| [ |
| { |
| "epoch": 1, |
| "train_loss": 2.173572983264404, |
| "val_loss": 1.8825779230698296, |
| "train_accuracy": 0.23177366702937977, |
| "val_accuracy": 0.27391304347826084, |
| "train_balanced_accuracy": 0.17431608008173358, |
| "val_balanced_accuracy": 0.2242734877312628, |
| "train_precision": 0.17637323645474237, |
| "val_precision": 0.14375052740719504, |
| "train_recall": 0.17431608008173358, |
| "val_recall": 0.2242734877312628, |
| "train_f1": 0.16865646573367432, |
| "val_f1": 0.14552956831817868, |
| "confusion_matrix": [ |
| [ |
| 1, |
| 70, |
| 22, |
| 46, |
| 6, |
| 1 |
| ], |
| [ |
| 5, |
| 95, |
| 27, |
| 33, |
| 6, |
| 3 |
| ], |
| [ |
| 1, |
| 1, |
| 2, |
| 6, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 13, |
| 5, |
| 27, |
| 3, |
| 1 |
| ], |
| [ |
| 0, |
| 23, |
| 7, |
| 7, |
| 1, |
| 1 |
| ], |
| [ |
| 0, |
| 10, |
| 9, |
| 27, |
| 1, |
| 0 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.14285714285714285, |
| "recall": 0.00684931506849315, |
| "f1-score": 0.013071895424836602, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.4481132075471698, |
| "recall": 0.5621301775147929, |
| "f1-score": 0.49868766404199477, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.027777777777777776, |
| "recall": 0.2, |
| "f1-score": 0.04878048780487805, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.18493150684931506, |
| "recall": 0.5510204081632653, |
| "f1-score": 0.27692307692307694, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.058823529411764705, |
| "recall": 0.02564102564102564, |
| "f1-score": 0.03571428571428571, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 47.0 |
| }, |
| "accuracy": 0.27391304347826084, |
| "macro avg": { |
| "precision": 0.14375052740719504, |
| "recall": 0.2242734877312628, |
| "f1-score": 0.14552956831817868, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.23526481346319045, |
| "recall": 0.27391304347826084, |
| "f1-score": 0.2209491407505651, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 2, |
| "train_loss": 1.8693487968486333, |
| "val_loss": 2.016495699467866, |
| "train_accuracy": 0.2486398258977149, |
| "val_accuracy": 0.13478260869565217, |
| "train_balanced_accuracy": 0.22539227709611595, |
| "val_balanced_accuracy": 0.1728631146063029, |
| "train_precision": 0.20936430558252736, |
| "val_precision": 0.1907008086253369, |
| "train_recall": 0.22539227709611595, |
| "val_recall": 0.1728631146063029, |
| "train_f1": 0.20331177540650316, |
| "val_f1": 0.06237215016284784, |
| "confusion_matrix": [ |
| [ |
| 4, |
| 3, |
| 2, |
| 137, |
| 0, |
| 0 |
| ], |
| [ |
| 8, |
| 12, |
| 2, |
| 147, |
| 0, |
| 0 |
| ], |
| [ |
| 1, |
| 0, |
| 0, |
| 9, |
| 0, |
| 0 |
| ], |
| [ |
| 1, |
| 0, |
| 2, |
| 46, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 1, |
| 0, |
| 38, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 0, |
| 0, |
| 47, |
| 0, |
| 0 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.2857142857142857, |
| "recall": 0.0273972602739726, |
| "f1-score": 0.05, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.75, |
| "recall": 0.07100591715976332, |
| "f1-score": 0.12972972972972974, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.10849056603773585, |
| "recall": 0.9387755102040817, |
| "f1-score": 0.1945031712473573, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 47.0 |
| }, |
| "accuracy": 0.13478260869565217, |
| "macro avg": { |
| "precision": 0.1907008086253369, |
| "recall": 0.1728631146063029, |
| "f1-score": 0.06237215016284784, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.3777833118481191, |
| "recall": 0.13478260869565217, |
| "f1-score": 0.08424995590314094, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 3, |
| "train_loss": 1.8077148383278583, |
| "val_loss": 1.9693627139796381, |
| "train_accuracy": 0.26278563656147985, |
| "val_accuracy": 0.3282608695652174, |
| "train_balanced_accuracy": 0.23431148419303727, |
| "val_balanced_accuracy": 0.19204182172720485, |
| "train_precision": 0.21802110302690045, |
| "val_precision": 0.3054254488680718, |
| "train_recall": 0.23431148419303727, |
| "val_recall": 0.19204182172720485, |
| "train_f1": 0.21322228907931437, |
| "val_f1": 0.12748959238301869, |
| "confusion_matrix": [ |
| [ |
| 142, |
| 0, |
| 0, |
| 3, |
| 1, |
| 0 |
| ], |
| [ |
| 156, |
| 1, |
| 1, |
| 2, |
| 9, |
| 0 |
| ], |
| [ |
| 7, |
| 0, |
| 0, |
| 3, |
| 0, |
| 0 |
| ], |
| [ |
| 42, |
| 0, |
| 1, |
| 6, |
| 0, |
| 0 |
| ], |
| [ |
| 36, |
| 0, |
| 0, |
| 1, |
| 2, |
| 0 |
| ], |
| [ |
| 44, |
| 0, |
| 0, |
| 3, |
| 0, |
| 0 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.3325526932084309, |
| "recall": 0.9726027397260274, |
| "f1-score": 0.4956369982547993, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 1.0, |
| "recall": 0.005917159763313609, |
| "f1-score": 0.011764705882352941, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.3333333333333333, |
| "recall": 0.12244897959183673, |
| "f1-score": 0.1791044776119403, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.16666666666666666, |
| "recall": 0.05128205128205128, |
| "f1-score": 0.0784313725490196, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 47.0 |
| }, |
| "accuracy": 0.3282608695652174, |
| "macro avg": { |
| "precision": 0.3054254488680718, |
| "recall": 0.19204182172720485, |
| "f1-score": 0.12748959238301869, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5225783185690528, |
| "recall": 0.3282608695652174, |
| "f1-score": 0.18736126080807647, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 4, |
| "train_loss": 1.7927519160852858, |
| "val_loss": 2.108893058610999, |
| "train_accuracy": 0.2834602829162133, |
| "val_accuracy": 0.1826086956521739, |
| "train_balanced_accuracy": 0.2511800612543474, |
| "val_balanced_accuracy": 0.196497836198561, |
| "train_precision": 0.23172176579086154, |
| "val_precision": 0.1950312539864779, |
| "train_recall": 0.2511800612543474, |
| "val_recall": 0.196497836198561, |
| "train_f1": 0.22879690659671018, |
| "val_f1": 0.0939904744570312, |
| "confusion_matrix": [ |
| [ |
| 0, |
| 17, |
| 0, |
| 128, |
| 1, |
| 0 |
| ], |
| [ |
| 0, |
| 37, |
| 0, |
| 132, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 2, |
| 0, |
| 8, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 2, |
| 0, |
| 46, |
| 0, |
| 1 |
| ], |
| [ |
| 0, |
| 8, |
| 0, |
| 31, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 1, |
| 0, |
| 45, |
| 0, |
| 1 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.5522388059701493, |
| "recall": 0.21893491124260356, |
| "f1-score": 0.3135593220338983, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.11794871794871795, |
| "recall": 0.9387755102040817, |
| "f1-score": 0.20956719817767655, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.5, |
| "recall": 0.02127659574468085, |
| "f1-score": 0.04081632653061224, |
| "support": 47.0 |
| }, |
| "accuracy": 0.1826086956521739, |
| "macro avg": { |
| "precision": 0.1950312539864779, |
| "recall": 0.196497836198561, |
| "f1-score": 0.0939904744570312, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.2665387943227009, |
| "recall": 0.1826086956521739, |
| "f1-score": 0.1416927945247255, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 5, |
| "train_loss": 1.6830394811547231, |
| "val_loss": 1.6796309191247691, |
| "train_accuracy": 0.30903155603917304, |
| "val_accuracy": 0.358695652173913, |
| "train_balanced_accuracy": 0.27150813295213366, |
| "val_balanced_accuracy": 0.2619612100550282, |
| "train_precision": 0.24661354280577483, |
| "val_precision": 0.31979773100462755, |
| "train_recall": 0.27150813295213366, |
| "val_recall": 0.2619612100550282, |
| "train_f1": 0.2465090910275115, |
| "val_f1": 0.25100161498369417, |
| "confusion_matrix": [ |
| [ |
| 112, |
| 20, |
| 0, |
| 8, |
| 0, |
| 6 |
| ], |
| [ |
| 121, |
| 31, |
| 2, |
| 6, |
| 4, |
| 5 |
| ], |
| [ |
| 4, |
| 0, |
| 2, |
| 3, |
| 0, |
| 1 |
| ], |
| [ |
| 26, |
| 4, |
| 2, |
| 10, |
| 0, |
| 7 |
| ], |
| [ |
| 26, |
| 10, |
| 0, |
| 1, |
| 1, |
| 1 |
| ], |
| [ |
| 31, |
| 1, |
| 1, |
| 5, |
| 0, |
| 9 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.35, |
| "recall": 0.7671232876712328, |
| "f1-score": 0.48068669527896996, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.4696969696969697, |
| "recall": 0.1834319526627219, |
| "f1-score": 0.26382978723404255, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.2857142857142857, |
| "recall": 0.2, |
| "f1-score": 0.23529411764705882, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.30303030303030304, |
| "recall": 0.20408163265306123, |
| "f1-score": 0.24390243902439024, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2, |
| "recall": 0.02564102564102564, |
| "f1-score": 0.045454545454545456, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3103448275862069, |
| "recall": 0.19148936170212766, |
| "f1-score": 0.23684210526315788, |
| "support": 47.0 |
| }, |
| "accuracy": 0.358695652173913, |
| "macro avg": { |
| "precision": 0.31979773100462755, |
| "recall": 0.2619612100550282, |
| "f1-score": 0.25100161498369417, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.37080570104558114, |
| "recall": 0.358695652173913, |
| "f1-score": 0.3086433879609657, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 6, |
| "train_loss": 1.6215751149060287, |
| "val_loss": 1.7938002824783326, |
| "train_accuracy": 0.3280739934711643, |
| "val_accuracy": 0.3782608695652174, |
| "train_balanced_accuracy": 0.31264993327051277, |
| "val_balanced_accuracy": 0.28237910567238184, |
| "train_precision": 0.2740948342801585, |
| "val_precision": 0.4156835693916468, |
| "train_recall": 0.31264993327051277, |
| "val_recall": 0.28237910567238184, |
| "train_f1": 0.27771745919936175, |
| "val_f1": 0.24235072277952888, |
| "confusion_matrix": [ |
| [ |
| 132, |
| 2, |
| 5, |
| 0, |
| 1, |
| 6 |
| ], |
| [ |
| 135, |
| 22, |
| 6, |
| 0, |
| 4, |
| 2 |
| ], |
| [ |
| 1, |
| 1, |
| 3, |
| 1, |
| 0, |
| 4 |
| ], |
| [ |
| 30, |
| 0, |
| 4, |
| 7, |
| 1, |
| 7 |
| ], |
| [ |
| 32, |
| 4, |
| 1, |
| 0, |
| 1, |
| 1 |
| ], |
| [ |
| 35, |
| 0, |
| 2, |
| 1, |
| 0, |
| 9 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.36164383561643837, |
| "recall": 0.9041095890410958, |
| "f1-score": 0.5166340508806262, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7586206896551724, |
| "recall": 0.1301775147928994, |
| "f1-score": 0.2222222222222222, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.14285714285714285, |
| "recall": 0.3, |
| "f1-score": 0.1935483870967742, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.7777777777777778, |
| "recall": 0.14285714285714285, |
| "f1-score": 0.2413793103448276, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.14285714285714285, |
| "recall": 0.02564102564102564, |
| "f1-score": 0.043478260869565216, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3103448275862069, |
| "recall": 0.19148936170212766, |
| "f1-score": 0.23684210526315788, |
| "support": 47.0 |
| }, |
| "accuracy": 0.3782608695652174, |
| "macro avg": { |
| "precision": 0.4156835693916468, |
| "recall": 0.28237910567238184, |
| "f1-score": 0.24235072277952888, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5232700316508412, |
| "recall": 0.3782608695652174, |
| "f1-score": 0.3034226699636364, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 7, |
| "train_loss": 1.581926682179589, |
| "val_loss": 1.6860135415325994, |
| "train_accuracy": 0.36180631120783463, |
| "val_accuracy": 0.36086956521739133, |
| "train_balanced_accuracy": 0.32520161907371753, |
| "val_balanced_accuracy": 0.26576887327301296, |
| "train_precision": 0.29649496573820594, |
| "val_precision": 0.28804855821738085, |
| "train_recall": 0.32520161907371753, |
| "val_recall": 0.26576887327301296, |
| "train_f1": 0.30173432075695544, |
| "val_f1": 0.21576220113415664, |
| "confusion_matrix": [ |
| [ |
| 123, |
| 6, |
| 1, |
| 11, |
| 0, |
| 5 |
| ], |
| [ |
| 126, |
| 20, |
| 4, |
| 13, |
| 3, |
| 3 |
| ], |
| [ |
| 1, |
| 0, |
| 2, |
| 7, |
| 0, |
| 0 |
| ], |
| [ |
| 23, |
| 1, |
| 2, |
| 20, |
| 0, |
| 3 |
| ], |
| [ |
| 29, |
| 5, |
| 0, |
| 3, |
| 1, |
| 1 |
| ], |
| [ |
| 29, |
| 0, |
| 1, |
| 17, |
| 0, |
| 0 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.3716012084592145, |
| "recall": 0.8424657534246576, |
| "f1-score": 0.5157232704402516, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.625, |
| "recall": 0.11834319526627218, |
| "f1-score": 0.19900497512437812, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.2, |
| "recall": 0.2, |
| "f1-score": 0.2, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.28169014084507044, |
| "recall": 0.40816326530612246, |
| "f1-score": 0.3333333333333333, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.25, |
| "recall": 0.02564102564102564, |
| "f1-score": 0.046511627906976744, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 47.0 |
| }, |
| "accuracy": 0.36086956521739133, |
| "macro avg": { |
| "precision": 0.28804855821738085, |
| "recall": 0.26576887327301296, |
| "f1-score": 0.21576220113415664, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.4031121594270734, |
| "recall": 0.36086956521739133, |
| "f1-score": 0.28059722848261315, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 8, |
| "train_loss": 1.5343206443776243, |
| "val_loss": 1.5938792498215386, |
| "train_accuracy": 0.3857453754080522, |
| "val_accuracy": 0.28695652173913044, |
| "train_balanced_accuracy": 0.33878239260907733, |
| "val_balanced_accuracy": 0.23529642928209968, |
| "train_precision": 0.3053857230083427, |
| "val_precision": 0.22730744438448158, |
| "train_recall": 0.33878239260907733, |
| "val_recall": 0.23529642928209968, |
| "train_f1": 0.3105919302569112, |
| "val_f1": 0.18809376420848997, |
| "confusion_matrix": [ |
| [ |
| 3, |
| 42, |
| 1, |
| 25, |
| 1, |
| 74 |
| ], |
| [ |
| 3, |
| 92, |
| 2, |
| 22, |
| 6, |
| 44 |
| ], |
| [ |
| 0, |
| 0, |
| 1, |
| 9, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 11, |
| 1, |
| 22, |
| 0, |
| 15 |
| ], |
| [ |
| 1, |
| 22, |
| 0, |
| 3, |
| 0, |
| 13 |
| ], |
| [ |
| 2, |
| 3, |
| 0, |
| 28, |
| 0, |
| 14 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.3333333333333333, |
| "recall": 0.02054794520547945, |
| "f1-score": 0.03870967741935484, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.5411764705882353, |
| "recall": 0.5443786982248521, |
| "f1-score": 0.5427728613569321, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.2, |
| "recall": 0.1, |
| "f1-score": 0.13333333333333333, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.2018348623853211, |
| "recall": 0.4489795918367347, |
| "f1-score": 0.27848101265822783, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.0875, |
| "recall": 0.2978723404255319, |
| "f1-score": 0.13526570048309178, |
| "support": 47.0 |
| }, |
| "accuracy": 0.28695652173913044, |
| "macro avg": { |
| "precision": 0.22730744438448158, |
| "recall": 0.23529642928209968, |
| "f1-score": 0.18809376420848997, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.33940847489773734, |
| "recall": 0.28695652173913044, |
| "f1-score": 0.25807960293225907, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 9, |
| "train_loss": 1.5370641933820972, |
| "val_loss": 1.6740952450296154, |
| "train_accuracy": 0.38846572361262244, |
| "val_accuracy": 0.3565217391304348, |
| "train_balanced_accuracy": 0.3416379254845014, |
| "val_balanced_accuracy": 0.3045818958448154, |
| "train_precision": 0.3106897735811657, |
| "val_precision": 0.3101267748256179, |
| "train_recall": 0.3416379254845014, |
| "val_recall": 0.3045818958448154, |
| "train_f1": 0.3168771196773897, |
| "val_f1": 0.26217529327865735, |
| "confusion_matrix": [ |
| [ |
| 99, |
| 7, |
| 0, |
| 30, |
| 1, |
| 9 |
| ], |
| [ |
| 96, |
| 29, |
| 2, |
| 35, |
| 2, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 3, |
| 7, |
| 0, |
| 0 |
| ], |
| [ |
| 14, |
| 3, |
| 0, |
| 28, |
| 0, |
| 4 |
| ], |
| [ |
| 17, |
| 8, |
| 1, |
| 11, |
| 0, |
| 2 |
| ], |
| [ |
| 15, |
| 0, |
| 1, |
| 26, |
| 0, |
| 5 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.4107883817427386, |
| "recall": 0.678082191780822, |
| "f1-score": 0.5116279069767442, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6170212765957447, |
| "recall": 0.17159763313609466, |
| "f1-score": 0.26851851851851855, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.3, |
| "f1-score": 0.35294117647058826, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.20437956204379562, |
| "recall": 0.5714285714285714, |
| "f1-score": 0.3010752688172043, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.2, |
| "recall": 0.10638297872340426, |
| "f1-score": 0.1388888888888889, |
| "support": 47.0 |
| }, |
| "accuracy": 0.3565217391304348, |
| "macro avg": { |
| "precision": 0.3101267748256179, |
| "recall": 0.3045818958448154, |
| "f1-score": 0.26217529327865735, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.40859133109778467, |
| "recall": 0.3565217391304348, |
| "f1-score": 0.3149721342668716, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 10, |
| "train_loss": 1.4832173489901654, |
| "val_loss": 1.492322544429613, |
| "train_accuracy": 0.4053318824809576, |
| "val_accuracy": 0.47391304347826085, |
| "train_balanced_accuracy": 0.34763910180967, |
| "val_balanced_accuracy": 0.3924594544676154, |
| "train_precision": 0.32541429402572836, |
| "val_precision": 0.3451357618724433, |
| "train_recall": 0.34763910180967, |
| "val_recall": 0.3924594544676154, |
| "train_f1": 0.32899314244259253, |
| "val_f1": 0.3475822053210269, |
| "confusion_matrix": [ |
| [ |
| 74, |
| 37, |
| 1, |
| 1, |
| 0, |
| 33 |
| ], |
| [ |
| 31, |
| 104, |
| 11, |
| 2, |
| 0, |
| 21 |
| ], |
| [ |
| 0, |
| 0, |
| 5, |
| 3, |
| 0, |
| 2 |
| ], |
| [ |
| 9, |
| 7, |
| 3, |
| 14, |
| 0, |
| 16 |
| ], |
| [ |
| 8, |
| 24, |
| 1, |
| 0, |
| 0, |
| 6 |
| ], |
| [ |
| 15, |
| 1, |
| 2, |
| 8, |
| 0, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5401459854014599, |
| "recall": 0.5068493150684932, |
| "f1-score": 0.5229681978798587, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6011560693641619, |
| "recall": 0.6153846153846154, |
| "f1-score": 0.6081871345029239, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.21739130434782608, |
| "recall": 0.5, |
| "f1-score": 0.30303030303030304, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5, |
| "recall": 0.2857142857142857, |
| "f1-score": 0.36363636363636365, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.21212121212121213, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.2876712328767123, |
| "support": 47.0 |
| }, |
| "accuracy": 0.47391304347826085, |
| "macro avg": { |
| "precision": 0.3451357618724433, |
| "recall": 0.3924594544676154, |
| "f1-score": 0.3475822053210269, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.471957173052895, |
| "recall": 0.47391304347826085, |
| "f1-score": 0.4641435117720518, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 11, |
| "train_loss": 1.4938673292072864, |
| "val_loss": 1.5296847270882648, |
| "train_accuracy": 0.41077257889009794, |
| "val_accuracy": 0.391304347826087, |
| "train_balanced_accuracy": 0.3493582729115389, |
| "val_balanced_accuracy": 0.2874008053584379, |
| "train_precision": 0.3237711013197235, |
| "val_precision": 0.2718525353092216, |
| "train_recall": 0.3493582729115389, |
| "val_recall": 0.2874008053584379, |
| "train_f1": 0.3286824083162741, |
| "val_f1": 0.2433175398997313, |
| "confusion_matrix": [ |
| [ |
| 23, |
| 49, |
| 1, |
| 17, |
| 7, |
| 49 |
| ], |
| [ |
| 11, |
| 114, |
| 1, |
| 10, |
| 10, |
| 23 |
| ], |
| [ |
| 0, |
| 1, |
| 0, |
| 8, |
| 0, |
| 1 |
| ], |
| [ |
| 1, |
| 10, |
| 0, |
| 26, |
| 0, |
| 12 |
| ], |
| [ |
| 0, |
| 27, |
| 0, |
| 4, |
| 0, |
| 8 |
| ], |
| [ |
| 2, |
| 4, |
| 2, |
| 22, |
| 0, |
| 17 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6216216216216216, |
| "recall": 0.15753424657534246, |
| "f1-score": 0.25136612021857924, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.5560975609756098, |
| "recall": 0.6745562130177515, |
| "f1-score": 0.6096256684491979, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.2988505747126437, |
| "recall": 0.5306122448979592, |
| "f1-score": 0.38235294117647056, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.15454545454545454, |
| "recall": 0.3617021276595745, |
| "f1-score": 0.21656050955414013, |
| "support": 47.0 |
| }, |
| "accuracy": 0.391304347826087, |
| "macro avg": { |
| "precision": 0.2718525353092216, |
| "recall": 0.2874008053584379, |
| "f1-score": 0.2433175398997313, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.4492273023612841, |
| "recall": 0.391304347826087, |
| "f1-score": 0.36660832518808406, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 12, |
| "train_loss": 1.4723927964323622, |
| "val_loss": 1.4763047280518904, |
| "train_accuracy": 0.4292709466811752, |
| "val_accuracy": 0.5391304347826087, |
| "train_balanced_accuracy": 0.3506137383260031, |
| "val_balanced_accuracy": 0.35355699018633285, |
| "train_precision": 0.32760207299950234, |
| "val_precision": 0.38743686489588125, |
| "train_recall": 0.3506137383260031, |
| "val_recall": 0.35355699018633285, |
| "train_f1": 0.334438561533077, |
| "val_f1": 0.3530618032002438, |
| "confusion_matrix": [ |
