0,0.007662835249042145,1.0,0.0019157088122605363,1.0,0.0019157088122605363,26.0,0.04980842911877394,19.0,0.03639846743295019,44.0,0.0842911877394636,,,149.0,0.8717948717948718,0.912751677852349,0.8918032786885246,136.0,1.0,0.006711409395973154,6.0,0.040268456375838924,2.0,0.013422818791946308,1.0,0.006711409395973154,2.0,0.013422818791946308,,,1.0,0.006711409395973154,,,136.0,0.8333333333333334,0.8088235294117647,0.8208955223880597,110.0,2.0,0.014705882352941176,7.0,0.051470588235294115,2.0,0.014705882352941176,3.0,0.022058823529411766,5.0,0.03676470588235294,1.0,0.007352941176470588,,,4.0,0.029411764705882353,2.0,0.014705882352941176,53.0,0.9622641509433962,0.9622641509433962,0.9622641509433962,51.0,,,1.0,0.018867924528301886,,,1.0,0.018867924528301886,,,,,,,,,,,465.0,0.7955056179775281,0.7612903225806451,0.778021978021978,354.0,6.0,0.012903225806451613,9.0,0.01935483870967742,18.0,0.03870967741935484,3.0,0.0064516129032258064,1.0,0.002150537634408602,67.0,0.14408602150537633,,,4.0,0.008602150537634409,598.0,0.83,0.8327759197324415,0.8313856427378965,498.0,4.0,0.006688963210702341,28.0,0.046822742474916385,4.0,0.006688963210702341,12.0,0.020066889632107024,1.0,0.0016722408026755853,1.0,0.0016722408026755853,46.0,0.07692307692307693,2.0,0.0033444816053511705,502.0,0.73046875,0.7450199203187251,0.73767258382643,374.0,37.0,0.07370517928286853,63.0,0.1254980079681275,20.0,0.0398406374501992,2.0,0.00398406374501992,1.0,0.00199203187250996,3.0,0.00597609561752988,175.0,0.9239130434782609,0.9714285714285714,0.947075208913649,170.0,,,2.0,0.011428571428571429,,,,,1.0,0.005714285714285714,2.0,0.011428571428571429,,,0.4369751698984445,0.7681297709923665,0.5407791429985218,0.5246021171094776,0.9522900763358778,0.5246021171094776,61.0,0.6333333333333333,0.6229508196721312,0.628099173553719,38.0,8.0,0.13114754098360656,2.0,0.03278688524590164,1.0,0.01639344262295082,1.0,0.01639344262295082,11.0,0.18032786885245902,504.0,0.8679611650485437,0.8869047619047619,0.8773307163886163,447.0,5.0,0.00992063492063492,,,5.0,0.00992063492063492,10.0,0.01984126984126984,5.0,0.00992063492063492,28.0,0.05555555555555555,1.0,0.001984126984126984,9.0,1.0,0.2222222222222222,0.36363636363636365,2.0,1.0,0.1111111111111111,1.0,0.1111111111111111,1.0,0.1111111111111111,3.0,0.3333333333333333,109.0,0.7123287671232876,0.47706422018348627,0.5714285714285714,52.0,7.0,0.06422018348623854,26.0,0.23853211009174313,,,4.0,0.03669724770642202,1.0,0.009174311926605505,18.0,0.1651376146788991,,,10.0,0.32142857142857145,0.9,0.47368421052631576,9.0,1.0,0.1,10.0,0.0,0.0,0.0,0.0,6.0,0.6,3.0,0.3,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.7536231884057971,0.5777777777777777,0.6540880503144654,52.0,7.0,0.07777777777777778,4.0,0.044444444444444446,2.0,0.022222222222222223,23.0,0.25555555555555554,,,,,149.0,0.803680981595092,0.8791946308724832,0.8397435897435898,131.0,4.0,0.026845637583892617,,,5.0,0.03355704697986577,1.0,0.006711409395973154,8.0,0.053691275167785234,95.0,0.5354330708661418,0.7157894736842105,0.6126126126126126,68.0,8.0,0.08421052631578947,12.0,0.12631578947368421,2.0,0.021052631578947368,,,9.0,0.8571428571428571,0.6666666666666666,0.75,6.0,2.0,0.2222222222222222,,,1.0,0.002849002849002849,,,1.0,0.0009124087591240876,,,3.0,0.0064516129032258064,2.0,0.0033444816053511705,,,1.0,0.00199203187250996,1.0,0.00199203187250996,,,,,,,3.0,0.005952380952380952,,,1.0,0.009174311926605505,1.0,0.011111111111111112,,,,,4.0,0.042105263157894736,1.0,0.010526315789473684,,,,,,,1.0,0.5,1.0,0.011111111111111112,,,1.0,0.1,,,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,,,,
7
+ finetune,6,0.2588828167596384,0.8208492366412213,0.8386981590775432,0.8452790467217718,0.9833015267175572,0.8452790467217718,377.0,0.723943661971831,0.6816976127320955,0.7021857923497268,257.0,37.0,0.09814323607427056,32.0,0.08488063660477453,,,,,7.0,0.01856763925729443,2.0,0.005305039787798408,39.0,0.10344827586206896,1078.0,0.8202247191011236,0.8803339517625232,0.8492170022371365,949.0,22.0,0.02040816326530612,5.0,0.00463821892393321,31.0,0.0287569573283859,3.0,0.0027829313543599257,6.0,0.0055658627087198514,6.0,0.0055658627087198514,16.0,0.014842300556586271,38.0,0.03525046382189239,1.0,0.0009276437847866419,166.0,0.8773006134969326,0.8614457831325302,0.8693009118541033,143.0,,,12.0,0.07228915662650602,,,,,1.0,0.006024096385542169,5.0,0.030120481927710843,1.0,0.006024096385542169,,,4.0,0.024096385542168676,499.0,0.7533632286995515,0.6733466933867736,0.7111111111111111,336.0,39.0,0.0781563126252505,67.0,0.1342685370741483,2.0,0.004008016032064128,,,1.0,0.002004008016032064,7.0,0.014028056112224449,11.0,0.022044088176352707,36.0,0.07214428857715431,,,159.0,0.9363057324840764,0.9245283018867925,0.930379746835443,147.0,,,9.0,0.05660377358490566,1.0,0.006289308176100629,,,2.0,0.012578616352201259,,,,,,,159.0,0.9084967320261438,0.8742138364779874,0.8910256410256411,139.0,2.0,0.012578616352201259,8.0,0.050314465408805034,4.0,0.025157232704402517,,,4.0,0.025157232704402517,,,1.0,0.006289308176100629,1.0,0.006289308176100629,,,61.0,0.9649122807017544,0.9016393442622951,0.9322033898305084,55.0,,,2.0,0.03278688524590164,,,1.0,0.01639344262295082,,,,,3.0,0.04918032786885246,,,,,457.0,0.8422273781902552,0.7943107221006565,0.8175675675675675,363.0,4.0,0.0087527352297593,9.0,0.019693654266958426,12.0,0.0262582056892779,1.0,0.002188183807439825,1.0,0.002188183807439825,62.0,0.13566739606126915,1.0,0.002188183807439825,,,620.0,0.8472440944881889,0.867741935483871,0.8573705179282869,538.0,2.0,0.0032258064516129032,20.0,0.03225806451612903,,,12.0,0.01935483870967742,,,1.0,0.0016129032258064516,42.0,0.06774193548387097,1.0,0.0016129032258064516,480.0,0.7670682730923695,0.7958333333333333,0.7811860940695297,382.0,29.0,0.06041666666666667,44.0,0.09166666666666666,22.0,0.04583333333333333,1.0,0.0020833333333333333,,,1.0,0.0020833333333333333,136.0,0.9428571428571428,0.9705882352941176,0.9565217391304348,132.0,,,,,,,,,1.0,0.007352941176470588,,,,,0.4504854959784118,0.7585877862595419,0.5654449448804858,0.5508788183494597,0.9484732824427481,0.5508788183494597,61.0,0.6818181818181818,0.4918032786885246,0.5714285714285714,30.0,4.0,0.06557377049180328,11.0,0.18032786885245902,,,2.0,0.03278688524590164,14.0,0.22950819672131148,504.0,0.8863636363636364,0.8511904761904762,0.868421052631579,429.0,5.0,0.00992063492063492,11.0,0.021825396825396824,19.0,0.037698412698412696,5.0,0.00992063492063492,3.0,0.005952380952380952,27.0,0.05357142857142857,1.0,0.001984126984126984,9.0,0.08333333333333333,0.1111111111111111,0.09523809523809523,1.0,2.0,0.2222222222222222,2.0,0.2222222222222222,1.0,0.1111111111111111,2.0,0.2222222222222222,109.0,0.5739130434782609,0.6055045871559633,0.5892857142857143,66.0,2.0,0.01834862385321101,18.0,0.1651376146788991,,,5.0,0.045871559633027525,2.0,0.01834862385321101,15.0,0.13761467889908258,,,10.0,0.5,0.9,0.6428571428571429,9.0,1.0,0.1,10.0,0.4444444444444444,0.4,0.42105263157894735,4.0,4.0,0.4,1.0,0.1,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.6896551724137931,0.6666666666666666,0.6779661016949152,60.0,7.0,0.07777777777777778,4.0,0.044444444444444446,1.0,0.011111111111111112,15.0,0.16666666666666666,1.0,0.011111111111111112,,,149.0,0.8493150684931506,0.8322147651006712,0.8406779661016949,124.0,3.0,0.020134228187919462,,,5.0,0.03355704697986577,,,17.0,0.11409395973154363,95.0,0.532258064516129,0.6947368421052632,0.6027397260273972,66.0,5.0,0.05263157894736842,12.0,0.12631578947368421,2.0,0.021052631578947368,,,9.0,0.8571428571428571,0.6666666666666666,0.75,6.0,2.0,0.2222222222222222,,,2.0,0.005305039787798408,1.0,0.002652519893899204,1.0,0.0009276437847866419,,,4.0,0.0087527352297593,2.0,0.0032258064516129032,1.0,0.0020833333333333333,,,,,3.0,0.022058823529411766,,,1.0,0.001984126984126984,2.0,0.003968253968253968,,,1.0,0.009174311926605505,1.0,0.011111111111111112,,,,,9.0,0.09473684210526316,1.0,0.010526315789473684,2.0,0.0032258064516129032,,,,,,,1.0,0.011111111111111112,,,1.0,0.1,,,1.0,0.1111111111111111,1.0,0.1111111111111111,1.0,0.001984126984126984,,,,,,,,
8
+ finetune,7,0.22279048774556703,0.8475667938931297,0.8769218862415843,0.8785843524448186,0.9847328244274809,0.8785843524448186,408.0,0.7506234413965087,0.7377450980392157,0.7441285537700866,301.0,29.0,0.07107843137254902,31.0,0.07598039215686274,,,,,9.0,0.022058823529411766,,,35.0,0.0857843137254902,1090.0,0.8509700176366843,0.8853211009174312,0.8678057553956835,965.0,25.0,0.022935779816513763,1.0,0.0009174311926605505,42.0,0.03853211009174312,5.0,0.0045871559633027525,5.0,0.0045871559633027525,9.0,0.008256880733944955,8.0,0.007339449541284404,29.0,0.026605504587155965,,,125.0,0.9504132231404959,0.92,0.9349593495934959,115.0,,,5.0,0.04,,,,,,,2.0,0.016,1.0,0.008,,,2.0,0.016,526.0,0.7753036437246964,0.7281368821292775,0.7509803921568627,383.0,31.0,0.058935361216730035,58.0,0.11026615969581749,,,1.0,0.0019011406844106464,1.0,0.0019011406844106464,11.0,0.02091254752851711,7.0,0.013307984790874524,34.0,0.06463878326996197,,,142.0,0.950354609929078,0.9436619718309859,0.9469964664310954,134.0,,,6.0,0.04225352112676056,,,,,,,1.0,0.007042253521126761,1.0,0.007042253521126761,,,172.0,0.930635838150289,0.936046511627907,0.9333333333333333,161.0,,,9.0,0.05232558139534884,,,,,1.0,0.005813953488372093,,,,,1.0,0.005813953488372093,,,67.0,0.9705882352941176,0.9850746268656716,0.9777777777777777,66.0,,,,,,,,,,,,,1.0,0.014925373134328358,,,,,440.0,0.8568075117370892,0.8295454545454546,0.8429561200923787,365.0,5.0,0.011363636363636364,5.0,0.011363636363636364,15.0,0.03409090909090909,,,1.0,0.0022727272727272726,47.0,0.10681818181818181,,,2.0,0.004545454545454545,596.0,0.8905723905723906,0.8875838926174496,0.8890756302521008,529.0,5.0,0.008389261744966443,18.0,0.030201342281879196,2.0,0.003355704697986577,8.0,0.013422818791946308,1.0,0.0016778523489932886,1.0,0.0016778523489932886,30.0,0.050335570469798654,1.0,0.0016778523489932886,476.0,0.7930327868852459,0.8130252100840336,0.8029045643153527,387.0,34.0,0.07142857142857142,39.0,0.0819327731092437,15.0,0.031512605042016806,1.0,0.0021008403361344537,,,,,150.0,0.9671052631578947,0.98,0.9735099337748344,147.0,,,,,,,,,,,,,,,0.4850861087000666,0.7490458015267175,0.5621380226919691,0.5412291374947418,0.9494274809160306,0.5412291374947418,61.0,0.6470588235294118,0.5409836065573771,0.5892857142857143,33.0,2.0,0.03278688524590164,7.0,0.11475409836065574,1.0,0.01639344262295082,1.0,0.01639344262295082,17.0,0.2786885245901639,504.0,0.9055793991416309,0.8373015873015873,0.8701030927835052,422.0,6.0,0.011904761904761904,2.0,0.003968253968253968,16.0,0.031746031746031744,3.0,0.005952380952380952,12.0,0.023809523809523808,33.0,0.06547619047619048,1.0,0.001984126984126984,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,1.0,0.1111111111111111,1.0,0.1111111111111111,4.0,0.4444444444444444,109.0,0.58,0.5321100917431193,0.5550239234449761,58.0,5.0,0.045871559633027525,17.0,0.1559633027522936,,,5.0,0.045871559633027525,4.0,0.03669724770642202,18.0,0.1651376146788991,,,10.0,0.6,0.9,0.72,9.0,1.0,0.1,10.0,0.38461538461538464,0.5,0.43478260869565216,5.0,3.0,0.3,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.6629213483146067,0.6555555555555556,0.659217877094972,59.0,3.0,0.03333333333333333,5.0,0.05555555555555555,1.0,0.011111111111111112,18.0,0.2,1.0,0.011111111111111112,,,149.0,0.7590361445783133,0.8456375838926175,0.8,126.0,2.0,0.013422818791946308,,,4.0,0.026845637583892617,,,17.0,0.11409395973154363,95.0,0.4855072463768116,0.7052631578947368,0.575107296137339,67.0,5.0,0.05263157894736842,12.0,0.12631578947368421,1.0,0.010526315789473684,,,9.0,0.8571428571428571,0.6666666666666666,0.75,6.0,1.0,0.1111111111111111,,,3.0,0.007352941176470588,,,1.0,0.0009174311926605505,,,,,1.0,0.0016778523489932886,,,,,,,3.0,0.02,,,3.0,0.005952380952380952,6.0,0.011904761904761904,,,2.0,0.01834862385321101,1.0,0.011111111111111112,1.0,0.011111111111111112,,,9.0,0.09473684210526316,1.0,0.010526315789473684,,,,,,,1.0,0.5,1.0,0.011111111111111112,,,1.0,0.1,1.0,0.1111111111111111,1.0,0.1111111111111111,1.0,0.1111111111111111,,,1.0,0.1,,,,,,
9
+ finetune,8,0.193242165037517,0.8614026717557252,0.8883988960309551,0.8899337740526303,0.9892652671755725,0.8899337740526303,381.0,0.8,0.7979002624671916,0.7989487516425755,304.0,23.0,0.06036745406824147,31.0,0.08136482939632546,,,,,3.0,0.007874015748031496,,,19.0,0.049868766404199474,1077.0,0.8532513181019332,0.9015784586815228,0.8767494356659142,971.0,15.0,0.013927576601671309,2.0,0.0018570102135561746,42.0,0.03899721448467967,1.0,0.0009285051067780873,9.0,0.008356545961002786,4.0,0.003714020427112349,7.0,0.0064995357474466105,25.0,0.02321262766945218,,,122.0,0.9338842975206612,0.9262295081967213,0.9300411522633745,113.0,,,3.0,0.02459016393442623,1.0,0.00819672131147541,,,1.0,0.00819672131147541,2.0,0.01639344262295082,2.0,0.01639344262295082,,,,,525.0,0.7676348547717843,0.7047619047619048,0.7348560079443893,370.0,30.0,0.05714285714285714,73.0,0.13904761904761906,1.0,0.0019047619047619048,2.0,0.0038095238095238095,,,9.0,0.017142857142857144,10.0,0.01904761904761905,30.0,0.05714285714285714,,,165.0,0.9757575757575757,0.9757575757575757,0.9757575757575757,161.0,,,3.0,0.01818181818181818,1.0,0.006060606060606061,,,,,,,,,,,145.0,0.9251700680272109,0.9379310344827586,0.9315068493150684,136.0,,,7.0,0.04827586206896552,1.0,0.006896551724137931,1.0,0.006896551724137931,,,,,,,,,,,69.0,0.9710144927536232,0.9710144927536232,0.9710144927536232,67.0,,,,,,,,,,,1.0,0.014492753623188406,,,,,1.0,0.014492753623188406,445.0,0.8916256157635468,0.8134831460674158,0.8507638072855465,362.0,6.0,0.01348314606741573,7.0,0.015730337078651686,10.0,0.02247191011235955,,,,,58.0,0.1303370786516854,1.0,0.0022471910112359553,,,618.0,0.8785488958990536,0.901294498381877,0.889776357827476,557.0,1.0,0.0016181229773462784,18.0,0.02912621359223301,3.0,0.0048543689320388345,12.0,0.019417475728155338,,,,,24.0,0.038834951456310676,1.0,0.0016181229773462784,476.0,0.8406708595387841,0.842436974789916,0.8415529905561385,401.0,24.0,0.05042016806722689,33.0,0.06932773109243698,15.0,0.031512605042016806,1.0,0.0021008403361344537,1.0,0.0021008403361344537,,,169.0,0.976878612716763,1.0,0.9883040935672515,169.0,,,,,,,,,,,,,,,0.5142019991016457,0.7595419847328244,0.5334529606083802,0.5218299063870799,0.9561068702290076,0.5218299063870799,61.0,0.6140350877192983,0.5737704918032787,0.5932203389830508,35.0,4.0,0.06557377049180328,5.0,0.08196721311475409,,,1.0,0.01639344262295082,16.0,0.26229508196721313,504.0,0.8946280991735537,0.8591269841269841,0.8765182186234818,433.0,8.0,0.015873015873015872,2.0,0.003968253968253968,22.0,0.04365079365079365,2.0,0.003968253968253968,7.0,0.013888888888888888,27.0,0.05357142857142857,1.0,0.001984126984126984,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,1.0,0.1111111111111111,1.0,0.1111111111111111,4.0,0.4444444444444444,109.0,0.5576923076923077,0.5321100917431193,0.5446009389671361,58.0,5.0,0.045871559633027525,19.0,0.1743119266055046,,,4.0,0.03669724770642202,2.0,0.01834862385321101,19.0,0.1743119266055046,,,10.0,0.6,0.9,0.72,9.0,1.0,0.1,10.0,0.25,0.1,0.14285714285714285,1.0,5.0,0.5,1.0,0.1,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.7176470588235294,0.6777777777777778,0.6971428571428572,61.0,5.0,0.05555555555555555,7.0,0.07777777777777778,1.0,0.011111111111111112,15.0,0.16666666666666666,1.0,0.011111111111111112,,,149.0,0.8,0.8322147651006712,0.8157894736842105,124.0,3.0,0.020134228187919462,,,5.0,0.03355704697986577,1.0,0.006711409395973154,16.0,0.10738255033557047,95.0,0.5111111111111111,0.7263157894736842,0.6,69.0,8.0,0.08421052631578947,10.0,0.10526315789473684,1.0,0.010526315789473684,,,9.0,0.8571428571428571,0.6666666666666666,0.75,6.0,1.0,0.1111111111111111,,,,,1.0,0.0026246719160104987,1.0,0.0009285051067780873,,,,,2.0,0.003236245954692557,,,1.0,0.0021008403361344537,,,,,,,,,2.0,0.003968253968253968,,,2.0,0.01834862385321101,,,,,,,6.0,0.06315789473684211,,,,,,,,,1.0,0.5,,,1.0,0.010526315789473684,1.0,0.1,1.0,0.1111111111111111,1.0,0.1111111111111111,1.0,0.1111111111111111,,,1.0,0.1,1.0,0.0022471910112359553,1.0,0.1,,
10
+ finetune,9,0.15583232284091655,0.8854961832061069,0.9107103413008062,0.9115479467889962,0.9930820610687023,0.9115479467889962,377.0,0.8027027027027027,0.7877984084880637,0.7951807228915663,297.0,24.0,0.0636604774535809,23.0,0.0610079575596817,,,,,2.0,0.005305039787798408,,,30.0,0.07957559681697612,1141.0,0.8898377455166524,0.9132340052585451,0.9013840830449827,1042.0,18.0,0.015775635407537247,5.0,0.0043821209465381246,30.0,0.026292725679228746,4.0,0.0035056967572304996,4.0,0.0035056967572304996,5.0,0.0043821209465381246,4.0,0.0035056967572304996,29.0,0.025416301489921123,,,147.0,0.9523809523809523,0.9523809523809523,0.9523809523809523,140.0,,,4.0,0.027210884353741496,1.0,0.006802721088435374,,,,,,,2.0,0.013605442176870748,,,,,550.0,0.8454198473282443,0.8054545454545454,0.8249534450651769,443.0,22.0,0.04,51.0,0.09272727272727273,,,,,,,8.0,0.014545454545454545,2.0,0.0036363636363636364,24.0,0.04363636363636364,,,150.0,0.9666666666666667,0.9666666666666667,0.9666666666666667,145.0,,,4.0,0.02666666666666667,,,1.0,0.006666666666666667,,,,,,,,,165.0,0.9520958083832335,0.9636363636363636,0.9578313253012049,159.0,3.0,0.01818181818181818,2.0,0.012121212121212121,,,,,1.0,0.006060606060606061,,,,,,,,,68.0,1.0,1.0,1.0,68.0,,,,,,,,,,,,,,,,,,,444.0,0.8963133640552995,0.8761261261261262,0.8861047835990888,389.0,2.0,0.0045045045045045045,4.0,0.009009009009009009,6.0,0.013513513513513514,,,1.0,0.0022522522522522522,40.0,0.09009009009009009,1.0,0.0022522522522522522,,,566.0,0.9153439153439153,0.9169611307420494,0.9161518093556928,519.0,2.0,0.0035335689045936395,9.0,0.015901060070671377,1.0,0.0017667844522968198,5.0,0.0088339222614841,1.0,0.0017667844522968198,,,29.0,0.05123674911660778,,,450.0,0.8173913043478261,0.8355555555555556,0.8263736263736263,376.0,26.0,0.057777777777777775,31.0,0.06888888888888889,15.0,0.03333333333333333,1.0,0.0022222222222222222,1.0,0.0022222222222222222,,,134.0,1.0,1.0,1.0,134.0,,,,,,,,,,,,,,,0.5469900316531618,0.7729007633587787,0.5246335154654166,0.5235517294705988,0.9513358778625954,0.5235517294705988,61.0,0.5303030303030303,0.5737704918032787,0.5511811023622047,35.0,6.0,0.09836065573770492,1.0,0.01639344262295082,,,,,19.0,0.3114754098360656,504.0,0.868421052631579,0.9166666666666666,0.8918918918918919,462.0,9.0,0.017857142857142856,1.0,0.001984126984126984,4.0,0.007936507936507936,,,3.0,0.005952380952380952,21.0,0.041666666666666664,1.0,0.001984126984126984,9.0,0.0,0.0,0.0,0.0,4.0,0.4444444444444444,,,2.0,0.2222222222222222,2.0,0.2222222222222222,109.0,0.7313432835820896,0.44954128440366975,0.5568181818181818,49.0,10.0,0.09174311926605505,24.0,0.22018348623853212,,,3.0,0.027522935779816515,3.0,0.027522935779816515,20.0,0.1834862385321101,,,10.0,0.8181818181818182,0.9,0.8571428571428571,9.0,1.0,0.1,10.0,0.0,0.0,0.0,0.0,7.0,0.7,1.0,0.1,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.7361111111111112,0.5888888888888889,0.654320987654321,53.0,8.0,0.08888888888888889,1.0,0.011111111111111112,1.0,0.011111111111111112,22.0,0.24444444444444444,2.0,0.022222222222222223,,,149.0,0.810126582278481,0.8590604026845637,0.8338762214983714,128.0,5.0,0.03355704697986577,,,5.0,0.03355704697986577,,,11.0,0.0738255033557047,95.0,0.5075757575757576,0.7052631578947368,0.5903083700440529,67.0,9.0,0.09473684210526316,13.0,0.1368421052631579,,,,,9.0,0.875,0.7777777777777778,0.8235294117647058,7.0,1.0,0.1111111111111111,,,1.0,0.002652519893899204,,,,,,,1.0,0.0022522522522522522,,,,,,,,,,,,,,,3.0,0.005952380952380952,,,,,2.0,0.022222222222222223,,,,,6.0,0.06315789473684211,,,,,,,,,1.0,0.5,1.0,0.011111111111111112,,,1.0,0.1,,,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,1.0,0.1,,
11
+ finetune,10,0.11496621450006728,0.9153148854961832,0.9341855300140225,0.9363990941088648,0.9949904580152672,0.9363990941088648,364.0,0.8530927835051546,0.9093406593406593,0.8803191489361702,331.0,13.0,0.03571428571428571,9.0,0.024725274725274724,1.0,0.0027472527472527475,,,1.0,0.0027472527472527475,,,8.0,0.02197802197802198,1110.0,0.9005998286203942,0.9468468468468468,0.9231444883618797,1051.0,10.0,0.009009009009009009,1.0,0.0009009009009009009,21.0,0.01891891891891892,2.0,0.0018018018018018018,3.0,0.002702702702702703,1.0,0.0009009009009009009,4.0,0.0036036036036036037,17.0,0.015315315315315315,,,144.0,0.9788732394366197,0.9652777777777778,0.972027972027972,139.0,,,2.0,0.013888888888888888,,,,,,,,,3.0,0.020833333333333332,,,,,514.0,0.8789144050104384,0.8190661478599222,0.8479355488418933,421.0,24.0,0.04669260700389105,46.0,0.08949416342412451,,,,,,,3.0,0.005836575875486381,4.0,0.007782101167315175,16.0,0.0311284046692607,,,190.0,0.984375,0.9947368421052631,0.9895287958115183,189.0,,,1.0,0.005263157894736842,,,,,,,,,,,,,143.0,0.971830985915493,0.965034965034965,0.968421052631579,138.0,,,5.0,0.03496503496503497,,,,,,,,,,,,,,,62.0,1.0,1.0,1.0,62.0,,,,,,,,,,,,,,,,,,,469.0,0.9349775784753364,0.8891257995735607,0.9114754098360656,417.0,3.0,0.006396588486140725,6.0,0.01279317697228145,9.0,0.019189765458422176,,,,,32.0,0.06823027718550106,1.0,0.0021321961620469083,,,596.0,0.9273648648648649,0.9211409395973155,0.9242424242424242,549.0,1.0,0.0016778523489932886,15.0,0.025167785234899327,,,7.0,0.01174496644295302,,,,,24.0,0.040268456375838924,,,446.0,0.9018691588785047,0.8654708520179372,0.8832951945080092,386.0,19.0,0.042600896860986545,28.0,0.06278026905829596,12.0,0.026905829596412557,,,,,,,154.0,1.0,1.0,1.0,154.0,,,,,,,,,,,,,,,0.5166488026849968,0.7709923664122137,0.5482448522654344,0.548177948592516,0.9561068702290076,0.548177948592516,61.0,0.5833333333333334,0.5737704918032787,0.5785123966942148,35.0,3.0,0.04918032786885246,6.0,0.09836065573770492,,,2.0,0.03278688524590164,15.0,0.2459016393442623,504.0,0.8845401174168297,0.8968253968253969,0.8906403940886699,452.0,11.0,0.021825396825396824,3.0,0.005952380952380952,9.0,0.017857142857142856,2.0,0.003968253968253968,3.0,0.005952380952380952,19.0,0.037698412698412696,1.0,0.001984126984126984,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,1.0,0.1111111111111111,3.0,0.3333333333333333,2.0,0.2222222222222222,109.0,0.627906976744186,0.4954128440366973,0.5538461538461539,54.0,4.0,0.03669724770642202,24.0,0.22018348623853212,,,5.0,0.045871559633027525,3.0,0.027522935779816515,19.0,0.1743119266055046,,,10.0,0.6923076923076923,0.9,0.782608695652174,9.0,1.0,0.1,10.0,0.6666666666666666,0.2,0.3076923076923077,2.0,6.0,0.6,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.6521739130434783,0.6666666666666666,0.6593406593406593,60.0,6.0,0.06666666666666667,3.0,0.03333333333333333,1.0,0.011111111111111112,17.0,0.18888888888888888,1.0,0.011111111111111112,,,149.0,0.831081081081081,0.825503355704698,0.8282828282828283,123.0,3.0,0.020134228187919462,,,5.0,0.03355704697986577,,,18.0,0.12080536912751678,95.0,0.5365853658536586,0.6947368421052632,0.6055045871559633,66.0,8.0,0.08421052631578947,12.0,0.12631578947368421,1.0,0.010526315789473684,,,9.0,0.875,0.7777777777777778,0.8235294117647058,7.0,1.0,0.1111111111111111,,,1.0,0.0027472527472527475,,,,,,,1.0,0.0021321961620469083,,,1.0,0.002242152466367713,,,,,,,,,,,4.0,0.007936507936507936,,,,,1.0,0.011111111111111112,,,,,8.0,0.08421052631578947,,,,,,,,,1.0,0.5,1.0,0.011111111111111112,,,1.0,0.1,,,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,1.0,0.1,,