| [ |
| 97, |
| 44, |
| 0, |
| 0, |
| 1, |
| 4 |
| ], |
| [ |
| 36, |
| 124, |
| 1, |
| 2, |
| 1, |
| 5 |
| ], |
| [ |
| 0, |
| 1, |
| 2, |
| 5, |
| 0, |
| 2 |
| ], |
| [ |
| 13, |
| 9, |
| 3, |
| 10, |
| 0, |
| 14 |
| ], |
| [ |
| 11, |
| 26, |
| 0, |
| 0, |
| 0, |
| 2 |
| ], |
| [ |
| 26, |
| 4, |
| 1, |
| 1, |
| 0, |
| 15 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5300546448087432, |
| "recall": 0.6643835616438356, |
| "f1-score": 0.5896656534954408, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.5961538461538461, |
| "recall": 0.7337278106508875, |
| "f1-score": 0.6578249336870027, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.2857142857142857, |
| "recall": 0.2, |
| "f1-score": 0.23529411764705882, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5555555555555556, |
| "recall": 0.20408163265306123, |
| "f1-score": 0.29850746268656714, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.35714285714285715, |
| "recall": 0.3191489361702128, |
| "f1-score": 0.33707865168539325, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5391304347826087, |
| "macro avg": { |
| "precision": 0.38743686489588125, |
| "recall": 0.35355699018633285, |
| "f1-score": 0.3530618032002438, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.4891370815372954, |
| "recall": 0.5391304347826087, |
| "f1-score": 0.5001871797407906, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 13, |
| "train_loss": 1.4044584837520213, |
| "val_loss": 1.4382356425990228, |
| "train_accuracy": 0.455930359085963, |
| "val_accuracy": 0.45869565217391306, |
| "train_balanced_accuracy": 0.41059148046792965, |
| "val_balanced_accuracy": 0.40380083514385817, |
| "train_precision": 0.37761334754909565, |
| "val_precision": 0.4095915287315353, |
| "train_recall": 0.41059148046792965, |
| "val_recall": 0.40380083514385817, |
| "train_f1": 0.3845050184903644, |
| "val_f1": 0.38895877706563403, |
| "confusion_matrix": [ |
| [ |
| 51, |
| 31, |
| 1, |
| 0, |
| 20, |
| 43 |
| ], |
| [ |
| 32, |
| 108, |
| 2, |
| 1, |
| 16, |
| 10 |
| ], |
| [ |
| 0, |
| 0, |
| 4, |
| 4, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 13, |
| 2, |
| 15, |
| 2, |
| 15 |
| ], |
| [ |
| 5, |
| 23, |
| 0, |
| 0, |
| 6, |
| 5 |
| ], |
| [ |
| 4, |
| 6, |
| 1, |
| 9, |
| 0, |
| 27 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5425531914893617, |
| "recall": 0.3493150684931507, |
| "f1-score": 0.425, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.5966850828729282, |
| "recall": 0.6390532544378699, |
| "f1-score": 0.6171428571428571, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.4, |
| "f1-score": 0.4, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5172413793103449, |
| "recall": 0.30612244897959184, |
| "f1-score": 0.38461538461538464, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.13636363636363635, |
| "recall": 0.15384615384615385, |
| "f1-score": 0.14457831325301204, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.2647058823529412, |
| "recall": 0.574468085106383, |
| "f1-score": 0.3624161073825503, |
| "support": 47.0 |
| }, |
| "accuracy": 0.45869565217391306, |
| "macro avg": { |
| "precision": 0.4095915287315353, |
| "recall": 0.40380083514385817, |
| "f1-score": 0.38895877706563403, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.49381898008249697, |
| "recall": 0.45869565217391306, |
| "f1-score": 0.46057697384161744, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 14, |
| "train_loss": 1.404765555596585, |
| "val_loss": 1.4618022172347358, |
| "train_accuracy": 0.44885745375408054, |
| "val_accuracy": 0.4282608695652174, |
| "train_balanced_accuracy": 0.3951104253972466, |
| "val_balanced_accuracy": 0.35137725422795935, |
| "train_precision": 0.36287934567472985, |
| "val_precision": 0.31567314559738807, |
| "train_recall": 0.3951104253972466, |
| "val_recall": 0.35137725422795935, |
| "train_f1": 0.37159957117618747, |
| "val_f1": 0.28333673876589516, |
| "confusion_matrix": [ |
| [ |
| 16, |
| 71, |
| 1, |
| 41, |
| 0, |
| 17 |
| ], |
| [ |
| 7, |
| 134, |
| 5, |
| 20, |
| 0, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 3, |
| 6, |
| 0, |
| 1 |
| ], |
| [ |
| 1, |
| 4, |
| 1, |
| 35, |
| 0, |
| 8 |
| ], |
| [ |
| 1, |
| 30, |
| 0, |
| 6, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 3, |
| 1, |
| 32, |
| 0, |
| 9 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5925925925925926, |
| "recall": 0.1095890410958904, |
| "f1-score": 0.18497109826589594, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.5537190082644629, |
| "recall": 0.7928994082840237, |
| "f1-score": 0.6520681265206812, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.2727272727272727, |
| "recall": 0.3, |
| "f1-score": 0.2857142857142857, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.25, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.37037037037037035, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.225, |
| "recall": 0.19148936170212766, |
| "f1-score": 0.20689655172413793, |
| "support": 47.0 |
| }, |
| "accuracy": 0.4282608695652174, |
| "macro avg": { |
| "precision": 0.31567314559738807, |
| "recall": 0.35137725422795935, |
| "f1-score": 0.28333673876589516, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.44706370357062053, |
| "recall": 0.4282608695652174, |
| "f1-score": 0.3650754840546553, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 15, |
| "train_loss": 1.3746228985999174, |
| "val_loss": 1.545531265631966, |
| "train_accuracy": 0.47116430903155604, |
| "val_accuracy": 0.3826086956521739, |
| "train_balanced_accuracy": 0.4152725952725062, |
| "val_balanced_accuracy": 0.32461995989433284, |
| "train_precision": 0.38412572328194905, |
| "val_precision": 0.4081891926014771, |
| "train_recall": 0.4152725952725062, |
| "val_recall": 0.32461995989433284, |
| "train_f1": 0.3941379230260486, |
| "val_f1": 0.2594796707324643, |
| "confusion_matrix": [ |
| [ |
| 120, |
| 1, |
| 1, |
| 0, |
| 23, |
| 1 |
| ], |
| [ |
| 61, |
| 9, |
| 2, |
| 0, |
| 96, |
| 1 |
| ], |
| [ |
| 0, |
| 0, |
| 0, |
| 9, |
| 1, |
| 0 |
| ], |
| [ |
| 22, |
| 0, |
| 0, |
| 22, |
| 4, |
| 1 |
| ], |
| [ |
| 16, |
| 2, |
| 0, |
| 0, |
| 21, |
| 0 |
| ], |
| [ |
| 29, |
| 0, |
| 0, |
| 13, |
| 1, |
| 4 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.4838709677419355, |
| "recall": 0.821917808219178, |
| "f1-score": 0.6091370558375635, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.75, |
| "recall": 0.05325443786982249, |
| "f1-score": 0.09944751381215469, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5, |
| "recall": 0.4489795918367347, |
| "f1-score": 0.4731182795698925, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.14383561643835616, |
| "recall": 0.5384615384615384, |
| "f1-score": 0.22702702702702704, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.5714285714285714, |
| "recall": 0.0851063829787234, |
| "f1-score": 0.14814814814814814, |
| "support": 47.0 |
| }, |
| "accuracy": 0.3826086956521739, |
| "macro avg": { |
| "precision": 0.4081891926014771, |
| "recall": 0.32461995989433284, |
| "f1-score": 0.2594796707324643, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5529606373664376, |
| "recall": 0.3826086956521739, |
| "f1-score": 0.3146531580488699, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 16, |
| "train_loss": 1.3639403961688052, |
| "val_loss": 1.409193359768909, |
| "train_accuracy": 0.46409140369967355, |
| "val_accuracy": 0.5304347826086957, |
| "train_balanced_accuracy": 0.4049523982264592, |
| "val_balanced_accuracy": 0.384652931983829, |
| "train_precision": 0.3873078250746888, |
| "val_precision": 0.4213264969936579, |
| "train_recall": 0.4049523982264592, |
| "val_recall": 0.384652931983829, |
| "train_f1": 0.3911763834851034, |
| "val_f1": 0.3742028685586656, |
| "confusion_matrix": [ |
| [ |
| 133, |
| 10, |
| 1, |
| 0, |
| 0, |
| 2 |
| ], |
| [ |
| 86, |
| 77, |
| 3, |
| 1, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 0, |
| 3, |
| 6, |
| 0, |
| 1 |
| ], |
| [ |
| 20, |
| 3, |
| 2, |
| 21, |
| 0, |
| 3 |
| ], |
| [ |
| 23, |
| 14, |
| 0, |
| 1, |
| 0, |
| 1 |
| ], |
| [ |
| 22, |
| 1, |
| 1, |
| 13, |
| 0, |
| 10 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.46830985915492956, |
| "recall": 0.910958904109589, |
| "f1-score": 0.6186046511627907, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7333333333333333, |
| "recall": 0.4556213017751479, |
| "f1-score": 0.5620437956204379, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.3, |
| "recall": 0.3, |
| "f1-score": 0.3, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5, |
| "recall": 0.42857142857142855, |
| "f1-score": 0.46153846153846156, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.5263157894736842, |
| "recall": 0.2127659574468085, |
| "f1-score": 0.30303030303030304, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5304347826086957, |
| "macro avg": { |
| "precision": 0.4213264969936579, |
| "recall": 0.384652931983829, |
| "f1-score": 0.3742028685586656, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5316161192939483, |
| "recall": 0.5304347826086957, |
| "f1-score": 0.48947715084223986, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 17, |
| "train_loss": 1.2908213841642726, |
| "val_loss": 1.3136626896650896, |
| "train_accuracy": 0.5168661588683352, |
| "val_accuracy": 0.5826086956521739, |
| "train_balanced_accuracy": 0.44768329174342153, |
| "val_balanced_accuracy": 0.4219338880208905, |
| "train_precision": 0.4136199168886751, |
| "val_precision": 0.48398690787401905, |
| "train_recall": 0.44768329174342153, |
| "val_recall": 0.4219338880208905, |
| "train_f1": 0.4227379688276602, |
| "val_f1": 0.4072960150669389, |
| "confusion_matrix": [ |
| [ |
| 124, |
| 7, |
| 1, |
| 1, |
| 1, |
| 12 |
| ], |
| [ |
| 65, |
| 94, |
| 2, |
| 3, |
| 0, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 1, |
| 7, |
| 0, |
| 2 |
| ], |
| [ |
| 9, |
| 3, |
| 2, |
| 24, |
| 0, |
| 11 |
| ], |
| [ |
| 17, |
| 15, |
| 0, |
| 2, |
| 1, |
| 4 |
| ], |
| [ |
| 11, |
| 2, |
| 1, |
| 9, |
| 0, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5486725663716814, |
| "recall": 0.8493150684931506, |
| "f1-score": 0.6666666666666666, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7768595041322314, |
| "recall": 0.5562130177514792, |
| "f1-score": 0.6482758620689655, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.14285714285714285, |
| "recall": 0.1, |
| "f1-score": 0.11764705882352941, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5217391304347826, |
| "recall": 0.4897959183673469, |
| "f1-score": 0.5052631578947369, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.5, |
| "recall": 0.02564102564102564, |
| "f1-score": 0.04878048780487805, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.41379310344827586, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.45714285714285713, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5826086956521739, |
| "macro avg": { |
| "precision": 0.48398690787401905, |
| "recall": 0.4219338880208905, |
| "f1-score": 0.4072960150669389, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6029076425446898, |
| "recall": 0.5826086956521739, |
| "f1-score": 0.556987984039501, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 18, |
| "train_loss": 1.259036281552486, |
| "val_loss": 1.3648956257364024, |
| "train_accuracy": 0.5136017410228509, |
| "val_accuracy": 0.4652173913043478, |
| "train_balanced_accuracy": 0.48044301362345126, |
| "val_balanced_accuracy": 0.3984298720359076, |
| "train_precision": 0.44197917791082375, |
| "val_precision": 0.3219574764290211, |
| "train_recall": 0.48044301362345126, |
| "val_recall": 0.3984298720359076, |
| "train_f1": 0.4549408835872935, |
| "val_f1": 0.3328561750446772, |
| "confusion_matrix": [ |
| [ |
| 52, |
| 45, |
| 2, |
| 10, |
| 0, |
| 37 |
| ], |
| [ |
| 20, |
| 116, |
| 9, |
| 9, |
| 0, |
| 15 |
| ], |
| [ |
| 0, |
| 0, |
| 5, |
| 4, |
| 0, |
| 1 |
| ], |
| [ |
| 2, |
| 3, |
| 5, |
| 28, |
| 0, |
| 11 |
| ], |
| [ |
| 7, |
| 23, |
| 2, |
| 2, |
| 0, |
| 5 |
| ], |
| [ |
| 3, |
| 2, |
| 10, |
| 19, |
| 0, |
| 13 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6190476190476191, |
| "recall": 0.3561643835616438, |
| "f1-score": 0.45217391304347826, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6137566137566137, |
| "recall": 0.6863905325443787, |
| "f1-score": 0.6480446927374302, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.15151515151515152, |
| "recall": 0.5, |
| "f1-score": 0.23255813953488372, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.3888888888888889, |
| "recall": 0.5714285714285714, |
| "f1-score": 0.4628099173553719, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1-score": 0.0, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.15853658536585366, |
| "recall": 0.2765957446808511, |
| "f1-score": 0.20155038759689922, |
| "support": 47.0 |
| }, |
| "accuracy": 0.4652173913043478, |
| "macro avg": { |
| "precision": 0.3219574764290211, |
| "recall": 0.3984298720359076, |
| "f1-score": 0.3328561750446772, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.4828864058450484, |
| "recall": 0.4652173913043478, |
| "f1-score": 0.45655017378215185, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 19, |
| "train_loss": 1.2739886596750254, |
| "val_loss": 1.295201557615529, |
| "train_accuracy": 0.5168661588683352, |
| "val_accuracy": 0.41739130434782606, |
| "train_balanced_accuracy": 0.46032766316546025, |
| "val_balanced_accuracy": 0.4410433079830718, |
| "train_precision": 0.4318335743051051, |
| "val_precision": 0.471912301399533, |
| "train_recall": 0.46032766316546025, |
| "val_recall": 0.4410433079830718, |
| "train_f1": 0.44193659877497415, |
| "val_f1": 0.3837595915771068, |
| "confusion_matrix": [ |
| [ |
| 90, |
| 1, |
| 1, |
| 0, |
| 32, |
| 22 |
| ], |
| [ |
| 45, |
| 24, |
| 2, |
| 4, |
| 88, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 2, |
| 6, |
| 0, |
| 2 |
| ], |
| [ |
| 6, |
| 2, |
| 1, |
| 19, |
| 3, |
| 18 |
| ], |
| [ |
| 14, |
| 2, |
| 0, |
| 0, |
| 20, |
| 3 |
| ], |
| [ |
| 4, |
| 0, |
| 1, |
| 3, |
| 2, |
| 37 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5660377358490566, |
| "recall": 0.6164383561643836, |
| "f1-score": 0.5901639344262295, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.8275862068965517, |
| "recall": 0.14201183431952663, |
| "f1-score": 0.24242424242424243, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.2857142857142857, |
| "recall": 0.2, |
| "f1-score": 0.23529411764705882, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.59375, |
| "recall": 0.3877551020408163, |
| "f1-score": 0.4691358024691358, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.13793103448275862, |
| "recall": 0.5128205128205128, |
| "f1-score": 0.21739130434782608, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42045454545454547, |
| "recall": 0.7872340425531915, |
| "f1-score": 0.5481481481481482, |
| "support": 47.0 |
| }, |
| "accuracy": 0.41739130434782606, |
| "macro avg": { |
| "precision": 0.471912301399533, |
| "recall": 0.4410433079830718, |
| "f1-score": 0.3837595915771068, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6078155331256816, |
| "recall": 0.41739130434782606, |
| "f1-score": 0.40590315375198455, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 20, |
| "train_loss": 1.2332085062292637, |
| "val_loss": 1.2533399498980977, |
| "train_accuracy": 0.515778019586507, |
| "val_accuracy": 0.5130434782608696, |
| "train_balanced_accuracy": 0.4831722899056968, |
| "val_balanced_accuracy": 0.4552803081052301, |
| "train_precision": 0.44393857881967286, |
| "val_precision": 0.41387222856175154, |
| "train_recall": 0.4831722899056968, |
| "val_recall": 0.4552803081052301, |
| "train_f1": 0.45616256658290516, |
| "val_f1": 0.42620346291014094, |
| "confusion_matrix": [ |
| [ |
| 71, |
| 36, |
| 2, |
| 3, |
| 7, |
| 27 |
| ], |
| [ |
| 33, |
| 103, |
| 4, |
| 11, |
| 14, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 4, |
| 5, |
| 0, |
| 1 |
| ], |
| [ |
| 4, |
| 5, |
| 3, |
| 28, |
| 0, |
| 9 |
| ], |
| [ |
| 10, |
| 16, |
| 0, |
| 2, |
| 6, |
| 5 |
| ], |
| [ |
| 5, |
| 3, |
| 3, |
| 12, |
| 0, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5772357723577236, |
| "recall": 0.4863013698630137, |
| "f1-score": 0.5278810408921933, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6319018404907976, |
| "recall": 0.6094674556213018, |
| "f1-score": 0.6204819277108434, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.25, |
| "recall": 0.4, |
| "f1-score": 0.3076923076923077, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.45901639344262296, |
| "recall": 0.5714285714285714, |
| "f1-score": 0.509090909090909, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2222222222222222, |
| "recall": 0.15384615384615385, |
| "f1-score": 0.18181818181818182, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.34285714285714286, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.41025641025641024, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5130434782608696, |
| "macro avg": { |
| "precision": 0.41387222856175154, |
| "recall": 0.4552803081052301, |
| "f1-score": 0.42620346291014094, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5235664988408986, |
| "recall": 0.5130434782608696, |
| "f1-score": 0.5137552516276755, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 21, |
| "train_loss": 1.2029797431563916, |
| "val_loss": 1.2979646962621938, |
| "train_accuracy": 0.5342763873775843, |
| "val_accuracy": 0.46304347826086956, |
| "train_balanced_accuracy": 0.4915439862309203, |
| "val_balanced_accuracy": 0.48278989782444065, |
| "train_precision": 0.44129432630994847, |
| "val_precision": 0.4522879965744353, |
| "train_recall": 0.4915439862309203, |
| "val_recall": 0.48278989782444065, |
| "train_f1": 0.4574597849275204, |
| "val_f1": 0.4063566097191345, |
| "confusion_matrix": [ |
| [ |
| 107, |
| 1, |
| 4, |
| 4, |
| 16, |
| 14 |
| ], |
| [ |
| 55, |
| 35, |
| 8, |
| 6, |
| 61, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 5, |
| 5, |
| 0, |
| 0 |
| ], |
| [ |
| 8, |
| 1, |
| 5, |
| 30, |
| 1, |
| 4 |
| ], |
| [ |
| 15, |
| 3, |
| 1, |
| 0, |
| 18, |
| 2 |
| ], |
| [ |
| 5, |
| 1, |
| 11, |
| 11, |
| 1, |
| 18 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5631578947368421, |
| "recall": 0.7328767123287672, |
| "f1-score": 0.6369047619047619, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.8536585365853658, |
| "recall": 0.20710059171597633, |
| "f1-score": 0.3333333333333333, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.14705882352941177, |
| "recall": 0.5, |
| "f1-score": 0.22727272727272727, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5357142857142857, |
| "recall": 0.6122448979591837, |
| "f1-score": 0.5714285714285714, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18556701030927836, |
| "recall": 0.46153846153846156, |
| "f1-score": 0.2647058823529412, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42857142857142855, |
| "recall": 0.3829787234042553, |
| "f1-score": 0.4044943820224719, |
| "support": 47.0 |
| }, |
| "accuracy": 0.46304347826086956, |
| "macro avg": { |
| "precision": 0.4522879965744353, |
| "recall": 0.48278989782444065, |
| "f1-score": 0.4063566097191345, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.612151965423302, |
| "recall": 0.46304347826086956, |
| "f1-score": 0.4541933069803841, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 22, |
| "train_loss": 1.2085839620222854, |
| "val_loss": 1.33806515465612, |
| "train_accuracy": 0.5250272034820457, |
| "val_accuracy": 0.5543478260869565, |
| "train_balanced_accuracy": 0.4874116310354772, |
| "val_balanced_accuracy": 0.43432581404770976, |
| "train_precision": 0.44713529852458134, |
| "val_precision": 0.4289461616777821, |
| "train_recall": 0.4874116310354772, |
| "val_recall": 0.43432581404770976, |
| "train_f1": 0.46162104182329317, |
| "val_f1": 0.3884813258288891, |
| "confusion_matrix": [ |
| [ |
| 109, |
| 29, |
| 1, |
| 0, |
| 3, |
| 4 |
| ], |
| [ |
| 40, |
| 112, |
| 8, |
| 3, |
| 3, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 8, |
| 6, |
| 12, |
| 9, |
| 3, |
| 11 |
| ], |
| [ |
| 14, |
| 20, |
| 0, |
| 1, |
| 2, |
| 2 |
| ], |
| [ |
| 15, |
| 5, |
| 8, |
| 1, |
| 1, |
| 17 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5860215053763441, |
| "recall": 0.7465753424657534, |
| "f1-score": 0.6566265060240963, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6511627906976745, |
| "recall": 0.6627218934911243, |
| "f1-score": 0.656891495601173, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.17142857142857143, |
| "recall": 0.6, |
| "f1-score": 0.26666666666666666, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5625, |
| "recall": 0.1836734693877551, |
| "f1-score": 0.27692307692307694, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.16666666666666666, |
| "recall": 0.05128205128205128, |
| "f1-score": 0.0784313725490196, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4358974358974359, |
| "recall": 0.3617021276595745, |
| "f1-score": 0.3953488372093023, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5543478260869565, |
| "macro avg": { |
| "precision": 0.4289461616777821, |
| "recall": 0.43432581404770976, |