12
+ finetune,11,0.09667388828493409,0.9210400763358778,0.9419227140274063,0.9423795007908692,0.9968988549618321,0.9423795007908692,368.0,0.8870523415977961,0.875,0.8809849521203831,322.0,13.0,0.035326086956521736,16.0,0.043478260869565216,,,,,1.0,0.002717391304347826,,,15.0,0.04076086956521739,1073.0,0.9172727272727272,0.940354147250699,0.9286700414173953,1009.0,8.0,0.007455731593662628,,,25.0,0.023299161230195712,1.0,0.0009319664492078285,2.0,0.001863932898415657,6.0,0.005591798695246971,5.0,0.004659832246039142,17.0,0.015843429636533086,,,142.0,0.9929577464788732,0.9929577464788732,0.9929577464788732,141.0,,,1.0,0.007042253521126761,,,,,,,,,,,,,,,531.0,0.8700787401574803,0.832391713747646,0.8508180943214629,442.0,17.0,0.032015065913371,43.0,0.08097928436911488,1.0,0.0018832391713747645,1.0,0.0018832391713747645,,,2.0,0.003766478342749529,5.0,0.009416195856873822,20.0,0.03766478342749529,,,145.0,0.9862068965517241,0.9862068965517241,0.9862068965517241,143.0,,,2.0,0.013793103448275862,,,,,,,,,,,,,180.0,0.9835164835164835,0.9944444444444445,0.988950276243094,179.0,,,1.0,0.005555555555555556,,,,,,,,,,,,,,,79.0,0.9875,1.0,0.9937106918238994,79.0,,,,,,,,,,,,,,,,,,,425.0,0.9223300970873787,0.8941176470588236,0.9080047789725209,380.0,3.0,0.007058823529411765,4.0,0.009411764705882352,8.0,0.018823529411764704,,,,,30.0,0.07058823529411765,,,,,601.0,0.9320066334991708,0.9351081530782029,0.9335548172757475,562.0,,,8.0,0.013311148086522463,,,6.0,0.009983361064891847,,,1.0,0.0016638935108153079,23.0,0.03826955074875208,1.0,0.0016638935108153079,492.0,0.8942115768463074,0.9105691056910569,0.9023162134944612,448.0,13.0,0.026422764227642278,19.0,0.03861788617886179,11.0,0.022357723577235773,,,,,1.0,0.0020325203252032522,156.0,1.0,1.0,1.0,156.0,,,,,,,,,,,,,,,0.5344446721986178,0.773854961832061,0.5493026642962063,0.5518263665786365,0.9570610687022901,0.5518263665786365,61.0,0.5737704918032787,0.5737704918032787,0.5737704918032787,35.0,4.0,0.06557377049180328,8.0,0.13114754098360656,,,2.0,0.03278688524590164,12.0,0.19672131147540983,504.0,0.8864970645792564,0.8988095238095238,0.8926108374384236,453.0,12.0,0.023809523809523808,1.0,0.001984126984126984,13.0,0.025793650793650792,1.0,0.001984126984126984,3.0,0.005952380952380952,16.0,0.031746031746031744,1.0,0.001984126984126984,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,,,4.0,0.4444444444444444,1.0,0.1111111111111111,109.0,0.5849056603773585,0.5688073394495413,0.5767441860465117,62.0,4.0,0.03669724770642202,19.0,0.1743119266055046,,,5.0,0.045871559633027525,2.0,0.01834862385321101,17.0,0.1559633027522936,,,10.0,0.6923076923076923,0.9,0.782608695652174,9.0,1.0,0.1,10.0,1.0,0.2,0.3333333333333333,2.0,6.0,0.6,,,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.6555555555555556,0.6555555555555556,0.6555555555555556,59.0,6.0,0.06666666666666667,4.0,0.044444444444444446,1.0,0.011111111111111112,17.0,0.18888888888888888,1.0,0.011111111111111112,,,149.0,0.8424657534246576,0.825503355704698,0.8338983050847457,123.0,4.0,0.026845637583892617,,,6.0,0.040268456375838924,,,16.0,0.10738255033557047,95.0,0.5596330275229358,0.6421052631578947,0.5980392156862745,61.0,7.0,0.07368421052631578,13.0,0.1368421052631579,2.0,0.021052631578947368,,,9.0,0.875,0.7777777777777778,0.8235294117647058,7.0,1.0,0.1111111111111111,,,1.0,0.002717391304347826,,,,,,,,,,,,,,,,,,,,,,,4.0,0.007936507936507936,,,,,1.0,0.011111111111111112,,,,,12.0,0.12631578947368421,,,,,,,,,,,1.0,0.011111111111111112,,,1.0,0.1,,,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,1.0,0.1,1.0,0.1111111111111111
13
+ finetune,12,0.09826788271441325,0.9217557251908397,0.9412652932349588,0.9442588960583723,0.9949904580152672,0.9442588960583723,381.0,0.9159891598915989,0.8871391076115486,0.9013333333333333,338.0,11.0,0.028871391076115485,20.0,0.05249343832020997,,,,,2.0,0.005249343832020997,,,10.0,0.026246719160104987,1098.0,0.9112478031634447,0.9444444444444444,0.9275491949910555,1037.0,7.0,0.006375227686703097,,,29.0,0.026411657559198543,,,1.0,0.0009107468123861566,,,8.0,0.007285974499089253,16.0,0.014571948998178506,,,131.0,0.9923076923076923,0.9847328244274809,0.9885057471264368,129.0,,,,,1.0,0.007633587786259542,,,,,1.0,0.007633587786259542,,,,,,,515.0,0.8482490272373541,0.8466019417475729,0.847424684159378,436.0,15.0,0.02912621359223301,39.0,0.07572815533980583,,,,,,,2.0,0.003883495145631068,5.0,0.009708737864077669,18.0,0.03495145631067961,,,171.0,0.9940828402366864,0.9824561403508771,0.9882352941176471,168.0,,,3.0,0.017543859649122806,,,,,,,,,,,,,130.0,0.9846153846153847,0.9846153846153847,0.9846153846153847,128.0,,,2.0,0.015384615384615385,,,,,,,,,,,,,,,78.0,1.0,1.0,1.0,78.0,,,,,,,,,,,,,,,,,,,449.0,0.9454976303317536,0.888641425389755,0.9161882893226176,399.0,1.0,0.0022271714922048997,6.0,0.013363028953229399,10.0,0.022271714922048998,1.0,0.0022271714922048997,,,32.0,0.07126948775055679,,,,,608.0,0.9263502454991817,0.930921052631579,0.9286300246103364,566.0,,,15.0,0.024671052631578948,1.0,0.001644736842105263,5.0,0.008223684210526315,1.0,0.001644736842105263,,,18.0,0.029605263157894735,2.0,0.003289473684210526,481.0,0.9043659043659044,0.9043659043659044,0.9043659043659044,435.0,8.0,0.016632016632016633,25.0,0.05197505197505198,13.0,0.02702702702702703,,,,,,,150.0,1.0,1.0,1.0,150.0,,,,,,,,,,,,,,,0.5723772537592401,0.7624045801526718,0.5252174041370835,0.511039529918069,0.9570610687022901,0.511039529918069,61.0,0.5423728813559322,0.5245901639344263,0.5333333333333333,32.0,4.0,0.06557377049180328,5.0,0.08196721311475409,,,1.0,0.01639344262295082,19.0,0.3114754098360656,504.0,0.8818897637795275,0.8888888888888888,0.8853754940711462,448.0,9.0,0.017857142857142856,1.0,0.001984126984126984,9.0,0.017857142857142856,2.0,0.003968253968253968,3.0,0.005952380952380952,27.0,0.05357142857142857,1.0,0.001984126984126984,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,,,3.0,0.3333333333333333,2.0,0.2222222222222222,109.0,0.6585365853658537,0.4954128440366973,0.5654450261780105,54.0,7.0,0.06422018348623854,22.0,0.2018348623853211,,,5.0,0.045871559633027525,2.0,0.01834862385321101,19.0,0.1743119266055046,,,10.0,0.6428571428571429,0.9,0.75,9.0,1.0,0.1,10.0,0.0,0.0,0.0,0.0,7.0,0.7,1.0,0.1,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.6521739130434783,0.6666666666666666,0.6593406593406593,60.0,6.0,0.06666666666666667,2.0,0.022222222222222223,1.0,0.011111111111111112,18.0,0.2,1.0,0.011111111111111112,,,149.0,0.8299319727891157,0.8187919463087249,0.8243243243243243,122.0,5.0,0.03355704697986577,,,3.0,0.020134228187919462,,,19.0,0.12751677852348994,95.0,0.49264705882352944,0.7052631578947368,0.5800865800865801,67.0,8.0,0.08421052631578947,11.0,0.11578947368421053,1.0,0.010526315789473684,,,9.0,0.875,0.7777777777777778,0.8235294117647058,7.0,1.0,0.1111111111111111,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0,0.007936507936507936,,,,,1.0,0.011111111111111112,,,,,8.0,0.08421052631578947,,,,,,,,,1.0,0.5,1.0,0.011111111111111112,,,1.0,0.1,,,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,1.0,0.1,1.0,0.1111111111111111
14
+ finetune,13,0.0902537101960904,0.9320133587786259,0.9482418684390415,0.9504413416434655,0.9966603053435115,0.9504413416434655,352.0,0.9202279202279202,0.9176136363636364,0.918918918918919,323.0,9.0,0.02556818181818182,10.0,0.028409090909090908,,,,,2.0,0.005681818181818182,,,8.0,0.022727272727272728,1079.0,0.921832884097035,0.9508804448563485,0.9361313868613139,1026.0,10.0,0.009267840593141797,1.0,0.0009267840593141798,17.0,0.015755329008341055,2.0,0.0018535681186283596,1.0,0.0009267840593141798,1.0,0.0009267840593141798,3.0,0.0027803521779425394,18.0,0.016682113067655237,,,136.0,0.9924242424242424,0.9632352941176471,0.9776119402985075,131.0,,,3.0,0.022058823529411766,,,,,,,,,1.0,0.007352941176470588,,,1.0,0.007352941176470588,509.0,0.9054621848739496,0.8467583497053045,0.8751269035532995,431.0,7.0,0.0137524557956778,43.0,0.08447937131630648,,,,,,,5.0,0.009823182711198428,2.0,0.003929273084479371,21.0,0.0412573673870334,,,174.0,0.9886363636363636,1.0,0.9942857142857143,174.0,,,,,,,,,,,,,,,,,158.0,0.9872611464968153,0.9810126582278481,0.9841269841269841,155.0,1.0,0.006329113924050633,2.0,0.012658227848101266,,,,,,,,,,,,,,,64.0,1.0,1.0,1.0,64.0,,,,,,,,,,,,,,,,,,,480.0,0.9429824561403509,0.8958333333333334,0.9188034188034188,430.0,,,2.0,0.004166666666666667,8.0,0.016666666666666666,,,,,40.0,0.08333333333333333,,,,,601.0,0.9252032520325203,0.9467554076539102,0.9358552631578947,569.0,1.0,0.0016638935108153079,9.0,0.014975041597337771,,,4.0,0.0066555740432612314,1.0,0.0016638935108153079,,,17.0,0.028286189683860232,,,490.0,0.9063745019920318,0.9285714285714286,0.9173387096774194,455.0,9.0,0.018367346938775512,19.0,0.03877551020408163,6.0,0.012244897959183673,,,1.0,0.0020408163265306124,,,149.0,0.9933333333333333,1.0,0.9966555183946488,149.0,,,,,,,,,,,,,,,0.5537564649232415,0.7719465648854962,0.5430577310514982,0.5351642448334,0.9551526717557252,0.5351642448334,61.0,0.59375,0.6229508196721312,0.608,38.0,4.0,0.06557377049180328,6.0,0.09836065573770492,,,2.0,0.03278688524590164,11.0,0.18032786885245902,504.0,0.8823529411764706,0.8928571428571429,0.8875739644970414,450.0,10.0,0.01984126984126984,1.0,0.001984126984126984,7.0,0.013888888888888888,2.0,0.003968253968253968,5.0,0.00992063492063492,23.0,0.04563492063492063,1.0,0.001984126984126984,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,,,3.0,0.3333333333333333,2.0,0.2222222222222222,109.0,0.625,0.5045871559633027,0.5583756345177665,55.0,4.0,0.03669724770642202,23.0,0.21100917431192662,,,5.0,0.045871559633027525,2.0,0.01834862385321101,19.0,0.1743119266055046,,,10.0,0.6428571428571429,0.9,0.75,9.0,1.0,0.1,10.0,0.5,0.1,0.16666666666666666,1.0,6.0,0.6,1.0,0.1,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.6666666666666666,0.6666666666666666,0.6666666666666666,60.0,6.0,0.06666666666666667,4.0,0.044444444444444446,1.0,0.011111111111111112,17.0,0.18888888888888888,1.0,0.011111111111111112,,,149.0,0.8289473684210527,0.8456375838926175,0.8372093023255814,126.0,3.0,0.020134228187919462,,,5.0,0.03355704697986577,,,15.0,0.10067114093959731,95.0,0.5294117647058824,0.6631578947368421,0.5887850467289719,63.0,9.0,0.09473684210526316,12.0,0.12631578947368421,1.0,0.010526315789473684,,,9.0,0.875,0.7777777777777778,0.8235294117647058,7.0,1.0,0.1111111111111111,,,,,,,,,,,,,,,,,,,,,,,,,,,5.0,0.00992063492063492,,,1.0,0.009174311926605505,1.0,0.011111111111111112,,,,,10.0,0.10526315789473684,,,,,,,,,,,,,,,1.0,0.1,,,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,1.0,0.1,1.0,0.1111111111111111
15
+ finetune,14,0.07900138716631912,0.9370229007633588,0.9517701479723537,0.9532512169299967,0.9988072519083969,0.9532512169299967,402.0,0.8951219512195122,0.9129353233830846,0.9039408866995073,367.0,11.0,0.02736318407960199,17.0,0.04228855721393035,,,,,3.0,0.007462686567164179,,,4.0,0.009950248756218905,1110.0,0.9324561403508772,0.9576576576576576,0.9448888888888889,1063.0,8.0,0.007207207207207207,1.0,0.0009009009009009009,19.0,0.017117117117117116,,,1.0,0.0009009009009009009,2.0,0.0018018018018018018,4.0,0.0036036036036036037,12.0,0.010810810810810811,,,136.0,0.9852941176470589,0.9852941176470589,0.9852941176470589,134.0,,,2.0,0.014705882352941176,,,,,,,,,,,,,,,519.0,0.8856015779092702,0.8651252408477842,0.8752436647173489,449.0,18.0,0.03468208092485549,33.0,0.06358381502890173,,,,,1.0,0.0019267822736030828,5.0,0.009633911368015413,2.0,0.0038535645472061657,11.0,0.02119460500963391,,,166.0,1.0,0.9939759036144579,0.9969788519637462,165.0,,,1.0,0.006024096385542169,,,,,,,,,,,,,163.0,0.9877300613496932,0.9877300613496932,0.9877300613496932,161.0,,,1.0,0.006134969325153374,,,,,,,,,,,1.0,0.006134969325153374,,,76.0,1.0,0.9868421052631579,0.9933774834437086,75.0,,,,,,,,,,,,,1.0,0.013157894736842105,,,,,464.0,0.9416846652267818,0.9396551724137931,0.9406688241639698,436.0,1.0,0.0021551724137931034,4.0,0.008620689655172414,3.0,0.00646551724137931,,,,,18.0,0.03879310344827586,,,1.0,0.0021551724137931034,570.0,0.955595026642984,0.9438596491228071,0.9496910856134158,538.0,,,8.0,0.014035087719298246,,,7.0,0.012280701754385965,,,,,16.0,0.028070175438596492,,,444.0,0.9342723004694836,0.8963963963963963,0.9149425287356322,398.0,16.0,0.036036036036036036,17.0,0.038288288288288286,12.0,0.02702702702702703,,,1.0,0.0022522522522522522,,,142.0,0.9861111111111112,1.0,0.993006993006993,142.0,,,,,,,,,,,,,,,0.5900478827947473,0.7748091603053435,0.5326804776845987,0.5169996024647188,0.9599236641221374,0.5169996024647188,61.0,0.5569620253164557,0.7213114754098361,0.6285714285714286,44.0,1.0,0.01639344262295082,4.0,0.06557377049180328,,,1.0,0.01639344262295082,11.0,0.18032786885245902,504.0,0.8908730158730159,0.8908730158730159,0.8908730158730159,449.0,15.0,0.02976190476190476,1.0,0.001984126984126984,11.0,0.021825396825396824,2.0,0.003968253968253968,3.0,0.005952380952380952,19.0,0.037698412698412696,,,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,,,3.0,0.3333333333333333,2.0,0.2222222222222222,109.0,0.6395348837209303,0.5045871559633027,0.5641025641025641,55.0,7.0,0.06422018348623854,20.0,0.1834862385321101,,,5.0,0.045871559633027525,2.0,0.01834862385321101,19.0,0.1743119266055046,,,10.0,0.5625,0.9,0.6923076923076923,9.0,1.0,0.1,10.0,0.0,0.0,0.0,0.0,7.0,0.7,2.0,0.2,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.6777777777777778,0.6777777777777778,0.6777777777777778,61.0,6.0,0.06666666666666667,2.0,0.022222222222222223,1.0,0.011111111111111112,18.0,0.2,1.0,0.011111111111111112,,,149.0,0.8289473684210527,0.8456375838926175,0.8372093023255814,126.0,3.0,0.020134228187919462,,,4.0,0.026845637583892617,,,16.0,0.10738255033557047,95.0,0.5486725663716814,0.6526315789473685,0.5961538461538461,62.0,10.0,0.10526315789473684,12.0,0.12631578947368421,2.0,0.021052631578947368,,,9.0,1.0,0.6666666666666666,0.8,6.0,1.0,0.1111111111111111,,,,,,,,,,,1.0,0.0021551724137931034,1.0,0.0017543859649122807,,,,,,,,,,,,,4.0,0.007936507936507936,,,1.0,0.009174311926605505,1.0,0.011111111111111112,,,,,9.0,0.09473684210526316,,,,,,,,,,,,,,,1.0,0.1,1.0,0.1111111111111111,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,,,1.0,0.1111111111111111
16
+ finetune,15,0.08750873710841083,0.9348759541984732,0.9536384926659957,0.9532124111023287,0.9968988549618321,0.9532124111023287,404.0,0.9144254278728606,0.9257425742574258,0.9200492004920049,374.0,4.0,0.009900990099009901,17.0,0.04207920792079208,,,,,,,1.0,0.0024752475247524753,8.0,0.019801980198019802,1122.0,0.9324561403508772,0.9474153297682709,0.9398762157382847,1063.0,4.0,0.0035650623885918,1.0,0.00089126559714795,27.0,0.02406417112299465,3.0,0.00267379679144385,2.0,0.0017825311942959,1.0,0.00089126559714795,3.0,0.00267379679144385,18.0,0.016042780748663103,,,140.0,0.9790209790209791,1.0,0.9893992932862191,140.0,,,,,,,,,,,,,,,,,,,522.0,0.8842315369261478,0.8486590038314177,0.8660801564027371,443.0,16.0,0.03065134099616858,37.0,0.07088122605363985,1.0,0.0019157088122605363,,,,,2.0,0.0038314176245210726,5.0,0.009578544061302681,18.0,0.034482758620689655,,,170.0,0.9825581395348837,0.9941176470588236,0.9883040935672515,169.0,,,1.0,0.0058823529411764705,,,,,,,,,,,,,143.0,0.9861111111111112,0.993006993006993,0.9895470383275261,142.0,,,1.0,0.006993006993006993,,,,,,,,,,,,,,,69.0,1.0,1.0,1.0,69.0,,,,,,,,,,,,,,,,,,,479.0,0.9633620689655172,0.9331941544885177,0.9480381760339343,447.0,,,4.0,0.008350730688935281,4.0,0.008350730688935281,,,,,24.0,0.05010438413361169,,,,,556.0,0.9411764705882353,0.9496402877697842,0.945389435989257,528.0,,,10.0,0.017985611510791366,,,3.0,0.00539568345323741,,,,,14.0,0.025179856115107913,1.0,0.0017985611510791368,443.0,0.899103139013453,0.9051918735891648,0.9021372328458943,401.0,15.0,0.033860045146726865,20.0,0.045146726862302484,7.0,0.01580135440180587,,,,,,,144.0,1.0,0.9930555555555556,0.9965156794425087,143.0,,,,,,,,,,,,,,,0.5809971587839075,0.7795801526717557,0.5309040519403819,0.5196610943310364,0.9570610687022901,0.5196610943310364,61.0,0.6060606060606061,0.6557377049180327,0.6299212598425197,40.0,4.0,0.06557377049180328,6.0,0.09836065573770492,,,,,11.0,0.18032786885245902,504.0,0.88671875,0.9007936507936508,0.8937007874015748,454.0,11.0,0.021825396825396824,1.0,0.001984126984126984,8.0,0.015873015873015872,2.0,0.003968253968253968,3.0,0.005952380952380952,21.0,0.041666666666666664,,,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,,,3.0,0.3333333333333333,2.0,0.2222222222222222,109.0,0.6344086021505376,0.5412844036697247,0.5841584158415841,59.0,4.0,0.03669724770642202,20.0,0.1834862385321101,,,5.0,0.045871559633027525,2.0,0.01834862385321101,19.0,0.1743119266055046,,,10.0,0.5625,0.9,0.6923076923076923,9.0,1.0,0.1,10.0,0.0,0.0,0.0,0.0,7.0,0.7,2.0,0.2,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.6976744186046512,0.6666666666666666,0.6818181818181818,60.0,6.0,0.06666666666666667,3.0,0.03333333333333333,1.0,0.011111111111111112,18.0,0.2,1.0,0.011111111111111112,,,149.0,0.8289473684210527,0.8456375838926175,0.8372093023255814,126.0,3.0,0.020134228187919462,,,6.0,0.040268456375838924,,,14.0,0.09395973154362416,95.0,0.5431034482758621,0.6631578947368421,0.5971563981042654,63.0,8.0,0.08421052631578947,12.0,0.12631578947368421,2.0,0.021052631578947368,,,9.0,1.0,0.6666666666666666,0.8,6.0,1.0,0.1111111111111111,,,,,,,,,,,,,,,,,,,,,1.0,0.006944444444444444,,,,,4.0,0.007936507936507936,,,,,1.0,0.011111111111111112,,,,,10.0,0.10526315789473684,,,,,,,,,,,,,,,1.0,0.1,1.0,0.1111111111111111,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,,,1.0,0.1111111111111111
17
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18
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+ }
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+ }
report_backbone_convnext_base_nometa_concat_focal_s05_clean/run_report.md ADDED
@@ -0,0 +1,160 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # MILK10k Run Report
2
+
3
+ ## Config Summary
4
+
5
+ - fold: None
6
+ - output_dir: /marimo/report_runs_machine1_backbones/report_backbone_convnext_base_nometa_concat_focal_s05_clean
7
+ - backbone: convnext_base
8
+ - metadata_fusion: concat
9
+ - image_fusion: concat
10
+ - loss: focal
11
+ - class_weight: False
12
+ - weighted_sampler: True
13
+ - balance_mode: none
14
+ - balance_head_ratio: 2.0
15
+ - balance_tail_floor: 100
16
+ - balance_min_source_count: 20
17
+ - augmented_data_dir: None
18
+ - dermoscopic_mask_dir: None
19
+ - min_dermoscopic_mask_ratio: 0.01
20
+ - augmented_classes: []
21
+ - augmented_max_per_class: 0
22
+ - freeze_metadata_head: False
23
+ - zero_augmented_metadata: False
24
+
25
+ ## Final Metrics
26
+
27
+ - accuracy: 0.773854961832061
28
+ - balanced_accuracy: 0.5493026642962063
29
+ - dice_macro: 0.5518263665786365
30
+ - f1_macro: 0.5518263665786365
31
+ - roc_auc_macro_ovr: 0.937392654586159
32
+ - top2_accuracy: 0.9112595419847328
33
+ - top3_accuracy: 0.9570610687022901
34
+
35
+ ## Data Distribution
36
+
37
+ ### Train
38
+
39
+ - rows: 4192
40
+ - real_rows: 4192
41
+ - synthetic_rows: 0
42
+ - ignore_metadata_rows: 0
43
+
44
+ | class | count | synthetic |
45
+ |---|---:|---:|
46
+ | AKIEC | 242 | 0 |
47
+ | BCC | 2018 | 0 |
48
+ | BEN_OTH | 35 | 0 |
49
+ | BKL | 435 | 0 |
50
+ | DF | 42 | 0 |
51
+ | INF | 40 | 0 |
52
+ | MAL_OTH | 7 | 0 |
53
+ | MEL | 360 | 0 |
54
+ | NV | 597 | 0 |
55
+ | SCCKA | 378 | 0 |
56
+ | VASC | 38 | 0 |
57
+
58
+ ### Validation
59
+
60
+ - rows: 1048
61
+ - real_rows: 1048
62
+ - synthetic_rows: 0
63
+ - ignore_metadata_rows: 0
64
+
65
+ | class | count | synthetic |
66
+ |---|---:|---:|
67
+ | AKIEC | 61 | 0 |
68
+ | BCC | 504 | 0 |
69
+ | BEN_OTH | 9 | 0 |
70
+ | BKL | 109 | 0 |
71
+ | DF | 10 | 0 |
72
+ | INF | 10 | 0 |
73
+ | MAL_OTH | 2 | 0 |
74
+ | MEL | 90 | 0 |
75
+ | NV | 149 | 0 |
76
+ | SCCKA | 95 | 0 |
77
+ | VASC | 9 | 0 |
78
+
79
+ ## Per-Class Metrics
80
+
81
+ | class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr |
82
+ | --- | --- | --- | --- | --- | --- | --- |
83
+ | AKIEC | 61 | 0.57377 | 0.57377 | 0.973658 | 0.57377 | 0.95851 |
84
+ | BCC | 504 | 0.886497 | 0.89881 | 0.893382 | 0.892611 | 0.961915 |
85
+ | BEN_OTH | 9 | 0 | 0 | 0.999038 | 0 | 0.898193 |
86
+ | BKL | 109 | 0.584906 | 0.568807 | 0.953142 | 0.576744 | 0.896132 |
87
+ | DF | 10 | 0.692308 | 0.9 | 0.996146 | 0.782609 | 0.99711 |
88
+ | INF | 10 | 1 | 0.2 | 1 | 0.333333 | 0.957418 |
89
+ | MAL_OTH | 2 | 0 | 0 | 0.999044 | 0 | 0.800191 |
90
+ | MEL | 90 | 0.655556 | 0.655556 | 0.967641 | 0.655556 | 0.937404 |
91
+ | NV | 149 | 0.842466 | 0.825503 | 0.974416 | 0.833898 | 0.977813 |
92
+ | SCCKA | 95 | 0.559633 | 0.642105 | 0.949633 | 0.598039 | 0.944706 |
93
+ | VASC | 9 | 0.875 | 0.777778 | 0.999038 | 0.823529 | 0.981927 |
94
+
95
+ ## Weak Classes
96
+
97
+ | class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr |
98
+ | --- | --- | --- | --- | --- | --- | --- |
99
+ | MAL_OTH | 2 | 0 | 0 | 0.999044 | 0 | 0.800191 |
100
+ | BEN_OTH | 9 | 0 | 0 | 0.999038 | 0 | 0.898193 |
101
+ | INF | 10 | 1 | 0.2 | 1 | 0.333333 | 0.957418 |
102
+ | AKIEC | 61 | 0.57377 | 0.57377 | 0.973658 | 0.57377 | 0.95851 |
103
+ | BKL | 109 | 0.584906 | 0.568807 | 0.953142 | 0.576744 | 0.896132 |
104
+
105
+ ## Prediction Distribution
106
+
107
+ | class | pred_count | mean_prob |
108
+ |---|---:|---:|
109
+ | AKIEC | 61 | 0.0591 |
110
+ | BCC | 511 | 0.4490 |
111
+ | BEN_OTH | 1 | 0.0054 |
112
+ | BKL | 106 | 0.1213 |
113
+ | DF | 13 | 0.0122 |
114
+ | INF | 2 | 0.0047 |
115
+ | MAL_OTH | 1 | 0.0011 |
116
+ | MEL | 90 | 0.0960 |
117
+ | NV | 146 | 0.1391 |
118
+ | SCCKA | 109 | 0.1053 |
119
+ | VASC | 8 | 0.0068 |
120
+
121
+ - mean_confidence: 0.8422402143478394
122
+ - median_confidence: 0.9031976461410522
123
+ - mean_top1_top2_gap: 0.7268039584159851
124
+ - mean_entropy: 0.45363593101501465
125
+ - low_confidence_rows: 54
126
+
127
+ ## Top Confusion Pairs
128
+
129
+ | true | predicted | count | rate_of_true |
130
+ |---|---|---:|---:|
131
+ | BKL | BCC | 19 | 0.174 |
132
+ | BKL | SCCKA | 17 | 0.156 |
133
+ | MEL | NV | 17 | 0.189 |
134
+ | BCC | SCCKA | 16 | 0.032 |
135
+ | NV | MEL | 16 | 0.107 |
136
+ | BCC | BKL | 13 | 0.026 |
137
+ | SCCKA | BCC | 13 | 0.137 |
138
+ | AKIEC | SCCKA | 12 | 0.197 |
139
+ | BCC | AKIEC | 12 | 0.024 |
140
+ | SCCKA | BKL | 12 | 0.126 |
141
+ | AKIEC | BKL | 8 | 0.131 |
142
+ | SCCKA | AKIEC | 7 | 0.074 |
143
+
144
+ ## Watched Confusion Patterns
145
+
146
+ | true | predicted | count | rate_of_true |
147
+ |---|---|---:|---:|
148
+ | BKL | SCCKA | 17 | 0.156 |
149
+ | BCC | SCCKA | 16 | 0.032 |
150
+ | BCC | BKL | 13 | 0.026 |
151
+ | AKIEC | SCCKA | 12 | 0.197 |
152
+ | BCC | AKIEC | 12 | 0.024 |
153
+ | SCCKA | BKL | 12 | 0.126 |
154
+ | SCCKA | AKIEC | 7 | 0.074 |
155
+ | INF | BCC | 6 | 0.600 |
156
+
157
+ ## Warnings
158
+
159
+ - [high] bcc_boundary_drift: BCC -> AKIEC/BKL/SCCKA count is 41.