| "f1-score": 0.3884813258288891, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5475426448137357, |
| "recall": 0.5543478260869565, |
| "f1-score": 0.5320831498918754, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 23, |
| "train_loss": 1.2331829615853427, |
| "val_loss": 1.2640578985214233, |
| "train_accuracy": 0.5239390642002176, |
| "val_accuracy": 0.5130434782608696, |
| "train_balanced_accuracy": 0.4655303927476499, |
| "val_balanced_accuracy": 0.4789127532817099, |
| "train_precision": 0.4303219436383803, |
| "val_precision": 0.4417478360502638, |
| "train_recall": 0.4655303927476499, |
| "val_recall": 0.4789127532817099, |
| "train_f1": 0.4414733436005793, |
| "val_f1": 0.43325104263464786, |
| "confusion_matrix": [ |
| [ |
| 104, |
| 11, |
| 1, |
| 2, |
| 18, |
| 10 |
| ], |
| [ |
| 48, |
| 70, |
| 4, |
| 9, |
| 34, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 5, |
| 4, |
| 0, |
| 1 |
| ], |
| [ |
| 10, |
| 1, |
| 3, |
| 31, |
| 0, |
| 4 |
| ], |
| [ |
| 14, |
| 4, |
| 2, |
| 3, |
| 14, |
| 2 |
| ], |
| [ |
| 11, |
| 0, |
| 6, |
| 17, |
| 1, |
| 12 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5561497326203209, |
| "recall": 0.7123287671232876, |
| "f1-score": 0.6246246246246246, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.813953488372093, |
| "recall": 0.41420118343195267, |
| "f1-score": 0.5490196078431373, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.23809523809523808, |
| "recall": 0.5, |
| "f1-score": 0.3225806451612903, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.4696969696969697, |
| "recall": 0.6326530612244898, |
| "f1-score": 0.5391304347826087, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.208955223880597, |
| "recall": 0.358974358974359, |
| "f1-score": 0.2641509433962264, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.36363636363636365, |
| "recall": 0.2553191489361702, |
| "f1-score": 0.3, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5130434782608696, |
| "macro avg": { |
| "precision": 0.4417478360502638, |
| "recall": 0.4789127532817099, |
| "f1-score": 0.43325104263464786, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5856353635126236, |
| "recall": 0.5130434782608696, |
| "f1-score": 0.5174447684110847, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 24, |
| "train_loss": 1.212034677136061, |
| "val_loss": 1.2660175463427668, |
| "train_accuracy": 0.5353645266594124, |
| "val_accuracy": 0.5652173913043478, |
| "train_balanced_accuracy": 0.4841899115202249, |
| "val_balanced_accuracy": 0.47156262752411, |
| "train_precision": 0.44861498261890237, |
| "val_precision": 0.47490135208303613, |
| "train_recall": 0.4841899115202249, |
| "val_recall": 0.47156262752411, |
| "train_f1": 0.4597674854996427, |
| "val_f1": 0.45174292700931984, |
| "confusion_matrix": [ |
| [ |
| 112, |
| 8, |
| 1, |
| 3, |
| 3, |
| 19 |
| ], |
| [ |
| 58, |
| 85, |
| 2, |
| 9, |
| 6, |
| 9 |
| ], |
| [ |
| 0, |
| 0, |
| 3, |
| 4, |
| 0, |
| 3 |
| ], |
| [ |
| 2, |
| 2, |
| 0, |
| 35, |
| 1, |
| 9 |
| ], |
| [ |
| 17, |
| 11, |
| 0, |
| 3, |
| 3, |
| 5 |
| ], |
| [ |
| 6, |
| 1, |
| 1, |
| 17, |
| 0, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5743589743589743, |
| "recall": 0.7671232876712328, |
| "f1-score": 0.656891495601173, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.794392523364486, |
| "recall": 0.5029585798816568, |
| "f1-score": 0.6159420289855072, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.3, |
| "f1-score": 0.35294117647058826, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.49295774647887325, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.5833333333333334, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.23076923076923078, |
| "recall": 0.07692307692307693, |
| "f1-score": 0.11538461538461539, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3283582089552239, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.38596491228070173, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5652173913043478, |
| "macro avg": { |
| "precision": 0.47490135208303613, |
| "recall": 0.47156262752411, |
| "f1-score": 0.45174292700931984, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5890917964980065, |
| "recall": 0.5652173913043478, |
| "f1-score": 0.553811863546857, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 25, |
| "train_loss": 1.1250062865712827, |
| "val_loss": 1.2143145270969558, |
| "train_accuracy": 0.5821545157780196, |
| "val_accuracy": 0.5630434782608695, |
| "train_balanced_accuracy": 0.53972924432665, |
| "val_balanced_accuracy": 0.4988975919850204, |
| "train_precision": 0.4982026512995259, |
| "val_precision": 0.487865048157456, |
| "train_recall": 0.53972924432665, |
| "val_recall": 0.4988975919850204, |
| "train_f1": 0.5138997979524179, |
| "val_f1": 0.4860771493579326, |
| "confusion_matrix": [ |
| [ |
| 105, |
| 15, |
| 1, |
| 1, |
| 10, |
| 14 |
| ], |
| [ |
| 58, |
| 86, |
| 3, |
| 5, |
| 13, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 4, |
| 4, |
| 0, |
| 2 |
| ], |
| [ |
| 4, |
| 2, |
| 1, |
| 31, |
| 0, |
| 11 |
| ], |
| [ |
| 14, |
| 13, |
| 0, |
| 1, |
| 7, |
| 4 |
| ], |
| [ |
| 7, |
| 1, |
| 1, |
| 12, |
| 0, |
| 26 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5585106382978723, |
| "recall": 0.7191780821917808, |
| "f1-score": 0.6287425149700598, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7350427350427351, |
| "recall": 0.5088757396449705, |
| "f1-score": 0.6013986013986014, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.4, |
| "f1-score": 0.4, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5740740740740741, |
| "recall": 0.6326530612244898, |
| "f1-score": 0.6019417475728155, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.23333333333333334, |
| "recall": 0.1794871794871795, |
| "f1-score": 0.2028985507246377, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4262295081967213, |
| "recall": 0.5531914893617021, |
| "f1-score": 0.48148148148148145, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5630434782608695, |
| "macro avg": { |
| "precision": 0.487865048157456, |
| "recall": 0.4988975919850204, |
| "f1-score": 0.4860771493579326, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5804938954969284, |
| "recall": 0.5630434782608695, |
| "f1-score": 0.5597186729585888, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 26, |
| "train_loss": 1.129952546172614, |
| "val_loss": 1.1768200765485348, |
| "train_accuracy": 0.5467899891186072, |
| "val_accuracy": 0.5391304347826087, |
| "train_balanced_accuracy": 0.517122001649602, |
| "val_balanced_accuracy": 0.5316945949563551, |
| "train_precision": 0.47271761654371386, |
| "val_precision": 0.49969864658332525, |
| "train_recall": 0.517122001649602, |
| "val_recall": 0.5316945949563551, |
| "train_f1": 0.48636587317857294, |
| "val_f1": 0.4952154742952275, |
| "confusion_matrix": [ |
| [ |
| 109, |
| 11, |
| 1, |
| 0, |
| 13, |
| 12 |
| ], |
| [ |
| 53, |
| 67, |
| 2, |
| 4, |
| 39, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 6, |
| 2, |
| 3, |
| 26, |
| 1, |
| 11 |
| ], |
| [ |
| 14, |
| 5, |
| 0, |
| 1, |
| 15, |
| 4 |
| ], |
| [ |
| 6, |
| 1, |
| 3, |
| 11, |
| 1, |
| 25 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5797872340425532, |
| "recall": 0.7465753424657534, |
| "f1-score": 0.6526946107784432, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7790697674418605, |
| "recall": 0.39644970414201186, |
| "f1-score": 0.5254901960784314, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5909090909090909, |
| "recall": 0.5306122448979592, |
| "f1-score": 0.5591397849462365, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.21739130434782608, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.2777777777777778, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.43103448275862066, |
| "recall": 0.5319148936170213, |
| "f1-score": 0.47619047619047616, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5391304347826087, |
| "macro avg": { |
| "precision": 0.49969864658332525, |
| "recall": 0.5316945949563551, |
| "f1-score": 0.4952154742952275, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6043546823514198, |
| "recall": 0.5391304347826087, |
| "f1-score": 0.5424204162773021, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 27, |
| "train_loss": 1.118648913791312, |
| "val_loss": 1.2804730353148088, |
| "train_accuracy": 0.5680087051142546, |
| "val_accuracy": 0.4608695652173913, |
| "train_balanced_accuracy": 0.5154579813650656, |
| "val_balanced_accuracy": 0.48331418246254215, |
| "train_precision": 0.47440480029994386, |
| "val_precision": 0.4248940693072514, |
| "train_recall": 0.5154579813650656, |
| "val_recall": 0.48331418246254215, |
| "train_f1": 0.4896485307877652, |
| "val_f1": 0.41103170806853995, |
| "confusion_matrix": [ |
| [ |
| 57, |
| 33, |
| 1, |
| 6, |
| 33, |
| 16 |
| ], |
| [ |
| 11, |
| 90, |
| 7, |
| 7, |
| 51, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 7, |
| 2, |
| 0, |
| 1 |
| ], |
| [ |
| 0, |
| 7, |
| 9, |
| 26, |
| 1, |
| 6 |
| ], |
| [ |
| 4, |
| 14, |
| 2, |
| 2, |
| 15, |
| 2 |
| ], |
| [ |
| 2, |
| 1, |
| 8, |
| 18, |
| 1, |
| 17 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.7702702702702703, |
| "recall": 0.3904109589041096, |
| "f1-score": 0.5181818181818182, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6206896551724138, |
| "recall": 0.5325443786982249, |
| "f1-score": 0.5732484076433121, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.20588235294117646, |
| "recall": 0.7, |
| "f1-score": 0.3181818181818182, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.4262295081967213, |
| "recall": 0.5306122448979592, |
| "f1-score": 0.4727272727272727, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.1485148514851485, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.21428571428571427, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.37777777777777777, |
| "recall": 0.3617021276595745, |
| "f1-score": 0.3695652173913043, |
| "support": 47.0 |
| }, |
| "accuracy": 0.4608695652173913, |
| "macro avg": { |
| "precision": 0.4248940693072514, |
| "recall": 0.48331418246254215, |
| "f1-score": 0.41103170806853995, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5735819899524452, |
| "recall": 0.4608695652173913, |
| "f1-score": 0.4882732368831607, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 28, |
| "train_loss": 1.152716983648846, |
| "val_loss": 1.2204012736030247, |
| "train_accuracy": 0.5505984766050055, |
| "val_accuracy": 0.5543478260869565, |
| "train_balanced_accuracy": 0.5182221468758513, |
| "val_balanced_accuracy": 0.44761471046234086, |
| "train_precision": 0.4702936493227013, |
| "val_precision": 0.4613529550305319, |
| "train_recall": 0.5182221468758513, |
| "val_recall": 0.44761471046234086, |
| "train_f1": 0.48513909723529464, |
| "val_f1": 0.4407060452673952, |
| "confusion_matrix": [ |
| [ |
| 101, |
| 18, |
| 1, |
| 4, |
| 17, |
| 5 |
| ], |
| [ |
| 43, |
| 94, |
| 2, |
| 5, |
| 23, |
| 2 |
| ], |
| [ |
| 0, |
| 0, |
| 2, |
| 7, |
| 0, |
| 1 |
| ], |
| [ |
| 5, |
| 3, |
| 0, |
| 36, |
| 0, |
| 5 |
| ], |
| [ |
| 14, |
| 13, |
| 0, |
| 2, |
| 8, |
| 2 |
| ], |
| [ |
| 7, |
| 3, |
| 1, |
| 22, |
| 0, |
| 14 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5941176470588235, |
| "recall": 0.6917808219178082, |
| "f1-score": 0.6392405063291139, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7175572519083969, |
| "recall": 0.5562130177514792, |
| "f1-score": 0.6266666666666667, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.3333333333333333, |
| "recall": 0.2, |
| "f1-score": 0.25, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.47368421052631576, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.576, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.16666666666666666, |
| "recall": 0.20512820512820512, |
| "f1-score": 0.1839080459770115, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4827586206896552, |
| "recall": 0.2978723404255319, |
| "f1-score": 0.3684210526315789, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5543478260869565, |
| "macro avg": { |
| "precision": 0.4613529550305319, |
| "recall": 0.44761471046234086, |
| "f1-score": 0.4407060452673952, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5733518844883564, |
| "recall": 0.5543478260869565, |
| "f1-score": 0.553147790994576, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 29, |
| "train_loss": 1.1046385457648027, |
| "val_loss": 1.2127882226653721, |
| "train_accuracy": 0.5745375408052231, |
| "val_accuracy": 0.508695652173913, |
| "train_balanced_accuracy": 0.5369684506078326, |
| "val_balanced_accuracy": 0.45870089186810364, |
| "train_precision": 0.4905900940270372, |
| "val_precision": 0.45007498253392014, |
| "train_recall": 0.5369684506078326, |
| "val_recall": 0.45870089186810364, |
| "train_f1": 0.5068857058795384, |
| "val_f1": 0.41923643505730657, |
| "confusion_matrix": [ |
| [ |
| 113, |
| 5, |
| 1, |
| 2, |
| 12, |
| 13 |
| ], |
| [ |
| 55, |
| 46, |
| 4, |
| 7, |
| 52, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 1, |
| 6, |
| 0, |
| 3 |
| ], |
| [ |
| 5, |
| 0, |
| 0, |
| 34, |
| 1, |
| 9 |
| ], |
| [ |
| 17, |
| 4, |
| 0, |
| 1, |
| 14, |
| 3 |
| ], |
| [ |
| 4, |
| 0, |
| 1, |
| 15, |
| 1, |
| 26 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5824742268041238, |
| "recall": 0.773972602739726, |
| "f1-score": 0.6647058823529411, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.8363636363636363, |
| "recall": 0.27218934911242604, |
| "f1-score": 0.4107142857142857, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.14285714285714285, |
| "recall": 0.1, |
| "f1-score": 0.11764705882352941, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5230769230769231, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.5964912280701754, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.175, |
| "recall": 0.358974358974359, |
| "f1-score": 0.23529411764705882, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4406779661016949, |
| "recall": 0.5531914893617021, |
| "f1-score": 0.49056603773584906, |
| "support": 47.0 |
| }, |
| "accuracy": 0.508695652173913, |
| "macro avg": { |
| "precision": 0.45007498253392014, |
| "recall": 0.45870089186810364, |
| "f1-score": 0.41923643505730657, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6108323841847324, |
| "recall": 0.508695652173913, |
| "f1-score": 0.4980334526842126, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 30, |
| "train_loss": 1.093029292805021, |
| "val_loss": 1.2144577715707863, |
| "train_accuracy": 0.5729053318824809, |
| "val_accuracy": 0.5304347826086957, |
| "train_balanced_accuracy": 0.5687557614132719, |
| "val_balanced_accuracy": 0.5011951239541632, |
| "train_precision": 0.5145544135603807, |
| "val_precision": 0.4832718473862975, |
| "train_recall": 0.5687557614132719, |
| "val_recall": 0.5011951239541632, |
| "train_f1": 0.5305593367607546, |
| "val_f1": 0.465812340212151, |
| "confusion_matrix": [ |
| [ |
| 100, |
| 9, |
| 1, |
| 3, |
| 20, |
| 13 |
| ], |
| [ |
| 40, |
| 66, |
| 4, |
| 9, |
| 48, |
| 2 |
| ], |
| [ |
| 0, |
| 0, |
| 3, |
| 6, |
| 0, |
| 1 |
| ], |
| [ |
| 2, |
| 2, |
| 0, |
| 39, |
| 0, |
| 6 |
| ], |
| [ |
| 13, |
| 3, |
| 0, |
| 4, |
| 16, |
| 3 |
| ], |
| [ |
| 6, |
| 0, |
| 1, |
| 19, |
| 1, |
| 20 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6211180124223602, |
| "recall": 0.684931506849315, |
| "f1-score": 0.6514657980456026, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.825, |
| "recall": 0.3905325443786982, |
| "f1-score": 0.5301204819277109, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.3333333333333333, |
| "recall": 0.3, |
| "f1-score": 0.3157894736842105, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.4875, |
| "recall": 0.7959183673469388, |
| "f1-score": 0.6046511627906976, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18823529411764706, |
| "recall": 0.41025641025641024, |
| "f1-score": 0.25806451612903225, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4444444444444444, |
| "recall": 0.425531914893617, |
| "f1-score": 0.43478260869565216, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5304347826086957, |
| "macro avg": { |
| "precision": 0.4832718473862975, |
| "recall": 0.5011951239541632, |
| "f1-score": 0.465812340212151, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6207807141445111, |
| "recall": 0.5304347826086957, |
| "f1-score": 0.539107540025555, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 31, |
| "train_loss": 1.0971679223115607, |
| "val_loss": 1.202793065879656, |
| "train_accuracy": 0.5767138193688792, |
| "val_accuracy": 0.5739130434782609, |
| "train_balanced_accuracy": 0.5409018567184861, |
| "val_balanced_accuracy": 0.5099902051159334, |
| "train_precision": 0.4945045202629052, |
| "val_precision": 0.49450313815378016, |
| "train_recall": 0.5409018567184861, |
| "val_recall": 0.5099902051159334, |
| "train_f1": 0.5107099513263572, |
| "val_f1": 0.492900751544598, |
| "confusion_matrix": [ |
| [ |
| 107, |
| 14, |
| 1, |
| 4, |
| 8, |
| 12 |
| ], |
| [ |
| 47, |
| 87, |
| 3, |
| 6, |
| 23, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 4, |
| 4, |
| 0, |
| 2 |
| ], |
| [ |
| 3, |
| 2, |
| 0, |
| 36, |
| 0, |
| 8 |
| ], |
| [ |
| 14, |
| 10, |
| 0, |
| 3, |
| 9, |
| 3 |
| ], |
| [ |
| 4, |
| 0, |
| 1, |
| 20, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6114285714285714, |
| "recall": 0.7328767123287672, |
| "f1-score": 0.6666666666666666, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7699115044247787, |
| "recall": 0.514792899408284, |
| "f1-score": 0.6170212765957447, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4444444444444444, |
| "recall": 0.4, |
| "f1-score": 0.42105263157894735, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.4931506849315068, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.5901639344262295, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.21951219512195122, |
| "recall": 0.23076923076923078, |
| "f1-score": 0.225, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42857142857142855, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.4375, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5739130434782609, |
| "macro avg": { |
| "precision": 0.49450313815378016, |
| "recall": 0.5099902051159334, |
| "f1-score": 0.492900751544598, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6015136444240448, |
| "recall": 0.5739130434782609, |
| "f1-score": 0.5740782351754107, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 32, |
| "train_loss": 1.0611444888099364, |
| "val_loss": 1.20406638643016, |
| "train_accuracy": 0.5892274211099021, |
| "val_accuracy": 0.5108695652173914, |
| "train_balanced_accuracy": 0.567096425652959, |
| "val_balanced_accuracy": 0.4903557651093852, |
| "train_precision": 0.5185934933858364, |
| "val_precision": 0.46290402771263245, |
| "train_recall": 0.567096425652959, |
| "val_recall": 0.4903557651093852, |
| "train_f1": 0.5370117076550011, |
| "val_f1": 0.4624916620862352, |
| "confusion_matrix": [ |
| [ |
| 81, |
| 21, |
| 1, |
| 6, |
| 16, |
| 21 |
| ], |
| [ |
| 34, |
| 80, |
| 2, |
| 8, |
| 42, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 4, |
| 4, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 3, |
| 1, |
| 37, |
| 1, |
| 7 |
| ], |
| [ |
| 12, |
| 9, |
| 0, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 2, |
| 1, |
| 1, |
| 22, |
| 1, |
| 20 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.627906976744186, |
| "recall": 0.5547945205479452, |
| "f1-score": 0.5890909090909091, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7017543859649122, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.5653710247349824, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4444444444444444, |
| "recall": 0.4, |
| "f1-score": 0.42105263157894735, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.47435897435897434, |
| "recall": 0.7551020408163265, |
| "f1-score": 0.5826771653543307, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.1780821917808219, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.23214285714285715, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3508771929824561, |
| "recall": 0.425531914893617, |
| "f1-score": 0.38461538461538464, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5108695652173914, |
| "macro avg": { |
| "precision": 0.46290402771263245, |
| "recall": 0.4903557651093852, |
| "f1-score": 0.4624916620862352, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5682508208051804, |
| "recall": 0.5108695652173914, |
| "f1-score": 0.5248851691981106, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 33, |
| "train_loss": 1.041966358128777, |
| "val_loss": 1.1886070655739827, |
| "train_accuracy": 0.6093579978237215, |
| "val_accuracy": 0.5369565217391304, |
| "train_balanced_accuracy": 0.571289104864893, |
| "val_balanced_accuracy": 0.5107807169899407, |
| "train_precision": 0.5222138207476473, |
| "val_precision": 0.47653541920107534, |
| "train_recall": 0.571289104864893, |
| "val_recall": 0.5107807169899407, |
| "train_f1": 0.540731864109607, |
| "val_f1": 0.4812004666030134, |
| "confusion_matrix": [ |
| [ |
| 85, |
| 17, |
| 1, |
| 4, |
| 15, |
| 24 |
| ], |
| [ |
| 33, |
| 85, |
| 3, |
| 7, |
| 36, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 4, |
| 3, |
| 0, |