160
+ - [medium] tiny_validation_support: MAL_OTH validation support is only 2.
report_backbone_convnext_base_nometa_concat_focal_s05_clean/split_summary.md ADDED
@@ -0,0 +1,66 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Split Summary
2
+
3
+ ## Full
4
+
5
+ - rows: 5240
6
+ - real_rows: 5240
7
+ - synthetic_rows: 0
8
+ - ignore_metadata_rows: 0
9
+
10
+ | class | count | synthetic |
11
+ |---|---:|---:|
12
+ | AKIEC | 303 | 0 |
13
+ | BCC | 2522 | 0 |
14
+ | BEN_OTH | 44 | 0 |
15
+ | BKL | 544 | 0 |
16
+ | DF | 52 | 0 |
17
+ | INF | 50 | 0 |
18
+ | MAL_OTH | 9 | 0 |
19
+ | MEL | 450 | 0 |
20
+ | NV | 746 | 0 |
21
+ | SCCKA | 473 | 0 |
22
+ | VASC | 47 | 0 |
23
+
24
+ ## Train
25
+
26
+ - rows: 4192
27
+ - real_rows: 4192
28
+ - synthetic_rows: 0
29
+ - ignore_metadata_rows: 0
30
+
31
+ | class | count | synthetic |
32
+ |---|---:|---:|
33
+ | AKIEC | 242 | 0 |
34
+ | BCC | 2018 | 0 |
35
+ | BEN_OTH | 35 | 0 |
36
+ | BKL | 435 | 0 |
37
+ | DF | 42 | 0 |
38
+ | INF | 40 | 0 |
39
+ | MAL_OTH | 7 | 0 |
40
+ | MEL | 360 | 0 |
41
+ | NV | 597 | 0 |
42
+ | SCCKA | 378 | 0 |
43
+ | VASC | 38 | 0 |
44
+
45
+ ## Val
46
+
47
+ - rows: 1048
48
+ - real_rows: 1048
49
+ - synthetic_rows: 0
50
+ - ignore_metadata_rows: 0
51
+
52
+ | class | count | synthetic |
53
+ |---|---:|---:|
54
+ | AKIEC | 61 | 0 |
55
+ | BCC | 504 | 0 |
56
+ | BEN_OTH | 9 | 0 |
57
+ | BKL | 109 | 0 |
58
+ | DF | 10 | 0 |
59
+ | INF | 10 | 0 |
60
+ | MAL_OTH | 2 | 0 |
61
+ | MEL | 90 | 0 |
62
+ | NV | 149 | 0 |
63
+ | SCCKA | 95 | 0 |
64
+ | VASC | 9 | 0 |
65
+
66
+ - synthetic_train_only: False
report_backbone_convnext_base_nometa_concat_focal_s05_clean/splits/train.csv ADDED
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report_backbone_convnext_base_nometa_concat_focal_s05_clean/splits/val.csv ADDED
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1
+ {
2
+ "false_negatives_by_true_class": {
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+ "AKIEC": [
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+ {
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+ "true": "AKIEC",
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+ "predicted": "SCCKA",
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+ "count": 8,
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+ "rate_of_true": 0.13114754098360656
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+ {
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+ "true": "AKIEC",
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+ "predicted": "BCC",
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+ "count": 6,
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+ "rate_of_true": 0.09836065573770492
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+ {
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+ "true": "AKIEC",
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+ "predicted": "BKL",
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+ "count": 2,
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+ "rate_of_true": 0.03278688524590164
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+ {
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+ "true": "AKIEC",
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+ "predicted": "MEL",
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+ "count": 2,
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+ "rate_of_true": 0.03278688524590164
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+ },
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+ {
29
+ "true": "AKIEC",
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+ "predicted": "INF",
31
+ "count": 1,
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+ "rate_of_true": 0.01639344262295082
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+ }
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+ ],
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+ "BCC": [
36
+ {
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+ "true": "BCC",
38
+ "predicted": "AKIEC",
39
+ "count": 30,
40
+ "rate_of_true": 0.05952380952380952
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+ },
42
+ {
43
+ "true": "BCC",
44
+ "predicted": "SCCKA",
45
+ "count": 20,
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+ "rate_of_true": 0.03968253968253968
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+ },
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+ {
49
+ "true": "BCC",
50
+ "predicted": "BKL",
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+ "count": 14,
52
+ "rate_of_true": 0.027777777777777776
53
+ },
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+ {
55
+ "true": "BCC",
56
+ "predicted": "MEL",
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+ "count": 7,
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+ "rate_of_true": 0.013888888888888888
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+ },
60
+ {
61
+ "true": "BCC",
62
+ "predicted": "DF",
63
+ "count": 3,
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+ "rate_of_true": 0.005952380952380952
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+ },
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+ {
67
+ "true": "BCC",
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+ "predicted": "NV",
69
+ "count": 2,
70
+ "rate_of_true": 0.003968253968253968
71
+ },
72
+ {
73
+ "true": "BCC",
74
+ "predicted": "BEN_OTH",
75
+ "count": 1,
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+ "rate_of_true": 0.001984126984126984
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79
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85
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+ "predicted": "VASC",
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+ "count": 1,
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+ "rate_of_true": 0.001984126984126984
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+ ],
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+ "BEN_OTH": [
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+ {
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+ "true": "BEN_OTH",
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+ "predicted": "BCC",
95
+ "count": 2,
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+ "rate_of_true": 0.2222222222222222
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+ "predicted": "BKL",
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+ "rate_of_true": 0.1111111111111111
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+ {
111
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113
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+ {
117
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+ "predicted": "NV",
119
+ "count": 1,
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+ "rate_of_true": 0.1111111111111111
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+ }
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+ ],
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+ "BKL": [
124
+ {
125
+ "true": "BKL",
126
+ "predicted": "BCC",
127
+ "count": 22,
128
+ "rate_of_true": 0.2018348623853211
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+ {
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+ "predicted": "SCCKA",
133
+ "count": 12,
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+ "rate_of_true": 0.11009174311926606
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+ },
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+ {
137
+ "true": "BKL",
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+ "predicted": "AKIEC",
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+ "count": 10,
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+ "rate_of_true": 0.09174311926605505
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+ },
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+ {
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+ "true": "BKL",
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+ "count": 6,
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+ "rate_of_true": 0.05504587155963303
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+ },
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+ {
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+ "true": "BKL",
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+ "predicted": "NV",
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+ "count": 4,
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+ "rate_of_true": 0.03669724770642202
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+ },
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+ {
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+ "true": "BKL",
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+ "predicted": "DF",
157
+ "count": 1,
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+ "rate_of_true": 0.009174311926605505
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+ },
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+ {
161
+ "true": "BKL",
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+ "predicted": "INF",
163
+ "count": 1,
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+ "rate_of_true": 0.009174311926605505
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+ }
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+ ],
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+ "DF": [
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170
+ "predicted": "BCC",
171
+ "count": 1,
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+ "rate_of_true": 0.1
173
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176
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177
+ "count": 1,
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+ "rate_of_true": 0.1
179
+ },
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+ {
181
+ "true": "DF",
182
+ "predicted": "MEL",
183
+ "count": 1,
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+ "rate_of_true": 0.1
185
+ },
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+ {
187
+ "true": "DF",
188
+ "predicted": "NV",
189
+ "count": 1,
190
+ "rate_of_true": 0.1
191
+ }
192
+ ],
193
+ "INF": [
194
+ {
195
+ "true": "INF",
196
+ "predicted": "BCC",
197
+ "count": 3,
198
+ "rate_of_true": 0.3
199
+ },
200
+ {
201
+ "true": "INF",
202
+ "predicted": "AKIEC",
203
+ "count": 1,
204
+ "rate_of_true": 0.1
205
+ },
206
+ {
207
+ "true": "INF",
208
+ "predicted": "BEN_OTH",
209
+ "count": 1,
210
+ "rate_of_true": 0.1
211
+ },
212
+ {
213
+ "true": "INF",
214
+ "predicted": "DF",
215
+ "count": 1,
216
+ "rate_of_true": 0.1
217
+ }
218
+ ],
219
+ "MAL_OTH": [
220
+ {
221
+ "true": "MAL_OTH",
222
+ "predicted": "BCC",
223
+ "count": 1,
224
+ "rate_of_true": 0.5
225
+ },
226
+ {
227
+ "true": "MAL_OTH",
228
+ "predicted": "MEL",
229
+ "count": 1,
230
+ "rate_of_true": 0.5
231
+ }
232
+ ],
233
+ "MEL": [
234
+ {
235
+ "true": "MEL",
236
+ "predicted": "NV",
237
+ "count": 20,
238
+ "rate_of_true": 0.2222222222222222
239
+ },
240
+ {
241
+ "true": "MEL",
242
+ "predicted": "BCC",
243
+ "count": 6,
244
+ "rate_of_true": 0.06666666666666667
245
+ },
246
+ {
247
+ "true": "MEL",
248
+ "predicted": "BKL",
249
+ "count": 3,
250
+ "rate_of_true": 0.03333333333333333
251
+ },
252
+ {
253
+ "true": "MEL",
254
+ "predicted": "VASC",
255
+ "count": 2,
256
+ "rate_of_true": 0.022222222222222223
257
+ },
258
+ {
259
+ "true": "MEL",
260
+ "predicted": "AKIEC",
261
+ "count": 1,
262
+ "rate_of_true": 0.011111111111111112
263
+ },
264
+ {
265
+ "true": "MEL",
266
+ "predicted": "INF",
267
+ "count": 1,
268
+ "rate_of_true": 0.011111111111111112
269
+ },
270
+ {
271
+ "true": "MEL",
272
+ "predicted": "SCCKA",
273
+ "count": 1,
274
+ "rate_of_true": 0.011111111111111112
275
+ }
276
+ ],
277
+ "NV": [
278
+ {
279
+ "true": "NV",
280
+ "predicted": "MEL",
281
+ "count": 13,
282
+ "rate_of_true": 0.087248322147651
283
+ },
284
+ {
285
+ "true": "NV",
286
+ "predicted": "BCC",
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+ "count": 3,
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+ "rate_of_true": 0.020134228187919462
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+ },
290
+ {
291
+ "true": "NV",
292
+ "predicted": "BKL",
293
+ "count": 3,
294
+ "rate_of_true": 0.020134228187919462
295
+ },
296
+ {
297
+ "true": "NV",
298
+ "predicted": "VASC",
299
+ "count": 2,
300
+ "rate_of_true": 0.013422818791946308
301
+ },
302
+ {
303
+ "true": "NV",
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+ "predicted": "BEN_OTH",
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+ "count": 1,
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+ "rate_of_true": 0.006711409395973154
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+ },
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+ {
309
+ "true": "NV",
310
+ "predicted": "DF",
311
+ "count": 1,
312
+ "rate_of_true": 0.006711409395973154
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+ }
314
+ ],
315
+ "SCCKA": [
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+ {
317
+ "true": "SCCKA",
318
+ "predicted": "AKIEC",
319
+ "count": 13,
320
+ "rate_of_true": 0.1368421052631579
321
+ },
322
+ {
323
+ "true": "SCCKA",
324
+ "predicted": "BCC",
325
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report_backbone_effb2_nometa_concat_focal_s05_clean/history.csv ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ phase,epoch,train_loss,train_accuracy,train_balanced_accuracy,train_f1_macro,train_top3_accuracy,train_dice_macro,train_support_AKIEC,train_precision_AKIEC,train_recall_AKIEC,train_f1_AKIEC,train_correct_AKIEC,train_conf_AKIEC_to_BCC_count,train_conf_AKIEC_to_BCC_rate,train_conf_AKIEC_to_BEN_OTH_count,train_conf_AKIEC_to_BEN_OTH_rate,train_conf_AKIEC_to_BKL_count,train_conf_AKIEC_to_BKL_rate,train_conf_AKIEC_to_DF_count,train_conf_AKIEC_to_DF_rate,train_conf_AKIEC_to_INF_count,train_conf_AKIEC_to_INF_rate,train_conf_AKIEC_to_MEL_count,train_conf_AKIEC_to_MEL_rate,train_conf_AKIEC_to_NV_count,train_conf_AKIEC_to_NV_rate,train_conf_AKIEC_to_SCCKA_count,train_conf_AKIEC_to_SCCKA_rate,train_conf_AKIEC_to_VASC_count,train_conf_AKIEC_to_VASC_rate,train_support_BCC,train_precision_BCC,train_recall_BCC,train_f1_BCC,train_correct_BCC,train_conf_BCC_to_AKIEC_count,train_conf_BCC_to_AKIEC_rate,train_conf_BCC_to_BEN_OTH_count,train_conf_BCC_to_BEN_OTH_rate,train_conf_BCC_to_BKL_count,train_conf_BCC_to_BKL_rate,train_conf_BCC_to_DF_count,train_conf_BCC_to_DF_rate,train_conf_BCC_to_INF_count,train_conf_BCC_to_INF_rate,train_conf_BCC_to_MEL_count,train_conf_BCC_to_MEL_rate,train_conf_BCC_to_NV_count,train_conf_BCC_to_NV_rate,train_conf_BCC_to_SCCKA_count,train_conf_BCC_to_SCCKA_rate,train_conf_BCC_to_VASC_count,train_conf_BCC_to_VASC_rate,train_support_BEN_OTH,train_precision_BEN_OTH,train_recall_BEN_OTH,train_f1_BEN_OTH,train_correct_BEN_OTH,train_conf_BEN_OTH_to_AKIEC_count,train_conf_BEN_OTH_to_AKIEC_rate,train_conf_BEN_OTH_to_BCC_count,train_conf_BEN_OTH_to_BCC_rate,train_conf_BEN_OTH_to_BKL_count,train_conf_BEN_OTH_to_BKL_rate,train_conf_BEN_OTH_to_DF_count,train_conf_BEN_OTH_to_DF_rate,train_conf_BEN_OTH_to_INF_count,train_conf_BEN_OTH_to_INF_rate,train_conf_BEN_OTH_to_MEL_count,train_conf_BEN_OTH_to_MEL_rate,train_conf_BEN_OTH_to_NV_count,train_conf_BEN_OTH_to_NV_rate,train_conf_BEN_OTH_to_SCCKA_count,train_conf_BEN_OTH_to_SCCKA_rate,train_conf_BEN_OTH_to_VASC_count,train_conf_BEN_OTH_to_VASC_rate,train_support_BKL,train_precision_BKL,train_recall_BKL,train_f1_BKL,train_correct_BKL,train_conf_BKL_to_AKIEC_count,train_conf_BKL_to_AKIEC_rate,train_conf_BKL_to_BCC_count,train_conf_BKL_to_BCC_rate,train_conf_BKL_to_BEN_OTH_count,train_conf_BKL_to_BEN_OTH_rate,train_conf_BKL_to_DF_count,train_conf_BKL_to_DF_rate,train_conf_BKL_to_INF_count,train_conf_BKL_to_INF_rate,train_conf_BKL_to_MEL_count,train_conf_BKL_to_MEL_rate,train_conf_BKL_to_NV_count,train_conf_BKL_to_NV_rate,train_conf_BKL_to_SCCKA_count,train_conf_BKL_to_SCCKA_rate,train_conf_BKL_to_VASC_count,train_conf_BKL_to_VASC_rate,train_support_DF,train_precision_DF,train_recall_DF,train_f1_DF,train_correct_DF,train_conf_DF_to_AKIEC_count,train_conf_DF_to_AKIEC_rate,train_conf_DF_to_BCC_count,train_conf_DF_to_BCC_rate,train_conf_DF_to_BKL_count,train_conf_DF_to_BKL_rate,train_conf_DF_to_INF_count,train_conf_DF_to_INF_rate,train_conf_DF_to_MEL_count,train_conf_DF_to_MEL_rate,train_conf_DF_to_NV_count,train_conf_DF_to_NV_rate,train_conf_DF_to_SCCKA_count,train_conf_DF_to_SCCKA_rate,train_conf_DF_to_VASC_count,train_conf_DF_to_VASC_rate,train_support_INF,train_precision_INF,train_recall_INF,train_f1_INF,train_correct_INF,train_conf_INF_to_AKIEC_count,train_conf_INF_to_AKIEC_rate,train_conf_INF_to_BCC_count,train_conf_INF_to_BCC_rate,train_conf_INF_to_BKL_count,train_conf_INF_to_BKL_rate,train_conf_INF_to_DF_count,train_conf_INF_to_DF_rate,train_conf_INF_to_MEL_count,train_conf_INF_to_MEL_rate,train_conf_INF_to_NV_count,train_conf_INF_to_NV_rate,train_conf_INF_to_SCCKA_count,train_conf_INF_to_SCCKA_rate,train_conf_INF_to_VASC_count,train_conf_INF_to_VASC_rate,train_support_MAL_OTH,train_precision_MAL_OTH,train_recall_MAL_OTH,train_f1_MAL_OTH,train_correct_MAL_OTH,train_conf_MAL_OTH_to_AKIEC_count,train_conf_MAL_OTH_to_AKIEC_rate,train_conf_MAL_OTH_to_BCC_count,train_conf_MAL_OTH_to_BCC_rate,train_conf_MAL_OTH_to_BKL_count,train_conf_MAL_OTH_to_BKL_rate,train_conf_MAL_OTH_to_MEL_count,train_conf_MAL_OTH_to_MEL_rate,train_conf_MAL_OTH_to_NV_count,train_conf_MAL_OTH_to_NV_rate,train_conf_MAL_OTH_to_SCCKA_count,train_conf_MAL_OTH_to_SCCKA_rate,train_conf_MAL_OTH_to_VASC_count,train_conf_MAL_OTH_to_VASC_rate,train_support_MEL,train_precision_MEL,train_recall_MEL,train_f1_MEL,train_correct_MEL,train_conf_MEL_to_AKIEC_count,train_conf_MEL_to_AKIEC_rate,train_conf_MEL_to_BCC_count,train_conf_MEL_to_BCC_rate,train_conf_MEL_to_BEN_OTH_count,train_conf_MEL_to_BEN_OTH_rate,train_conf_MEL_to_BKL_count,train_conf_MEL_to_BKL_rate,train_conf_MEL_to_DF_count,train_conf_MEL_to_DF_rate,train_conf_MEL_to_INF_count,train_conf_MEL_to_INF_rate,train_conf_MEL_to_NV_count,train_conf_MEL_to_NV_rate,train_conf_MEL_to_SCCKA_count,train_conf_MEL_to_SCCKA_rate,train_conf_MEL_to_VASC_count,train_conf_MEL_to_VASC_rate,train_support_NV,train_precision_NV,train_recall_NV,train_f1_NV,train_correct_NV,train_conf_NV_to_AKIEC_count,train_conf_NV_to_AKIEC_rate,train_conf_NV_to_BCC_count,train_conf_NV_to_BCC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val_conf_SCCKA_to_BCC_rate,val_conf_SCCKA_to_DF_count,val_conf_SCCKA_to_DF_rate,val_conf_SCCKA_to_MEL_count,val_conf_SCCKA_to_MEL_rate,val_conf_SCCKA_to_NV_count,val_conf_SCCKA_to_NV_rate,val_support_VASC,val_precision_VASC,val_recall_VASC,val_f1_VASC,val_correct_VASC,val_conf_VASC_to_BCC_count,val_conf_VASC_to_BCC_rate,train_conf_BKL_to_MAL_OTH_count,train_conf_BKL_to_MAL_OTH_rate,train_conf_INF_to_BEN_OTH_count,train_conf_INF_to_BEN_OTH_rate,train_conf_NV_to_DF_count,train_conf_NV_to_DF_rate,train_conf_SCCKA_to_BEN_OTH_count,train_conf_SCCKA_to_BEN_OTH_rate,train_conf_VASC_to_DF_count,train_conf_VASC_to_DF_rate,train_conf_VASC_to_SCCKA_count,train_conf_VASC_to_SCCKA_rate,val_conf_AKIEC_to_INF_count,val_conf_AKIEC_to_INF_rate,val_conf_BEN_OTH_to_BKL_count,val_conf_BEN_OTH_to_BKL_rate,val_conf_BKL_to_BEN_OTH_count,val_conf_BKL_to_BEN_OTH_rate,val_conf_DF_to_BKL_count,val_conf_DF_to_BKL_rate,val_conf_DF_to_INF_count,val_conf_DF_to_INF_rate,val_conf_NV_to_BKL_count,val_conf_NV_to_BKL_rate,val_conf_SCCKA_to_BKL_count,val_conf_SCCKA_to_BKL_rate,val_conf_SCCKA_to_INF_count,val_conf_SCCKA_to_INF_rate,train_conf_AKIEC_to_MAL_OTH_count,train_conf_AKIEC_to_MAL_OTH_rate,train_conf_BCC_to_MAL_OTH_count,train_conf_BCC_to_MAL_OTH_rate,train_conf_DF_to_BEN_OTH_count,train_conf_DF_to_BEN_OTH_rate,train_conf_NV_to_MAL_OTH_count,train_conf_NV_to_MAL_OTH_rate,val_conf_INF_to_BEN_OTH_count,val_conf_INF_to_BEN_OTH_rate,val_conf_INF_to_MEL_count,val_conf_INF_to_MEL_rate,val_conf_MEL_to_DF_count,val_conf_MEL_to_DF_rate,val_conf_VASC_to_SCCKA_count,val_conf_VASC_to_SCCKA_rate,train_conf_MEL_to_MAL_OTH_count,train_conf_MEL_to_MAL_OTH_rate,val_conf_AKIEC_to_MAL_OTH_count,val_conf_AKIEC_to_MAL_OTH_rate,val_conf_BCC_to_MAL_OTH_count,val_conf_BCC_to_MAL_OTH_rate,val_conf_BKL_to_MAL_OTH_count,val_conf_BKL_to_MAL_OTH_rate,val_conf_VASC_to_MEL_count,val_conf_VASC_to_MEL_rate,val_conf_BEN_OTH_to_INF_count,val_conf_BEN_OTH_to_INF_rate,val_conf_BEN_OTH_to_SCCKA_count,val_conf_BEN_OTH_to_SCCKA_rate,val_conf_DF_to_SCCKA_count,val_conf_DF_to_SCCKA_rate,val_conf_MAL_OTH_to_INF_count,val_conf_MAL_OTH_to_INF_rate,train_conf_VASC_to_MAL_OTH_count,train_conf_VASC_to_MAL_OTH_rate,val_conf_BKL_to_VASC_count,val_conf_BKL_to_VASC_rate,val_conf_DF_to_AKIEC_count,val_conf_DF_to_AKIEC_rate,val_conf_NV_to_INF_count,val_conf_NV_to_INF_rate,val_conf_DF_to_BEN_OTH_count,val_conf_DF_to_BEN_OTH_rate,val_conf_MEL_to_BEN_OTH_count,val_conf_MEL_to_BEN_OTH_rate,val_conf_DF_to_MEL_count,val_conf_DF_to_MEL_rate,val_conf_INF_to_SCCKA_count,val_conf_INF_to_SCCKA_rate,train_conf_BEN_OTH_to_MAL_OTH_count,train_conf_BEN_OTH_to_MAL_OTH_rate
2