| 3 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 35, |
| 0, |
| 10 |
| ], |
| [ |
| 11, |
| 10, |
| 0, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 3, |
| 0, |
| 1, |
| 17, |
| 1, |
| 25 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6390977443609023, |
| "recall": 0.5821917808219178, |
| "f1-score": 0.6093189964157706, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7456140350877193, |
| "recall": 0.5029585798816568, |
| "f1-score": 0.6007067137809188, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.4, |
| "f1-score": 0.4, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5223880597014925, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.603448275862069, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.25, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.352112676056338, |
| "recall": 0.5319148936170213, |
| "f1-score": 0.423728813559322, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5369565217391304, |
| "macro avg": { |
| "precision": 0.47653541920107534, |
| "recall": 0.5107807169899407, |
| "f1-score": 0.4812004666030134, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5940507680576897, |
| "recall": 0.5369565217391304, |
| "f1-score": 0.5515526692613202, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 34, |
| "train_loss": 1.0512535210143494, |
| "val_loss": 1.1903490605561629, |
| "train_accuracy": 0.6022850924918389, |
| "val_accuracy": 0.5369565217391304, |
| "train_balanced_accuracy": 0.5618086354529334, |
| "val_balanced_accuracy": 0.5427067484629275, |
| "train_precision": 0.5155030509615467, |
| "val_precision": 0.4948665799568537, |
| "train_recall": 0.5618086354529334, |
| "val_recall": 0.5427067484629275, |
| "train_f1": 0.5334121465426619, |
| "val_f1": 0.4983413473268546, |
| "confusion_matrix": [ |
| [ |
| 92, |
| 14, |
| 1, |
| 3, |
| 25, |
| 11 |
| ], |
| [ |
| 32, |
| 77, |
| 5, |
| 5, |
| 47, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 3, |
| 0, |
| 1 |
| ], |
| [ |
| 0, |
| 2, |
| 1, |
| 36, |
| 2, |
| 8 |
| ], |
| [ |
| 11, |
| 7, |
| 1, |
| 2, |
| 16, |
| 2 |
| ], |
| [ |
| 5, |
| 1, |
| 1, |
| 19, |
| 1, |
| 20 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6571428571428571, |
| "recall": 0.6301369863013698, |
| "f1-score": 0.6433566433566433, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7623762376237624, |
| "recall": 0.4556213017751479, |
| "f1-score": 0.5703703703703704, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5294117647058824, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6153846153846154, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.17582417582417584, |
| "recall": 0.41025641025641024, |
| "f1-score": 0.24615384615384617, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4444444444444444, |
| "recall": 0.425531914893617, |
| "f1-score": 0.43478260869565216, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5369565217391304, |
| "macro avg": { |
| "precision": 0.4948665799568537, |
| "recall": 0.5427067484629275, |
| "f1-score": 0.4983413473268546, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6140688032997673, |
| "recall": 0.5369565217391304, |
| "f1-score": 0.5550245462721834, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 35, |
| "train_loss": 1.0397752131678983, |
| "val_loss": 1.1694208834482276, |
| "train_accuracy": 0.6071817192600653, |
| "val_accuracy": 0.55, |
| "train_balanced_accuracy": 0.5857336931334031, |
| "val_balanced_accuracy": 0.5489840177662265, |
| "train_precision": 0.544198143261565, |
| "val_precision": 0.49996858163557256, |
| "train_recall": 0.5857336931334031, |
| "val_recall": 0.5489840177662265, |
| "train_f1": 0.5578778596270344, |
| "val_f1": 0.5069380347420275, |
| "confusion_matrix": [ |
| [ |
| 99, |
| 10, |
| 1, |
| 4, |
| 17, |
| 15 |
| ], |
| [ |
| 37, |
| 76, |
| 4, |
| 4, |
| 43, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 36, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 8, |
| 0, |
| 2, |
| 15, |
| 2 |
| ], |
| [ |
| 5, |
| 1, |
| 2, |
| 17, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6428571428571429, |
| "recall": 0.678082191780822, |
| "f1-score": 0.66, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7835051546391752, |
| "recall": 0.44970414201183434, |
| "f1-score": 0.5714285714285714, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5538461538461539, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.631578947368421, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19480519480519481, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.25862068965517243, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.39622641509433965, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.42, |
| "support": 47.0 |
| }, |
| "accuracy": 0.55, |
| "macro avg": { |
| "precision": 0.49996858163557256, |
| "recall": 0.5489840177662265, |
| "f1-score": 0.5069380347420275, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6172037693960345, |
| "recall": 0.55, |
| "f1-score": 0.5624021823674629, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 36, |
| "train_loss": 1.0397951417441467, |
| "val_loss": 1.1413951547249503, |
| "train_accuracy": 0.6088139281828074, |
| "val_accuracy": 0.5630434782608695, |
| "train_balanced_accuracy": 0.5793862530670164, |
| "val_balanced_accuracy": 0.540621937204486, |
| "train_precision": 0.5349607874413277, |
| "val_precision": 0.5041036243603604, |
| "train_recall": 0.5793862530670164, |
| "val_recall": 0.540621937204486, |
| "train_f1": 0.5522095882142745, |
| "val_f1": 0.517259442016187, |
| "confusion_matrix": [ |
| [ |
| 88, |
| 29, |
| 1, |
| 2, |
| 14, |
| 12 |
| ], |
| [ |
| 34, |
| 97, |
| 2, |
| 3, |
| 31, |
| 2 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 4, |
| 1, |
| 32, |
| 2, |
| 10 |
| ], |
| [ |
| 11, |
| 13, |
| 0, |
| 1, |
| 11, |
| 3 |
| ], |
| [ |
| 5, |
| 2, |
| 4, |
| 10, |
| 1, |
| 25 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6376811594202898, |
| "recall": 0.6027397260273972, |
| "f1-score": 0.6197183098591549, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6689655172413793, |
| "recall": 0.5739644970414202, |
| "f1-score": 0.6178343949044586, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.64, |
| "recall": 0.6530612244897959, |
| "f1-score": 0.6464646464646465, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.1864406779661017, |
| "recall": 0.28205128205128205, |
| "f1-score": 0.22448979591836735, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.46296296296296297, |
| "recall": 0.5319148936170213, |
| "f1-score": 0.49504950495049505, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5630434782608695, |
| "macro avg": { |
| "precision": 0.5041036243603604, |
| "recall": 0.540621937204486, |
| "f1-score": 0.517259442016187, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5887669166843629, |
| "recall": 0.5630434782608695, |
| "f1-score": 0.573026266149016, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 37, |
| "train_loss": 1.0331278000355286, |
| "val_loss": 1.1547613190568011, |
| "train_accuracy": 0.6256800870511425, |
| "val_accuracy": 0.5695652173913044, |
| "train_balanced_accuracy": 0.5877622269903982, |
| "val_balanced_accuracy": 0.5324902918258265, |
| "train_precision": 0.5430950725983704, |
| "val_precision": 0.49877795047861645, |
| "train_recall": 0.5877622269903982, |
| "val_recall": 0.5324902918258265, |
| "train_f1": 0.5607363446122855, |
| "val_f1": 0.5107903380324748, |
| "confusion_matrix": [ |
| [ |
| 93, |
| 24, |
| 1, |
| 2, |
| 13, |
| 13 |
| ], |
| [ |
| 36, |
| 94, |
| 3, |
| 6, |
| 26, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 5, |
| 3, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 36, |
| 1, |
| 7 |
| ], |
| [ |
| 12, |
| 12, |
| 0, |
| 1, |
| 10, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 1, |
| 17, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.636986301369863, |
| "recall": 0.636986301369863, |
| "f1-score": 0.636986301369863, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.706766917293233, |
| "recall": 0.5562130177514792, |
| "f1-score": 0.6225165562913907, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.45454545454545453, |
| "recall": 0.5, |
| "f1-score": 0.47619047619047616, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5538461538461539, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.631578947368421, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19607843137254902, |
| "recall": 0.2564102564102564, |
| "f1-score": 0.2222222222222222, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4444444444444444, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.4752475247524752, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5695652173913044, |
| "macro avg": { |
| "precision": 0.49877795047861645, |
| "recall": 0.5324902918258265, |
| "f1-score": 0.5107903380324748, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5927466800410669, |
| "recall": 0.5695652173913044, |
| "f1-score": 0.5759084163613812, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 38, |
| "train_loss": 1.0208107274556706, |
| "val_loss": 1.1558645144752835, |
| "train_accuracy": 0.588139281828074, |
| "val_accuracy": 0.5565217391304348, |
| "train_balanced_accuracy": 0.5541714590398173, |
| "val_balanced_accuracy": 0.5304605871536027, |
| "train_precision": 0.5085921077861746, |
| "val_precision": 0.5062654305794265, |
| "train_recall": 0.5541714590398173, |
| "val_recall": 0.5304605871536027, |
| "train_f1": 0.5258153136372002, |
| "val_f1": 0.5064244076862927, |
| "confusion_matrix": [ |
| [ |
| 104, |
| 13, |
| 1, |
| 1, |
| 12, |
| 15 |
| ], |
| [ |
| 44, |
| 77, |
| 3, |
| 3, |
| 36, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 5, |
| 2, |
| 0, |
| 3 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 31, |
| 0, |
| 13 |
| ], |
| [ |
| 13, |
| 9, |
| 0, |
| 1, |
| 12, |
| 4 |
| ], |
| [ |
| 5, |
| 0, |
| 1, |
| 13, |
| 1, |
| 27 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6190476190476191, |
| "recall": 0.7123287671232876, |
| "f1-score": 0.6624203821656051, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7623762376237624, |
| "recall": 0.4556213017751479, |
| "f1-score": 0.5703703703703704, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.45454545454545453, |
| "recall": 0.5, |
| "f1-score": 0.47619047619047616, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6078431372549019, |
| "recall": 0.6326530612244898, |
| "f1-score": 0.62, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19672131147540983, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.24, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.39705882352941174, |
| "recall": 0.574468085106383, |
| "f1-score": 0.46956521739130436, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5565217391304348, |
| "macro avg": { |
| "precision": 0.5062654305794265, |
| "recall": 0.5304605871536027, |
| "f1-score": 0.5064244076862927, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6084482623124702, |
| "recall": 0.5565217391304348, |
| "f1-score": 0.5645161703653631, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 39, |
| "train_loss": 1.0317498106302712, |
| "val_loss": 1.146083182355632, |
| "train_accuracy": 0.6060935799782372, |
| "val_accuracy": 0.5847826086956521, |
| "train_balanced_accuracy": 0.5762829513583057, |
| "val_balanced_accuracy": 0.5744694593247381, |
| "train_precision": 0.5314733204381817, |
| "val_precision": 0.5452337194417375, |
| "train_recall": 0.5762829513583057, |
| "val_recall": 0.5744694593247381, |
| "train_f1": 0.5483102487911355, |
| "val_f1": 0.5508708894700309, |
| "confusion_matrix": [ |
| [ |
| 104, |
| 15, |
| 1, |
| 1, |
| 13, |
| 12 |
| ], |
| [ |
| 41, |
| 83, |
| 2, |
| 3, |
| 35, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 13, |
| 9, |
| 0, |
| 1, |
| 13, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 1, |
| 12, |
| 1, |
| 28 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6341463414634146, |
| "recall": 0.7123287671232876, |
| "f1-score": 0.6709677419354839, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7545454545454545, |
| "recall": 0.4911242603550296, |
| "f1-score": 0.5949820788530465, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.5454545454545454, |
| "recall": 0.6, |
| "f1-score": 0.5714285714285714, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6481481481481481, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6796116504854369, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.20634920634920634, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.2549019607843137, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4827586206896552, |
| "recall": 0.5957446808510638, |
| "f1-score": 0.5333333333333333, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5847826086956521, |
| "macro avg": { |
| "precision": 0.5452337194417375, |
| "recall": 0.5744694593247381, |
| "f1-score": 0.5508708894700309, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6262057100123433, |
| "recall": 0.5847826086956521, |
| "f1-score": 0.5924703508132012, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 40, |
| "train_loss": 1.0042117646651119, |
| "val_loss": 1.1453493434449902, |
| "train_accuracy": 0.6104461371055495, |
| "val_accuracy": 0.5673913043478261, |
| "train_balanced_accuracy": 0.591588792958013, |
| "val_balanced_accuracy": 0.567257926851452, |
| "train_precision": 0.544526565336064, |
| "val_precision": 0.5217603642032156, |
| "train_recall": 0.591588792958013, |
| "val_recall": 0.567257926851452, |
| "train_f1": 0.5609955333067501, |
| "val_f1": 0.5328008464648153, |
| "confusion_matrix": [ |
| [ |
| 99, |
| 16, |
| 1, |
| 2, |
| 14, |
| 14 |
| ], |
| [ |
| 46, |
| 80, |
| 3, |
| 4, |
| 34, |
| 2 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 13, |
| 7, |
| 0, |
| 1, |
| 15, |
| 3 |
| ], |
| [ |
| 3, |
| 1, |
| 2, |
| 14, |
| 1, |
| 26 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6073619631901841, |
| "recall": 0.678082191780822, |
| "f1-score": 0.6407766990291263, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7547169811320755, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.5818181818181818, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.46153846153846156, |
| "recall": 0.6, |
| "f1-score": 0.5217391304347826, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.603448275862069, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6542056074766355, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.23076923076923078, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.28846153846153844, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4727272727272727, |
| "recall": 0.5531914893617021, |
| "f1-score": 0.5098039215686274, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5673913043478261, |
| "macro avg": { |
| "precision": 0.5217603642032156, |
| "recall": 0.567257926851452, |
| "f1-score": 0.5328008464648153, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6122272791041204, |
| "recall": 0.5673913043478261, |
| "f1-score": 0.5747063503694644, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 41, |
| "train_loss": 1.0040870875087733, |
| "val_loss": 1.1594929363416588, |
| "train_accuracy": 0.5952121871599565, |
| "val_accuracy": 0.5565217391304348, |
| "train_balanced_accuracy": 0.5758883132134041, |
| "val_balanced_accuracy": 0.5475853018375784, |
| "train_precision": 0.5258650469199839, |
| "val_precision": 0.5082314970227453, |
| "train_recall": 0.5758883132134041, |
| "val_recall": 0.5475853018375784, |
| "train_f1": 0.544920256284572, |
| "val_f1": 0.518589486521314, |
| "confusion_matrix": [ |
| [ |
| 94, |
| 22, |
| 1, |
| 1, |
| 16, |
| 12 |
| ], |
| [ |
| 34, |
| 85, |
| 3, |
| 3, |
| 42, |
| 2 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 3, |
| 2, |
| 33, |
| 2, |
| 7 |
| ], |
| [ |
| 10, |
| 12, |
| 0, |
| 1, |
| 13, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 2, |
| 14, |
| 1, |
| 25 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6527777777777778, |
| "recall": 0.6438356164383562, |
| "f1-score": 0.6482758620689655, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6910569105691057, |
| "recall": 0.5029585798816568, |
| "f1-score": 0.5821917808219178, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6111111111111112, |
| "recall": 0.673469387755102, |
| "f1-score": 0.6407766990291263, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.17567567567567569, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.23008849557522124, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.49019607843137253, |
| "recall": 0.5319148936170213, |
| "f1-score": 0.5102040816326531, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5565217391304348, |
| "macro avg": { |
| "precision": 0.5082314970227453, |
| "recall": 0.5475853018375784, |
| "f1-score": 0.518589486521314, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6004671721946067, |
| "recall": 0.5565217391304348, |
| "f1-score": 0.570412583125149, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 42, |
| "train_loss": 0.9976279108386823, |
| "val_loss": 1.162082606813182, |
| "train_accuracy": 0.6104461371055495, |
| "val_accuracy": 0.5543478260869565, |
| "train_balanced_accuracy": 0.5955410658878244, |
| "val_balanced_accuracy": 0.565217705341688, |
| "train_precision": 0.5451123835888027, |
| "val_precision": 0.5061542894130276, |
| "train_recall": 0.5955410658878244, |
| "val_recall": 0.565217705341688, |
| "train_f1": 0.5640222558027747, |
| "val_f1": 0.5192072470141716, |
| "confusion_matrix": [ |
| [ |
| 91, |
| 19, |
| 1, |
| 2, |
| 15, |
| 18 |
| ], |
| [ |
| 32, |
| 80, |
| 4, |
| 4, |
| 42, |
| 7 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 2, |
| 1, |
| 35, |
| 2, |
| 9 |
| ], |
| [ |
| 12, |
| 6, |
| 1, |
| 1, |
| 15, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 2, |
| 12, |
| 1, |
| 28 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6594202898550725, |
| "recall": 0.6232876712328768, |
| "f1-score": 0.6408450704225352, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7407407407407407, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.5776173285198556, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.625, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6666666666666666, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.2631578947368421, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4117647058823529, |
| "recall": 0.5957446808510638, |
| "f1-score": 0.48695652173913045, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5543478260869565, |
| "macro avg": { |
| "precision": 0.5061542894130276, |
| "recall": 0.565217705341688, |
| "f1-score": 0.5192072470141716, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6157358449576009, |
| "recall": 0.5543478260869565, |
| "f1-score": 0.5691249780101921, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 43, |
| "train_loss": 1.0020118386234371, |
| "val_loss": 1.1664724666139354, |
| "train_accuracy": 0.6022850924918389, |
| "val_accuracy": 0.5434782608695652, |
| "train_balanced_accuracy": 0.5797310376126297, |
| "val_balanced_accuracy": 0.554418505818796, |
| "train_precision": 0.5330689966336642, |
| "val_precision": 0.49447299322303456, |
| "train_recall": 0.5797310376126297, |
| "val_recall": 0.554418505818796, |
| "train_f1": 0.5512338207749113, |
| "val_f1": 0.5026264252486061, |
| "confusion_matrix": [ |
| [ |
| 83, |
| 22, |
| 1, |
| 2, |
| 23, |
| 15 |
| ], |
| [ |
| 23, |
| 86, |
| 4, |
| 3, |
| 49, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 3, |
| 2, |
| 34, |
| 3, |
| 7 |
| ], |
| [ |
| 9, |
| 6, |
| 1, |
| 1, |
| 19, |
| 3 |
| ], |
| [ |
| 3, |
| 1, |
| 4, |
| 16, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.7033898305084746, |
| "recall": 0.5684931506849316, |
| "f1-score": 0.6287878787878788, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7288135593220338, |
| "recall": 0.5088757396449705, |
| "f1-score": 0.5993031358885017, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.3333333333333333, |
| "recall": 0.6, |
| "f1-score": 0.42857142857142855, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5862068965517241, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6355140186915887, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2, |
| "recall": 0.48717948717948717, |
| "f1-score": 0.2835820895522388, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.41509433962264153, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.44, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5434782608695652, |
| "macro avg": { |
| "precision": 0.49447299322303456, |
| "recall": 0.554418505818796, |
| "f1-score": 0.5026264252486061, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6200680695788979, |
| "recall": 0.5434782608695653, |
| "f1-score": 0.565762745570275, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 44, |
| "train_loss": 1.0329360237448466, |
| "val_loss": 1.1647466333016105, |
| "train_accuracy": 0.5919477693144722, |
| "val_accuracy": 0.5347826086956522, |
| "train_balanced_accuracy": 0.5659939117760308, |
| "val_balanced_accuracy": 0.5451808068749274, |
| "train_precision": 0.5185450602205158, |
| "val_precision": 0.4858190340019528, |
| "train_recall": 0.5659939117760308, |
| "val_recall": 0.5451808068749274, |
| "train_f1": 0.5350596102307886, |