+ freeze,1,0.9762756662684997,0.5186068702290076,0.39343795625922356,0.40121774094504975,0.8122614503816794,0.40121774094504975,400.0,0.29491525423728815,0.2175,0.2503597122302158,87.0,140.0,0.35,1.0,0.0025,53.0,0.1325,1.0,0.0025,5.0,0.0125,16.0,0.04,15.0,0.0375,81.0,0.2025,1.0,0.0025,1129.0,0.5686900958466453,0.7883082373782108,0.6607275426874536,890.0,51.0,0.045172719220549155,2.0,0.001771479185119575,52.0,0.046058458813108945,4.0,0.00354295837023915,2.0,0.001771479185119575,15.0,0.013286093888396812,30.0,0.026572187776793623,81.0,0.07174490699734277,2.0,0.001771479185119575,136.0,0.0,0.0,0.0,0.0,12.0,0.08823529411764706,35.0,0.25735294117647056,21.0,0.15441176470588236,6.0,0.04411764705882353,9.0,0.0661764705882353,17.0,0.125,23.0,0.16911764705882354,3.0,0.022058823529411766,10.0,0.07352941176470588,500.0,0.34536082474226804,0.268,0.30180180180180183,134.0,50.0,0.1,146.0,0.292,1.0,0.002,4.0,0.008,1.0,0.002,52.0,0.104,56.0,0.112,55.0,0.11,1.0,0.002,150.0,0.6868686868686869,0.4533333333333333,0.5461847389558233,68.0,2.0,0.013333333333333334,34.0,0.22666666666666666,8.0,0.05333333333333334,7.0,0.04666666666666667,11.0,0.07333333333333333,15.0,0.1,4.0,0.02666666666666667,1.0,0.006666666666666667,166.0,0.4461538461538462,0.1746987951807229,0.2510822510822511,29.0,13.0,0.0783132530120482,65.0,0.39156626506024095,17.0,0.10240963855421686,8.0,0.04819277108433735,11.0,0.06626506024096386,13.0,0.0783132530120482,8.0,0.04819277108433735,2.0,0.012048192771084338,59.0,1.0,0.01694915254237288,0.03333333333333333,1.0,6.0,0.1016949152542373,15.0,0.2542372881355932,5.0,0.0847457627118644,11.0,0.1864406779661017,15.0,0.2542372881355932,4.0,0.06779661016949153,2.0,0.03389830508474576,450.0,0.5021739130434782,0.5133333333333333,0.5076923076923077,231.0,16.0,0.035555555555555556,44.0,0.09777777777777778,1.0,0.0022222222222222222,34.0,0.07555555555555556,4.0,0.008888888888888889,1.0,0.0022222222222222222,104.0,0.2311111111111111,9.0,0.02,6.0,0.013333333333333334,590.0,0.5854700854700855,0.6966101694915254,0.6362229102167183,411.0,3.0,0.005084745762711864,41.0,0.06949152542372881,5.0,0.00847457627118644,31.0,0.05254237288135593,4.0,0.006779661016949152,83.0,0.14067796610169492,11.0,0.01864406779661017,1.0,0.001694915254237288,469.0,0.459915611814346,0.464818763326226,0.4623541887592789,218.0,54.0,0.11513859275053305,139.0,0.29637526652452023,32.0,0.06823027718550106,4.0,0.008528784648187633,3.0,0.006396588486140725,8.0,0.017057569296375266,10.0,0.021321961620469083,1.0,0.0021321961620469083,143.0,0.7954545454545454,0.7342657342657343,0.7636363636363637,105.0,1.0,0.006993006993006993,16.0,0.11188811188811189,1.0,0.006993006993006993,1.0,0.006993006993006993,4.0,0.027972027972027972,5.0,0.03496503496503497,10.0,0.06993006993006994,0.6370219488180321,0.6479007633587787,0.49490137087349884,0.4282346132174664,0.8969465648854962,0.4282346132174664,61.0,0.29347826086956524,0.4426229508196721,0.35294117647058826,27.0,6.0,0.09836065573770492,2.0,0.03278688524590164,1.0,0.01639344262295082,5.0,0.08196721311475409,1.0,0.01639344262295082,18.0,0.29508196721311475,1.0,0.01639344262295082,504.0,0.8711943793911007,0.7380952380952381,0.799140708915145,372.0,32.0,0.06349206349206349,2.0,0.003968253968253968,2.0,0.003968253968253968,8.0,0.015873015873015872,2.0,0.003968253968253968,15.0,0.02976190476190476,15.0,0.02976190476190476,54.0,0.10714285714285714,2.0,0.003968253968253968,9.0,0.25,0.1111111111111111,0.15384615384615385,1.0,1.0,0.1111111111111111,3.0,0.3333333333333333,3.0,0.3333333333333333,1.0,0.1111111111111111,109.0,0.7916666666666666,0.1743119266055046,0.2857142857142857,19.0,17.0,0.1559633027522936,21.0,0.1926605504587156,2.0,0.01834862385321101,2.0,0.01834862385321101,17.0,0.1559633027522936,12.0,0.11009174311926606,19.0,0.1743119266055046,10.0,0.2692307692307692,0.7,0.3888888888888889,7.0,2.0,0.2,1.0,0.1,10.0,0.375,0.3,0.3333333333333333,3.0,2.0,0.2,2.0,0.2,2.0,0.2,1.0,0.1,2.0,0.0,0.0,0.0,0.0,1.0,0.5,1.0,0.5,90.0,0.46788990825688076,0.5666666666666667,0.5125628140703518,51.0,1.0,0.011111111111111112,7.0,0.07777777777777778,1.0,0.011111111111111112,1.0,0.011111111111111112,25.0,0.2777777777777778,1.0,0.011111111111111112,3.0,0.03333333333333333,149.0,0.6956521739130435,0.8590604026845637,0.7687687687687688,128.0,1.0,0.006711409395973154,2.0,0.013422818791946308,1.0,0.006711409395973154,1.0,0.006711409395973154,12.0,0.08053691275167785,2.0,0.013422818791946308,2.0,0.013422818791946308,95.0,0.4012738853503185,0.6631578947368421,0.5,63.0,11.0,0.11578947368421053,10.0,0.10526315789473684,5.0,0.05263157894736842,5.0,0.05263157894736842,1.0,0.010526315789473684,9.0,0.47058823529411764,0.8888888888888888,0.6153846153846154,8.0,1.0,0.1111111111111111,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
3
+ freeze,2,0.7518969876620606,0.5877862595419847,0.484648863944341,0.49999215790475426,0.8802480916030534,0.49999215790475426,398.0,0.4084084084084084,0.3417085427135678,0.37209302325581395,136.0,104.0,0.2613065326633166,2.0,0.005025125628140704,55.0,0.13819095477386933,1.0,0.002512562814070352,3.0,0.007537688442211055,15.0,0.03768844221105527,4.0,0.010050251256281407,77.0,0.1934673366834171,1.0,0.002512562814070352,1133.0,0.6148555708390646,0.7890556045895851,0.6911480479319675,894.0,55.0,0.04854368932038835,4.0,0.00353045013239188,50.0,0.0441306266548985,12.0,0.01059135039717564,16.0,0.01412180052956752,12.0,0.01059135039717564,18.0,0.01588702559576346,70.0,0.0617828773168579,2.0,0.00176522506619594,127.0,0.35,0.11023622047244094,0.16766467065868262,14.0,12.0,0.09448818897637795,33.0,0.25984251968503935,22.0,0.1732283464566929,2.0,0.015748031496062992,7.0,0.05511811023622047,5.0,0.03937007874015748,17.0,0.13385826771653545,8.0,0.06299212598425197,7.0,0.05511811023622047,505.0,0.4463840399002494,0.35445544554455444,0.39514348785871967,179.0,52.0,0.10297029702970296,135.0,0.26732673267326734,3.0,0.005940594059405941,2.0,0.0039603960396039604,4.0,0.007920792079207921,29.0,0.05742574257425743,41.0,0.08118811881188119,58.0,0.11485148514851486,1.0,0.0019801980198019802,150.0,0.7099236641221374,0.62,0.6619217081850534,93.0,2.0,0.013333333333333334,31.0,0.20666666666666667,2.0,0.013333333333333334,14.0,0.09333333333333334,,,6.0,0.04,2.0,0.013333333333333334,,,155.0,0.4793388429752066,0.3741935483870968,0.42028985507246375,58.0,8.0,0.05161290322580645,54.0,0.34838709677419355,6.0,0.03870967741935484,14.0,0.09032258064516129,7.0,0.04516129032258064,3.0,0.01935483870967742,3.0,0.01935483870967742,1.0,0.0064516129032258064,56.0,0.8,0.07142857142857142,0.13114754098360656,4.0,1.0,0.017857142857142856,22.0,0.39285714285714285,5.0,0.08928571428571429,4.0,0.07142857142857142,14.0,0.25,,,6.0,0.10714285714285714,456.0,0.6436781609195402,0.6140350877192983,0.6285072951739619,280.0,10.0,0.021929824561403508,24.0,0.05263157894736842,5.0,0.010964912280701754,22.0,0.04824561403508772,1.0,0.0021929824561403508,3.0,0.006578947368421052,99.0,0.21710526315789475,7.0,0.015350877192982455,5.0,0.010964912280701754,575.0,0.6724683544303798,0.7391304347826086,0.704225352112676,425.0,3.0,0.0052173913043478265,28.0,0.04869565217391304,6.0,0.010434782608695653,24.0,0.04173913043478261,5.0,0.008695652173913044,74.0,0.12869565217391304,5.0,0.008695652173913044,3.0,0.0052173913043478265,488.0,0.5352112676056338,0.5450819672131147,0.5401015228426396,266.0,54.0,0.11065573770491803,116.0,0.23770491803278687,36.0,0.07377049180327869,2.0,0.004098360655737705,4.0,0.00819672131147541,6.0,0.012295081967213115,1.0,0.0020491803278688526,2.0,0.004098360655737705,149.0,0.8041958041958042,0.7718120805369127,0.7876712328767124,115.0,,,13.0,0.087248322147651,4.0,0.026845637583892617,,,7.0,0.04697986577181208,3.0,0.020134228187919462,4.0,0.026845637583892617,0.5727874136721814,0.6555343511450382,0.4969649676381072,0.45416055650153664,0.9026717557251909,0.45416055650153664,61.0,0.2764227642276423,0.5573770491803278,0.3695652173913043,34.0,8.0,0.13114754098360656,10.0,0.16393442622950818,,,2.0,0.03278688524590164,,,4.0,0.06557377049180328,2.0,0.03278688524590164,504.0,0.8689655172413793,0.75,0.805111821086262,378.0,42.0,0.08333333333333333,2.0,0.003968253968253968,41.0,0.08134920634920635,1.0,0.001984126984126984,5.0,0.00992063492063492,13.0,0.025793650793650792,2.0,0.003968253968253968,14.0,0.027777777777777776,6.0,0.011904761904761904,9.0,0.2857142857142857,0.2222222222222222,0.25,2.0,,,3.0,0.3333333333333333,1.0,0.1111111111111111,1.0,0.1111111111111111,109.0,0.4032258064516129,0.45871559633027525,0.4291845493562232,50.0,15.0,0.13761467889908258,19.0,0.1743119266055046,,,2.0,0.01834862385321101,7.0,0.06422018348623854,9.0,0.08256880733944955,6.0,0.05504587155963303,10.0,0.7142857142857143,0.5,0.5882352941176471,5.0,2.0,0.2,1.0,0.1,10.0,0.2,0.3,0.24,3.0,1.0,0.1,4.0,0.4,1.0,0.1,1.0,0.1,2.0,0.0,0.0,0.0,0.0,1.0,0.5,1.0,0.5,90.0,0.5272727272727272,0.6444444444444445,0.58,58.0,3.0,0.03333333333333333,6.0,0.06666666666666667,1.0,0.011111111111111112,1.0,0.011111111111111112,15.0,0.16666666666666666,2.0,0.022222222222222223,4.0,0.044444444444444446,149.0,0.7985611510791367,0.7449664429530202,0.7708333333333334,111.0,,,2.0,0.013422818791946308,2.0,0.013422818791946308,,,28.0,0.18791946308724833,,,3.0,0.020134228187919462,95.0,0.59375,0.4,0.4779874213836478,38.0,28.0,0.29473684210526313,11.0,0.11578947368421053,,,,,,,9.0,0.3333333333333333,0.8888888888888888,0.48484848484848486,8.0,1.0,0.1111111111111111,1.0,0.0019801980198019802,1.0,0.0064516129032258064,2.0,0.0034782608695652175,1.0,0.0020491803278688526,2.0,0.013422818791946308,1.0,0.006711409395973154,1.0,0.01639344262295082,2.0,0.2222222222222222,1.0,0.009174311926605505,1.0,0.1,1.0,0.1,3.0,0.020134228187919462,16.0,0.16842105263157894,2.0,0.021052631578947368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
4
+ 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5
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6
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7
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8
+ finetune,7,0.4247726499536679,0.7220896946564885,0.7457221443492695,0.7588487883608948,0.9482347328244275,0.7588487883608948,408.0,0.633423180592992,0.5759803921568627,0.6033376123234917,235.0,69.0,0.16911764705882354,2.0,0.004901960784313725,35.0,0.0857843137254902,4.0,0.00980392156862745,3.0,0.007352941176470588,10.0,0.024509803921568627,2.0,0.004901960784313725,48.0,0.11764705882352941,,,1090.0,0.725,0.8247706422018348,0.7716738197424893,899.0,38.0,0.03486238532110092,4.0,0.003669724770642202,50.0,0.045871559633027525,3.0,0.0027522935779816515,12.0,0.011009174311926606,11.0,0.010091743119266056,20.0,0.01834862385321101,53.0,0.04862385321100918,,,125.0,0.8504672897196262,0.728,0.7844827586206896,91.0,,,9.0,0.072,7.0,0.056,1.0,0.008,2.0,0.016,3.0,0.024,8.0,0.064,2.0,0.016,2.0,0.016,526.0,0.6183035714285714,0.526615969581749,0.5687885010266941,277.0,48.0,0.09125475285171103,103.0,0.1958174904942966,2.0,0.0038022813688212928,1.0,0.0019011406844106464,1.0,0.0019011406844106464,27.0,0.051330798479087454,26.0,0.049429657794676805,41.0,0.0779467680608365,,,142.0,0.8439716312056738,0.8380281690140845,0.8409893992932862,119.0,1.0,0.007042253521126761,9.0,0.06338028169014084,2.0,0.014084507042253521,3.0,0.02112676056338028,1.0,0.007042253521126761,1.0,0.007042253521126761,4.0,0.028169014084507043,2.0,0.014084507042253521,172.0,0.8164556962025317,0.75,0.7818181818181819,129.0,3.0,0.01744186046511628,26.0,0.1511627906976744,2.0,0.011627906976744186,3.0,0.01744186046511628,2.0,0.011627906976744186,4.0,0.023255813953488372,3.0,0.01744186046511628,,,67.0,0.9672131147540983,0.8805970149253731,0.921875,59.0,,,2.0,0.029850746268656716,,,2.0,0.029850746268656716,4.0,0.05970149253731343,,,,,440.0,0.6932084309133489,0.6727272727272727,0.6828143021914648,296.0,9.0,0.020454545454545454,16.0,0.03636363636363636,1.0,0.0022727272727272726,27.0,0.06136363636363636,3.0,0.006818181818181818,2.0,0.004545454545454545,83.0,0.18863636363636363,2.0,0.004545454545454545,1.0,0.0022727272727272726,596.0,0.7453936348408711,0.7466442953020134,0.7460184409052808,445.0,2.0,0.003355704697986577,35.0,0.0587248322147651,4.0,0.006711409395973154,21.0,0.03523489932885906,3.0,0.0050335570469798654,73.0,0.12248322147651007,5.0,0.008389261744966443,2.0,0.003355704697986577,476.0,0.6782077393075356,0.6995798319327731,0.688728024819028,333.0,35.0,0.07352941176470588,71.0,0.14915966386554622,27.0,0.05672268907563025,3.0,0.0063025210084033615,3.0,0.0063025210084033615,1.0,0.0021008403361344537,3.0,0.0063025210084033615,,,150.0,0.9536423841059603,0.96,0.9568106312292359,144.0,,,1.0,0.006666666666666667,3.0,0.02,,,,,1.0,0.006666666666666667,1.0,0.006666666666666667,0.5188291619410952,0.7127862595419847,0.5173054218724538,0.47272754811503503,0.9351145038167938,0.47272754811503503,61.0,0.3106060606060606,0.6721311475409836,0.42487046632124353,41.0,5.0,0.08196721311475409,1.0,0.01639344262295082,,,1.0,0.01639344262295082,,,11.0,0.18032786885245902,1.0,0.01639344262295082,504.0,0.891832229580574,0.8015873015873016,0.8443051201671892,404.0,41.0,0.08134920634920635,,,15.0,0.02976190476190476,3.0,0.005952380952380952,2.0,0.003968253968253968,4.0,0.007936507936507936,4.0,0.007936507936507936,28.0,0.05555555555555555,3.0,0.005952380952380952,9.0,0.0,0.0,0.0,0.0,2.0,0.2222222222222222,2.0,0.2222222222222222,2.0,0.2222222222222222,,,109.0,0.5866666666666667,0.4036697247706422,0.4782608695652174,44.0,21.0,0.1926605504587156,19.0,0.1743119266055046,,,2.0,0.01834862385321101,3.0,0.027522935779816515,3.0,0.027522935779816515,16.0,0.14678899082568808,10.0,0.45454545454545453,0.5,0.47619047619047616,5.0,1.0,0.1,,,10.0,0.25,0.3,0.2727272727272727,3.0,1.0,0.1,4.0,0.4,1.0,0.1,,,2.0,0.0,0.0,0.0,0.0,2.0,1.0,,,90.0,0.6941176470588235,0.6555555555555556,0.6742857142857143,59.0,5.0,0.05555555555555555,5.0,0.05555555555555555,4.0,0.044444444444444446,1.0,0.011111111111111112,12.0,0.13333333333333333,2.0,0.022222222222222223,2.0,0.022222222222222223,149.0,0.8633093525179856,0.8053691275167785,0.8333333333333334,120.0,1.0,0.006711409395973154,3.0,0.020134228187919462,1.0,0.006711409395973154,,,16.0,0.10738255033557047,,,2.0,0.013422818791946308,95.0,0.5163934426229508,0.6631578947368421,0.5806451612903226,63.0,18.0,0.18947368421052632,8.0,0.08421052631578947,2.0,0.021052631578947368,,,,,9.0,0.47058823529411764,0.8888888888888888,0.6153846153846154,8.0,,,,,,,4.0,0.006711409395973154,,,,,,,1.0,0.01639344262295082,3.0,0.3333333333333333,,,,,1.0,0.1,5.0,0.03355704697986577,3.0,0.031578947368421054,1.0,0.010526315789473684,,,,,,,2.0,0.003355704697986577,1.0,0.1,,,,,1.0,0.1111111111111111,,,,,,,,,,,,,,,1.0,0.1,,,,,1.0,0.009174311926605505,2.0,0.2,1.0,0.006711409395973154,,,,,,,,,,
9
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10
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11
+ finetune,10,0.3222979893054785,0.7707538167938931,0.7974172886370805,0.8044149653602429,0.9706583969465649,0.8044149653602429,364.0,0.6575757575757576,0.5961538461538461,0.6253602305475504,217.0,51.0,0.1401098901098901,3.0,0.008241758241758242,26.0,0.07142857142857142,2.0,0.005494505494505495,2.0,0.005494505494505495,6.0,0.016483516483516484,4.0,0.01098901098901099,52.0,0.14285714285714285,1.0,0.0027472527472527475,1110.0,0.7842019543973942,0.8675675675675676,0.823781009409752,963.0,27.0,0.024324324324324326,1.0,0.0009009009009009009,47.0,0.04234234234234234,9.0,0.008108108108108109,8.0,0.007207207207207207,9.0,0.008108108108108109,4.0,0.0036036036036036037,42.0,0.03783783783783784,,,144.0,0.9097744360902256,0.8402777777777778,0.8736462093862816,121.0,2.0,0.013888888888888888,2.0,0.013888888888888888,4.0,0.027777777777777776,1.0,0.006944444444444444,2.0,0.013888888888888888,4.0,0.027777777777777776,7.0,0.04861111111111111,1.0,0.006944444444444444,,,514.0,0.664367816091954,0.5622568093385214,0.6090621707060063,289.0,40.0,0.07782101167315175,103.0,0.20038910505836577,3.0,0.005836575875486381,1.0,0.0019455252918287938,3.0,0.005836575875486381,19.0,0.03696498054474708,16.0,0.0311284046692607,39.0,0.07587548638132295,,,190.0,0.9086021505376344,0.8894736842105263,0.898936170212766,169.0,1.0,0.005263157894736842,11.0,0.05789473684210526,4.0,0.021052631578947368,1.0,0.005263157894736842,1.0,0.005263157894736842,2.0,0.010526315789473684,1.0,0.005263157894736842,,,143.0,0.8380281690140845,0.8321678321678322,0.8350877192982457,119.0,2.0,0.013986013986013986,12.0,0.08391608391608392,2.0,0.013986013986013986,,,1.0,0.006993006993006993,4.0,0.027972027972027972,1.0,0.006993006993006993,1.0,0.006993006993006993,62.0,0.9836065573770492,0.967741935483871,0.975609756097561,60.0,,,,,,,1.0,0.016129032258064516,,,,,1.0,0.016129032258064516,469.0,0.7706855791962175,0.6950959488272921,0.7309417040358744,326.0,12.0,0.0255863539445629,8.0,0.017057569296375266,1.0,0.0021321961620469083,17.0,0.03624733475479744,2.0,0.0042643923240938165,,,98.0,0.208955223880597,2.0,0.0042643923240938165,3.0,0.006396588486140725,596.0,0.7802547770700637,0.8221476510067114,0.8006535947712419,490.0,2.0,0.003355704697986577,26.0,0.0436241610738255,2.0,0.003355704697986577,15.0,0.025167785234899327,2.0,0.003355704697986577,54.0,0.09060402684563758,4.0,0.006711409395973154,,,446.0,0.6985138004246284,0.7376681614349776,0.7175572519083969,329.0,27.0,0.06053811659192825,49.0,0.10986547085201794,31.0,0.06950672645739911,1.0,0.002242152466367713,4.0,0.008968609865470852,1.0,0.002242152466367713,3.0,0.006726457399103139,1.0,0.002242152466367713,154.0,0.9548387096774194,0.961038961038961,0.9579288025889967,148.0,,,3.0,0.01948051948051948,1.0,0.006493506493506494,,,1.0,0.006493506493506494,1.0,0.006493506493506494,,,0.4626726410884894,0.7461832061068703,0.5570892872546117,0.5326436325531702,0.941793893129771,0.5326436325531702,61.0,0.4329896907216495,0.6885245901639344,0.5316455696202531,42.0,6.0,0.09836065573770492,2.0,0.03278688524590164,,,2.0,0.03278688524590164,,,8.0,0.13114754098360656,,,504.0,0.8817427385892116,0.8432539682539683,0.8620689655172413,425.0,30.0,0.05952380952380952,1.0,0.001984126984126984,14.0,0.027777777777777776,3.0,0.005952380952380952,1.0,0.001984126984126984,7.0,0.013888888888888888,2.0,0.003968253968253968,20.0,0.03968253968253968,1.0,0.001984126984126984,9.0,0.4,0.2222222222222222,0.2857142857142857,2.0,,,2.0,0.2222222222222222,2.0,0.2222222222222222,1.0,0.1111111111111111,109.0,0.6463414634146342,0.48623853211009177,0.5549738219895288,53.0,10.0,0.09174311926605505,22.0,0.2018348623853211,1.0,0.009174311926605505,1.0,0.009174311926605505,6.0,0.05504587155963303,4.0,0.03669724770642202,12.0,0.11009174311926606,10.0,0.42857142857142855,0.6,0.5,6.0,1.0,0.1,1.0,0.1,10.0,0.36363636363636365,0.4,0.38095238095238093,4.0,1.0,0.1,3.0,0.3,1.0,0.1,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,1.0,0.5,90.0,0.6363636363636364,0.6222222222222222,0.6292134831460674,56.0,1.0,0.011111111111111112,6.0,0.06666666666666667,3.0,0.03333333333333333,1.0,0.011111111111111112,20.0,0.2222222222222222,1.0,0.011111111111111112,2.0,0.022222222222222223,149.0,0.8181818181818182,0.8456375838926175,0.8316831683168316,126.0,,,3.0,0.020134228187919462,1.0,0.006711409395973154,1.0,0.006711409395973154,13.0,0.087248322147651,,,2.0,0.013422818791946308,95.0,0.5922330097087378,0.6421052631578947,0.6161616161616161,61.0,13.0,0.1368421052631579,12.0,0.12631578947368421,2.0,0.021052631578947368,,,,,9.0,0.5833333333333334,0.7777777777777778,0.6666666666666666,7.0,1.0,0.1111111111111111,1.0,0.0019455252918287938,1.0,0.006993006993006993,1.0,0.0016778523489932886,,,,,,,1.0,0.01639344262295082,1.0,0.1111111111111111,,,,,1.0,0.1,3.0,0.020134228187919462,6.0,0.06315789473684211,1.0,0.010526315789473684,,,,,,,,,1.0,0.1,,,,,1.0,0.1111111111111111,,,,,,,,,,,1.0,0.1111111111111111,,,,,,,,,,,,,,,,,,,1.0,0.1,,,,
12
+ finetune,11,0.30900574852499174,0.7745706106870229,0.8047956911352183,0.8134067547928804,0.9673187022900763,0.8134067547928804,368.0,0.6705882352941176,0.6195652173913043,0.6440677966101694,228.0,45.0,0.12228260869565218,,,37.0,0.10054347826086957,1.0,0.002717391304347826,6.0,0.016304347826086956,5.0,0.01358695652173913,3.0,0.008152173913043478,42.0,0.11413043478260869,1.0,0.002717391304347826,1073.0,0.7689713322091062,0.8499534016775396,0.8074369189907038,912.0,29.0,0.02702702702702703,,,59.0,0.05498602050326188,3.0,0.0027958993476234857,12.0,0.011183597390493943,8.0,0.007455731593662628,13.0,0.012115563839701771,36.0,0.033550792171481825,1.0,0.0009319664492078285,142.0,0.9612403100775194,0.8732394366197183,0.915129151291513,124.0,1.0,0.007042253521126761,3.0,0.02112676056338028,1.0,0.007042253521126761,1.0,0.007042253521126761,2.0,0.014084507042253521,1.0,0.007042253521126761,8.0,0.056338028169014086,,,1.0,0.007042253521126761,531.0,0.6455696202531646,0.576271186440678,0.608955223880597,306.0,34.0,0.064030131826742,110.0,0.2071563088512241,,,2.0,0.003766478342749529,2.0,0.003766478342749529,16.0,0.030131826741996232,15.0,0.02824858757062147,46.0,0.08662900188323917,,,145.0,0.900709219858156,0.8758620689655172,0.8881118881118881,127.0,2.0,0.013793103448275862,8.0,0.05517241379310345,2.0,0.013793103448275862,2.0,0.013793103448275862,2.0,0.013793103448275862,1.0,0.006896551724137931,,,1.0,0.006896551724137931,180.0,0.8324022346368715,0.8277777777777777,0.83008356545961,149.0,2.0,0.011111111111111112,20.0,0.1111111111111111,1.0,0.005555555555555556,4.0,0.022222222222222223,1.0,0.005555555555555556,,,2.0,0.011111111111111112,,,79.0,1.0,0.9620253164556962,0.9806451612903225,76.0,,,2.0,0.02531645569620253,,,1.0,0.012658227848101266,,,,,,,425.0,0.7818181818181819,0.7082352941176471,0.7432098765432099,301.0,14.0,0.03294117647058824,12.0,0.02823529411764706,2.0,0.004705882352941176,14.0,0.03294117647058824,1.0,0.002352941176470588,1.0,0.002352941176470588,78.0,0.18352941176470589,1.0,0.002352941176470588,1.0,0.002352941176470588,601.0,0.8060413354531002,0.8435940099833611,0.824390243902439,507.0,1.0,0.0016638935108153079,17.0,0.028286189683860232,2.0,0.0033277870216306157,19.0,0.03161397670549085,3.0,0.004991680532445923,48.0,0.07986688851913477,2.0,0.0033277870216306157,1.0,0.0016638935108153079,492.0,0.7388663967611336,0.741869918699187,0.7403651115618661,365.0,29.0,0.05894308943089431,54.0,0.10975609756097561,34.0,0.06910569105691057,1.0,0.0020325203252032522,2.0,0.0040650406504065045,2.0,0.0040650406504065045,4.0,0.008130081300813009,1.0,0.0020325203252032522,156.0,0.9559748427672956,0.9743589743589743,0.9650793650793651,152.0,,,3.0,0.019230769230769232,,,1.0,0.00641025641025641,,,,,,,0.48365226852927956,0.7337786259541985,0.5386189944323555,0.516938689342624,0.9398854961832062,0.516938689342624,61.0,0.41346153846153844,0.7049180327868853,0.5212121212121212,43.0,6.0,0.09836065573770492,1.0,0.01639344262295082,,,2.0,0.03278688524590164,,,8.0,0.13114754098360656,,,504.0,0.8927038626609443,0.8253968253968254,0.8577319587628865,416.0,29.0,0.057539682539682536,1.0,0.001984126984126984,23.0,0.04563492063492063,2.0,0.003968253968253968,1.0,0.001984126984126984,6.0,0.011904761904761904,2.0,0.003968253968253968,23.0,0.04563492063492063,1.0,0.001984126984126984,9.0,0.4,0.2222222222222222,0.2857142857142857,2.0,,,2.0,0.2222222222222222,2.0,0.2222222222222222,1.0,0.1111111111111111,109.0,0.5681818181818182,0.45871559633027525,0.5076142131979695,50.0,16.0,0.14678899082568808,18.0,0.1651376146788991,1.0,0.009174311926605505,1.0,0.009174311926605505,8.0,0.07339449541284404,4.0,0.03669724770642202,11.0,0.10091743119266056,10.0,0.45454545454545453,0.5,0.47619047619047616,5.0,1.0,0.1,1.0,0.1,10.0,0.3,0.3,0.3,3.0,1.0,0.1,4.0,0.4,1.0,0.1,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,1.0,0.5,90.0,0.5980392156862745,0.6777777777777778,0.6354166666666666,61.0,2.0,0.022222222222222223,6.0,0.06666666666666667,2.0,0.022222222222222223,1.0,0.011111111111111112,15.0,0.16666666666666666,1.0,0.011111111111111112,2.0,0.022222222222222223,149.0,0.8391608391608392,0.8053691275167785,0.821917808219178,120.0,,,2.0,0.013422818791946308,1.0,0.006711409395973154,,,20.0,0.1342281879194631,,,2.0,0.013422818791946308,95.0,0.5794392523364486,0.6526315789473685,0.6138613861386139,62.0,13.0,0.1368421052631579,10.0,0.10526315789473684,2.0,0.021052631578947368,,,,,9.0,0.5833333333333334,0.7777777777777778,0.6666666666666666,7.0,,,,,1.0,0.005555555555555556,1.0,0.0016638935108153079,,,,,,,1.0,0.01639344262295082,1.0,0.1111111111111111,,,,,1.0,0.1,4.0,0.026845637583892617,7.0,0.07368421052631578,1.0,0.010526315789473684,,,,,,,,,1.0,0.1,,,,,1.0,0.1111111111111111,,,,,,,,,1.0,0.1111111111111111,1.0,0.1111111111111111,,,1.0,0.1,,,,,,,,,,,,,,,1.0,0.1,,,,
13
+ finetune,12,0.3209376558768101,0.7700381679389313,0.7972363489852909,0.8069464615364936,0.9677958015267175,0.8069464615364936,381.0,0.6565096952908587,0.6220472440944882,0.6388140161725068,237.0,56.0,0.14698162729658792,,,31.0,0.08136482939632546,2.0,0.005249343832020997,4.0,0.010498687664041995,9.0,0.023622047244094488,6.0,0.015748031496062992,35.0,0.09186351706036745,1.0,0.0026246719160104987,1098.0,0.7746938775510204,0.8642987249544627,0.8170469220835127,949.0,26.0,0.023679417122040074,2.0,0.0018214936247723133,49.0,0.044626593806921674,2.0,0.0018214936247723133,9.0,0.00819672131147541,11.0,0.010018214936247723,10.0,0.009107468123861567,39.0,0.03551912568306011,1.0,0.0009107468123861566,131.0,0.9482758620689655,0.8396946564885496,0.8906882591093117,110.0,,,7.0,0.05343511450381679,1.0,0.007633587786259542,,,2.0,0.015267175572519083,3.0,0.022900763358778626,4.0,0.030534351145038167,,,4.0,0.030534351145038167,515.0,0.671875,0.5844660194174758,0.6251298026998962,301.0,43.0,0.08349514563106795,89.0,0.17281553398058253,1.0,0.001941747572815534,1.0,0.001941747572815534,1.0,0.001941747572815534,16.0,0.031067961165048542,17.0,0.03300970873786408,45.0,0.08737864077669903,1.0,0.001941747572815534,171.0,0.9390243902439024,0.9005847953216374,0.9194029850746268,154.0,1.0,0.005847953216374269,10.0,0.05847953216374269,2.0,0.011695906432748537,1.0,0.005847953216374269,2.0,0.011695906432748537,1.0,0.005847953216374269,,,,,130.0,0.828125,0.8153846153846154,0.8217054263565892,106.0,1.0,0.007692307692307693,16.0,0.12307692307692308,1.0,0.007692307692307693,4.0,0.03076923076923077,,,1.0,0.007692307692307693,1.0,0.007692307692307693,,,78.0,0.9866666666666667,0.9487179487179487,0.9673202614379085,74.0,,,1.0,0.01282051282051282,,,2.0,0.02564102564102564,,,1.0,0.01282051282051282,,,449.0,0.7331786542923434,0.7037861915367484,0.7181818181818181,316.0,14.0,0.031180400890868598,12.0,0.026726057906458798,1.0,0.0022271714922048997,13.0,0.028953229398663696,,,3.0,0.0066815144766146995,83.0,0.18485523385300667,5.0,0.011135857461024499,1.0,0.0022271714922048997,608.0,0.7964458804523424,0.8108552631578947,0.8035859820700897,493.0,,,29.0,0.047697368421052634,1.0,0.001644736842105263,14.0,0.023026315789473683,,,68.0,0.1118421052631579,2.0,0.003289473684210526,1.0,0.001644736842105263,481.0,0.7282377919320594,0.7130977130977131,0.7205882352941176,343.0,39.0,0.08108108108108109,55.0,0.11434511434511435,36.0,0.07484407484407485,1.0,0.002079002079002079,1.0,0.002079002079002079,3.0,0.006237006237006237,3.0,0.006237006237006237,,,150.0,0.9415584415584416,0.9666666666666667,0.9539473684210527,145.0,,,1.0,0.006666666666666667,1.0,0.006666666666666667,,,1.0,0.006666666666666667,1.0,0.006666666666666667,1.0,0.006666666666666667,0.49411441638838244,0.7223282442748091,0.5292910198571282,0.5002137701258375,0.9370229007633588,0.5002137701258375,61.0,0.4148936170212766,0.639344262295082,0.5032258064516129,39.0,6.0,0.09836065573770492,,,,,2.0,0.03278688524590164,,,13.0,0.21311475409836064,,,504.0,0.888402625820569,0.8055555555555556,0.8449531737773153,406.0,27.0,0.05357142857142857,1.0,0.001984126984126984,18.0,0.03571428571428571,5.0,0.00992063492063492,1.0,0.001984126984126984,5.0,0.00992063492063492,4.0,0.007936507936507936,36.0,0.07142857142857142,1.0,0.001984126984126984,9.0,0.4,0.2222222222222222,0.2857142857142857,2.0,,,1.0,0.1111111111111111,2.0,0.2222222222222222,1.0,0.1111111111111111,109.0,0.6282051282051282,0.44954128440366975,0.5240641711229946,49.0,12.0,0.11009174311926606,18.0,0.1651376146788991,1.0,0.009174311926605505,1.0,0.009174311926605505,9.0,0.08256880733944955,4.0,0.03669724770642202,15.0,0.13761467889908258,10.0,0.375,0.6,0.46153846153846156,6.0,2.0,0.2,,,10.0,0.2222222222222222,0.2,0.21052631578947367,2.0,1.0,0.1,5.0,0.5,1.0,0.1,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,1.0,0.5,90.0,0.6419753086419753,0.5777777777777777,0.6081871345029239,52.0,3.0,0.03333333333333333,5.0,0.05555555555555555,1.0,0.011111111111111112,1.0,0.011111111111111112,23.0,0.25555555555555554,3.0,0.03333333333333333,2.0,0.022222222222222223,149.0,0.8012422360248447,0.8657718120805369,0.832258064516129,129.0,,,3.0,0.020134228187919462,1.0,0.006711409395973154,1.0,0.006711409395973154,10.0,0.06711409395973154,,,2.0,0.013422818791946308,95.0,0.48148148148148145,0.6842105263157895,0.5652173913043478,65.0,12.0,0.12631578947368421,9.0,0.09473684210526316,2.0,0.021052631578947368,,,,,9.0,0.5833333333333334,0.7777777777777778,0.6666666666666666,7.0,1.0,0.1111111111111111,,,,,,,,,,,,,1.0,0.01639344262295082,1.0,0.1111111111111111,,,,,1.0,0.1,3.0,0.020134228187919462,6.0,0.06315789473684211,1.0,0.010526315789473684,,,,,,,,,1.0,0.1,,,,,1.0,0.1111111111111111,1.0,0.0022271714922048997,,,,,,,,,1.0,0.1111111111111111,1.0,0.1111111111111111,1.0,0.1,,,,,,,,,,,,,,,,,,,,
14
+ finetune,13,0.31435948718012174,0.7757633587786259,0.8108478455411039,0.8159812415487854,0.9699427480916031,0.8159812415487854,352.0,0.668769716088328,0.6022727272727273,0.6337817638266069,212.0,48.0,0.13636363636363635,,,26.0,0.07386363636363637,3.0,0.008522727272727272,2.0,0.005681818181818182,11.0,0.03125,2.0,0.005681818181818182,47.0,0.13352272727272727,1.0,0.002840909090909091,1079.0,0.7803030303030303,0.8591288229842446,0.8178209086898985,927.0,25.0,0.023169601482854494,,,42.0,0.03892493049119555,4.0,0.0037071362372567192,9.0,0.008341056533827619,8.0,0.0074142724745134385,13.0,0.012048192771084338,49.0,0.04541241890639481,2.0,0.0018535681186283596,136.0,0.9206349206349206,0.8529411764705882,0.8854961832061069,116.0,1.0,0.007352941176470588,4.0,0.029411764705882353,5.0,0.03676470588235294,,,2.0,0.014705882352941176,3.0,0.022058823529411766,4.0,0.029411764705882353,,,1.0,0.007352941176470588,509.0,0.669833729216152,0.5540275049115914,0.6064516129032258,282.0,38.0,0.07465618860510806,92.0,0.1807465618860511,1.0,0.0019646365422396855,4.0,0.007858546168958742,2.0,0.003929273084479371,23.0,0.04518664047151277,16.0,0.03143418467583497,51.0,0.10019646365422397,,,174.0,0.9239766081871345,0.9080459770114943,0.9159420289855073,158.0,,,10.0,0.05747126436781609,2.0,0.011494252873563218,,,2.0,0.011494252873563218,,,1.0,0.005747126436781609,,,158.0,0.8719512195121951,0.9050632911392406,0.8881987577639752,143.0,3.0,0.0189873417721519,9.0,0.056962025316455694,,,1.0,0.006329113924050633,,,1.0,0.006329113924050633,,,,,64.0,1.0,0.96875,0.9841269841269841,62.0,,,1.0,0.015625,,,1.0,0.015625,,,,,,,480.0,0.7605321507760532,0.7145833333333333,0.7368421052631579,343.0,9.0,0.01875,12.0,0.025,2.0,0.004166666666666667,23.0,0.04791666666666667,1.0,0.0020833333333333333,1.0,0.0020833333333333333,86.0,0.17916666666666667,2.0,0.004166666666666667,1.0,0.0020833333333333333,601.0,0.7983870967741935,0.8236272878535774,0.8108108108108109,495.0,3.0,0.004991680532445923,21.0,0.03494176372712146,4.0,0.0066555740432612314,15.0,0.024958402662229616,3.0,0.004991680532445923,59.0,0.09816971713810316,1.0,0.0016638935108153079,,,490.0,0.7090558766859345,0.7510204081632653,0.7294350842418236,368.0,26.0,0.053061224489795916,63.0,0.12857142857142856,26.0,0.053061224489795916,,,2.0,0.004081632653061225,,,3.0,0.006122448979591836,2.0,0.004081632653061225,149.0,0.954248366013072,0.9798657718120806,0.9668874172185431,146.0,,,1.0,0.006711409395973154,1.0,0.006711409395973154,,,,,1.0,0.006711409395973154,,,0.4858134749651183,0.7375954198473282,0.5277023857105138,0.4998590885623587,0.9341603053435115,0.4998590885623587,61.0,0.35964912280701755,0.6721311475409836,0.4685714285714286,41.0,6.0,0.09836065573770492,2.0,0.03278688524590164,,,1.0,0.01639344262295082,,,9.0,0.14754098360655737,1.0,0.01639344262295082,504.0,0.8926315789473684,0.8412698412698413,0.8661899897854954,424.0,36.0,0.07142857142857142,,,16.0,0.031746031746031744,2.0,0.003968253968253968,1.0,0.001984126984126984,6.0,0.011904761904761904,2.0,0.003968253968253968,16.0,0.031746031746031744,1.0,0.001984126984126984,9.0,0.3333333333333333,0.1111111111111111,0.16666666666666666,1.0,,,1.0,0.1111111111111111,2.0,0.2222222222222222,,,109.0,0.5978260869565217,0.5045871559633027,0.5472636815920398,55.0,15.0,0.13761467889908258,16.0,0.14678899082568808,1.0,0.009174311926605505,1.0,0.009174311926605505,6.0,0.05504587155963303,3.0,0.027522935779816515,11.0,0.10091743119266056,10.0,0.46153846153846156,0.6,0.5217391304347826,6.0,1.0,0.1,,,10.0,0.25,0.2,0.2222222222222222,2.0,1.0,0.1,4.0,0.4,2.0,0.2,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,1.0,0.5,90.0,0.6190476190476191,0.7222222222222222,0.6666666666666666,65.0,3.0,0.03333333333333333,7.0,0.07777777777777778,3.0,0.03333333333333333,1.0,0.011111111111111112,9.0,0.1,,,2.0,0.022222222222222223,149.0,0.890625,0.7651006711409396,0.8231046931407943,114.0,1.0,0.006711409395973154,3.0,0.020134228187919462,1.0,0.006711409395973154,,,24.0,0.1610738255033557,,,2.0,0.013422818791946308,95.0,0.6041666666666666,0.6105263157894737,0.6073298429319371,58.0,16.0,0.16842105263157894,11.0,0.11578947368421053,2.0,0.021052631578947368,,,,,9.0,0.5,0.7777777777777778,0.6086956521739131,7.0,1.0,0.1111111111111111,,,1.0,0.006329113924050633,,,,,,,,,1.0,0.01639344262295082,3.0,0.3333333333333333,,,1.0,0.1,1.0,0.1,4.0,0.026845637583892617,8.0,0.08421052631578947,,,,,,,1.0,0.005747126436781609,,,1.0,0.1,,,,,1.0,0.1111111111111111,,,,,,,,,,,1.0,0.1111111111111111,1.0,0.1111111111111111,,,,,,,1.0,0.009174311926605505,1.0,0.1,,,,,,,,,,,,
15
+ finetune,14,0.2805821658503122,0.7893606870229007,0.8201302710380252,0.82978105511494,0.9759064885496184,0.82978105511494,402.0,0.6707317073170732,0.6840796019900498,0.6773399014778325,275.0,52.0,0.12935323383084577,,,33.0,0.08208955223880597,,,,,4.0,0.009950248756218905,1.0,0.0024875621890547263,36.0,0.08955223880597014,1.0,0.0024875621890547263,1110.0,0.7923452768729642,0.8765765765765766,0.8323353293413174,973.0,39.0,0.03513513513513514,1.0,0.0009009009009009009,37.0,0.03333333333333333,5.0,0.0045045045045045045,4.0,0.0036036036036036037,6.0,0.005405405405405406,8.0,0.007207207207207207,37.0,0.03333333333333333,,,136.0,0.9672131147540983,0.8676470588235294,0.9147286821705426,118.0,,,3.0,0.022058823529411766,4.0,0.029411764705882353,1.0,0.007352941176470588,3.0,0.022058823529411766,2.0,0.014705882352941176,4.0,0.029411764705882353,,,,,519.0,0.6817155756207675,0.581888246628131,0.6278586278586279,302.0,45.0,0.08670520231213873,103.0,0.19845857418111754,,,1.0,0.0019267822736030828,,,20.0,0.038535645472061654,11.0,0.02119460500963391,37.0,0.07129094412331406,,,166.0,0.9329268292682927,0.9216867469879518,0.9272727272727272,153.0,,,8.0,0.04819277108433735,2.0,0.012048192771084338,1.0,0.006024096385542169,1.0,0.006024096385542169,1.0,0.006024096385542169,,,,,163.0,0.922077922077922,0.8711656441717791,0.8958990536277602,142.0,4.0,0.024539877300613498,11.0,0.06748466257668712,,,2.0,0.012269938650306749,1.0,0.006134969325153374,3.0,0.018404907975460124,,,,,76.0,0.9866666666666667,0.9736842105263158,0.9801324503311258,74.0,,,1.0,0.013157894736842105,,,1.0,0.013157894736842105,,,,,,,464.0,0.7734553775743707,0.728448275862069,0.7502774694783574,338.0,13.0,0.028017241379310345,8.0,0.017241379310344827,1.0,0.0021551724137931034,21.0,0.04525862068965517,1.0,0.0021551724137931034,1.0,0.0021551724137931034,74.0,0.15948275862068967,4.0,0.008620689655172414,3.0,0.00646551724137931,570.0,0.8202443280977313,0.8245614035087719,0.8223972003499562,470.0,2.0,0.0035087719298245615,16.0,0.028070175438596492,1.0,0.0017543859649122807,16.0,0.028070175438596492,1.0,0.0017543859649122807,61.0,0.10701754385964912,2.0,0.0035087719298245615,,,444.0,0.7360178970917226,0.740990990990991,0.7384960718294051,329.0,32.0,0.07207207207207207,51.0,0.11486486486486487,28.0,0.06306306306306306,,,2.0,0.0045045045045045045,2.0,0.0045045045045045045,,,,,142.0,0.9712230215827338,0.9507042253521126,0.9608540925266904,135.0,,,2.0,0.014084507042253521,1.0,0.007042253521126761,,,,,1.0,0.007042253521126761,1.0,0.007042253521126761,0.4735064935792266,0.7366412213740458,0.5271025902260503,0.4953741699456126,0.9389312977099237,0.4953741699456126,61.0,0.3786407766990291,0.639344262295082,0.47560975609756095,39.0,6.0,0.09836065573770492,4.0,0.06557377049180328,,,1.0,0.01639344262295082,,,9.0,0.14754098360655737,1.0,0.01639344262295082,504.0,0.8729838709677419,0.8591269841269841,0.866,433.0,31.0,0.061507936507936505,1.0,0.001984126984126984,15.0,0.02976190476190476,3.0,0.005952380952380952,2.0,0.003968253968253968,6.0,0.011904761904761904,,,12.0,0.023809523809523808,1.0,0.001984126984126984,9.0,0.25,0.1111111111111111,0.15384615384615385,1.0,,,1.0,0.1111111111111111,2.0,0.2222222222222222,,,109.0,0.5730337078651685,0.46788990825688076,0.5151515151515151,51.0,14.0,0.12844036697247707,22.0,0.2018348623853211,1.0,0.009174311926605505,1.0,0.009174311926605505,6.0,0.05504587155963303,2.0,0.01834862385321101,11.0,0.10091743119266056,10.0,0.4666666666666667,0.7,0.56,7.0,2.0,0.2,,,10.0,0.2222222222222222,0.2,0.21052631578947367,2.0,1.0,0.1,5.0,0.5,1.0,0.1,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,1.0,0.5,90.0,0.6224489795918368,0.6777777777777778,0.648936170212766,61.0,3.0,0.03333333333333333,8.0,0.08888888888888889,4.0,0.044444444444444446,1.0,0.011111111111111112,11.0,0.12222222222222222,,,2.0,0.022222222222222223,149.0,0.8976377952755905,0.7651006711409396,0.8260869565217391,114.0,1.0,0.006711409395973154,4.0,0.026845637583892617,1.0,0.006711409395973154,1.0,0.006711409395973154,20.0,0.1342281879194631,,,3.0,0.020134228187919462,95.0,0.6195652173913043,0.6,0.6096256684491979,57.0,14.0,0.14736842105263157,14.0,0.14736842105263157,2.0,0.021052631578947368,,,,,9.0,0.4666666666666667,0.7777777777777778,0.5833333333333334,7.0,,,,,,,1.0,0.0017543859649122807,,,,,2.0,0.014084507042253521,1.0,0.01639344262295082,2.0,0.2222222222222222,,,,,1.0,0.1,5.0,0.03355704697986577,8.0,0.08421052631578947,,,,,,,,,,,1.0,0.1,,,,,1.0,0.1111111111111111,,,,,,,,,1.0,0.1111111111111111,1.0,0.1111111111111111,2.0,0.2222222222222222,,,,,,,1.0,0.009174311926605505,,,,,,,,,,,,,1.0,0.007352941176470588
16
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+ "true": "BCC",
802
+ "predicted": "SCCKA",
803
+ "count": 20,
804
+ "rate_of_true": 0.03968253968253968
805
+ },
806
+ {
807
+ "true": "MEL",
808
+ "predicted": "NV",
809
+ "count": 20,
810
+ "rate_of_true": 0.2222222222222222
811
+ },
812
+ {
813
+ "true": "BCC",
814
+ "predicted": "BKL",
815
+ "count": 14,
816
+ "rate_of_true": 0.027777777777777776
817
+ },
818
+ {
819
+ "true": "NV",
820
+ "predicted": "MEL",
821
+ "count": 13,
822
+ "rate_of_true": 0.087248322147651
823
+ },
824
+ {
825
+ "true": "SCCKA",
826
+ "predicted": "AKIEC",
827
+ "count": 13,
828
+ "rate_of_true": 0.1368421052631579
829
+ },
830
+ {
831
+ "true": "BKL",
832
+ "predicted": "SCCKA",
833
+ "count": 12,
834
+ "rate_of_true": 0.11009174311926606
835
+ },
836
+ {
837
+ "true": "SCCKA",
838
+ "predicted": "BCC",
839
+ "count": 12,
840
+ "rate_of_true": 0.12631578947368421
841
+ },
842
+ {
843
+ "true": "BKL",
844
+ "predicted": "AKIEC",
845
+ "count": 10,
846
+ "rate_of_true": 0.09174311926605505
847
+ },
848
+ {
849
+ "true": "AKIEC",
850
+ "predicted": "SCCKA",
851
+ "count": 8,
852
+ "rate_of_true": 0.13114754098360656
853
+ },
854
+ {
855
+ "true": "BCC",
856
+ "predicted": "MEL",
857
+ "count": 7,
858
+ "rate_of_true": 0.013888888888888888
859
+ },
860
+ {
861
+ "true": "AKIEC",
862
+ "predicted": "BCC",
863
+ "count": 6,
864
+ "rate_of_true": 0.09836065573770492
865
+ },
866
+ {
867
+ "true": "BKL",
868
+ "predicted": "MEL",
869
+ "count": 6,
870
+ "rate_of_true": 0.05504587155963303
871
+ },
872
+ {
873
+ "true": "MEL",
874
+ "predicted": "BCC",
875
+ "count": 6,
876
+ "rate_of_true": 0.06666666666666667
877
+ },
878
+ {
879
+ "true": "SCCKA",
880
+ "predicted": "BKL",
881
+ "count": 6,
882
+ "rate_of_true": 0.06315789473684211
883
+ },
884
+ {
885
+ "true": "BKL",
886
+ "predicted": "NV",
887
+ "count": 4,
888
+ "rate_of_true": 0.03669724770642202
889
+ },
890
+ {
891
+ "true": "BCC",
892
+ "predicted": "DF",
893
+ "count": 3,
894
+ "rate_of_true": 0.005952380952380952
895
+ },
896
+ {
897
+ "true": "INF",
898
+ "predicted": "BCC",
899
+ "count": 3,
900
+ "rate_of_true": 0.3
901
+ },
902
+ {
903
+ "true": "MEL",
904
+ "predicted": "BKL",
905
+ "count": 3,
906
+ "rate_of_true": 0.03333333333333333
907
+ }
908
+ ],
909
+ "watched_confusion_patterns": [
910
+ {
911
+ "true": "BCC",
912
+ "predicted": "AKIEC",
913
+ "count": 30,
914
+ "rate_of_true": 0.05952380952380952
915
+ },
916
+ {
917
+ "true": "BCC",
918
+ "predicted": "SCCKA",
919
+ "count": 20,
920
+ "rate_of_true": 0.03968253968253968
921
+ },
922
+ {
923
+ "true": "BCC",
924
+ "predicted": "BKL",
925
+ "count": 14,
926
+ "rate_of_true": 0.027777777777777776
927
+ },
928
+ {
929
+ "true": "SCCKA",
930
+ "predicted": "AKIEC",
931
+ "count": 13,
932
+ "rate_of_true": 0.1368421052631579
933
+ },
934
+ {
935
+ "true": "BKL",
936
+ "predicted": "SCCKA",
937
+ "count": 12,
938
+ "rate_of_true": 0.11009174311926606
939
+ },
940
+ {
941
+ "true": "AKIEC",
942
+ "predicted": "SCCKA",
943
+ "count": 8,
944
+ "rate_of_true": 0.13114754098360656
945
+ },
946
+ {
947
+ "true": "SCCKA",
948
+ "predicted": "BKL",
949
+ "count": 6,
950
+ "rate_of_true": 0.06315789473684211
951
+ },
952
+ {
953
+ "true": "INF",
954
+ "predicted": "BCC",
955
+ "count": 3,
956
+ "rate_of_true": 0.3
957
+ },
958
+ {
959
+ "true": "INF",
960
+ "predicted": "BEN_OTH",
961
+ "count": 1,
962
+ "rate_of_true": 0.1
963
+ }
964
+ ]
965
+ }
966
+ }
report_backbone_effb2_nometa_concat_focal_s05_clean/run_report.md ADDED
@@ -0,0 +1,161 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # MILK10k Run Report
2
+
3
+ ## Config Summary
4
+
5
+ - fold: None
6
+ - output_dir: /marimo/report_runs_machine1_backbones/report_backbone_effb2_nometa_concat_focal_s05_clean
7
+ - backbone: efficientnet_b2
8
+ - metadata_fusion: concat
9
+ - image_fusion: concat
10
+ - loss: focal
11
+ - class_weight: False
12
+ - weighted_sampler: True
13
+ - balance_mode: none
14
+ - balance_head_ratio: 2.0
15
+ - balance_tail_floor: 100
16
+ - balance_min_source_count: 20
17
+ - augmented_data_dir: None
18
+ - dermoscopic_mask_dir: None
19
+ - min_dermoscopic_mask_ratio: 0.01
20
+ - augmented_classes: []
21
+ - augmented_max_per_class: 0
22
+ - freeze_metadata_head: False
23
+ - zero_augmented_metadata: False
24
+
25
+ ## Final Metrics
26
+
27
+ - accuracy: 0.7461832061068703
28
+ - balanced_accuracy: 0.5570892872546117
29
+ - dice_macro: 0.5326436325531702
30
+ - f1_macro: 0.5326436325531702
31
+ - roc_auc_macro_ovr: 0.901685875337103
32
+ - top2_accuracy: 0.8854961832061069
33
+ - top3_accuracy: 0.941793893129771
34
+
35
+ ## Data Distribution
36
+
37
+ ### Train
38
+
39
+ - rows: 4192
40
+ - real_rows: 4192
41
+ - synthetic_rows: 0
42
+ - ignore_metadata_rows: 0
43
+
44
+ | class | count | synthetic |
45
+ |---|---:|---:|
46
+ | AKIEC | 242 | 0 |
47
+ | BCC | 2018 | 0 |
48
+ | BEN_OTH | 35 | 0 |
49
+ | BKL | 435 | 0 |
50
+ | DF | 42 | 0 |
51
+ | INF | 40 | 0 |
52
+ | MAL_OTH | 7 | 0 |
53
+ | MEL | 360 | 0 |
54
+ | NV | 597 | 0 |
55
+ | SCCKA | 378 | 0 |
56
+ | VASC | 38 | 0 |
57
+
58
+ ### Validation
59
+
60
+ - rows: 1048
61
+ - real_rows: 1048
62
+ - synthetic_rows: 0
63
+ - ignore_metadata_rows: 0
64
+
65
+ | class | count | synthetic |
66
+ |---|---:|---:|
67
+ | AKIEC | 61 | 0 |
68
+ | BCC | 504 | 0 |
69
+ | BEN_OTH | 9 | 0 |
70
+ | BKL | 109 | 0 |
71
+ | DF | 10 | 0 |
72
+ | INF | 10 | 0 |
73
+ | MAL_OTH | 2 | 0 |
74
+ | MEL | 90 | 0 |
75
+ | NV | 149 | 0 |
76
+ | SCCKA | 95 | 0 |
77
+ | VASC | 9 | 0 |
78
+
79
+ ## Per-Class Metrics
80
+
81
+ | class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr |
82
+ | --- | --- | --- | --- | --- | --- | --- |
83
+ | AKIEC | 61 | 0.43299 | 0.688525 | 0.944276 | 0.531646 | 0.928729 |
84
+ | BCC | 504 | 0.881743 | 0.843254 | 0.895221 | 0.862069 | 0.946899 |
85
+ | BEN_OTH | 9 | 0.4 | 0.222222 | 0.997113 | 0.285714 | 0.896696 |
86
+ | BKL | 109 | 0.646341 | 0.486239 | 0.969116 | 0.554974 | 0.859933 |
87
+ | DF | 10 | 0.428571 | 0.6 | 0.992293 | 0.5 | 0.989595 |
88
+ | INF | 10 | 0.363636 | 0.4 | 0.993256 | 0.380952 | 0.921676 |
89
+ | MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.555449 |
90
+ | MEL | 90 | 0.636364 | 0.622222 | 0.966597 | 0.629213 | 0.932811 |
91
+ | NV | 149 | 0.818182 | 0.845638 | 0.968854 | 0.831683 | 0.977708 |
92
+ | SCCKA | 95 | 0.592233 | 0.642105 | 0.955929 | 0.616162 | 0.935461 |
93
+ | VASC | 9 | 0.583333 | 0.777778 | 0.995188 | 0.666667 | 0.973586 |
94
+
95
+ ## Weak Classes
96
+
97
+ | class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr |
98
+ | --- | --- | --- | --- | --- | --- | --- |
99
+ | MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.555449 |
100
+ | BEN_OTH | 9 | 0.4 | 0.222222 | 0.997113 | 0.285714 | 0.896696 |
101
+ | INF | 10 | 0.363636 | 0.4 | 0.993256 | 0.380952 | 0.921676 |
102
+ | DF | 10 | 0.428571 | 0.6 | 0.992293 | 0.5 | 0.989595 |
103
+ | AKIEC | 61 | 0.43299 | 0.688525 | 0.944276 | 0.531646 | 0.928729 |
104
+
105
+ ## Prediction Distribution
106
+
107
+ | class | pred_count | mean_prob |
108
+ |---|---:|---:|
109
+ | AKIEC | 97 | 0.1076 |
110
+ | BCC | 482 | 0.3635 |
111
+ | BEN_OTH | 5 | 0.0119 |
112
+ | BKL | 82 | 0.1355 |
113
+ | DF | 14 | 0.0176 |
114
+ | INF | 11 | 0.0152 |
115
+ | MAL_OTH | 0 | 0.0009 |
116
+ | MEL | 88 | 0.1037 |
117
+ | NV | 154 | 0.1340 |
118
+ | SCCKA | 103 | 0.0989 |
119
+ | VASC | 12 | 0.0112 |
120
+
121
+ - mean_confidence: 0.6713473200798035
122
+ - median_confidence: 0.6895400285720825
123
+ - mean_top1_top2_gap: 0.4782096743583679
124
+ - mean_entropy: 0.9070744514465332
125
+ - low_confidence_rows: 213
126
+
127
+ ## Top Confusion Pairs
128
+
129
+ | true | predicted | count | rate_of_true |
130
+ |---|---|---:|---:|
131
+ | BCC | AKIEC | 30 | 0.060 |
132
+ | BKL | BCC | 22 | 0.202 |
133
+ | BCC | SCCKA | 20 | 0.040 |
134
+ | MEL | NV | 20 | 0.222 |
135
+ | BCC | BKL | 14 | 0.028 |
136
+ | NV | MEL | 13 | 0.087 |
137
+ | SCCKA | AKIEC | 13 | 0.137 |
138
+ | BKL | SCCKA | 12 | 0.110 |
139
+ | SCCKA | BCC | 12 | 0.126 |
140
+ | BKL | AKIEC | 10 | 0.092 |
141
+ | AKIEC | SCCKA | 8 | 0.131 |
142
+ | BCC | MEL | 7 | 0.014 |
143
+
144
+ ## Watched Confusion Patterns
145
+
146
+ | true | predicted | count | rate_of_true |
147
+ |---|---|---:|---:|
148
+ | BCC | AKIEC | 30 | 0.060 |
149
+ | BCC | SCCKA | 20 | 0.040 |
150
+ | BCC | BKL | 14 | 0.028 |
151
+ | SCCKA | AKIEC | 13 | 0.137 |
152
+ | BKL | SCCKA | 12 | 0.110 |
153
+ | AKIEC | SCCKA | 8 | 0.131 |
154
+ | SCCKA | BKL | 6 | 0.063 |
155
+ | INF | BCC | 3 | 0.300 |
156
+ | INF | BEN_OTH | 1 | 0.100 |
157
+
158
+ ## Warnings
159
+
160
+ - [high] bcc_boundary_drift: BCC -> AKIEC/BKL/SCCKA count is 64.