| "val_f1": 0.4980870999242861, |
| "confusion_matrix": [ |
| [ |
| 86, |
| 21, |
| 1, |
| 2, |
| 16, |
| 20 |
| ], |
| [ |
| 30, |
| 80, |
| 4, |
| 3, |
| 47, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 2, |
| 1, |
| 36, |
| 2, |
| 8 |
| ], |
| [ |
| 12, |
| 6, |
| 1, |
| 1, |
| 15, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 16, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6564885496183206, |
| "recall": 0.589041095890411, |
| "f1-score": 0.6209386281588448, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7272727272727273, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.5734767025089605, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6605504587155964, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18518518518518517, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.25, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3709677419354839, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.42201834862385323, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5347826086956522, |
| "macro avg": { |
| "precision": 0.4858190340019528, |
| "recall": 0.5451808068749274, |
| "f1-score": 0.4980870999242861, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6012263592316427, |
| "recall": 0.5347826086956522, |
| "f1-score": 0.552482221549947, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 45, |
| "train_loss": 0.9916667781924268, |
| "val_loss": 1.1446832776069642, |
| "train_accuracy": 0.6022850924918389, |
| "val_accuracy": 0.5717391304347826, |
| "train_balanced_accuracy": 0.5961863506556822, |
| "val_balanced_accuracy": 0.5626450710090184, |
| "train_precision": 0.5407345215692054, |
| "val_precision": 0.5256203432976888, |
| "train_recall": 0.5961863506556822, |
| "val_recall": 0.5626450710090184, |
| "train_f1": 0.5607044402718139, |
| "val_f1": 0.5355258101995377, |
| "confusion_matrix": [ |
| [ |
| 98, |
| 20, |
| 1, |
| 1, |
| 14, |
| 12 |
| ], |
| [ |
| 36, |
| 85, |
| 3, |
| 2, |
| 39, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 3, |
| 1, |
| 34, |
| 2, |
| 7 |
| ], |
| [ |
| 12, |
| 10, |
| 0, |
| 1, |
| 13, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 2, |
| 12, |
| 1, |
| 27 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6447368421052632, |
| "recall": 0.6712328767123288, |
| "f1-score": 0.6577181208053692, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7142857142857143, |
| "recall": 0.5029585798816568, |
| "f1-score": 0.5902777777777778, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.46153846153846156, |
| "recall": 0.6, |
| "f1-score": 0.5217391304347826, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6538461538461539, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6732673267326733, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18840579710144928, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24074074074074073, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4909090909090909, |
| "recall": 0.574468085106383, |
| "f1-score": 0.5294117647058824, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5717391304347826, |
| "macro avg": { |
| "precision": 0.5256203432976888, |
| "recall": 0.5626450710090184, |
| "f1-score": 0.5355258101995377, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6128701395112698, |
| "recall": 0.5717391304347826, |
| "f1-score": 0.5831793961442229, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 46, |
| "train_loss": 0.999490438594652, |
| "val_loss": 1.15224827994471, |
| "train_accuracy": 0.602829162132753, |
| "val_accuracy": 0.5565217391304348, |
| "train_balanced_accuracy": 0.5856248498344256, |
| "val_balanced_accuracy": 0.5488176069235638, |
| "train_precision": 0.5393240520778866, |
| "val_precision": 0.5031597354969345, |
| "train_recall": 0.5856248498344256, |
| "val_recall": 0.5488176069235638, |
| "train_f1": 0.5561184241714692, |
| "val_f1": 0.5151585778599125, |
| "confusion_matrix": [ |
| [ |
| 92, |
| 20, |
| 1, |
| 2, |
| 16, |
| 15 |
| ], |
| [ |
| 31, |
| 86, |
| 3, |
| 3, |
| 40, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 35, |
| 3, |
| 7 |
| ], |
| [ |
| 12, |
| 9, |
| 1, |
| 1, |
| 12, |
| 4 |
| ], |
| [ |
| 4, |
| 1, |
| 2, |
| 14, |
| 1, |
| 25 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6571428571428571, |
| "recall": 0.6301369863013698, |
| "f1-score": 0.6433566433566433, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7288135593220338, |
| "recall": 0.5088757396449705, |
| "f1-score": 0.5993031358885017, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6140350877192983, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.660377358490566, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.16666666666666666, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.21621621621621623, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.423728813559322, |
| "recall": 0.5319148936170213, |
| "f1-score": 0.4716981132075472, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5565217391304348, |
| "macro avg": { |
| "precision": 0.5031597354969345, |
| "recall": 0.5488176069235638, |
| "f1-score": 0.5151585778599125, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6084805141076715, |
| "recall": 0.5565217391304348, |
| "f1-score": 0.572115291770547, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 47, |
| "train_loss": 1.0022481911459997, |
| "val_loss": 1.1543198336725649, |
| "train_accuracy": 0.5995647442872688, |
| "val_accuracy": 0.5565217391304348, |
| "train_balanced_accuracy": 0.5798119891286434, |
| "val_balanced_accuracy": 0.556409163175364, |
| "train_precision": 0.5240560357501062, |
| "val_precision": 0.5094624235147674, |
| "train_recall": 0.5798119891286434, |
| "val_recall": 0.556409163175364, |
| "train_f1": 0.54223856858961, |
| "val_f1": 0.5231100570556105, |
| "confusion_matrix": [ |
| [ |
| 83, |
| 29, |
| 1, |
| 2, |
| 16, |
| 15 |
| ], |
| [ |
| 27, |
| 92, |
| 3, |
| 3, |
| 41, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 3, |
| 1, |
| 36, |
| 3, |
| 6 |
| ], |
| [ |
| 8, |
| 13, |
| 0, |
| 1, |
| 14, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 13, |
| 1, |
| 25 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.680327868852459, |
| "recall": 0.5684931506849316, |
| "f1-score": 0.6194029850746269, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6666666666666666, |
| "recall": 0.5443786982248521, |
| "f1-score": 0.5993485342019544, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.631578947368421, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6792452830188679, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18666666666666668, |
| "recall": 0.358974358974359, |
| "f1-score": 0.24561403508771928, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.46296296296296297, |
| "recall": 0.5319148936170213, |
| "f1-score": 0.49504950495049505, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5565217391304348, |
| "macro avg": { |
| "precision": 0.5094624235147674, |
| "recall": 0.556409163175364, |
| "f1-score": 0.5231100570556105, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6005801684459823, |
| "recall": 0.5565217391304348, |
| "f1-score": 0.5714174588479232, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 48, |
| "train_loss": 1.003947389722519, |
| "val_loss": 1.1555293803629667, |
| "train_accuracy": 0.6011969532100109, |
| "val_accuracy": 0.5608695652173913, |
| "train_balanced_accuracy": 0.5823460622144204, |
| "val_balanced_accuracy": 0.5520222985973208, |
| "train_precision": 0.5325307324340511, |
| "val_precision": 0.4940147591200223, |
| "train_recall": 0.5823460622144204, |
| "val_recall": 0.5520222985973208, |
| "train_f1": 0.5507308934455218, |
| "val_f1": 0.5130864241578528, |
| "confusion_matrix": [ |
| [ |
| 90, |
| 22, |
| 1, |
| 2, |
| 14, |
| 17 |
| ], |
| [ |
| 34, |
| 89, |
| 4, |
| 5, |
| 33, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 37, |
| 1, |
| 7 |
| ], |
| [ |
| 12, |
| 11, |
| 1, |
| 2, |
| 11, |
| 2 |
| ], |
| [ |
| 3, |
| 1, |
| 2, |
| 15, |
| 1, |
| 25 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6428571428571429, |
| "recall": 0.6164383561643836, |
| "f1-score": 0.6293706293706294, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.712, |
| "recall": 0.5266272189349113, |
| "f1-score": 0.6054421768707483, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5873015873015873, |
| "recall": 0.7551020408163265, |
| "f1-score": 0.6607142857142857, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18333333333333332, |
| "recall": 0.28205128205128205, |
| "f1-score": 0.2222222222222222, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.43859649122807015, |
| "recall": 0.5319148936170213, |
| "f1-score": 0.4807692307692308, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5608695652173913, |
| "macro avg": { |
| "precision": 0.4940147591200223, |
| "recall": 0.5520222985973208, |
| "f1-score": 0.5130864241578528, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5972325124405217, |
| "recall": 0.5608695652173913, |
| "f1-score": 0.5709688267219323, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 49, |
| "train_loss": 1.018128280022199, |
| "val_loss": 1.153974747657776, |
| "train_accuracy": 0.6082698585418934, |
| "val_accuracy": 0.5413043478260869, |
| "train_balanced_accuracy": 0.5902407935130444, |
| "val_balanced_accuracy": 0.5424862996315589, |
| "train_precision": 0.5399307777155512, |
| "val_precision": 0.47892459242456625, |
| "train_recall": 0.5902407935130444, |
| "val_recall": 0.5424862996315589, |
| "train_f1": 0.5580743521935894, |
| "val_f1": 0.49354053178116813, |
| "confusion_matrix": [ |
| [ |
| 91, |
| 21, |
| 1, |
| 2, |
| 15, |
| 16 |
| ], |
| [ |
| 32, |
| 80, |
| 5, |
| 3, |
| 42, |
| 7 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 2, |
| 2, |
| 35, |
| 2, |
| 8 |
| ], |
| [ |
| 11, |
| 9, |
| 1, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 4, |
| 14, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6642335766423357, |
| "recall": 0.6232876712328768, |
| "f1-score": 0.6431095406360424, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7079646017699115, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.5673758865248227, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.3157894736842105, |
| "recall": 0.6, |
| "f1-score": 0.41379310344827586, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6140350877192983, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.660377358490566, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.1780821917808219, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.23214285714285715, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.39344262295081966, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.4444444444444444, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5413043478260869, |
| "macro avg": { |
| "precision": 0.47892459242456625, |
| "recall": 0.5424862996315589, |
| "f1-score": 0.49354053178116813, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5984929188741834, |
| "recall": 0.5413043478260869, |
| "f1-score": 0.5569986949424741, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 50, |
| "train_loss": 1.0055135017639925, |
| "val_loss": 1.1557152701460798, |
| "train_accuracy": 0.6006528835690969, |
| "val_accuracy": 0.5717391304347826, |
| "train_balanced_accuracy": 0.5892950660772596, |
| "val_balanced_accuracy": 0.5420986773719293, |
| "train_precision": 0.5380780912220507, |
| "val_precision": 0.5000931539905763, |
| "train_recall": 0.5892950660772596, |
| "val_recall": 0.5420986773719293, |
| "train_f1": 0.5562060133434749, |
| "val_f1": 0.5140345216842912, |
| "confusion_matrix": [ |
| [ |
| 97, |
| 22, |
| 1, |
| 2, |
| 12, |
| 12 |
| ], |
| [ |
| 33, |
| 93, |
| 4, |
| 3, |
| 33, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 36, |
| 3, |
| 6 |
| ], |
| [ |
| 13, |
| 13, |
| 0, |
| 1, |
| 10, |
| 2 |
| ], |
| [ |
| 4, |
| 1, |
| 2, |
| 18, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6554054054054054, |
| "recall": 0.6643835616438356, |
| "f1-score": 0.6598639455782312, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7099236641221374, |
| "recall": 0.5502958579881657, |
| "f1-score": 0.62, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5806451612903226, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6486486486486487, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.1694915254237288, |
| "recall": 0.2564102564102564, |
| "f1-score": 0.20408163265306123, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.45652173913043476, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.45161290322580644, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5717391304347826, |
| "macro avg": { |
| "precision": 0.5000931539905763, |
| "recall": 0.5420986773719293, |
| "f1-score": 0.5140345216842912, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6010224061857093, |
| "recall": 0.5717391304347826, |
| "f1-score": 0.5806280651375822, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 51, |
| "train_loss": 1.0298551964422564, |
| "val_loss": 1.154390521671461, |
| "train_accuracy": 0.5995647442872688, |
| "val_accuracy": 0.5565217391304348, |
| "train_balanced_accuracy": 0.5876350701129699, |
| "val_balanced_accuracy": 0.5444358203834664, |
| "train_precision": 0.5271482452202003, |
| "val_precision": 0.4912074951781514, |
| "train_recall": 0.5876350701129699, |
| "val_recall": 0.5444358203834664, |
| "train_f1": 0.5482329767089308, |
| "val_f1": 0.5061066765276573, |
| "confusion_matrix": [ |
| [ |
| 93, |
| 21, |
| 1, |
| 2, |
| 14, |
| 15 |
| ], |
| [ |
| 32, |
| 87, |
| 3, |
| 4, |
| 40, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 36, |
| 1, |
| 7 |
| ], |
| [ |
| 11, |
| 9, |
| 1, |
| 2, |
| 13, |
| 3 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 18, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6595744680851063, |
| "recall": 0.636986301369863, |
| "f1-score": 0.6480836236933798, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.725, |
| "recall": 0.514792899408284, |
| "f1-score": 0.6020761245674741, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5625, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6371681415929203, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18840579710144928, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24074074074074073, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4117647058823529, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.42857142857142855, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5565217391304348, |
| "macro avg": { |
| "precision": 0.4912074951781514, |
| "recall": 0.5444358203834664, |
| "f1-score": 0.5061066765276573, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6023611730518535, |
| "recall": 0.5565217391304348, |
| "f1-score": 0.5694001284368168, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 52, |
| "train_loss": 0.993075291791341, |
| "val_loss": 1.1492597015007682, |
| "train_accuracy": 0.6191512513601741, |
| "val_accuracy": 0.55, |
| "train_balanced_accuracy": 0.6004683589318162, |
| "val_balanced_accuracy": 0.53905145278051, |
| "train_precision": 0.5547645804142544, |
| "val_precision": 0.4930354035400293, |
| "train_recall": 0.6004683589318162, |
| "val_recall": 0.53905145278051, |
| "train_f1": 0.5719702619432289, |
| "val_f1": 0.5052680834894242, |
| "confusion_matrix": [ |
| [ |
| 92, |
| 22, |
| 1, |
| 1, |
| 18, |
| 12 |
| ], |
| [ |
| 31, |
| 86, |
| 4, |
| 4, |
| 39, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 3, |
| 1, |
| 34, |
| 3, |
| 7 |
| ], |
| [ |
| 12, |
| 11, |
| 0, |
| 1, |
| 13, |
| 2 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 16, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6571428571428571, |
| "recall": 0.6301369863013698, |
| "f1-score": 0.6433566433566433, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6991869918699187, |
| "recall": 0.5088757396449705, |
| "f1-score": 0.589041095890411, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5862068965517241, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6355140186915887, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.17567567567567569, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.23008849557522124, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.44, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.4536082474226804, |
| "support": 47.0 |
| }, |
| "accuracy": 0.55, |
| "macro avg": { |
| "precision": 0.4930354035400293, |
| "recall": 0.53905145278051, |
| "f1-score": 0.5052680834894242, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.596436843589694, |
| "recall": 0.55, |
| "f1-score": 0.5645896543646453, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 53, |
| "train_loss": 1.0242505006743463, |
| "val_loss": 1.146836595431618, |
| "train_accuracy": 0.6055495103373232, |
| "val_accuracy": 0.5673913043478261, |
| "train_balanced_accuracy": 0.5785959651416637, |
| "val_balanced_accuracy": 0.5604113570911128, |
| "train_precision": 0.5276488167042049, |
| "val_precision": 0.5105025120570509, |
| "train_recall": 0.5785959651416637, |
| "val_recall": 0.5604113570911128, |
| "train_f1": 0.5454704102947546, |
| "val_f1": 0.5219006326404328, |
| "confusion_matrix": [ |
| [ |
| 101, |
| 15, |
| 1, |
| 1, |
| 11, |
| 17 |
| ], |
| [ |
| 42, |
| 80, |
| 4, |
| 3, |
| 34, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 34, |
| 1, |
| 9 |
| ], |
| [ |
| 13, |
| 8, |
| 1, |
| 1, |
| 12, |
| 4 |
| ], |
| [ |
| 5, |
| 0, |
| 2, |
| 11, |
| 1, |
| 28 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6196319018404908, |
| "recall": 0.6917808219178082, |
| "f1-score": 0.6537216828478964, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7619047619047619, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.583941605839416, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6538461538461539, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6732673267326733, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2033898305084746, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.24489795918367346, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42424242424242425, |
| "recall": 0.5957446808510638, |
| "f1-score": 0.49557522123893805, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5673913043478261, |
| "macro avg": { |
| "precision": 0.5105025120570509, |
| "recall": 0.5604113570911128, |
| "f1-score": 0.5219006326404328, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.615517872387614, |
| "recall": 0.5673913043478261, |
| "f1-score": 0.5755709823890186, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 54, |
| "train_loss": 0.9703177221451802, |
| "val_loss": 1.168198473557182, |
| "train_accuracy": 0.6120783460282916, |
| "val_accuracy": 0.55, |
| "train_balanced_accuracy": 0.593771513314679, |
| "val_balanced_accuracy": 0.5357359916379009, |
| "train_precision": 0.5434658619843745, |
| "val_precision": 0.47586027403464115, |
| "train_recall": 0.593771513314679, |
| "val_recall": 0.5357359916379009, |
| "train_f1": 0.5628377695810077, |
| "val_f1": 0.4925760546924085, |
| "confusion_matrix": [ |
| [ |
| 89, |
| 23, |
| 1, |
| 2, |
| 15, |
| 16 |
| ], |
| [ |
| 30, |
| 90, |
| 5, |
| 4, |
| 37, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 3, |
| 1, |
| 36, |
| 2, |
| 6 |
| ], |
| [ |
| 10, |
| 10, |
| 1, |
| 2, |
| 13, |
| 3 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 20, |
| 1, |
| 19 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6691729323308271, |
| "recall": 0.6095890410958904, |
| "f1-score": 0.6379928315412187, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7086614173228346, |
| "recall": 0.5325443786982249, |
| "f1-score": 0.6081081081081081, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.35294117647058826, |
| "recall": 0.6, |
| "f1-score": 0.4444444444444444, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5454545454545454, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6260869565217392, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19117647058823528, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24299065420560748, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3877551020408163, |
| "recall": 0.40425531914893614, |
| "f1-score": 0.3958333333333333, |
| "support": 47.0 |
| }, |
| "accuracy": 0.55, |
| "macro avg": { |
| "precision": 0.47586027403464115, |
| "recall": 0.5357359916379009, |
| "f1-score": 0.4925760546924085, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5943480093232564, |
| "recall": 0.55, |
| "f1-score": 0.5633059373260505, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 55, |
| "train_loss": 0.9870710826931892, |
| "val_loss": 1.1474243257356727, |
| "train_accuracy": 0.6055495103373232, |
| "val_accuracy": 0.558695652173913, |
| "train_balanced_accuracy": 0.5953857212568048, |
| "val_balanced_accuracy": 0.5508419236352335, |
| "train_precision": 0.5445339474365823, |
| "val_precision": 0.4965659548097919, |
| "train_recall": 0.5953857212568048, |
| "val_recall": 0.5508419236352335, |
| "train_f1": 0.5644174878310927, |
| "val_f1": 0.5110913517173409, |
| "confusion_matrix": [ |
| [ |
| 94, |
| 19, |
| 1, |
| 2, |
| 14, |
| 16 |
| ], |
| [ |
| 35, |
| 85, |
| 4, |
| 2, |
| 38, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 8, |