161
+ - [medium] tiny_validation_support: MAL_OTH validation support is only 2.
report_backbone_effb2_nometa_concat_focal_s05_clean/split_summary.md ADDED
@@ -0,0 +1,66 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Split Summary
2
+
3
+ ## Full
4
+
5
+ - rows: 5240
6
+ - real_rows: 5240
7
+ - synthetic_rows: 0
8
+ - ignore_metadata_rows: 0
9
+
10
+ | class | count | synthetic |
11
+ |---|---:|---:|
12
+ | AKIEC | 303 | 0 |
13
+ | BCC | 2522 | 0 |
14
+ | BEN_OTH | 44 | 0 |
15
+ | BKL | 544 | 0 |
16
+ | DF | 52 | 0 |
17
+ | INF | 50 | 0 |
18
+ | MAL_OTH | 9 | 0 |
19
+ | MEL | 450 | 0 |
20
+ | NV | 746 | 0 |
21
+ | SCCKA | 473 | 0 |
22
+ | VASC | 47 | 0 |
23
+
24
+ ## Train
25
+
26
+ - rows: 4192
27
+ - real_rows: 4192
28
+ - synthetic_rows: 0
29
+ - ignore_metadata_rows: 0
30
+
31
+ | class | count | synthetic |
32
+ |---|---:|---:|
33
+ | AKIEC | 242 | 0 |
34
+ | BCC | 2018 | 0 |
35
+ | BEN_OTH | 35 | 0 |
36
+ | BKL | 435 | 0 |
37
+ | DF | 42 | 0 |
38
+ | INF | 40 | 0 |
39
+ | MAL_OTH | 7 | 0 |
40
+ | MEL | 360 | 0 |
41
+ | NV | 597 | 0 |
42
+ | SCCKA | 378 | 0 |
43
+ | VASC | 38 | 0 |
44
+
45
+ ## Val
46
+
47
+ - rows: 1048
48
+ - real_rows: 1048
49
+ - synthetic_rows: 0
50
+ - ignore_metadata_rows: 0
51
+
52
+ | class | count | synthetic |
53
+ |---|---:|---:|
54
+ | AKIEC | 61 | 0 |
55
+ | BCC | 504 | 0 |
56
+ | BEN_OTH | 9 | 0 |
57
+ | BKL | 109 | 0 |
58
+ | DF | 10 | 0 |
59
+ | INF | 10 | 0 |
60
+ | MAL_OTH | 2 | 0 |
61
+ | MEL | 90 | 0 |
62
+ | NV | 149 | 0 |
63
+ | SCCKA | 95 | 0 |
64
+ | VASC | 9 | 0 |
65
+
66
+ - synthetic_train_only: False
report_backbone_effb2_nometa_concat_focal_s05_clean/splits/train.csv ADDED
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report_backbone_effb2_nometa_concat_focal_s05_clean/splits/val.csv ADDED
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report_backbone_effb2_nometa_concat_focal_s05_clean/val_predictions.csv ADDED
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report_backbone_effv2b2_nometa_concat_focal_s05_clean.predict.log ADDED
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+
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report_backbone_effv2b2_nometa_concat_focal_s05_clean.train.log ADDED
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report_backbone_effv2b2_nometa_concat_focal_s05_clean/confusion_analysis.json ADDED
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1
+ {
2
+ "false_negatives_by_true_class": {
3
+ "AKIEC": [
4
+ {
5
+ "true": "AKIEC",
6
+ "predicted": "BCC",
7
+ "count": 11,
8
+ "rate_of_true": 0.18032786885245902
9
+ },
10
+ {
11
+ "true": "AKIEC",
12
+ "predicted": "BKL",
13
+ "count": 10,
14
+ "rate_of_true": 0.16393442622950818
15
+ },
16
+ {
17
+ "true": "AKIEC",
18
+ "predicted": "SCCKA",
19
+ "count": 10,
20
+ "rate_of_true": 0.16393442622950818
21
+ },
22
+ {
23
+ "true": "AKIEC",
24
+ "predicted": "MEL",
25
+ "count": 1,
26
+ "rate_of_true": 0.01639344262295082
27
+ },
28
+ {
29
+ "true": "AKIEC",
30
+ "predicted": "NV",
31
+ "count": 1,
32
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+ phase,epoch,train_loss,train_accuracy,train_balanced_accuracy,train_f1_macro,train_top3_accuracy,train_dice_macro,train_support_AKIEC,train_precision_AKIEC,train_recall_AKIEC,train_f1_AKIEC,train_correct_AKIEC,train_conf_AKIEC_to_BCC_count,train_conf_AKIEC_to_BCC_rate,train_conf_AKIEC_to_BKL_count,train_conf_AKIEC_to_BKL_rate,train_conf_AKIEC_to_INF_count,train_conf_AKIEC_to_INF_rate,train_conf_AKIEC_to_MEL_count,train_conf_AKIEC_to_MEL_rate,train_conf_AKIEC_to_NV_count,train_conf_AKIEC_to_NV_rate,train_conf_AKIEC_to_SCCKA_count,train_conf_AKIEC_to_SCCKA_rate,train_support_BCC,train_precision_BCC,train_recall_BCC,train_f1_BCC,train_correct_BCC,train_conf_BCC_to_AKIEC_count,train_conf_BCC_to_AKIEC_rate,train_conf_BCC_to_BKL_count,train_conf_BCC_to_BKL_rate,train_conf_BCC_to_DF_count,train_conf_BCC_to_DF_rate,train_conf_BCC_to_INF_count,train_conf_BCC_to_INF_rate,train_conf_BCC_to_MEL_count,train_conf_BCC_to_MEL_rate,train_conf_BCC_to_NV_count,train_conf_BCC_to_NV_rate,train_conf_BCC_to_SCCKA_count,train_conf_BCC_to_SCCKA_rate,train_conf_BCC_to_VASC_count,train_conf_BCC_to_VASC_rate,train_support_BEN_OTH,train_precision_BEN_OTH,train_recall_BEN_OTH,train_f1_BEN_OTH,train_correct_BEN_OTH,train_conf_BEN_OTH_to_AKIEC_count,train_conf_BEN_OTH_to_AKIEC_rate,train_conf_BEN_OTH_to_BCC_count,train_conf_BEN_OTH_to_BCC_rate,train_conf_BEN_OTH_to_BKL_count,train_conf_BEN_OTH_to_BKL_rate,train_conf_BEN_OTH_to_DF_count,train_conf_BEN_OTH_to_DF_rate,train_conf_BEN_OTH_to_INF_count,train_conf_BEN_OTH_to_INF_rate,train_conf_BEN_OTH_to_MEL_count,train_conf_BEN_OTH_to_MEL_rate,train_conf_BEN_OTH_to_NV_count,train_conf_BEN_OTH_to_NV_rate,train_conf_BEN_OTH_to_SCCKA_count,train_conf_BEN_OTH_to_SCCKA_rate,train_conf_BEN_OTH_to_VASC_count,train_conf_BEN_OTH_to_VASC_rate,train_support_BKL,train_precision_BKL,train_recall_BKL,train_f1_BKL,train_correct_BKL,train_conf_BKL_to_AKIEC_count,train_conf_BKL_to_AKIEC_rate,train_conf_BKL_to_BCC_count,train_conf_BKL_to_BCC_rate,train_conf_BKL_to_DF_count,train_conf_BKL_to_DF_rate,train_conf_BKL_to_INF_count,train_conf_BKL_to_INF_rate,train_conf_BKL_to_MEL_count,train_conf_BKL_to_MEL_rate,train_conf_BKL_to_NV_count,train_conf_BKL_to_NV_rate,train_conf_BKL_to_SCCKA_count,train_conf_BKL_to_SCCKA_rate,train_conf_BKL_to_VASC_count,train_conf_BKL_to_VASC_rate,train_support_DF,train_precision_DF,train_recall_DF,train_f1_DF,train_correct_DF,train_conf_DF_to_AKIEC_count,train_conf_DF_to_AKIEC_rate,train_conf_DF_to_BCC_count,train_conf_DF_to_BCC_rate,train_conf_DF_to_BEN_OTH_count,train_conf_DF_to_BEN_OTH_rate,train_conf_DF_to_BKL_count,train_conf_DF_to_BKL_rate,train_conf_DF_to_INF_count,train_conf_DF_to_INF_rate,train_conf_DF_to_MEL_count,train_conf_DF_to_MEL_rate,train_conf_DF_to_NV_count,train_conf_DF_to_NV_rate,train_conf_DF_to_SCCKA_count,train_conf_DF_to_SCCKA_rate,train_support_INF,train_precision_INF,train_recall_INF,train_f1_INF,train_correct_INF,train_conf_INF_to_AKIEC_count,train_conf_INF_to_AKIEC_rate,train_conf_INF_to_BCC_count,train_conf_INF_to_BCC_rate,train_conf_INF_to_BKL_count,train_conf_INF_to_BKL_rate,train_conf_INF_to_DF_count,train_conf_INF_to_DF_rate,train_conf_INF_to_MEL_count,train_conf_INF_to_MEL_rate,train_conf_INF_to_NV_count,train_conf_INF_to_NV_rate,train_conf_INF_to_SCCKA_count,train_conf_INF_to_SCCKA_rate,train_conf_INF_to_VASC_count,train_conf_INF_to_VASC_rate,train_support_MAL_OTH,train_precision_MAL_OTH,train_recall_MAL_OTH,train_f1_MAL_OTH,train_correct_MAL_OTH,train_conf_MAL_OTH_to_AKIEC_count,train_conf_MAL_OTH_to_AKIEC_rate,train_conf_MAL_OTH_to_BCC_count,train_conf_MAL_OTH_to_BCC_rate,train_conf_MAL_OTH_to_BKL_count,train_conf_MAL_OTH_to_BKL_rate,train_conf_MAL_OTH_to_MEL_count,train_conf_MAL_OTH_to_MEL_rate,train_conf_MAL_OTH_to_NV_count,train_conf_MAL_OTH_to_NV_rate,train_conf_MAL_OTH_to_SCCKA_count,train_conf_MAL_OTH_to_SCCKA_rate,train_conf_MAL_OTH_to_VASC_count,train_conf_MAL_OTH_to_VASC_rate,train_support_MEL,train_precision_MEL,train_recall_MEL,train_f1_MEL,train_correct_MEL,train_conf_MEL_to_AKIEC_count,train_conf_MEL_to_AKIEC_rate,train_conf_MEL_to_BCC_count,train_conf_MEL_to_BCC_rate,train_conf_MEL_to_BEN_OTH_count,train_conf_MEL_to_BEN_OTH_rate,train_conf_MEL_to_BKL_count,train_conf_MEL_to_BKL_rate,train_conf_MEL_to_DF_count,train_conf_MEL_to_DF_rate,train_conf_MEL_to_INF_count,train_conf_MEL_to_INF_rate,train_conf_MEL_to_NV_count,train_conf_MEL_to_NV_rate,train_conf_MEL_to_SCCKA_count,train_conf_MEL_to_SCCKA_rate,train_conf_MEL_to_VASC_count,train_conf_MEL_to_VASC_rate,train_support_NV,train_precision_NV,train_recall_NV,train_f1_NV,train_correct_NV,train_conf_NV_to_AKIEC_count,train_conf_NV_to_AKIEC_rate,train_conf_NV_to_BCC_count,train_conf_NV_to_BCC_rate,train_conf_NV_to_BEN_OTH_count,train_conf_NV_to_BEN_OTH_rate,train_conf_NV_to_BKL_count,train_conf_NV_to_BKL_rate,train_conf_NV_to_DF_count,train_conf_NV_to_DF_rate,train_conf_NV_to_INF_count,train_conf_NV_to_INF_rate,train_conf_NV_to_MAL_OTH_count,train_conf_NV_to_MAL_OTH_rate,train_conf_NV_to_MEL_count,train_conf_NV_to_MEL_rate,train_conf_NV_to_SCCKA_count,train_conf_NV_to_SCCKA_rate,train_conf_NV_to_VASC_count,train_conf_NV_to_VASC_rate,train_support_SCCKA,train_precision_SCCKA,train_recall_SCCKA,train_f1_SCCKA,train_correct_SCCKA,train_conf_SCCKA_to_AKIEC_count,train_conf_SCCKA_to_AKIEC_rate,train_conf_SCCKA_to_BCC_count,train_conf_SCCKA_to_BCC_rate,train_conf_SCCKA_to_BEN_OTH_count,train_conf_SCCKA_to_BEN_OTH_rate,train_conf_SCCKA_to_BKL_count,train_conf_SCCKA_to_BKL_rate,train_conf_SCCKA_to_DF_count,train_conf_SCCKA_to_DF_rate,train_conf_SCCKA_to_INF_count,train_conf_SCCKA_to_INF_rate,train_conf_SCCKA_to_MEL_count,train_conf_SCCKA_to_MEL_rate,train_conf_SCCKA_to_NV_count,train_conf_SCCKA_to_NV_rate,train_conf_SCCKA_to_VASC_count,train_conf_SCCKA_to_VASC_rate,train_support_VASC,train_precision_VASC,train_recall_VASC,train_f1_VASC,train_correct_VASC,train_conf_VASC_to_AKIEC_count,train_conf_VASC_to_AKIEC_rate,train_conf_VASC_to_BCC_count,train_conf_VASC_to_BCC_rate,train_conf_VASC_to_BEN_OTH_count,train_conf_VASC_to_BEN_OTH_rate,train_conf_VASC_to_BKL_count,train_conf_VASC_to_BKL_rate,train_conf_VASC_to_INF_count,train_conf_VASC_to_INF_rate,train_conf_VASC_to_MAL_OTH_count,train_conf_VASC_to_MAL_OTH_rate,train_conf_VASC_to_MEL_count,train_conf_VASC_to_MEL_rate,train_conf_VASC_to_NV_count,train_conf_VASC_to_NV_rate,train_conf_VASC_to_SCCKA_count,train_conf_VASC_to_SCCKA_rate,val_loss,val_accuracy,val_balanced_accuracy,val_f1_macro,val_top3_accuracy,val_dice_macro,val_support_AKIEC,val_precision_AKIEC,val_recall_AKIEC,val_f1_AKIEC,val_correct_AKIEC,val_conf_AKIEC_to_BCC_count,val_conf_AKIEC_to_BCC_rate,val_conf_AKIEC_to_BKL_count,val_conf_AKIEC_to_BKL_rate,val_conf_AKIEC_to_INF_count,val_conf_AKIEC_to_INF_rate,val_conf_AKIEC_to_MEL_count,val_conf_AKIEC_to_MEL_rate,val_conf_AKIEC_to_SCCKA_count,val_conf_AKIEC_to_SCCKA_rate,val_support_BCC,val_precision_BCC,val_recall_BCC,val_f1_BCC,val_correct_BCC,val_conf_BCC_to_AKIEC_count,val_conf_BCC_to_AKIEC_rate,val_conf_BCC_to_BEN_OTH_count,val_conf_BCC_to_BEN_OTH_rate,val_conf_BCC_to_BKL_count,val_conf_BCC_to_BKL_rate,val_conf_BCC_to_DF_count,val_conf_BCC_to_DF_rate,val_conf_BCC_to_INF_count,val_conf_BCC_to_INF_rate,val_conf_BCC_to_MEL_count,val_conf_BCC_to_MEL_rate,val_conf_BCC_to_NV_count,val_conf_BCC_to_NV_rate,val_conf_BCC_to_SCCKA_count,val_conf_BCC_to_SCCKA_rate,val_conf_BCC_to_VASC_count,val_conf_BCC_to_VASC_rate,val_support_BEN_OTH,val_precision_BEN_OTH,val_recall_BEN_OTH,val_f1_BEN_OTH,val_correct_BEN_OTH,val_conf_BEN_OTH_to_BCC_count,val_conf_BEN_OTH_to_BCC_rate,val_conf_BEN_OTH_to_BKL_count,val_conf_BEN_OTH_to_BKL_rate,val_conf_BEN_OTH_to_MEL_count,val_conf_BEN_OTH_to_MEL_rate,val_conf_BEN_OTH_to_NV_count,val_conf_BEN_OTH_to_NV_rate,val_support_BKL,val_precision_BKL,val_recall_BKL,val_f1_BKL,val_correct_BKL,val_conf_BKL_to_AKIEC_count,val_conf_BKL_to_AKIEC_rate,val_conf_BKL_to_BCC_count,val_conf_BKL_to_BCC_rate,val_conf_BKL_to_DF_count,val_conf_BKL_to_DF_rate,val_conf_BKL_to_MEL_count,val_conf_BKL_to_MEL_rate,val_conf_BKL_to_NV_count,val_conf_BKL_to_NV_rate,val_conf_BKL_to_SCCKA_count,val_conf_BKL_to_SCCKA_rate,val_support_DF,val_precision_DF,val_recall_DF,val_f1_DF,val_correct_DF,val_conf_DF_to_BCC_count,val_conf_DF_to_BCC_rate,val_conf_DF_to_NV_count,val_conf_DF_to_NV_rate,val_support_INF,val_precision_INF,val_recall_INF,val_f1_INF,val_correct_INF,val_conf_INF_to_AKIEC_count,val_conf_INF_to_AKIEC_rate,val_conf_INF_to_BCC_count,val_conf_INF_to_BCC_rate,val_conf_INF_to_BEN_OTH_count,val_conf_INF_to_BEN_OTH_rate,val_conf_INF_to_BKL_count,val_conf_INF_to_BKL_rate,val_conf_INF_to_DF_count,val_conf_INF_to_DF_rate,val_conf_INF_to_NV_count,val_conf_INF_to_NV_rate,val_support_MAL_OTH,val_precision_MAL_OTH,val_recall_MAL_OTH,val_f1_MAL_OTH,val_correct_MAL_OTH,val_conf_MAL_OTH_to_BCC_count,val_conf_MAL_OTH_to_BCC_rate,val_support_MEL,val_precision_MEL,val_recall_MEL,val_f1_MEL,val_correct_MEL,val_conf_MEL_to_AKIEC_count,val_conf_MEL_to_AKIEC_rate,val_conf_MEL_to_BCC_count,val_conf_MEL_to_BCC_rate,val_conf_MEL_to_BKL_count,val_conf_MEL_to_BKL_rate,val_conf_MEL_to_DF_count,val_conf_MEL_to_DF_rate,val_conf_MEL_to_NV_count,val_conf_MEL_to_NV_rate,val_conf_MEL_to_VASC_count,val_conf_MEL_to_VASC_rate,val_support_NV,val_precision_NV,val_recall_NV,val_f1_NV,val_correct_NV,val_conf_NV_to_AKIEC_count,val_conf_NV_to_AKIEC_rate,val_conf_NV_to_BCC_count,val_conf_NV_to_BCC_rate,val_conf_NV_to_BEN_OTH_count,val_conf_NV_to_BEN_OTH_rate,val_conf_NV_to_BKL_count,val_conf_NV_to_BKL_rate,val_conf_NV_to_DF_count,val_conf_NV_to_DF_rate,val_conf_NV_to_MEL_count,val_conf_NV_to_MEL_rate,val_conf_NV_to_VASC_count,val_conf_NV_to_VASC_rate,val_support_SCCKA,val_precision_SCCKA,val_recall_SCCKA,val_f1_SCCKA,val_correct_SCCKA,val_conf_SCCKA_to_AKIEC_count,val_conf_SCCKA_to_AKIEC_rate,val_conf_SCCKA_to_BCC_count,val_conf_SCCKA_to_BCC_rate,val_conf_SCCKA_to_BKL_count,val_conf_SCCKA_to_BKL_rate,val_conf_SCCKA_to_DF_count,val_conf_SCCKA_to_DF_rate,val_conf_SCCKA_to_INF_count,val_conf_SCCKA_to_INF_rate,val_conf_SCCKA_to_MEL_count,val_conf_SCCKA_to_MEL_rate,val_conf_SCCKA_to_NV_count,val_conf_SCCKA_to_NV_rate,val_support_VASC,val_precision_VASC,val_recall_VASC,val_f1_VASC,val_correct_VASC,val_conf_VASC_to_BCC_count,val_conf_VASC_to_BCC_rate,train_conf_AKIEC_to_BEN_OTH_count,train_conf_AKIEC_to_BEN_OTH_rate,train_conf_AKIEC_to_DF_count,train_conf_AKIEC_to_DF_rate,train_conf_AKIEC_to_VASC_count,train_conf_AKIEC_to_VASC_rate,train_conf_BCC_to_BEN_OTH_count,train_conf_BCC_to_BEN_OTH_rate,train_conf_BCC_to_MAL_OTH_count,train_conf_BCC_to_MAL_OTH_rate,train_conf_BKL_to_BEN_OTH_count,train_conf_BKL_to_BEN_OTH_rate,train_conf_DF_to_VASC_count,train_conf_DF_to_VASC_rate,train_conf_INF_to_BEN_OTH_count,train_conf_INF_to_BEN_OTH_rate,train_conf_VASC_to_DF_count,train_conf_VASC_to_DF_rate,val_conf_BEN_OTH_to_AKIEC_count,val_conf_BEN_OTH_to_AKIEC_rate,val_conf_INF_to_MEL_count,val_conf_INF_to_MEL_rate,val_conf_MEL_to_SCCKA_count,val_conf_MEL_to_SCCKA_rate,val_conf_VASC_to_MEL_count,val_conf_VASC_to_MEL_rate,train_conf_BKL_to_MAL_OTH_count,train_conf_BKL_to_MAL_OTH_rate,val_conf_AKIEC_to_BEN_OTH_count,val_conf_AKIEC_to_BEN_OTH_rate,val_conf_BEN_OTH_to_INF_count,val_conf_BEN_OTH_to_INF_rate,val_conf_MAL_OTH_to_NV_count,val_conf_MAL_OTH_to_NV_rate,val_conf_MEL_to_INF_count,val_conf_MEL_to_INF_rate,train_conf_MAL_OTH_to_BEN_OTH_count,train_conf_MAL_OTH_to_BEN_OTH_rate,val_conf_DF_to_BKL_count,val_conf_DF_to_BKL_rate,val_conf_NV_to_INF_count,val_conf_NV_to_INF_rate,train_conf_INF_to_MAL_OTH_count,train_conf_INF_to_MAL_OTH_rate,train_conf_MAL_OTH_to_INF_count,train_conf_MAL_OTH_to_INF_rate,train_conf_MEL_to_MAL_OTH_count,train_conf_MEL_to_MAL_OTH_rate,val_conf_AKIEC_to_NV_count,val_conf_AKIEC_to_NV_rate,val_conf_BKL_to_BEN_OTH_count,val_conf_BKL_to_BEN_OTH_rate,val_conf_MAL_OTH_to_BEN_OTH_count,val_conf_MAL_OTH_to_BEN_OTH_rate,val_conf_MEL_to_BEN_OTH_count,val_conf_MEL_to_BEN_OTH_rate,val_conf_VASC_to_NV_count,val_conf_VASC_to_NV_rate,val_conf_BKL_to_INF_count,val_conf_BKL_to_INF_rate,val_conf_DF_to_INF_count,val_conf_DF_to_INF_rate,val_conf_DF_to_MAL_OTH_count,val_conf_DF_to_MAL_OTH_rate,val_conf_MAL_OTH_to_INF_count,val_conf_MAL_OTH_to_INF_rate,val_conf_MEL_to_MAL_OTH_count,val_conf_MEL_to_MAL_OTH_rate,val_conf_NV_to_MAL_OTH_count,val_conf_NV_to_MAL_OTH_rate,val_conf_BEN_OTH_to_SCCKA_count,val_conf_BEN_OTH_to_SCCKA_rate,val_conf_DF_to_SCCKA_count,val_conf_DF_to_SCCKA_rate,val_conf_NV_to_SCCKA_count,val_conf_NV_to_SCCKA_rate,val_conf_MAL_OTH_to_MEL_count,val_conf_MAL_OTH_to_MEL_rate,val_conf_DF_to_MEL_count,val_conf_DF_to_MEL_rate,val_conf_INF_to_SCCKA_count,val_conf_INF_to_SCCKA_rate,train_conf_BEN_OTH_to_MAL_OTH_count,train_conf_BEN_OTH_to_MAL_OTH_rate,val_conf_INF_to_VASC_count,val_conf_INF_to_VASC_rate,val_conf_BCC_to_MAL_OTH_count,val_conf_BCC_to_MAL_OTH_rate
2
+ freeze,1,0.9980310652092212,0.5200381679389313,0.40021993418910584,0.3955710107379264,0.7998568702290076,0.3955710107379264,400.0,0.28771929824561404,0.205,0.23941605839416058,82.0,149.0,0.3725,49.0,0.1225,8.0,0.02,22.0,0.055,16.0,0.04,74.0,0.185,1129.0,0.5719041278295606,0.7608503100088574,0.6529836564044089,859.0,63.0,0.05580159433126661,59.0,0.05225863596102746,11.0,0.00974313551815766,7.0,0.006200177147918512,31.0,0.02745792736935341,35.0,0.03100088573959256,61.0,0.054030115146147036,3.0,0.002657218777679362,136.0,0.23076923076923078,0.022058823529411766,0.040268456375838924,3.0,3.0,0.022058823529411766,35.0,0.25735294117647056,16.0,0.11764705882352941,10.0,0.07352941176470588,6.0,0.04411764705882353,19.0,0.13970588235294118,25.0,0.18382352941176472,5.0,0.03676470588235294,14.0,0.10294117647058823,500.0,0.3691275167785235,0.33,0.3484688489968321,165.0,51.0,0.102,146.0,0.292,6.0,0.012,2.0,0.004,32.0,0.064,45.0,0.09,51.0,0.102,2.0,0.004,150.0,0.5746268656716418,0.5133333333333333,0.5422535211267606,77.0,1.0,0.006666666666666667,28.0,0.18666666666666668,2.0,0.013333333333333334,10.0,0.06666666666666667,5.0,0.03333333333333333,12.0,0.08,10.0,0.06666666666666667,5.0,0.03333333333333333,166.0,0.3269230769230769,0.10240963855421686,0.1559633027522936,17.0,8.0,0.04819277108433735,56.0,0.3373493975903614,21.0,0.12650602409638553,14.0,0.08433734939759036,12.0,0.07228915662650602,20.0,0.12048192771084337,16.0,0.0963855421686747,2.0,0.012048192771084338,59.0,0.0,0.0,0.0,0.0,2.0,0.03389830508474576,12.0,0.2033898305084746,12.0,0.2033898305084746,5.0,0.0847457627118644,17.0,0.288135593220339,2.0,0.03389830508474576,9.0,0.15254237288135594,450.0,0.5343680709534369,0.5355555555555556,0.5349611542730299,241.0,15.0,0.03333333333333333,27.0,0.06,1.0,0.0022222222222222222,38.0,0.08444444444444445,8.0,0.017777777777777778,3.0,0.006666666666666667,103.0,0.2288888888888889,9.0,0.02,5.0,0.011111111111111112,590.0,0.6041666666666666,0.7372881355932204,0.6641221374045801,435.0,5.0,0.00847457627118644,35.0,0.059322033898305086,2.0,0.003389830508474576,24.0,0.04067796610169491,1.0,0.001694915254237288,2.0,0.003389830508474576,2.0,0.003389830508474576,61.0,0.10338983050847457,14.0,0.023728813559322035,9.0,0.015254237288135594,469.0,0.43896713615023475,0.39872068230277186,0.41787709497206704,187.0,52.0,0.11087420042643924,149.0,0.31769722814498935,1.0,0.0021321961620469083,52.0,0.11087420042643924,7.0,0.014925373134328358,1.0,0.0021321961620469083,12.0,0.0255863539445629,7.0,0.014925373134328358,1.0,0.0021321961620469083,143.0,0.7169811320754716,0.7972027972027972,0.7549668874172185,114.0,3.0,0.02097902097902098,6.0,0.04195804195804196,4.0,0.027972027972027972,1.0,0.006993006993006993,1.0,0.006993006993006993,1.0,0.006993006993006993,4.0,0.027972027972027972,7.0,0.04895104895104895,2.0,0.013986013986013986,0.6175049324982039,0.691793893129771,0.43681713207714573,0.40041237752594294,0.898854961832061,0.40041237752594294,61.0,0.30612244897959184,0.4918032786885246,0.37735849056603776,30.0,16.0,0.26229508196721313,3.0,0.04918032786885246,1.0,0.01639344262295082,4.0,0.06557377049180328,7.0,0.11475409836065574,504.0,0.8139097744360902,0.8591269841269841,0.8359073359073359,433.0,28.0,0.05555555555555555,1.0,0.001984126984126984,4.0,0.007936507936507936,5.0,0.00992063492063492,4.0,0.007936507936507936,3.0,0.005952380952380952,11.0,0.021825396825396824,10.0,0.01984126984126984,5.0,0.00992063492063492,9.0,0.0,0.0,0.0,0.0,4.0,0.4444444444444444,1.0,0.1111111111111111,2.0,0.2222222222222222,2.0,0.2222222222222222,109.0,0.671875,0.3944954128440367,0.49710982658959535,43.0,13.0,0.11926605504587157,30.0,0.27522935779816515,2.0,0.01834862385321101,2.0,0.01834862385321101,12.0,0.11009174311926606,7.0,0.06422018348623854,10.0,0.2857142857142857,0.6,0.3870967741935484,6.0,2.0,0.2,2.0,0.2,10.0,0.0,0.0,0.0,0.0,1.0,0.1,4.0,0.4,1.0,0.1,1.0,0.1,2.0,0.2,1.0,0.1,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.7241379310344828,0.4666666666666667,0.5675675675675675,42.0,4.0,0.044444444444444446,6.0,0.06666666666666667,2.0,0.022222222222222223,2.0,0.022222222222222223,31.0,0.34444444444444444,3.0,0.03333333333333333,149.0,0.6836734693877551,0.8993288590604027,0.7768115942028986,134.0,3.0,0.020134228187919462,2.0,0.013422818791946308,1.0,0.006711409395973154,4.0,0.026845637583892617,1.0,0.006711409395973154,3.0,0.020134228187919462,1.0,0.006711409395973154,95.0,0.5555555555555556,0.3157894736842105,0.40268456375838924,30.0,19.0,0.2,31.0,0.3263157894736842,6.0,0.06315789473684211,3.0,0.031578947368421054,1.0,0.010526315789473684,2.0,0.021052631578947368,3.0,0.031578947368421054,9.0,0.4375,0.7777777777777778,0.56,7.0,2.0,0.2222222222222222,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