| 1, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 14, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6394557823129252, |
| "recall": 0.6438356164383562, |
| "f1-score": 0.6416382252559727, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7391304347826086, |
| "recall": 0.5029585798816568, |
| "f1-score": 0.5985915492957746, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.625, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6666666666666666, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19402985074626866, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24528301886792453, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4067796610169492, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.4528301886792453, |
| "support": 47.0 |
| }, |
| "accuracy": 0.558695652173913, |
| "macro avg": { |
| "precision": 0.4965659548097919, |
| "recall": 0.5508419236352335, |
| "f1-score": 0.5110913517173409, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6072486868322804, |
| "recall": 0.558695652173913, |
| "f1-score": 0.5716788274003973, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 56, |
| "train_loss": 0.9889685614713517, |
| "val_loss": 1.1538477856179943, |
| "train_accuracy": 0.6262241566920566, |
| "val_accuracy": 0.558695652173913, |
| "train_balanced_accuracy": 0.5941704517761952, |
| "val_balanced_accuracy": 0.5379646275178606, |
| "train_precision": 0.5509237918495465, |
| "val_precision": 0.48687286522316725, |
| "train_recall": 0.5941704517761952, |
| "val_recall": 0.5379646275178606, |
| "train_f1": 0.568117977133076, |
| "val_f1": 0.5035003576670244, |
| "confusion_matrix": [ |
| [ |
| 92, |
| 20, |
| 1, |
| 2, |
| 12, |
| 19 |
| ], |
| [ |
| 32, |
| 91, |
| 3, |
| 4, |
| 34, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 36, |
| 0, |
| 9 |
| ], |
| [ |
| 12, |
| 11, |
| 1, |
| 1, |
| 10, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 2, |
| 18, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6571428571428571, |
| "recall": 0.6301369863013698, |
| "f1-score": 0.6433566433566433, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.728, |
| "recall": 0.5384615384615384, |
| "f1-score": 0.6190476190476191, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5714285714285714, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6428571428571429, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.17543859649122806, |
| "recall": 0.2564102564102564, |
| "f1-score": 0.20833333333333334, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.36065573770491804, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.4074074074074074, |
| "support": 47.0 |
| }, |
| "accuracy": 0.558695652173913, |
| "macro avg": { |
| "precision": 0.48687286522316725, |
| "recall": 0.5379646275178606, |
| "f1-score": 0.5035003576670244, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5979423833996966, |
| "recall": 0.558695652173913, |
| "f1-score": 0.5702657949940558, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 57, |
| "train_loss": 1.0086641838293728, |
| "val_loss": 1.1544095879015714, |
| "train_accuracy": 0.5924918389553863, |
| "val_accuracy": 0.5608695652173913, |
| "train_balanced_accuracy": 0.587630572704018, |
| "val_balanced_accuracy": 0.5432656347381816, |
| "train_precision": 0.5307298449784342, |
| "val_precision": 0.495332278295011, |
| "train_recall": 0.587630572704018, |
| "val_recall": 0.5432656347381816, |
| "train_f1": 0.5522246754417668, |
| "val_f1": 0.5098002221189336, |
| "confusion_matrix": [ |
| [ |
| 93, |
| 22, |
| 1, |
| 2, |
| 15, |
| 13 |
| ], |
| [ |
| 30, |
| 90, |
| 4, |
| 3, |
| 38, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 2, |
| 7 |
| ], |
| [ |
| 10, |
| 13, |
| 0, |
| 2, |
| 12, |
| 2 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 16, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6690647482014388, |
| "recall": 0.636986301369863, |
| "f1-score": 0.6526315789473685, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.703125, |
| "recall": 0.5325443786982249, |
| "f1-score": 0.6060606060606061, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5833333333333334, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6422018348623854, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.17647058823529413, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.22429906542056074, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.44, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.4536082474226804, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5608695652173913, |
| "macro avg": { |
| "precision": 0.495332278295011, |
| "recall": 0.5432656347381816, |
| "f1-score": 0.5098002221189336, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6014288358954779, |
| "recall": 0.5608695652173913, |
| "f1-score": 0.5740078131284412, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 58, |
| "train_loss": 0.9850139685372403, |
| "val_loss": 1.1510483731394228, |
| "train_accuracy": 0.6251360174102285, |
| "val_accuracy": 0.5630434782608695, |
| "train_balanced_accuracy": 0.5892833005067608, |
| "val_balanced_accuracy": 0.5532803878755945, |
| "train_precision": 0.5377195543920156, |
| "val_precision": 0.5063808087337499, |
| "train_recall": 0.5892833005067608, |
| "val_recall": 0.5532803878755945, |
| "train_f1": 0.5557180115158332, |
| "val_f1": 0.519634400042222, |
| "confusion_matrix": [ |
| [ |
| 97, |
| 20, |
| 1, |
| 2, |
| 14, |
| 12 |
| ], |
| [ |
| 35, |
| 84, |
| 4, |
| 4, |
| 38, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 2, |
| 7 |
| ], |
| [ |
| 12, |
| 10, |
| 0, |
| 2, |
| 13, |
| 2 |
| ], |
| [ |
| 4, |
| 1, |
| 2, |
| 15, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6466666666666666, |
| "recall": 0.6643835616438356, |
| "f1-score": 0.6554054054054054, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.717948717948718, |
| "recall": 0.4970414201183432, |
| "f1-score": 0.5874125874125874, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5833333333333334, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6422018348623854, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19117647058823528, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24299065420560748, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.47058823529411764, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.4897959183673469, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5630434782608695, |
| "macro avg": { |
| "precision": 0.5063808087337499, |
| "recall": 0.5532803878755945, |
| "f1-score": 0.519634400042222, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6047592254293022, |
| "recall": 0.5630434782608695, |
| "f1-score": 0.5737540218422985, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 59, |
| "train_loss": 1.0002363319625274, |
| "val_loss": 1.1556420958560445, |
| "train_accuracy": 0.6099020674646355, |
| "val_accuracy": 0.55, |
| "train_balanced_accuracy": 0.5800009188307226, |
| "val_balanced_accuracy": 0.5515333032921537, |
| "train_precision": 0.5362077051344385, |
| "val_precision": 0.5001986901986902, |
| "train_recall": 0.5800009188307226, |
| "val_recall": 0.5515333032921537, |
| "train_f1": 0.5521037817824802, |
| "val_f1": 0.5086447657692507, |
| "confusion_matrix": [ |
| [ |
| 98, |
| 15, |
| 1, |
| 1, |
| 17, |
| 14 |
| ], |
| [ |
| 40, |
| 76, |
| 4, |
| 2, |
| 43, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 6, |
| 1, |
| 1, |
| 15, |
| 4 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 15, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6282051282051282, |
| "recall": 0.6712328767123288, |
| "f1-score": 0.6490066225165563, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.76, |
| "recall": 0.44970414201183434, |
| "f1-score": 0.5650557620817844, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.625, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6666666666666666, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19480519480519481, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.25862068965517243, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.41818181818181815, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.45098039215686275, |
| "support": 47.0 |
| }, |
| "accuracy": 0.55, |
| "macro avg": { |
| "precision": 0.5001986901986902, |
| "recall": 0.5515333032921537, |
| "f1-score": 0.5086447657692507, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6125758625432538, |
| "recall": 0.55, |
| "f1-score": 0.5626385375852486, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 60, |
| "train_loss": 1.0060037271371993, |
| "val_loss": 1.1624553208765775, |
| "train_accuracy": 0.6164309031556039, |
| "val_accuracy": 0.5521739130434783, |
| "train_balanced_accuracy": 0.5881446289183634, |
| "val_balanced_accuracy": 0.5440911844874102, |
| "train_precision": 0.5448426023045614, |
| "val_precision": 0.4879634195577953, |
| "train_recall": 0.5881446289183634, |
| "val_recall": 0.5440911844874102, |
| "train_f1": 0.5609868538785445, |
| "val_f1": 0.5045149911816579, |
| "confusion_matrix": [ |
| [ |
| 87, |
| 25, |
| 1, |
| 2, |
| 14, |
| 17 |
| ], |
| [ |
| 26, |
| 90, |
| 3, |
| 5, |
| 39, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 3, |
| 1, |
| 36, |
| 2, |
| 7 |
| ], |
| [ |
| 8, |
| 12, |
| 1, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 17, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.7016129032258065, |
| "recall": 0.5958904109589042, |
| "f1-score": 0.6444444444444445, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6870229007633588, |
| "recall": 0.5325443786982249, |
| "f1-score": 0.6, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5714285714285714, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6428571428571429, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18840579710144928, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24074074074074073, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3793103448275862, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.41904761904761906, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5521739130434783, |
| "macro avg": { |
| "precision": 0.4879634195577953, |
| "recall": 0.5440911844874102, |
| "f1-score": 0.5045149911816579, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5993864486822358, |
| "recall": 0.5521739130434783, |
| "f1-score": 0.5671152518978606, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 61, |
| "train_loss": 1.0025801011994562, |
| "val_loss": 1.1573120811711186, |
| "train_accuracy": 0.6093579978237215, |
| "val_accuracy": 0.5434782608695652, |
| "train_balanced_accuracy": 0.595204075792298, |
| "val_balanced_accuracy": 0.5581153174433254, |
| "train_precision": 0.5361762565738392, |
| "val_precision": 0.5035541821726032, |
| "train_recall": 0.595204075792298, |
| "val_recall": 0.5581153174433254, |
| "train_f1": 0.5575623235956705, |
| "val_f1": 0.5085425384151673, |
| "confusion_matrix": [ |
| [ |
| 95, |
| 15, |
| 1, |
| 1, |
| 17, |
| 17 |
| ], |
| [ |
| 33, |
| 73, |
| 4, |
| 2, |
| 52, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 34, |
| 2, |
| 9 |
| ], |
| [ |
| 12, |
| 4, |
| 1, |
| 1, |
| 18, |
| 3 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 15, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6597222222222222, |
| "recall": 0.6506849315068494, |
| "f1-score": 0.6551724137931034, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7684210526315789, |
| "recall": 0.4319526627218935, |
| "f1-score": 0.553030303030303, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6181818181818182, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6538461538461539, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2, |
| "recall": 0.46153846153846156, |
| "f1-score": 0.27906976744186046, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.4485981308411215, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5434782608695652, |
| "macro avg": { |
| "precision": 0.5035541821726032, |
| "recall": 0.5581153174433254, |
| "f1-score": 0.5085425384151673, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6235293726741097, |
| "recall": 0.5434782608695652, |
| "f1-score": 0.5603021149120125, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 62, |
| "train_loss": 1.00700452914046, |
| "val_loss": 1.1422291864519534, |
| "train_accuracy": 0.6044613710554951, |
| "val_accuracy": 0.5608695652173913, |
| "train_balanced_accuracy": 0.58958291596389, |
| "val_balanced_accuracy": 0.5544267935599717, |
| "train_precision": 0.53596801026039, |
| "val_precision": 0.5095399451892907, |
| "train_recall": 0.58958291596389, |
| "val_recall": 0.5544267935599717, |
| "train_f1": 0.5552842213770123, |
| "val_f1": 0.5200096663663922, |
| "confusion_matrix": [ |
| [ |
| 98, |
| 16, |
| 1, |
| 1, |
| 15, |
| 15 |
| ], |
| [ |
| 37, |
| 81, |
| 4, |
| 3, |
| 38, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 34, |
| 1, |
| 9 |
| ], |
| [ |
| 13, |
| 9, |
| 0, |
| 1, |
| 12, |
| 4 |
| ], |
| [ |
| 4, |
| 1, |
| 2, |
| 12, |
| 1, |
| 27 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6363636363636364, |
| "recall": 0.6712328767123288, |
| "f1-score": 0.6533333333333333, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7431192660550459, |
| "recall": 0.47928994082840237, |
| "f1-score": 0.5827338129496403, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6415094339622641, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6666666666666666, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.1791044776119403, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.22641509433962265, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42857142857142855, |
| "recall": 0.574468085106383, |
| "f1-score": 0.4909090909090909, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5608695652173913, |
| "macro avg": { |
| "precision": 0.5095399451892907, |
| "recall": 0.5544267935599717, |
| "f1-score": 0.5200096663663922, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6116170765043081, |
| "recall": 0.5608695652173913, |
| "f1-score": 0.5726918775517286, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 63, |
| "train_loss": 0.9798765028132708, |
| "val_loss": 1.156638465238654, |
| "train_accuracy": 0.6229597388465724, |
| "val_accuracy": 0.5456521739130434, |
| "train_balanced_accuracy": 0.6065517865223206, |
| "val_balanced_accuracy": 0.5369343274461764, |
| "train_precision": 0.5528510667546696, |
| "val_precision": 0.4803439573960558, |
| "train_recall": 0.6065517865223206, |
| "val_recall": 0.5369343274461764, |
| "train_f1": 0.5726519779225053, |
| "val_f1": 0.4949338350927073, |
| "confusion_matrix": [ |
| [ |
| 92, |
| 22, |
| 1, |
| 2, |
| 14, |
| 15 |
| ], |
| [ |
| 33, |
| 84, |
| 4, |
| 3, |
| 41, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 35, |
| 3, |
| 7 |
| ], |
| [ |
| 11, |
| 9, |
| 1, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 4, |
| 17, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6571428571428571, |
| "recall": 0.6301369863013698, |
| "f1-score": 0.6433566433566433, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.711864406779661, |
| "recall": 0.4970414201183432, |
| "f1-score": 0.5853658536585366, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.35294117647058826, |
| "recall": 0.6, |
| "f1-score": 0.4444444444444444, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5833333333333334, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6422018348623854, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18055555555555555, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.23423423423423423, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.39622641509433965, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.42, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5456521739130434, |
| "macro avg": { |
| "precision": 0.4803439573960558, |
| "recall": 0.5369343274461764, |
| "f1-score": 0.4949338350927073, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5957065112233907, |
| "recall": 0.5456521739130434, |
| "f1-score": 0.5600964536656502, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 64, |
| "train_loss": 1.0063263302075072, |
| "val_loss": 1.144104726418205, |
| "train_accuracy": 0.6017410228509249, |
| "val_accuracy": 0.5652173913043478, |
| "train_balanced_accuracy": 0.5870936913988457, |
| "val_balanced_accuracy": 0.55442194038701, |
| "train_precision": 0.529285050342703, |
| "val_precision": 0.49869252167082606, |
| "train_recall": 0.5870936913988457, |
| "val_recall": 0.55442194038701, |
| "train_f1": 0.5492981456186894, |
| "val_f1": 0.513211646335912, |
| "confusion_matrix": [ |
| [ |
| 98, |
| 15, |
| 1, |
| 2, |
| 13, |
| 17 |
| ], |
| [ |
| 38, |
| 84, |
| 4, |
| 3, |
| 34, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 8, |
| 1, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 14, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6363636363636364, |
| "recall": 0.6712328767123288, |
| "f1-score": 0.6533333333333333, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7636363636363637, |
| "recall": 0.4970414201183432, |
| "f1-score": 0.6021505376344086, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6140350877192983, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.660377358490566, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.20967741935483872, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.25742574257425743, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.39344262295081966, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.4444444444444444, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5652173913043478, |
| "macro avg": { |
| "precision": 0.49869252167082606, |
| "recall": 0.55442194038701, |
| "f1-score": 0.513211646335912, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6140664745552374, |
| "recall": 0.5652173913043478, |
| "f1-score": 0.5762010338208458, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 65, |
| "train_loss": 0.9988771973418982, |
| "val_loss": 1.1533437858457152, |
| "train_accuracy": 0.6088139281828074, |
| "val_accuracy": 0.5630434782608695, |
| "train_balanced_accuracy": 0.5841443069432218, |
| "val_balanced_accuracy": 0.5505651226611701, |
| "train_precision": 0.5436965059377443, |
| "val_precision": 0.49814174998046995, |
| "train_recall": 0.5841443069432218, |
| "val_recall": 0.5505651226611701, |
| "train_f1": 0.5590563145112917, |
| "val_f1": 0.5128228501499769, |
| "confusion_matrix": [ |
| [ |
| 96, |
| 18, |
| 1, |
| 2, |
| 14, |
| 15 |
| ], |
| [ |
| 35, |
| 86, |
| 3, |
| 4, |
| 36, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 8, |
| 1, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 15, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6442953020134228, |
| "recall": 0.6575342465753424, |
| "f1-score": 0.6508474576271186, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7478260869565218, |
| "recall": 0.5088757396449705, |
| "f1-score": 0.6056338028169014, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5932203389830508, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6481481481481481, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.25, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.40350877192982454, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.4423076923076923, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5630434782608695, |
| "macro avg": { |
| "precision": 0.49814174998046995, |
| "recall": 0.5505651226611701, |
| "f1-score": 0.5128228501499769, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6093096340880069, |
| "recall": 0.5630434782608695, |
| "f1-score": 0.574942526711601, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 66, |
| "train_loss": 0.9679782186939875, |
| "val_loss": 1.1499808788299561, |
| "train_accuracy": 0.6349292709466812, |
| "val_accuracy": 0.558695652173913, |
| "train_balanced_accuracy": 0.6179810746933639, |
| "val_balanced_accuracy": 0.5506865644177036, |
| "train_precision": 0.5674095766812653, |
| "val_precision": 0.4924902577855306, |
| "train_recall": 0.6179810746933639, |
| "val_recall": 0.5506865644177036, |
| "train_f1": 0.5868483473844016, |
| "val_f1": 0.5085153678355433, |
| "confusion_matrix": [ |
| [ |
| 93, |
| 19, |
| 1, |
| 2, |
| 14, |
| 17 |
| ], |
| [ |
| 32, |
| 86, |
| 4, |
| 3, |
| 37, |
| 7 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 8, |
| 1, |
| 2, |
| 13, |
| 3 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 15, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6549295774647887, |
| "recall": 0.636986301369863, |
| "f1-score": 0.6458333333333334, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7413793103448276, |
| "recall": 0.5088757396449705, |
| "f1-score": 0.6035087719298246, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5932203389830508, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6481481481481481, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19696969696969696, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24761904761904763, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.39344262295081966, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.4444444444444444, |
| "support": 47.0 |
| }, |
| "accuracy": 0.558695652173913, |
| "macro avg": { |
| "precision": 0.4924902577855306, |
| "recall": 0.5506865644177036, |
| "f1-score": 0.5085153678355433, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6084874778887199, |
| "recall": 0.558695652173913, |
| "f1-score": 0.5721854885727884, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 67, |
| "train_loss": 1.0181468743364752, |
| "val_loss": 1.1523023537967516, |
| "train_accuracy": 0.6196953210010882, |
| "val_accuracy": 0.5782608695652174, |
| "train_balanced_accuracy": 0.6056584613799342, |
| "val_balanced_accuracy": 0.5510492129766619, |
| "train_precision": 0.5466500228205837, |
| "val_precision": 0.5057841227199481, |
| "train_recall": 0.6056584613799342, |
| "val_recall": 0.5510492129766619, |
| "train_f1": 0.5676759416847853, |
| "val_f1": 0.5216481652363111, |
| "confusion_matrix": [ |
| [ |
| 97, |
| 19, |
| 1, |
| 2, |
| 12, |
| 15 |
| ], |
| [ |
| 36, |
| 94, |
| 3, |
| 3, |
| 30, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 12, |
| 0, |
| 1, |
| 11, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 15, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6423841059602649, |
| "recall": 0.6643835616438356, |
| "f1-score": 0.6531986531986532, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.734375, |
| "recall": 0.5562130177514792, |
| "f1-score": 0.632996632996633, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.603448275862069, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6542056074766355, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2, |
| "recall": 0.28205128205128205, |
| "f1-score": 0.23404255319148937, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42592592592592593, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.45544554455445546, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5782608695652174, |
| "macro avg": { |
| "precision": 0.5057841227199481, |
| "recall": 0.5510492129766619, |
| "f1-score": 0.5216481652363111, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6077622886775497, |
| "recall": 0.5782608695652174, |
| "f1-score": 0.5868111071267761, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 68, |
| "train_loss": 0.9976128790531635, |
| "val_loss": 1.1494935455529587, |
| "train_accuracy": 0.6099020674646355, |
| "val_accuracy": 0.5608695652173913, |
| "train_balanced_accuracy": 0.5985253374249399, |
| "val_balanced_accuracy": 0.5580354434456177, |
| "train_precision": 0.5406705683361864, |
| "val_precision": 0.5099554441659705, |
| "train_recall": 0.5985253374249399, |
| "val_recall": 0.5580354434456177, |
| "train_f1": 0.5611384369143201, |
| "val_f1": 0.5196568275886346, |
| "confusion_matrix": [ |
| [ |
| 101, |
| 13, |
| 1, |
| 2, |
| 11, |
| 18 |
| ], |
| [ |
| 50, |
| 77, |
| 3, |
| 3, |
| 32, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 2, |
| 35, |
| 0, |
| 8 |
| ], |
| [ |
| 13, |
| 6, |
| 1, |
| 1, |
| 13, |
| 5 |
| ], |
| [ |
| 5, |
| 0, |
| 1, |
| 14, |
| 1, |
| 26 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.5906432748538012, |
| "recall": 0.6917808219178082, |
| "f1-score": 0.637223974763407, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7857142857142857, |
| "recall": 0.4556213017751479, |
| "f1-score": 0.5767790262172284, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6140350877192983, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.660377358490566, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.22807017543859648, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.2708333333333333, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4126984126984127, |
| "recall": 0.5531914893617021, |
| "f1-score": 0.4727272727272727, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5608695652173913, |
| "macro avg": { |
| "precision": 0.5099554441659705, |
| "recall": 0.5580354434456177, |
| "f1-score": 0.5196568275886346, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.612357887472304, |
| "recall": 0.5608695652173913, |
| "f1-score": 0.5666294089791056, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 69, |
| "train_loss": 1.0054441400528993, |
| "val_loss": 1.168312444375909, |
| "train_accuracy": 0.6082698585418934, |
| "val_accuracy": 0.5608695652173913, |
| "train_balanced_accuracy": 0.5878651544462898, |
| "val_balanced_accuracy": 0.5427714069226012, |
| "train_precision": 0.5416928018982214, |
| "val_precision": 0.4847000747268604, |
| "train_recall": 0.5878651544462898, |
| "val_recall": 0.5427714069226012, |
| "train_f1": 0.559569320811007, |
| "val_f1": 0.5027838140287595, |
| "confusion_matrix": [ |
| [ |
| 87, |
| 28, |
| 1, |
| 2, |
| 14, |
| 14 |
| ], |
| [ |
| 26, |
| 96, |
| 4, |
| 4, |
| 34, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 2, |
| 1, |
| 37, |
| 2, |
| 7 |
| ], |
| [ |
| 9, |
| 13, |
| 0, |
| 2, |
| 13, |
| 2 |
| ], |
| [ |
| 3, |
| 1, |
| 4, |
| 19, |
| 1, |
| 19 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.696, |
| "recall": 0.5958904109589042, |
| "f1-score": 0.6420664206642066, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6857142857142857, |
| "recall": 0.5680473372781065, |
| "f1-score": 0.6213592233009708, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5606060606060606, |
| "recall": 0.7551020408163265, |
| "f1-score": 0.6434782608695652, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.203125, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.2524271844660194, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3877551020408163, |
| "recall": 0.40425531914893614, |
| "f1-score": 0.3958333333333333, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5608695652173913, |
| "macro avg": { |
| "precision": 0.4847000747268604, |
| "recall": 0.5427714069226012, |
| "f1-score": 0.5027838140287595, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.597538643589847, |
| "recall": 0.5608695652173913, |
| "f1-score": 0.5724914182905934, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 70, |
| "train_loss": 0.9868341911344974, |
| "val_loss": 1.156179284012836, |
| "train_accuracy": 0.6060935799782372, |
| "val_accuracy": 0.5565217391304348, |
| "train_balanced_accuracy": 0.5890405292843272, |
| "val_balanced_accuracy": 0.5447359183475589, |
| "train_precision": 0.5436161297614145, |
| "val_precision": 0.49297449728088866, |
| "train_recall": 0.5890405292843272, |
| "val_recall": 0.5447359183475589, |
| "train_f1": 0.5611043209973298, |
| "val_f1": 0.507962814060375, |
| "confusion_matrix": [ |
| [ |
| 94, |
| 20, |
| 1, |
| 2, |
| 12, |
| 17 |
| ], |
| [ |
| 32, |
| 86, |
| 3, |
| 5, |
| 38, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 35, |
| 2, |
| 8 |
| ], |
| [ |
| 12, |
| 9, |
| 1, |
| 1, |
| 13, |
| 3 |
| ], |
| [ |
| 3, |
| 1, |
| 2, |
| 18, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6619718309859155, |
| "recall": 0.6438356164383562, |
| "f1-score": 0.6527777777777778, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7288135593220338, |
| "recall": 0.5088757396449705, |
| "f1-score": 0.5993031358885017, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5555555555555556, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.625, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19696969696969696, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24761904761904763, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.38596491228070173, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.4230769230769231, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5565217391304348, |
| "macro avg": { |
| "precision": 0.49297449728088866, |
| "recall": 0.5447359183475589, |
| "f1-score": 0.507962814060375, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6024945313398153, |
| "recall": 0.5565217391304348, |
| "f1-score": 0.5690316168749361, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 71, |
| "train_loss": 1.0006313955693042, |
| "val_loss": 1.1508613000745358, |
| "train_accuracy": 0.6088139281828074, |
| "val_accuracy": 0.55, |
| "train_balanced_accuracy": 0.5920396662132578, |
| "val_balanced_accuracy": 0.5472184893657185, |
| "train_precision": 0.5407002111851084, |
| "val_precision": 0.4897515014525376, |
| "train_recall": 0.5920396662132578, |
| "val_recall": 0.5472184893657185, |
| "train_f1": 0.5583251205040282, |
| "val_f1": 0.503270245185559, |
| "confusion_matrix": [ |
| [ |
| 97, |
| 16, |
| 1, |
| 2, |
| 14, |
| 16 |
| ], |
| [ |
| 41, |
| 78, |
| 4, |
| 4, |
| 38, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 36, |
| 1, |
| 8 |
| ], |
| [ |
| 13, |
| 7, |
| 1, |
| 1, |
| 13, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 16, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6258064516129033, |
| "recall": 0.6643835616438356, |
| "f1-score": 0.6445182724252492, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.75, |
| "recall": 0.46153846153846156, |
| "f1-score": 0.5714285714285714, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5901639344262295, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6545454545454545, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19402985074626866, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24528301886792453, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.40350877192982454, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.4423076923076923, |
| "support": 47.0 |
| }, |
| "accuracy": 0.55, |
| "macro avg": { |
| "precision": 0.4897515014525376, |
| "recall": 0.5472184893657185, |
| "f1-score": 0.503270245185559, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6028648938742942, |
| "recall": 0.55, |
| "f1-score": 0.5602471902346466, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 72, |
| "train_loss": 1.003166051891605, |
| "val_loss": 1.1579419923865277, |
| "train_accuracy": 0.6033732317736671, |
| "val_accuracy": 0.558695652173913, |
| "train_balanced_accuracy": 0.5848762336971881, |
| "val_balanced_accuracy": 0.5333002727056938, |
| "train_precision": 0.5282252115295362, |
| "val_precision": 0.4776037549706544, |
| "train_recall": 0.5848762336971881, |
| "val_recall": 0.5333002727056938, |
| "train_f1": 0.5488841134307657, |
| "val_f1": 0.49567045703871854, |
| "confusion_matrix": [ |
| [ |
| 94, |
| 20, |
| 1, |
| 2, |
| 12, |
| 17 |
| ], |
| [ |
| 36, |
| 91, |
| 4, |
| 4, |
| 29, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 13, |
| 10, |
| 1, |
| 1, |
| 10, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 18, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6351351351351351, |
| "recall": 0.6438356164383562, |
| "f1-score": 0.6394557823129252, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7338709677419355, |
| "recall": 0.5384615384615384, |
| "f1-score": 0.621160409556314, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5645161290322581, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6306306306306306, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18867924528301888, |
| "recall": 0.2564102564102564, |
| "f1-score": 0.21739130434782608, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3684210526315789, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.40384615384615385, |
| "support": 47.0 |
| }, |
| "accuracy": 0.558695652173913, |
| "macro avg": { |
| "precision": 0.4776037549706544, |
| "recall": 0.5333002727056938, |
| "f1-score": 0.49567045703871854, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.5931293340009117, |
| "recall": 0.558695652173913, |
| "f1-score": 0.5680694979333134, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 73, |
| "train_loss": 1.0209841375382085, |
| "val_loss": 1.149222114811773, |
| "train_accuracy": 0.6044613710554951, |
| "val_accuracy": 0.5565217391304348, |
| "train_balanced_accuracy": 0.5745904357689077, |
| "val_balanced_accuracy": 0.539188799335138, |
| "train_precision": 0.5290637545127722, |
| "val_precision": 0.49215091992526255, |
| "train_recall": 0.5745904357689077, |
| "val_recall": 0.539188799335138, |
| "train_f1": 0.5463612523279257, |
| "val_f1": 0.5053196544774542, |
| "confusion_matrix": [ |
| [ |
| 95, |
| 21, |
| 1, |
| 2, |
| 14, |
| 13 |
| ], |
| [ |
| 30, |
| 87, |
| 4, |
| 3, |
| 41, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 34, |
| 2, |
| 9 |
| ], |
| [ |
| 12, |
| 11, |
| 0, |
| 2, |
| 12, |
| 2 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 16, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6690140845070423, |
| "recall": 0.6506849315068494, |
| "f1-score": 0.6597222222222222, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7131147540983607, |
| "recall": 0.514792899408284, |
| "f1-score": 0.5979381443298969, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.576271186440678, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6296296296296297, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.17142857142857143, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.22018348623853212, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4230769230769231, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.4444444444444444, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5565217391304348, |
| "macro avg": { |
| "precision": 0.49215091992526255, |
| "recall": 0.539188799335138, |
| "f1-score": 0.5053196544774542, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6021740599708131, |
| "recall": 0.5565217391304348, |
| "f1-score": 0.570649755522262, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 74, |
| "train_loss": 1.010272160642684, |
| "val_loss": 1.153439204070879, |
| "train_accuracy": 0.6115342763873776, |
| "val_accuracy": 0.5543478260869565, |
| "train_balanced_accuracy": 0.584805057739696, |
| "val_balanced_accuracy": 0.5497416807767489, |
| "train_precision": 0.543818619223602, |
| "val_precision": 0.49393679393679396, |
| "train_recall": 0.584805057739696, |
| "val_recall": 0.5497416807767489, |
| "train_f1": 0.5599000915361853, |
| "val_f1": 0.5072558140653681, |
| "confusion_matrix": [ |
| [ |
| 94, |
| 18, |
| 1, |
| 2, |
| 14, |
| 17 |
| ], |
| [ |
| 33, |
| 83, |
| 4, |
| 2, |
| 40, |
| 7 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 34, |
| 1, |
| 9 |
| ], |
| [ |
| 12, |
| 7, |
| 1, |
| 1, |
| 14, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 15, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6527777777777778, |
| "recall": 0.6438356164383562, |
| "f1-score": 0.6482758620689655, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7477477477477478, |
| "recall": 0.4911242603550296, |
| "f1-score": 0.5928571428571429, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6071428571428571, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6476190476190476, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2, |
| "recall": 0.358974358974359, |
| "f1-score": 0.25688073394495414, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.38095238095238093, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.43636363636363634, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5543478260869565, |
| "macro avg": { |
| "precision": 0.49393679393679396, |
| "recall": 0.5497416807767489, |
| "f1-score": 0.5072558140653681, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6106080148471453, |
| "recall": 0.5543478260869565, |
| "f1-score": 0.568950631492583, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 75, |
| "train_loss": 0.9816777285865393, |
| "val_loss": 1.1468677189039147, |
| "train_accuracy": 0.6137105549510338, |
| "val_accuracy": 0.5565217391304348, |
| "train_balanced_accuracy": 0.6076446817228729, |
| "val_balanced_accuracy": 0.5492449139421957, |
| "train_precision": 0.556548373930808, |
| "val_precision": 0.49145873348722735, |
| "train_recall": 0.6076446817228729, |
| "val_recall": 0.5492449139421957, |
| "train_f1": 0.5758354454741191, |
| "val_f1": 0.508389586205532, |
| "confusion_matrix": [ |
| [ |
| 91, |
| 21, |
| 1, |
| 2, |
| 16, |
| 15 |
| ], |
| [ |
| 33, |
| 87, |
| 4, |
| 4, |
| 36, |
| 5 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 36, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 10, |
| 0, |
| 1, |
| 13, |
| 3 |
| ], |
| [ |
| 3, |
| 1, |
| 4, |
| 15, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.65, |
| "recall": 0.6232876712328768, |
| "f1-score": 0.6363636363636364, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.71900826446281, |
| "recall": 0.514792899408284, |
| "f1-score": 0.6, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6605504587155964, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19402985074626866, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24528301886792453, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4107142857142857, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.44660194174757284, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5565217391304348, |
| "macro avg": { |
| "precision": 0.49145873348722735, |
| "recall": 0.5492449139421957, |
| "f1-score": 0.508389586205532, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6009415919606321, |
| "recall": 0.5565217391304348, |
| "f1-score": 0.5692342978250537, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 76, |
| "train_loss": 0.9792915308955444, |
| "val_loss": 1.1563049741413283, |
| "train_accuracy": 0.6011969532100109, |
| "val_accuracy": 0.5717391304347826, |
| "train_balanced_accuracy": 0.5881106898929493, |
| "val_balanced_accuracy": 0.5398988809150201, |
| "train_precision": 0.539130998354161, |
| "val_precision": 0.5049621320682778, |
| "train_recall": 0.5881106898929493, |
| "val_recall": 0.5398988809150201, |
| "train_f1": 0.5570505058805975, |
| "val_f1": 0.5143757165880617, |
| "confusion_matrix": [ |
| [ |
| 104, |
| 15, |
| 1, |
| 2, |
| 11, |
| 13 |
| ], |
| [ |
| 43, |
| 87, |
| 3, |
| 4, |
| 29, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 36, |
| 1, |
| 7 |
| ], |
| [ |
| 14, |
| 11, |
| 0, |
| 2, |
| 9, |
| 3 |
| ], |
| [ |
| 4, |
| 0, |
| 1, |
| 20, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6227544910179641, |
| "recall": 0.7123287671232876, |
| "f1-score": 0.6645367412140575, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7565217391304347, |
| "recall": 0.514792899408284, |
| "f1-score": 0.6126760563380281, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.5, |
| "recall": 0.6, |
| "f1-score": 0.5454545454545454, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5454545454545454, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6260869565217392, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.17647058823529413, |
| "recall": 0.23076923076923078, |
| "f1-score": 0.2, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42857142857142855, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.4375, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5717391304347826, |
| "macro avg": { |
| "precision": 0.5049621320682778, |
| "recall": 0.5398988809150201, |
| "f1-score": 0.5143757165880617, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6033191574195057, |
| "recall": 0.5717391304347826, |
| "f1-score": 0.5762172262228039, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 77, |
| "train_loss": 0.966671785929517, |
| "val_loss": 1.1481079718340998, |
| "train_accuracy": 0.6158868335146899, |
| "val_accuracy": 0.5543478260869565, |
| "train_balanced_accuracy": 0.5947050291507799, |
| "val_balanced_accuracy": 0.5388134224404046, |
| "train_precision": 0.5497994736498867, |
| "val_precision": 0.4809333894015208, |
| "train_recall": 0.5947050291507799, |
| "val_recall": 0.5388134224404046, |
| "train_f1": 0.5666793609885953, |
| "val_f1": 0.4940765994919499, |
| "confusion_matrix": [ |
| [ |
| 98, |
| 15, |
| 1, |
| 2, |
| 14, |
| 16 |
| ], |
| [ |
| 39, |
| 83, |
| 5, |
| 3, |
| 35, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 3, |
| 33, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 9, |
| 1, |
| 2, |
| 12, |
| 3 |
| ], |
| [ |
| 5, |
| 0, |
| 3, |
| 15, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6282051282051282, |
| "recall": 0.6712328767123288, |
| "f1-score": 0.6490066225165563, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7614678899082569, |
| "recall": 0.4911242603550296, |
| "f1-score": 0.5971223021582733, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.3157894736842105, |
| "recall": 0.6, |
| "f1-score": 0.41379310344827586, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5789473684210527, |
| "recall": 0.673469387755102, |
| "f1-score": 0.6226415094339622, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19047619047619047, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.23529411764705882, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4107142857142857, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.44660194174757284, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5543478260869565, |
| "macro avg": { |
| "precision": 0.4809333894015208, |
| "recall": 0.5388134224404046, |
| "f1-score": 0.4940765994919499, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.605792349476219, |
| "recall": 0.5543478260869565, |
| "f1-score": 0.5662668756506164, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 78, |
| "train_loss": 1.0163118154361794, |
| "val_loss": 1.15334706099137, |
| "train_accuracy": 0.6093579978237215, |
| "val_accuracy": 0.55, |
| "train_balanced_accuracy": 0.5866519400869009, |
| "val_balanced_accuracy": 0.5371129836537353, |
| "train_precision": 0.5340981110351729, |
| "val_precision": 0.48749097984536105, |
| "train_recall": 0.5866519400869009, |
| "val_recall": 0.5371129836537353, |