3
+ freeze,2,0.8250395886187676,0.5758587786259542,0.45767633418157416,0.4639253072519867,0.8513835877862596,0.4639253072519867,398.0,0.4074074074074074,0.30402010050251255,0.34820143884892085,121.0,119.0,0.2989949748743719,54.0,0.135678391959799,5.0,0.01256281407035176,16.0,0.04020100502512563,8.0,0.020100502512562814,68.0,0.1708542713567839,1133.0,0.6106133700895934,0.7819947043248014,0.6857585139318886,886.0,53.0,0.04677846425419241,45.0,0.03971756398940865,10.0,0.0088261253309797,15.0,0.01323918799646955,20.0,0.0176522506619594,21.0,0.018534863195057368,75.0,0.06619593998234775,3.0,0.00264783759929391,127.0,0.38461538461538464,0.11811023622047244,0.18072289156626506,15.0,4.0,0.031496062992125984,28.0,0.2204724409448819,17.0,0.13385826771653545,7.0,0.05511811023622047,6.0,0.047244094488188976,12.0,0.09448818897637795,18.0,0.14173228346456693,11.0,0.08661417322834646,9.0,0.07086614173228346,505.0,0.4750593824228028,0.39603960396039606,0.4319654427645788,200.0,42.0,0.08316831683168317,132.0,0.2613861386138614,7.0,0.013861386138613862,2.0,0.0039603960396039604,26.0,0.05148514851485148,39.0,0.07722772277227723,53.0,0.10495049504950495,2.0,0.0039603960396039604,150.0,0.6029411764705882,0.5466666666666666,0.5734265734265734,82.0,3.0,0.02,34.0,0.22666666666666666,4.0,0.02666666666666667,4.0,0.02666666666666667,5.0,0.03333333333333333,3.0,0.02,5.0,0.03333333333333333,8.0,0.05333333333333334,155.0,0.3684210526315789,0.18064516129032257,0.24242424242424243,28.0,8.0,0.05161290322580645,47.0,0.3032258064516129,16.0,0.1032258064516129,12.0,0.07741935483870968,11.0,0.07096774193548387,15.0,0.0967741935483871,16.0,0.1032258064516129,,,56.0,0.5,0.017857142857142856,0.034482758620689655,1.0,1.0,0.017857142857142856,14.0,0.25,8.0,0.14285714285714285,8.0,0.14285714285714285,17.0,0.30357142857142855,,,7.0,0.125,456.0,0.6129753914988815,0.6008771929824561,0.6068660022148394,274.0,13.0,0.02850877192982456,32.0,0.07017543859649122,5.0,0.010964912280701754,19.0,0.041666666666666664,4.0,0.008771929824561403,1.0,0.0021929824561403508,95.0,0.20833333333333334,10.0,0.021929824561403508,3.0,0.006578947368421052,575.0,0.6540785498489426,0.7530434782608696,0.7000808407437349,433.0,1.0,0.0017391304347826088,35.0,0.06086956521739131,,,24.0,0.04173913043478261,,,3.0,0.0052173913043478265,,,64.0,0.11130434782608696,7.0,0.01217391304347826,8.0,0.01391304347826087,488.0,0.5029940119760479,0.5163934426229508,0.5096056622851365,252.0,51.0,0.10450819672131148,118.0,0.24180327868852458,1.0,0.0020491803278688526,34.0,0.06967213114754098,7.0,0.014344262295081968,6.0,0.012295081967213115,10.0,0.020491803278688523,7.0,0.014344262295081968,2.0,0.004098360655737705,149.0,0.7625,0.8187919463087249,0.7896440129449838,122.0,,,6.0,0.040268456375838924,4.0,0.026845637583892617,,,5.0,0.03355704697986577,,,3.0,0.020134228187919462,4.0,0.026845637583892617,1.0,0.006711409395973154,0.549817897095025,0.7041984732824428,0.44848571045335817,0.4225137955850965,0.9122137404580153,0.4225137955850965,61.0,0.3488372093023256,0.4918032786885246,0.40816326530612246,30.0,12.0,0.19672131147540983,8.0,0.13114754098360656,,,4.0,0.06557377049180328,7.0,0.11475409836065574,504.0,0.8514056224899599,0.8412698412698413,0.846307385229541,424.0,21.0,0.041666666666666664,,,20.0,0.03968253968253968,2.0,0.003968253968253968,1.0,0.001984126984126984,8.0,0.015873015873015872,6.0,0.011904761904761904,18.0,0.03571428571428571,4.0,0.007936507936507936,9.0,0.0,0.0,0.0,0.0,4.0,0.4444444444444444,1.0,0.1111111111111111,2.0,0.2222222222222222,1.0,0.1111111111111111,109.0,0.53,0.48623853211009177,0.507177033492823,53.0,8.0,0.07339449541284404,20.0,0.1834862385321101,1.0,0.009174311926605505,4.0,0.03669724770642202,12.0,0.11009174311926606,11.0,0.10091743119266056,10.0,0.42857142857142855,0.6,0.5,6.0,2.0,0.2,2.0,0.2,10.0,0.0,0.0,0.0,0.0,,,5.0,0.5,,,1.0,0.1,2.0,0.2,1.0,0.1,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.611764705882353,0.5777777777777777,0.5942857142857143,52.0,3.0,0.03333333333333333,7.0,0.07777777777777778,2.0,0.022222222222222223,1.0,0.011111111111111112,22.0,0.24444444444444444,2.0,0.022222222222222223,149.0,0.7314285714285714,0.8590604026845637,0.7901234567901234,128.0,1.0,0.006711409395973154,1.0,0.006711409395973154,,,6.0,0.040268456375838924,1.0,0.006711409395973154,11.0,0.0738255033557047,1.0,0.006711409395973154,95.0,0.5131578947368421,0.4105263157894737,0.45614035087719296,39.0,22.0,0.23157894736842105,19.0,0.2,9.0,0.09473684210526316,1.0,0.010526315789473684,,,2.0,0.021052631578947368,3.0,0.031578947368421054,9.0,0.46153846153846156,0.6666666666666666,0.5454545454545454,6.0,2.0,0.2222222222222222,2.0,0.005025125628140704,3.0,0.007537688442211055,2.0,0.005025125628140704,4.0,0.00353045013239188,1.0,0.00088261253309797,2.0,0.0039603960396039604,2.0,0.013333333333333334,2.0,0.012903225806451613,4.0,0.026845637583892617,1.0,0.1111111111111111,1.0,0.1,1.0,0.011111111111111112,1.0,0.1111111111111111,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
4
+ freeze,3,0.7859353560328711,0.5820610687022901,0.4803866070811514,0.49756465071632194,0.8647423664122137,0.49756465071632194,391.0,0.4178082191780822,0.31202046035805625,0.35724743777452417,122.0,144.0,0.36828644501278773,45.0,0.11508951406649616,1.0,0.0025575447570332483,15.0,0.03836317135549872,9.0,0.023017902813299233,46.0,0.11764705882352941,1171.0,0.6130091984231275,0.7967549103330487,0.6929075380616413,933.0,48.0,0.04099060631938514,46.0,0.03928266438941076,10.0,0.008539709649871904,20.0,0.017079419299743808,23.0,0.01964133219470538,27.0,0.02305721605465414,60.0,0.05123825789923143,1.0,0.0008539709649871904,148.0,0.41818181818181815,0.1554054054054054,0.22660098522167488,23.0,2.0,0.013513513513513514,27.0,0.18243243243243243,20.0,0.13513513513513514,11.0,0.07432432432432433,9.0,0.060810810810810814,22.0,0.14864864864864866,18.0,0.12162162162162163,7.0,0.0472972972972973,9.0,0.060810810810810814,474.0,0.43058823529411766,0.3860759493670886,0.407119021134594,183.0,37.0,0.07805907172995781,127.0,0.2679324894514768,8.0,0.016877637130801686,3.0,0.006329113924050633,28.0,0.05907172995780591,46.0,0.0970464135021097,41.0,0.08649789029535865,,,173.0,0.6193548387096774,0.5549132947976878,0.5853658536585366,96.0,4.0,0.023121387283236993,33.0,0.1907514450867052,6.0,0.03468208092485549,6.0,0.03468208092485549,11.0,0.06358381502890173,9.0,0.05202312138728324,3.0,0.017341040462427744,5.0,0.028901734104046242,153.0,0.3804347826086957,0.22875816993464052,0.2857142857142857,35.0,8.0,0.05228758169934641,61.0,0.39869281045751637,9.0,0.058823529411764705,11.0,0.0718954248366013,4.0,0.026143790849673203,8.0,0.05228758169934641,10.0,0.06535947712418301,1.0,0.006535947712418301,65.0,0.8333333333333334,0.15384615384615385,0.2597402597402597,10.0,5.0,0.07692307692307693,16.0,0.24615384615384617,19.0,0.2923076923076923,1.0,0.015384615384615385,9.0,0.13846153846153847,1.0,0.015384615384615385,4.0,0.06153846153846154,437.0,0.5977777777777777,0.6155606407322655,0.6065388951521984,269.0,17.0,0.038901601830663615,18.0,0.041189931350114416,5.0,0.011441647597254004,26.0,0.059496567505720827,4.0,0.009153318077803204,4.0,0.009153318077803204,87.0,0.19908466819221968,2.0,0.004576659038901602,5.0,0.011441647597254004,602.0,0.6702127659574468,0.7325581395348837,0.7,441.0,4.0,0.006644518272425249,40.0,0.0664451827242525,8.0,0.013289036544850499,29.0,0.04817275747508306,3.0,0.0049833887043189366,1.0,0.0016611295681063123,1.0,0.0016611295681063123,69.0,0.11461794019933555,3.0,0.0049833887043189366,3.0,0.0049833887043189366,444.0,0.5438144329896907,0.4752252252252252,0.5072115384615384,211.0,45.0,0.10135135135135136,118.0,0.26576576576576577,,,41.0,0.09234234234234234,7.0,0.015765765765765764,5.0,0.01126126126126126,7.0,0.015765765765765764,9.0,0.02027027027027027,1.0,0.0022522522522522522,134.0,0.8181818181818182,0.8731343283582089,0.8447653429602888,117.0,,,5.0,0.03731343283582089,2.0,0.014925373134328358,1.0,0.007462686567164179,3.0,0.022388059701492536,,,3.0,0.022388059701492536,1.0,0.007462686567164179,2.0,0.014925373134328358,0.7042201440070421,0.6354961832061069,0.47483335553182066,0.4143266051715182,0.9007633587786259,0.4143266051715182,61.0,0.2430939226519337,0.7213114754098361,0.36363636363636365,44.0,3.0,0.04918032786885246,4.0,0.06557377049180328,,,4.0,0.06557377049180328,5.0,0.08196721311475409,504.0,0.890625,0.6785714285714286,0.7702702702702703,342.0,84.0,0.16666666666666666,1.0,0.001984126984126984,10.0,0.01984126984126984,20.0,0.03968253968253968,,,8.0,0.015873015873015872,18.0,0.03571428571428571,18.0,0.03571428571428571,3.0,0.005952380952380952,9.0,0.2,0.1111111111111111,0.14285714285714285,1.0,2.0,0.2222222222222222,,,3.0,0.3333333333333333,1.0,0.1111111111111111,109.0,0.6818181818181818,0.41284403669724773,0.5142857142857142,45.0,15.0,0.13761467889908258,15.0,0.13761467889908258,7.0,0.06422018348623854,3.0,0.027522935779816515,13.0,0.11926605504587157,11.0,0.10091743119266056,10.0,0.14893617021276595,0.7,0.24561403508771928,7.0,1.0,0.1,2.0,0.2,10.0,0.3333333333333333,0.1,0.15384615384615385,1.0,,,3.0,0.3,2.0,0.2,,,4.0,0.4,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.6233766233766234,0.5333333333333333,0.5748502994011976,48.0,4.0,0.044444444444444446,4.0,0.044444444444444446,2.0,0.022222222222222223,2.0,0.022222222222222223,27.0,0.3,2.0,0.022222222222222223,149.0,0.6666666666666666,0.8993288590604027,0.7657142857142857,134.0,2.0,0.013422818791946308,1.0,0.006711409395973154,,,3.0,0.020134228187919462,1.0,0.006711409395973154,7.0,0.04697986577181208,1.0,0.006711409395973154,95.0,0.5277777777777778,0.4,0.4550898203592814,38.0,31.0,0.3263157894736842,10.0,0.10526315789473684,2.0,0.021052631578947368,6.0,0.06315789473684211,,,3.0,0.031578947368421054,5.0,0.05263157894736842,9.0,0.5,0.6666666666666666,0.5714285714285714,6.0,2.0,0.2222222222222222,2.0,0.005115089514066497,5.0,0.01278772378516624,2.0,0.005115089514066497,3.0,0.0025619128949615714,,,,,,,6.0,0.0392156862745098,,,1.0,0.1111111111111111,,,,,1.0,0.1111111111111111,1.0,0.002109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5
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6
+ finetune,5,0.6381830610334873,0.6338263358778626,0.5795447503577879,0.603480165113734,0.9031488549618321,0.603480165113734,351.0,0.47435897435897434,0.42165242165242167,0.4464555052790347,148.0,78.0,0.2222222222222222,43.0,0.1225071225071225,3.0,0.008547008547008548,15.0,0.042735042735042736,9.0,0.02564102564102564,49.0,0.1396011396011396,1096.0,0.653122648607976,0.791970802919708,0.7158762886597938,868.0,43.0,0.03923357664233577,55.0,0.05018248175182482,10.0,0.009124087591240875,9.0,0.008211678832116789,13.0,0.011861313868613138,21.0,0.01916058394160584,66.0,0.060218978102189784,6.0,0.005474452554744526,145.0,0.5930232558139535,0.35172413793103446,0.44155844155844154,51.0,2.0,0.013793103448275862,22.0,0.15172413793103448,13.0,0.0896551724137931,5.0,0.034482758620689655,8.0,0.05517241379310345,13.0,0.0896551724137931,19.0,0.1310344827586207,2.0,0.013793103448275862,10.0,0.06896551724137931,522.0,0.5077951002227171,0.4367816091954023,0.46961894953656025,228.0,53.0,0.10153256704980843,117.0,0.22413793103448276,4.0,0.007662835249042145,1.0,0.0019157088122605363,29.0,0.05555555555555555,32.0,0.06130268199233716,53.0,0.10153256704980843,,,149.0,0.7152777777777778,0.6912751677852349,0.7030716723549488,103.0,1.0,0.006711409395973154,21.0,0.14093959731543623,5.0,0.03355704697986577,4.0,0.026845637583892617,3.0,0.020134228187919462,4.0,0.026845637583892617,1.0,0.006711409395973154,6.0,0.040268456375838924,136.0,0.6,0.4632352941176471,0.5228215767634855,63.0,2.0,0.014705882352941176,34.0,0.25,6.0,0.04411764705882353,6.0,0.04411764705882353,4.0,0.029411764705882353,5.0,0.03676470588235294,8.0,0.058823529411764705,2.0,0.014705882352941176,53.0,0.7666666666666667,0.4339622641509434,0.5542168674698795,23.0,,,10.0,0.18867924528301888,10.0,0.18867924528301888,4.0,0.07547169811320754,3.0,0.05660377358490566,,,2.0,0.03773584905660377,465.0,0.6578366445916115,0.6408602150537634,0.6492374727668845,298.0,10.0,0.021505376344086023,26.0,0.05591397849462366,2.0,0.004301075268817204,29.0,0.06236559139784946,3.0,0.0064516129032258064,3.0,0.0064516129032258064,86.0,0.18494623655913978,4.0,0.008602150537634409,2.0,0.004301075268817204,598.0,0.7061611374407583,0.7474916387959866,0.7262388302193339,447.0,6.0,0.010033444816053512,32.0,0.05351170568561873,9.0,0.015050167224080268,27.0,0.0451505016722408,4.0,0.006688963210702341,3.0,0.005016722408026756,,,62.0,0.10367892976588629,3.0,0.005016722408026756,5.0,0.008361204013377926,502.0,0.5936842105263158,0.5617529880478087,0.5772773797338793,282.0,47.0,0.09362549800796813,113.0,0.2250996015936255,1.0,0.00199203187250996,33.0,0.06573705179282868,6.0,0.01195219123505976,6.0,0.01195219123505976,9.0,0.017928286852589643,4.0,0.00796812749003984,1.0,0.00199203187250996,175.0,0.8295454545454546,0.8342857142857143,0.8319088319088319,146.0,,,8.0,0.045714285714285714,4.0,0.022857142857142857,1.0,0.005714285714285714,5.0,0.02857142857142857,1.0,0.005714285714285714,2.0,0.011428571428571429,6.0,0.03428571428571429,2.0,0.011428571428571429,0.5819703632866153,0.6937022900763359,0.4948829437112361,0.462815322385362,0.924618320610687,0.462815322385362,61.0,0.45161290322580644,0.6885245901639344,0.5454545454545454,42.0,7.0,0.11475409836065574,5.0,0.08196721311475409,1.0,0.01639344262295082,1.0,0.01639344262295082,3.0,0.04918032786885246,504.0,0.8733333333333333,0.7797619047619048,0.8238993710691824,393.0,18.0,0.03571428571428571,23.0,0.04563492063492063,18.0,0.03571428571428571,12.0,0.023809523809523808,8.0,0.015873015873015872,10.0,0.01984126984126984,8.0,0.015873015873015872,14.0,0.027777777777777776,,,9.0,0.030303030303030304,0.1111111111111111,0.047619047619047616,1.0,2.0,0.2222222222222222,2.0,0.2222222222222222,3.0,0.3333333333333333,,,109.0,0.5670103092783505,0.5045871559633027,0.5339805825242718,55.0,10.0,0.09174311926605505,18.0,0.1651376146788991,2.0,0.01834862385321101,2.0,0.01834862385321101,11.0,0.10091743119266056,10.0,0.09174311926605505,10.0,0.25925925925925924,0.7,0.3783783783783784,7.0,1.0,0.1,2.0,0.2,10.0,0.15384615384615385,0.2,0.17391304347826086,2.0,,,3.0,0.3,2.0,0.2,1.0,0.1,1.0,0.1,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.6153846153846154,0.6222222222222222,0.6187845303867403,56.0,3.0,0.03333333333333333,5.0,0.05555555555555555,3.0,0.03333333333333333,1.0,0.011111111111111112,18.0,0.2,,,149.0,0.7305389221556886,0.8187919463087249,0.7721518987341772,122.0,1.0,0.006711409395973154,2.0,0.013422818791946308,2.0,0.013422818791946308,5.0,0.03355704697986577,1.0,0.006711409395973154,15.0,0.10067114093959731,1.0,0.006711409395973154,95.0,0.6197183098591549,0.4631578947368421,0.5301204819277109,44.0,19.0,0.2,16.0,0.16842105263157894,8.0,0.08421052631578947,3.0,0.031578947368421054,,,2.0,0.021052631578947368,3.0,0.031578947368421054,9.0,0.8333333333333334,0.5555555555555556,0.6666666666666666,5.0,2.0,0.2222222222222222,2.0,0.005698005698005698,3.0,0.008547008547008548,1.0,0.002849002849002849,3.0,0.002737226277372263,2.0,0.0018248175182481751,4.0,0.007662835249042145,1.0,0.006711409395973154,5.0,0.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7
+ 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8
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10
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11
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12
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13
+ finetune,12,0.38669933993653716,0.7395038167938931,0.7578839926798536,0.7685049683628807,0.9563454198473282,0.7685049683628807,381.0,0.5733695652173914,0.5538057742782152,0.5634178905206942,211.0,62.0,0.16272965879265092,41.0,0.10761154855643044,2.0,0.005249343832020997,11.0,0.028871391076115485,4.0,0.010498687664041995,47.0,0.12335958005249344,1098.0,0.7426761678543151,0.8542805100182149,0.7945785684032189,938.0,38.0,0.03460837887067395,40.0,0.03642987249544627,4.0,0.0036429872495446266,10.0,0.009107468123861567,11.0,0.010018214936247723,10.0,0.009107468123861567,41.0,0.037340619307832425,1.0,0.0009107468123861566,131.0,0.8290598290598291,0.7404580152671756,0.782258064516129,97.0,,,8.0,0.061068702290076333,6.0,0.04580152671755725,1.0,0.007633587786259542,3.0,0.022900763358778626,6.0,0.04580152671755725,3.0,0.022900763358778626,1.0,0.007633587786259542,5.0,0.03816793893129771,515.0,0.6319444444444444,0.5300970873786408,0.5765575501583949,273.0,53.0,0.1029126213592233,103.0,0.2,2.0,0.003883495145631068,1.0,0.001941747572815534,18.0,0.03495145631067961,18.0,0.03495145631067961,45.0,0.08737864077669903,,,171.0,0.8823529411764706,0.7894736842105263,0.8333333333333334,135.0,2.0,0.011695906432748537,17.0,0.09941520467836257,2.0,0.011695906432748537,7.0,0.04093567251461988,5.0,0.029239766081871343,2.0,0.011695906432748537,,,1.0,0.005847953216374269,130.0,0.816793893129771,0.823076923076923,0.8199233716475096,107.0,2.0,0.015384615384615385,11.0,0.08461538461538462,2.0,0.015384615384615385,2.0,0.015384615384615385,1.0,0.007692307692307693,2.0,0.015384615384615385,1.0,0.007692307692307693,,,78.0,0.974025974025974,0.9615384615384616,0.967741935483871,75.0,,,,,,,,,2.0,0.02564102564102564,,,1.0,0.01282051282051282,449.0,0.7349397590361446,0.6792873051224945,0.7060185185185185,305.0,11.0,0.024498886414253896,26.0,0.05790645879732739,1.0,0.0022271714922048997,22.0,0.04899777282850779,2.0,0.004454342984409799,2.0,0.004454342984409799,72.0,0.1603563474387528,5.0,0.011135857461024499,2.0,0.004454342984409799,608.0,0.8041733547351525,0.8240131578947368,0.8139723801787165,501.0,2.0,0.003289473684210526,30.0,0.049342105263157895,2.0,0.003289473684210526,12.0,0.019736842105263157,3.0,0.004934210526315789,,,,,55.0,0.09046052631578948,2.0,0.003289473684210526,1.0,0.001644736842105263,481.0,0.6918103448275862,0.6673596673596673,0.6793650793650794,321.0,48.0,0.0997920997920998,66.0,0.13721413721413722,2.0,0.004158004158004158,29.0,0.060291060291060294,3.0,0.006237006237006237,1.0,0.002079002079002079,4.0,0.008316008316008316,6.0,0.012474012474012475,1.0,0.002079002079002079,150.0,0.9194630872483222,0.9133333333333333,0.9163879598662207,137.0,1.0,0.006666666666666667,2.0,0.013333333333333334,3.0,0.02,,,,,,,2.0,0.013333333333333334,5.0,0.03333333333333333,,,0.5278801576497446,0.7309160305343512,0.5200470632629116,0.4842959615069042,0.9274809160305344,0.4842959615069042,61.0,0.5,0.4426229508196721,0.46956521739130436,27.0,5.0,0.08196721311475409,13.0,0.21311475409836064,,,,,16.0,0.26229508196721313,504.0,0.8984881209503239,0.8253968253968254,0.860392967942089,416.0,12.0,0.023809523809523808,2.0,0.003968253968253968,25.0,0.0496031746031746,8.0,0.015873015873015872,1.0,0.001984126984126984,6.0,0.011904761904761904,3.0,0.005952380952380952,25.0,0.0496031746031746,6.0,0.011904761904761904,9.0,0.1111111111111111,0.1111111111111111,0.1111111111111111,1.0,,,2.0,0.2222222222222222,2.0,0.2222222222222222,1.0,0.1111111111111111,109.0,0.5206611570247934,0.5779816513761468,0.5478260869565217,63.0,3.0,0.027522935779816515,18.0,0.1651376146788991,5.0,0.045871559633027525,4.0,0.03669724770642202,5.0,0.045871559633027525,8.0,0.07339449541284404,10.0,0.2608695652173913,0.6,0.36363636363636365,6.0,,,2.0,0.2,10.0,0.375,0.3,0.3333333333333333,3.0,,,3.0,0.3,,,,,3.0,0.3,,,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.746031746031746,0.5222222222222223,0.6143790849673203,47.0,1.0,0.011111111111111112,6.0,0.06666666666666667,2.0,0.022222222222222223,1.0,0.011111111111111112,31.0,0.34444444444444444,,,149.0,0.7572254335260116,0.8791946308724832,0.8136645962732919,131.0,,,2.0,0.013422818791946308,3.0,0.020134228187919462,5.0,0.03355704697986577,,,4.0,0.026845637583892617,1.0,0.006711409395973154,95.0,0.5416666666666666,0.6842105263157895,0.6046511627906976,65.0,10.0,0.10526315789473684,9.0,0.09473684210526316,11.0,0.11578947368421053,,,,,,,,,9.0,0.5,0.7777777777777778,0.6086956521739131,7.0,2.0,0.2222222222222222,1.0,0.0026246719160104987,1.0,0.0026246719160104987,1.0,0.0026246719160104987,5.0,0.004553734061930784,,,2.0,0.003883495145631068,,,2.0,0.015384615384615385,,,1.0,0.1111111111111111,,,1.0,0.011111111111111112,,,,,,,1.0,0.1111111111111111,,,1.0,0.011111111111111112,,,,,1.0,0.006711409395973154,,,,,1.0,0.0022271714922048997,,,3.0,0.027522935779816515,,,,,,,,,1.0,0.1,,,,,,,,,1.0,0.1111111111111111,1.0,0.1,2.0,0.013422818791946308,,,,,1.0,0.1,1.0,0.007633587786259542,,,,
14
+ finetune,13,0.35180660682901,0.7583492366412213,0.7770866255746764,0.784938236092966,0.9642175572519084,0.784938236092966,352.0,0.6325878594249201,0.5625,0.5954887218045113,198.0,64.0,0.18181818181818182,36.0,0.10227272727272728,1.0,0.002840909090909091,4.0,0.011363636363636364,1.0,0.002840909090909091,41.0,0.11647727272727272,1079.0,0.7568881685575365,0.865616311399444,0.8076091655858193,934.0,26.0,0.024096385542168676,35.0,0.03243744207599629,7.0,0.006487488415199258,10.0,0.009267840593141797,6.0,0.005560704355885079,14.0,0.012974976830398516,41.0,0.037998146431881374,3.0,0.0027803521779425394,136.0,0.8151260504201681,0.7132352941176471,0.7607843137254902,97.0,,,12.0,0.08823529411764706,5.0,0.03676470588235294,3.0,0.022058823529411766,2.0,0.014705882352941176,6.0,0.04411764705882353,9.0,0.0661764705882353,,,2.0,0.014705882352941176,509.0,0.6271929824561403,0.5618860510805501,0.5927461139896373,286.0,42.0,0.0825147347740668,95.0,0.18664047151277013,3.0,0.005893909626719057,2.0,0.003929273084479371,22.0,0.043222003929273084,15.0,0.029469548133595286,40.0,0.07858546168958742,,,174.0,0.867816091954023,0.867816091954023,0.867816091954023,151.0,1.0,0.005747126436781609,10.0,0.05747126436781609,1.0,0.005747126436781609,6.0,0.034482758620689655,1.0,0.005747126436781609,1.0,0.005747126436781609,2.0,0.011494252873563218,1.0,0.005747126436781609,158.0,0.8292682926829268,0.8607594936708861,0.84472049689441,136.0,2.0,0.012658227848101266,13.0,0.08227848101265822,2.0,0.012658227848101266,1.0,0.006329113924050633,1.0,0.006329113924050633,,,1.0,0.006329113924050633,,,64.0,0.9833333333333333,0.921875,0.9516129032258065,59.0,1.0,0.015625,1.0,0.015625,2.0,0.03125,,,1.0,0.015625,,,,,480.0,0.7723214285714286,0.7208333333333333,0.7456896551724138,346.0,7.0,0.014583333333333334,14.0,0.029166666666666667,7.0,0.014583333333333334,29.0,0.06041666666666667,,,5.0,0.010416666666666666,69.0,0.14375,2.0,0.004166666666666667,1.0,0.0020833333333333333,601.0,0.8110367892976589,0.8069883527454242,0.8090075062552127,485.0,3.0,0.004991680532445923,27.0,0.04492512479201331,4.0,0.0066555740432612314,17.0,0.028286189683860232,1.0,0.0016638935108153079,2.0,0.0033277870216306157,,,57.0,0.09484193011647254,1.0,0.0016638935108153079,4.0,0.0066555740432612314,490.0,0.7297872340425532,0.7,0.7145833333333333,343.0,33.0,0.0673469387755102,64.0,0.1306122448979592,,,38.0,0.07755102040816327,4.0,0.00816326530612245,3.0,0.006122448979591836,4.0,0.00816326530612245,1.0,0.0020408163265306124,,,149.0,0.9230769230769231,0.9664429530201343,0.9442622950819672,144.0,,,,,1.0,0.006711409395973154,,,2.0,0.013422818791946308,,,1.0,0.006711409395973154,1.0,0.006711409395973154,,,0.520520631458525,0.7194656488549618,0.4976705833375039,0.4850241829514425,0.9370229007633588,0.4850241829514425,61.0,0.43902439024390244,0.5901639344262295,0.5034965034965035,36.0,6.0,0.09836065573770492,10.0,0.16393442622950818,,,,,9.0,0.14754098360655737,504.0,0.893569844789357,0.7996031746031746,0.8439790575916231,403.0,22.0,0.04365079365079365,5.0,0.00992063492063492,31.0,0.061507936507936505,4.0,0.007936507936507936,,,7.0,0.013888888888888888,2.0,0.003968253968253968,24.0,0.047619047619047616,6.0,0.011904761904761904,9.0,0.14285714285714285,0.1111111111111111,0.125,1.0,,,2.0,0.2222222222222222,3.0,0.3333333333333333,,,109.0,0.4861111111111111,0.6422018348623854,0.5533596837944664,70.0,5.0,0.045871559633027525,18.0,0.1651376146788991,,,3.0,0.027522935779816515,3.0,0.027522935779816515,10.0,0.09174311926605505,10.0,0.45454545454545453,0.5,0.47619047619047616,5.0,,,1.0,0.1,10.0,0.5,0.3,0.375,3.0,1.0,0.1,2.0,0.2,,,2.0,0.2,,,,,2.0,0.0,0.0,0.0,0.0,2.0,1.0,90.0,0.6712328767123288,0.5444444444444444,0.6012269938650306,49.0,1.0,0.011111111111111112,7.0,0.07777777777777778,4.0,0.044444444444444446,1.0,0.011111111111111112,28.0,0.3111111111111111,,,149.0,0.7839506172839507,0.8523489932885906,0.8167202572347267,127.0,,,3.0,0.020134228187919462,1.0,0.006711409395973154,11.0,0.0738255033557047,,,7.0,0.04697986577181208,,,95.0,0.55,0.5789473684210527,0.5641025641025641,55.0,16.0,0.16842105263157894,9.0,0.09473684210526316,13.0,0.1368421052631579,1.0,0.010526315789473684,,,1.0,0.010526315789473684,,,9.0,0.4166666666666667,0.5555555555555556,0.47619047619047616,5.0,1.0,0.1111111111111111,1.0,0.002840909090909091,4.0,0.011363636363636364,2.0,0.005681818181818182,3.0,0.0027803521779425394,,,3.0,0.005893909626719057,,,2.0,0.012658227848101266,,,1.0,0.1111111111111111,1.0,0.1,,,2.0,0.2222222222222222,1.0,0.0019646365422396855,,,1.0,0.1111111111111111,,,,,,,1.0,0.1,,,,,,,,,,,,,,,,,1.0,0.1111111111111111,,,2.0,0.2,,,,,,,,,1.0,0.1111111111111111,1.0,0.1,,,,,,,,,,,1.0,0.1,,
15
+ finetune,14,0.2926144333581177,0.7845896946564885,0.8062671034644562,0.816474602519779,0.9749522900763359,0.816474602519779,402.0,0.6927374301675978,0.6169154228855721,0.6526315789473685,248.0,56.0,0.13930348258706468,37.0,0.09203980099502487,2.0,0.004975124378109453,5.0,0.012437810945273632,3.0,0.007462686567164179,48.0,0.11940298507462686,1110.0,0.7794117647058824,0.8594594594594595,0.8174807197943444,954.0,39.0,0.03513513513513514,43.0,0.03873873873873874,8.0,0.007207207207207207,5.0,0.0045045045045045045,3.0,0.002702702702702703,10.0,0.009009009009009009,45.0,0.04054054054054054,,,136.0,0.888,0.8161764705882353,0.8505747126436781,111.0,1.0,0.007352941176470588,8.0,0.058823529411764705,6.0,0.04411764705882353,,,2.0,0.014705882352941176,5.0,0.03676470588235294,3.0,0.022058823529411766,,,,,519.0,0.6645435244161358,0.603082851637765,0.6323232323232323,313.0,33.0,0.06358381502890173,98.0,0.18882466281310212,1.0,0.0019267822736030828,1.0,0.0019267822736030828,22.0,0.04238921001926782,10.0,0.019267822736030827,41.0,0.0789980732177264,,,166.0,0.910828025477707,0.8614457831325302,0.8854489164086687,143.0,1.0,0.006024096385542169,13.0,0.0783132530120482,,,5.0,0.030120481927710843,3.0,0.018072289156626505,1.0,0.006024096385542169,,,,,163.0,0.9032258064516129,0.8588957055214724,0.8805031446540881,140.0,1.0,0.006134969325153374,14.0,0.08588957055214724,2.0,0.012269938650306749,1.0,0.006134969325153374,,,1.0,0.006134969325153374,,,,,76.0,0.96,0.9473684210526315,0.9536423841059603,72.0,,,,,1.0,0.013157894736842105,3.0,0.039473684210526314,,,,,,,464.0,0.8068181818181818,0.7650862068965517,0.7853982300884956,355.0,6.0,0.01293103448275862,11.0,0.023706896551724137,2.0,0.004310344827586207,26.0,0.05603448275862069,2.0,0.004310344827586207,,,57.0,0.12284482758620689,2.0,0.004310344827586207,3.0,0.00646551724137931,570.0,0.8457538994800693,0.856140350877193,0.8509154315605929,488.0,3.0,0.005263157894736842,14.0,0.02456140350877193,5.0,0.008771929824561403,9.0,0.015789473684210527,,,1.0,0.0017543859649122807,2.0,0.0035087719298245615,43.0,0.07543859649122807,3.0,0.005263157894736842,2.0,0.0035087719298245615,444.0,0.7048832271762208,0.7477477477477478,0.7256830601092896,332.0,26.0,0.05855855855855856,55.0,0.12387387387387387,,,28.0,0.06306306306306306,1.0,0.0022522522522522522,,,1.0,0.0022522522522522522,1.0,0.0022522522522522522,,,142.0,0.9568345323741008,0.9366197183098591,0.9466192170818505,133.0,,,1.0,0.007042253521126761,,,1.0,0.007042253521126761,1.0,0.007042253521126761,,,2.0,0.014084507042253521,4.0,0.028169014084507043,,,0.5062856523903044,0.7347328244274809,0.5384894448717478,0.5171084012125053,0.9389312977099237,0.5171084012125053,61.0,0.45454545454545453,0.6557377049180327,0.5369127516778524,40.0,6.0,0.09836065573770492,8.0,0.13114754098360656,,,,,7.0,0.11475409836065574,504.0,0.8976545842217484,0.8353174603174603,0.8653648509763617,421.0,21.0,0.041666666666666664,5.0,0.00992063492063492,23.0,0.04563492063492063,2.0,0.003968253968253968,,,6.0,0.011904761904761904,1.0,0.001984126984126984,21.0,0.041666666666666664,4.0,0.007936507936507936,9.0,0.125,0.1111111111111111,0.11764705882352941,1.0,1.0,0.1111111111111111,2.0,0.2222222222222222,2.0,0.2222222222222222,,,109.0,0.5075757575757576,0.6146788990825688,0.5560165975103735,67.0,6.0,0.05504587155963303,18.0,0.1651376146788991,1.0,0.009174311926605505,1.0,0.009174311926605505,3.0,0.027522935779816515,12.0,0.11009174311926606,10.0,0.46153846153846156,0.6,0.5217391304347826,6.0,,,1.0,0.1,10.0,0.4,0.4,0.4,4.0,,,4.0,0.4,,,,,2.0,0.2,,,2.0,0.0,0.0,0.0,0.0,1.0,0.5,90.0,0.7205882352941176,0.5444444444444444,0.620253164556962,49.0,1.0,0.011111111111111112,7.0,0.07777777777777778,5.0,0.05555555555555555,1.0,0.011111111111111112,26.0,0.28888888888888886,,,149.0,0.7894736842105263,0.8053691275167785,0.7973421926910299,120.0,,,3.0,0.020134228187919462,1.0,0.006711409395973154,14.0,0.09395973154362416,,,8.0,0.053691275167785234,,,95.0,0.5670103092783505,0.5789473684210527,0.5729166666666666,55.0,19.0,0.2,7.0,0.07368421052631578,12.0,0.12631578947368421,1.0,0.010526315789473684,,,1.0,0.010526315789473684,,,9.0,0.6363636363636364,0.7777777777777778,0.7,7.0,1.0,0.1111111111111111,1.0,0.0024875621890547263,1.0,0.0024875621890547263,1.0,0.0024875621890547263,2.0,0.0018018018018018018,1.0,0.0009009009009009009,,,,,4.0,0.024539877300613498,,,1.0,0.1111111111111111,,,,,1.0,0.1111111111111111,,,,,1.0,0.1111111111111111,1.0,0.5,1.0,0.011111111111111112,,,1.0,0.1,3.0,0.020134228187919462,,,,,,,,,1.0,0.009174311926605505,,,,,,,,,1.0,0.1,,,,,,,,,1.0,0.1111111111111111,1.0,0.1,,,,,,,,,,,,,,
16
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+ "rate_of_true": 0.053691275167785234
799
+ },
800
+ {
801
+ "true": "MEL",
802
+ "predicted": "BCC",
803
+ "count": 7,
804
+ "rate_of_true": 0.07777777777777778
805
+ },
806
+ {
807
+ "true": "BCC",
808
+ "predicted": "NV",
809
+ "count": 6,
810
+ "rate_of_true": 0.011904761904761904
811
+ },
812
+ {
813
+ "true": "NV",
814
+ "predicted": "MEL",
815
+ "count": 6,
816
+ "rate_of_true": 0.040268456375838924
817
+ },
818
+ {
819
+ "true": "BKL",
820
+ "predicted": "MEL",
821
+ "count": 5,
822
+ "rate_of_true": 0.045871559633027525
823
+ },
824
+ {
825
+ "true": "NV",
826
+ "predicted": "BCC",
827
+ "count": 4,
828
+ "rate_of_true": 0.026845637583892617
829
+ },
830
+ {
831
+ "true": "SCCKA",
832
+ "predicted": "BKL",
833
+ "count": 4,
834
+ "rate_of_true": 0.042105263157894736
835
+ }
836
+ ],
837
+ "watched_confusion_patterns": [
838
+ {
839
+ "true": "BCC",
840
+ "predicted": "AKIEC",
841
+ "count": 18,
842
+ "rate_of_true": 0.03571428571428571
843
+ },
844
+ {
845
+ "true": "SCCKA",
846
+ "predicted": "AKIEC",
847
+ "count": 17,
848
+ "rate_of_true": 0.17894736842105263
849
+ },
850
+ {
851
+ "true": "BKL",
852
+ "predicted": "SCCKA",
853
+ "count": 16,
854
+ "rate_of_true": 0.14678899082568808
855
+ },
856
+ {
857
+ "true": "BCC",
858
+ "predicted": "BKL",
859
+ "count": 13,
860
+ "rate_of_true": 0.025793650793650792
861
+ },
862
+ {
863
+ "true": "BCC",
864
+ "predicted": "SCCKA",
865
+ "count": 12,
866
+ "rate_of_true": 0.023809523809523808
867
+ },
868
+ {
869
+ "true": "AKIEC",
870
+ "predicted": "SCCKA",
871
+ "count": 10,
872
+ "rate_of_true": 0.16393442622950818
873
+ },
874
+ {
875
+ "true": "SCCKA",
876
+ "predicted": "BKL",
877
+ "count": 4,
878
+ "rate_of_true": 0.042105263157894736
879
+ },
880
+ {
881
+ "true": "INF",
882
+ "predicted": "BCC",
883
+ "count": 3,
884
+ "rate_of_true": 0.3
885
+ },
886
+ {
887
+ "true": "INF",
888
+ "predicted": "BEN_OTH",
889
+ "count": 1,
890
+ "rate_of_true": 0.1
891
+ }
892
+ ]
893
+ }
894
+ }
report_backbone_effv2b2_nometa_concat_focal_s05_clean/run_report.md ADDED
@@ -0,0 +1,161 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # MILK10k Run Report
2
+
3
+ ## Config Summary
4
+
5
+ - fold: None
6
+ - output_dir: /marimo/report_runs_machine1_backbones/report_backbone_effv2b2_nometa_concat_focal_s05_clean
7
+ - backbone: tf_efficientnetv2_b2
8
+ - metadata_fusion: concat
9
+ - image_fusion: concat
10
+ - loss: focal
11
+ - class_weight: False
12
+ - weighted_sampler: True
13
+ - balance_mode: none
14
+ - balance_head_ratio: 2.0
15
+ - balance_tail_floor: 100
16
+ - balance_min_source_count: 20
17
+ - augmented_data_dir: None
18
+ - dermoscopic_mask_dir: None
19
+ - min_dermoscopic_mask_ratio: 0.01
20
+ - augmented_classes: []
21
+ - augmented_max_per_class: 0
22
+ - freeze_metadata_head: False
23
+ - zero_augmented_metadata: False
24
+
25
+ ## Final Metrics
26
+
27
+ - accuracy: 0.7375954198473282
28
+ - balanced_accuracy: 0.5186082970988092
29
+ - dice_macro: 0.5223125305590507
30
+ - f1_macro: 0.5223125305590507
31
+ - roc_auc_macro_ovr: 0.9026004657311983
32
+ - top2_accuracy: 0.8835877862595419
33
+ - top3_accuracy: 0.9312977099236641
34
+
35
+ ## Data Distribution
36
+
37
+ ### Train
38
+
39
+ - rows: 4192
40
+ - real_rows: 4192
41
+ - synthetic_rows: 0
42
+ - ignore_metadata_rows: 0
43
+
44
+ | class | count | synthetic |
45
+ |---|---:|---:|
46
+ | AKIEC | 242 | 0 |
47
+ | BCC | 2018 | 0 |
48
+ | BEN_OTH | 35 | 0 |
49
+ | BKL | 435 | 0 |
50
+ | DF | 42 | 0 |
51
+ | INF | 40 | 0 |
52
+ | MAL_OTH | 7 | 0 |
53
+ | MEL | 360 | 0 |
54
+ | NV | 597 | 0 |
55
+ | SCCKA | 378 | 0 |
56
+ | VASC | 38 | 0 |
57
+
58
+ ### Validation
59
+
60
+ - rows: 1048
61
+ - real_rows: 1048
62
+ - synthetic_rows: 0
63
+ - ignore_metadata_rows: 0
64
+
65
+ | class | count | synthetic |
66
+ |---|---:|---:|
67
+ | AKIEC | 61 | 0 |
68
+ | BCC | 504 | 0 |
69
+ | BEN_OTH | 9 | 0 |
70
+ | BKL | 109 | 0 |
71
+ | DF | 10 | 0 |
72
+ | INF | 10 | 0 |
73
+ | MAL_OTH | 2 | 0 |
74
+ | MEL | 90 | 0 |
75
+ | NV | 149 | 0 |
76
+ | SCCKA | 95 | 0 |
77
+ | VASC | 9 | 0 |
78
+
79
+ ## Per-Class Metrics
80
+
81
+ | class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr |
82
+ | --- | --- | --- | --- | --- | --- | --- |
83
+ | AKIEC | 61 | 0.41791 | 0.459016 | 0.960486 | 0.4375 | 0.931204 |
84
+ | BCC | 504 | 0.864971 | 0.876984 | 0.873162 | 0.870936 | 0.944995 |
85
+ | BEN_OTH | 9 | 0.333333 | 0.222222 | 0.99615 | 0.266667 | 0.812426 |
86
+ | BKL | 109 | 0.588889 | 0.486239 | 0.960596 | 0.532663 | 0.861223 |
87
+ | DF | 10 | 0.625 | 0.5 | 0.99711 | 0.555556 | 0.936416 |
88
+ | INF | 10 | 0.363636 | 0.4 | 0.993256 | 0.380952 | 0.924374 |
89
+ | MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.721319 |
90
+ | MEL | 90 | 0.653333 | 0.544444 | 0.97286 | 0.593939 | 0.933287 |
91
+ | NV | 149 | 0.723164 | 0.85906 | 0.945495 | 0.785276 | 0.973483 |
92
+ | SCCKA | 95 | 0.591398 | 0.578947 | 0.960126 | 0.585106 | 0.926879 |
93
+ | VASC | 9 | 0.7 | 0.777778 | 0.997113 | 0.736842 | 0.962999 |
94
+
95
+ ## Weak Classes
96
+
97
+ | class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr |
98
+ | --- | --- | --- | --- | --- | --- | --- |
99
+ | MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.721319 |
100
+ | BEN_OTH | 9 | 0.333333 | 0.222222 | 0.99615 | 0.266667 | 0.812426 |
101
+ | INF | 10 | 0.363636 | 0.4 | 0.993256 | 0.380952 | 0.924374 |
102
+ | AKIEC | 61 | 0.41791 | 0.459016 | 0.960486 | 0.4375 | 0.931204 |
103
+ | BKL | 109 | 0.588889 | 0.486239 | 0.960596 | 0.532663 | 0.861223 |
104
+
105
+ ## Prediction Distribution
106
+
107
+ | class | pred_count | mean_prob |
108
+ |---|---:|---:|
109
+ | AKIEC | 67 | 0.0975 |
110
+ | BCC | 511 | 0.3804 |
111
+ | BEN_OTH | 6 | 0.0170 |
112
+ | BKL | 90 | 0.1254 |
113
+ | DF | 8 | 0.0162 |
114
+ | INF | 11 | 0.0156 |
115
+ | MAL_OTH | 0 | 0.0011 |
116
+ | MEL | 75 | 0.0913 |
117
+ | NV | 177 | 0.1512 |
118
+ | SCCKA | 93 | 0.0964 |
119
+ | VASC | 10 | 0.0078 |
120
+
121
+ - mean_confidence: 0.6794876456260681
122
+ - median_confidence: 0.7083414196968079
123
+ - mean_top1_top2_gap: 0.49942681193351746
124
+ - mean_entropy: 0.9163222908973694
125
+ - low_confidence_rows: 199
126
+
127
+ ## Top Confusion Pairs
128
+
129
+ | true | predicted | count | rate_of_true |
130
+ |---|---|---:|---:|
131
+ | MEL | NV | 29 | 0.322 |
132
+ | BKL | BCC | 21 | 0.193 |
133
+ | BCC | AKIEC | 18 | 0.036 |
134
+ | SCCKA | AKIEC | 17 | 0.179 |
135
+ | BKL | SCCKA | 16 | 0.147 |
136
+ | SCCKA | BCC | 16 | 0.168 |
137
+ | BCC | BKL | 13 | 0.026 |
138
+ | BCC | SCCKA | 12 | 0.024 |
139
+ | AKIEC | BCC | 11 | 0.180 |
140
+ | AKIEC | BKL | 10 | 0.164 |
141
+ | AKIEC | SCCKA | 10 | 0.164 |
142
+ | BCC | MEL | 8 | 0.016 |
143
+
144
+ ## Watched Confusion Patterns
145
+
146
+ | true | predicted | count | rate_of_true |
147
+ |---|---|---:|---:|
148
+ | BCC | AKIEC | 18 | 0.036 |
149
+ | SCCKA | AKIEC | 17 | 0.179 |
150
+ | BKL | SCCKA | 16 | 0.147 |
151
+ | BCC | BKL | 13 | 0.026 |
152
+ | BCC | SCCKA | 12 | 0.024 |
153
+ | AKIEC | SCCKA | 10 | 0.164 |
154
+ | SCCKA | BKL | 4 | 0.042 |
155
+ | INF | BCC | 3 | 0.300 |
156
+ | INF | BEN_OTH | 1 | 0.100 |
157
+
158
+ ## Warnings
159
+
160
+ - [high] bcc_boundary_drift: BCC -> AKIEC/BKL/SCCKA count is 43.
161
+ - [medium] tiny_validation_support: MAL_OTH validation support is only 2.
report_backbone_effv2b2_nometa_concat_focal_s05_clean/split_summary.md ADDED
@@ -0,0 +1,66 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Split Summary
2
+
3
+ ## Full
4
+
5
+ - rows: 5240
6
+ - real_rows: 5240
7
+ - synthetic_rows: 0
8
+ - ignore_metadata_rows: 0
9
+
10
+ | class | count | synthetic |
11
+ |---|---:|---:|
12
+ | AKIEC | 303 | 0 |
13
+ | BCC | 2522 | 0 |
14
+ | BEN_OTH | 44 | 0 |
15
+ | BKL | 544 | 0 |
16
+ | DF | 52 | 0 |
17
+ | INF | 50 | 0 |
18
+ | MAL_OTH | 9 | 0 |
19
+ | MEL | 450 | 0 |
20
+ | NV | 746 | 0 |
21
+ | SCCKA | 473 | 0 |
22
+ | VASC | 47 | 0 |
23
+
24
+ ## Train
25
+
26
+ - rows: 4192
27
+ - real_rows: 4192
28
+ - synthetic_rows: 0
29
+ - ignore_metadata_rows: 0
30
+
31
+ | class | count | synthetic |
32
+ |---|---:|---:|
33
+ | AKIEC | 242 | 0 |
34
+ | BCC | 2018 | 0 |
35
+ | BEN_OTH | 35 | 0 |
36
+ | BKL | 435 | 0 |
37
+ | DF | 42 | 0 |
38
+ | INF | 40 | 0 |
39
+ | MAL_OTH | 7 | 0 |
40
+ | MEL | 360 | 0 |
41
+ | NV | 597 | 0 |
42
+ | SCCKA | 378 | 0 |
43
+ | VASC | 38 | 0 |
44
+
45
+ ## Val
46
+
47
+ - rows: 1048
48
+ - real_rows: 1048
49
+ - synthetic_rows: 0
50
+ - ignore_metadata_rows: 0
51
+
52
+ | class | count | synthetic |
53
+ |---|---:|---:|
54
+ | AKIEC | 61 | 0 |
55
+ | BCC | 504 | 0 |
56
+ | BEN_OTH | 9 | 0 |
57
+ | BKL | 109 | 0 |
58
+ | DF | 10 | 0 |
59
+ | INF | 10 | 0 |
60
+ | MAL_OTH | 2 | 0 |
61
+ | MEL | 90 | 0 |
62
+ | NV | 149 | 0 |
63
+ | SCCKA | 95 | 0 |
64
+ | VASC | 9 | 0 |
65
+
66
+ - synthetic_train_only: False
report_backbone_effv2b2_nometa_concat_focal_s05_clean/splits/train.csv ADDED
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report_backbone_effv2b2_nometa_concat_focal_s05_clean/splits/val.csv ADDED
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report_backbone_effv2b2_nometa_concat_focal_s05_clean/val_predictions.csv ADDED
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