| "train_f1": 0.5525700297744013, |
| "val_f1": 0.49889348467176015, |
| "confusion_matrix": [ |
| [ |
| 96, |
| 18, |
| 1, |
| 2, |
| 15, |
| 14 |
| ], |
| [ |
| 37, |
| 83, |
| 3, |
| 3, |
| 41, |
| 2 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 2, |
| 34, |
| 2, |
| 7 |
| ], |
| [ |
| 12, |
| 9, |
| 1, |
| 2, |
| 13, |
| 2 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 18, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.64, |
| "recall": 0.6575342465753424, |
| "f1-score": 0.6486486486486487, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7345132743362832, |
| "recall": 0.4911242603550296, |
| "f1-score": 0.5886524822695035, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5573770491803278, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6181818181818182, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18055555555555555, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.23423423423423423, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4375, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.4421052631578947, |
| "support": 47.0 |
| }, |
| "accuracy": 0.55, |
| "macro avg": { |
| "precision": 0.48749097984536105, |
| "recall": 0.5371129836537353, |
| "f1-score": 0.49889348467176015, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6005182292159448, |
| "recall": 0.55, |
| "f1-score": 0.5630551052523884, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 79, |
| "train_loss": 0.9879442455978725, |
| "val_loss": 1.1517706808836563, |
| "train_accuracy": 0.6142546245919478, |
| "val_accuracy": 0.5739130434782609, |
| "train_balanced_accuracy": 0.5962722276081737, |
| "val_balanced_accuracy": 0.5619647429772309, |
| "train_precision": 0.5428367010612627, |
| "val_precision": 0.5068676648142224, |
| "train_recall": 0.5962722276081737, |
| "val_recall": 0.5619647429772309, |
| "train_f1": 0.5605766545685936, |
| "val_f1": 0.5206489817013994, |
| "confusion_matrix": [ |
| [ |
| 100, |
| 14, |
| 1, |
| 2, |
| 13, |
| 16 |
| ], |
| [ |
| 43, |
| 85, |
| 4, |
| 3, |
| 30, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 13, |
| 6, |
| 1, |
| 1, |
| 14, |
| 4 |
| ], |
| [ |
| 4, |
| 0, |
| 3, |
| 15, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6172839506172839, |
| "recall": 0.684931506849315, |
| "f1-score": 0.6493506493506493, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.794392523364486, |
| "recall": 0.5029585798816568, |
| "f1-score": 0.6159420289855072, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.603448275862069, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6542056074766355, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.23728813559322035, |
| "recall": 0.358974358974359, |
| "f1-score": 0.2857142857142857, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.41379310344827586, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.45714285714285713, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5739130434782609, |
| "macro avg": { |
| "precision": 0.5068676648142224, |
| "recall": 0.5619647429772309, |
| "f1-score": 0.5206489817013994, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6226027650134077, |
| "recall": 0.5739130434782609, |
| "f1-score": 0.5830422359001233, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 80, |
| "train_loss": 0.981487861201086, |
| "val_loss": 1.15849862979806, |
| "train_accuracy": 0.5995647442872688, |
| "val_accuracy": 0.5673913043478261, |
| "train_balanced_accuracy": 0.5902321839091788, |
| "val_balanced_accuracy": 0.540532356860855, |
| "train_precision": 0.5422656342125448, |
| "val_precision": 0.48326065948978464, |
| "train_recall": 0.5902321839091788, |
| "val_recall": 0.540532356860855, |
| "train_f1": 0.5597447887987683, |
| "val_f1": 0.5014078088100581, |
| "confusion_matrix": [ |
| [ |
| 94, |
| 21, |
| 1, |
| 2, |
| 11, |
| 17 |
| ], |
| [ |
| 30, |
| 94, |
| 4, |
| 3, |
| 31, |
| 7 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 35, |
| 2, |
| 8 |
| ], |
| [ |
| 12, |
| 10, |
| 1, |
| 1, |
| 11, |
| 4 |
| ], |
| [ |
| 4, |
| 1, |
| 4, |
| 16, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6666666666666666, |
| "recall": 0.6438356164383562, |
| "f1-score": 0.6550522648083623, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.734375, |
| "recall": 0.5562130177514792, |
| "f1-score": 0.632996632996633, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.35294117647058826, |
| "recall": 0.6, |
| "f1-score": 0.4444444444444444, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5932203389830508, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6481481481481481, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19642857142857142, |
| "recall": 0.28205128205128205, |
| "f1-score": 0.23157894736842105, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3559322033898305, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.39622641509433965, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5673913043478261, |
| "macro avg": { |
| "precision": 0.48326065948978464, |
| "recall": 0.540532356860855, |
| "f1-score": 0.5014078088100581, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6052814012027065, |
| "recall": 0.5673913043478261, |
| "f1-score": 0.5792869256499087, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 81, |
| "train_loss": 0.9977143185701671, |
| "val_loss": 1.1466455563254978, |
| "train_accuracy": 0.5908596300326442, |
| "val_accuracy": 0.5717391304347826, |
| "train_balanced_accuracy": 0.587894985926492, |
| "val_balanced_accuracy": 0.5578465979212566, |
| "train_precision": 0.5220044622437788, |
| "val_precision": 0.5206481962793323, |
| "train_recall": 0.587894985926492, |
| "val_recall": 0.5578465979212566, |
| "train_f1": 0.5440054230530221, |
| "val_f1": 0.5304615923456769, |
| "confusion_matrix": [ |
| [ |
| 101, |
| 18, |
| 1, |
| 2, |
| 13, |
| 11 |
| ], |
| [ |
| 36, |
| 84, |
| 3, |
| 4, |
| 38, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 12, |
| 10, |
| 0, |
| 1, |
| 13, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 1, |
| 16, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6516129032258065, |
| "recall": 0.6917808219178082, |
| "f1-score": 0.6710963455149501, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7304347826086957, |
| "recall": 0.4970414201183432, |
| "f1-score": 0.5915492957746479, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.5, |
| "recall": 0.6, |
| "f1-score": 0.5454545454545454, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5833333333333334, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6422018348623854, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19696969696969696, |
| "recall": 0.3333333333333333, |
| "f1-score": 0.24761904761904763, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.46153846153846156, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.48484848484848486, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5717391304347826, |
| "macro avg": { |
| "precision": 0.5206481962793323, |
| "recall": 0.5578465979212566, |
| "f1-score": 0.5304615923456769, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6120356985636881, |
| "recall": 0.5717391304347826, |
| "f1-score": 0.5811290313889613, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 82, |
| "train_loss": 1.0005605517845029, |
| "val_loss": 1.1552511961563774, |
| "train_accuracy": 0.6262241566920566, |
| "val_accuracy": 0.558695652173913, |
| "train_balanced_accuracy": 0.6022734636548367, |
| "val_balanced_accuracy": 0.5524908634521697, |
| "train_precision": 0.5510019379391363, |
| "val_precision": 0.5065523743110544, |
| "train_recall": 0.6022734636548367, |
| "val_recall": 0.5524908634521697, |
| "train_f1": 0.5687283100225288, |
| "val_f1": 0.5156101521873399, |
| "confusion_matrix": [ |
| [ |
| 99, |
| 15, |
| 1, |
| 1, |
| 16, |
| 14 |
| ], |
| [ |
| 38, |
| 80, |
| 4, |
| 2, |
| 41, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 34, |
| 1, |
| 9 |
| ], |
| [ |
| 13, |
| 8, |
| 0, |
| 1, |
| 14, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 3, |
| 14, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6346153846153846, |
| "recall": 0.678082191780822, |
| "f1-score": 0.6556291390728477, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7547169811320755, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.5818181818181818, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6296296296296297, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6601941747572816, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.1917808219178082, |
| "recall": 0.358974358974359, |
| "f1-score": 0.25, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42857142857142855, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.46601941747572817, |
| "support": 47.0 |
| }, |
| "accuracy": 0.558695652173913, |
| "macro avg": { |
| "precision": 0.5065523743110544, |
| "recall": 0.5524908634521697, |
| "f1-score": 0.5156101521873399, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6145112543797184, |
| "recall": 0.558695652173913, |
| "f1-score": 0.5714164222095097, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 83, |
| "train_loss": 0.9919740584262436, |
| "val_loss": 1.1651632842810258, |
| "train_accuracy": 0.6235038084874864, |
| "val_accuracy": 0.5608695652173913, |
| "train_balanced_accuracy": 0.6024635394849216, |
| "val_balanced_accuracy": 0.542082772573835, |
| "train_precision": 0.5646644055246965, |
| "val_precision": 0.483028450060684, |
| "train_recall": 0.6024635394849216, |
| "val_recall": 0.542082772573835, |
| "train_f1": 0.5787338618833467, |
| "val_f1": 0.5015183486560938, |
| "confusion_matrix": [ |
| [ |
| 91, |
| 21, |
| 1, |
| 2, |
| 13, |
| 18 |
| ], |
| [ |
| 31, |
| 92, |
| 4, |
| 5, |
| 31, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 0, |
| 2, |
| 1, |
| 36, |
| 2, |
| 8 |
| ], |
| [ |
| 13, |
| 9, |
| 1, |
| 1, |
| 11, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 17, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6594202898550725, |
| "recall": 0.6232876712328768, |
| "f1-score": 0.6408450704225352, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.736, |
| "recall": 0.5443786982248521, |
| "f1-score": 0.6258503401360545, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5714285714285714, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6428571428571429, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.1896551724137931, |
| "recall": 0.28205128205128205, |
| "f1-score": 0.2268041237113402, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.36666666666666664, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.411214953271028, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5608695652173913, |
| "macro avg": { |
| "precision": 0.483028450060684, |
| "recall": 0.542082772573835, |
| "f1-score": 0.5015183486560938, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6022592334267649, |
| "recall": 0.5608695652173913, |
| "f1-score": 0.5730868174098882, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 84, |
| "train_loss": 0.9871784585474365, |
| "val_loss": 1.1578549157018247, |
| "train_accuracy": 0.6311207834602829, |
| "val_accuracy": 0.558695652173913, |
| "train_balanced_accuracy": 0.6095558262833348, |
| "val_balanced_accuracy": 0.5519753946946545, |
| "train_precision": 0.5651828341789341, |
| "val_precision": 0.5081525475427915, |
| "train_recall": 0.6095558262833348, |
| "val_recall": 0.5519753946946545, |
| "train_f1": 0.5819102996030534, |
| "val_f1": 0.5178822117919529, |
| "confusion_matrix": [ |
| [ |
| 91, |
| 23, |
| 1, |
| 1, |
| 18, |
| 12 |
| ], |
| [ |
| 27, |
| 88, |
| 3, |
| 3, |
| 45, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 3, |
| 1, |
| 34, |
| 3, |
| 7 |
| ], |
| [ |
| 9, |
| 11, |
| 0, |
| 1, |
| 15, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 4, |
| 14, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6893939393939394, |
| "recall": 0.6232876712328768, |
| "f1-score": 0.6546762589928058, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.6984126984126984, |
| "recall": 0.5207100591715976, |
| "f1-score": 0.5966101694915255, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6181818181818182, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6538461538461539, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.18292682926829268, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.24793388429752067, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.46, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.4742268041237113, |
| "support": 47.0 |
| }, |
| "accuracy": 0.558695652173913, |
| "macro avg": { |
| "precision": 0.5081525475427915, |
| "recall": 0.5519753946946545, |
| "f1-score": 0.5178822117919529, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6124528622078993, |
| "recall": 0.558695652173913, |
| "f1-score": 0.5765356419062972, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 85, |
| "train_loss": 0.9996778483748825, |
| "val_loss": 1.1619546983553015, |
| "train_accuracy": 0.6120783460282916, |
| "val_accuracy": 0.55, |
| "train_balanced_accuracy": 0.5946684021347787, |
| "val_balanced_accuracy": 0.5522889102545819, |
| "train_precision": 0.5464265170200643, |
| "val_precision": 0.4878579825940475, |
| "train_recall": 0.5946684021347787, |
| "val_recall": 0.5522889102545819, |
| "train_f1": 0.5651370427136229, |
| "val_f1": 0.5015248033142424, |
| "confusion_matrix": [ |
| [ |
| 92, |
| 13, |
| 1, |
| 4, |
| 15, |
| 21 |
| ], |
| [ |
| 38, |
| 81, |
| 5, |
| 3, |
| 35, |
| 7 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 1, |
| 2, |
| 1, |
| 36, |
| 0, |
| 9 |
| ], |
| [ |
| 12, |
| 6, |
| 1, |
| 2, |
| 14, |
| 4 |
| ], |
| [ |
| 4, |
| 0, |
| 3, |
| 15, |
| 1, |
| 24 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6258503401360545, |
| "recall": 0.6301369863013698, |
| "f1-score": 0.6279863481228669, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7941176470588235, |
| "recall": 0.47928994082840237, |
| "f1-score": 0.5977859778597786, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.35294117647058826, |
| "recall": 0.6, |
| "f1-score": 0.4444444444444444, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5806451612903226, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6486486486486487, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2153846153846154, |
| "recall": 0.358974358974359, |
| "f1-score": 0.2692307692307692, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.3582089552238806, |
| "recall": 0.5106382978723404, |
| "f1-score": 0.42105263157894735, |
| "support": 47.0 |
| }, |
| "accuracy": 0.55, |
| "macro avg": { |
| "precision": 0.4878579825940475, |
| "recall": 0.5522889102545819, |
| "f1-score": 0.5015248033142424, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6147758208179547, |
| "recall": 0.55, |
| "f1-score": 0.563542476079739, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 86, |
| "train_loss": 1.0203162757953441, |
| "val_loss": 1.1526237135348112, |
| "train_accuracy": 0.6191512513601741, |
| "val_accuracy": 0.5630434782608695, |
| "train_balanced_accuracy": 0.5888085995561619, |
| "val_balanced_accuracy": 0.567524107354548, |
| "train_precision": 0.5489948260060065, |
| "val_precision": 0.5103319391784988, |
| "train_recall": 0.5888085995561619, |
| "val_recall": 0.567524107354548, |
| "train_f1": 0.5627718096990192, |
| "val_f1": 0.5219189981321205, |
| "confusion_matrix": [ |
| [ |
| 96, |
| 15, |
| 1, |
| 2, |
| 13, |
| 19 |
| ], |
| [ |
| 39, |
| 80, |
| 4, |
| 3, |
| 37, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 34, |
| 0, |
| 10 |
| ], |
| [ |
| 12, |
| 6, |
| 1, |
| 1, |
| 15, |
| 4 |
| ], |
| [ |
| 5, |
| 0, |
| 3, |
| 10, |
| 1, |
| 28 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6233766233766234, |
| "recall": 0.6575342465753424, |
| "f1-score": 0.64, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7766990291262136, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.5882352941176471, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.375, |
| "recall": 0.6, |
| "f1-score": 0.46153846153846156, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.6538461538461539, |
| "recall": 0.6938775510204082, |
| "f1-score": 0.6732673267326733, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.22727272727272727, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.2857142857142857, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4057971014492754, |
| "recall": 0.5957446808510638, |
| "f1-score": 0.4827586206896552, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5630434782608695, |
| "macro avg": { |
| "precision": 0.5103319391784988, |
| "recall": 0.567524107354548, |
| "f1-score": 0.5219189981321205, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6217384447946325, |
| "recall": 0.5630434782608695, |
| "f1-score": 0.5745429579270411, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 87, |
| "train_loss": 0.9892404742287604, |
| "val_loss": 1.1559555432070856, |
| "train_accuracy": 0.6207834602829162, |
| "val_accuracy": 0.5608695652173913, |
| "train_balanced_accuracy": 0.6101923850236249, |
| "val_balanced_accuracy": 0.5544374140309393, |
| "train_precision": 0.5557317242409273, |
| "val_precision": 0.49896372482530627, |
| "train_recall": 0.6101923850236249, |
| "val_recall": 0.5544374140309393, |
| "train_f1": 0.5747862171943267, |
| "val_f1": 0.5138094622981336, |
| "confusion_matrix": [ |
| [ |
| 99, |
| 16, |
| 1, |
| 2, |
| 11, |
| 17 |
| ], |
| [ |
| 41, |
| 80, |
| 4, |
| 4, |
| 34, |
| 6 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 1, |
| 8 |
| ], |
| [ |
| 13, |
| 8, |
| 1, |
| 1, |
| 12, |
| 4 |
| ], |
| [ |
| 3, |
| 1, |
| 2, |
| 14, |
| 1, |
| 26 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6265822784810127, |
| "recall": 0.678082191780822, |
| "f1-score": 0.6513157894736842, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7476635514018691, |
| "recall": 0.47337278106508873, |
| "f1-score": 0.5797101449275363, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.603448275862069, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6542056074766355, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2033898305084746, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.24489795918367346, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4126984126984127, |
| "recall": 0.5531914893617021, |
| "f1-score": 0.4727272727272727, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5608695652173913, |
| "macro avg": { |
| "precision": 0.49896372482530627, |
| "recall": 0.5544374140309393, |
| "f1-score": 0.5138094622981336, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6059437981500893, |
| "recall": 0.5608695652173913, |
| "f1-score": 0.5688878190187211, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 88, |
| "train_loss": 1.014817714172297, |
| "val_loss": 1.1541577339172364, |
| "train_accuracy": 0.6229597388465724, |
| "val_accuracy": 0.5630434782608695, |
| "train_balanced_accuracy": 0.5967985117531903, |
| "val_balanced_accuracy": 0.5521752918441482, |
| "train_precision": 0.5534899294879475, |
| "val_precision": 0.500316106268739, |
| "train_recall": 0.5967985117531903, |
| "val_recall": 0.5521752918441482, |
| "train_f1": 0.5702872684895041, |
| "val_f1": 0.5144680711590603, |
| "confusion_matrix": [ |
| [ |
| 97, |
| 20, |
| 1, |
| 1, |
| 14, |
| 13 |
| ], |
| [ |
| 39, |
| 85, |
| 4, |
| 3, |
| 35, |
| 3 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 2, |
| 7 |
| ], |
| [ |
| 12, |
| 8, |
| 0, |
| 2, |
| 15, |
| 2 |
| ], |
| [ |
| 3, |
| 1, |
| 3, |
| 18, |
| 1, |
| 21 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6339869281045751, |
| "recall": 0.6643835616438356, |
| "f1-score": 0.6488294314381271, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7327586206896551, |
| "recall": 0.5029585798816568, |
| "f1-score": 0.5964912280701754, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.4, |
| "recall": 0.6, |
| "f1-score": 0.48, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5737704918032787, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6363636363636364, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.22388059701492538, |
| "recall": 0.38461538461538464, |
| "f1-score": 0.2830188679245283, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4375, |
| "recall": 0.44680851063829785, |
| "f1-score": 0.4421052631578947, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5630434782608695, |
| "macro avg": { |
| "precision": 0.500316106268739, |
| "recall": 0.5521752918441482, |
| "f1-score": 0.5144680711590603, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6039280343081792, |
| "recall": 0.5630434782608695, |
| "f1-score": 0.5724665563763522, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 89, |
| "train_loss": 1.0120233286970717, |
| "val_loss": 1.1553829198298247, |
| "train_accuracy": 0.6093579978237215, |
| "val_accuracy": 0.5673913043478261, |
| "train_balanced_accuracy": 0.5799957622846086, |
| "val_balanced_accuracy": 0.5518207247371846, |
| "train_precision": 0.5316533746309345, |
| "val_precision": 0.5070900902484646, |
| "train_recall": 0.5799957622846086, |
| "val_recall": 0.5518207247371846, |
| "train_f1": 0.5489953940236356, |
| "val_f1": 0.5204674372823058, |
| "confusion_matrix": [ |
| [ |
| 97, |
| 18, |
| 1, |
| 2, |
| 13, |
| 15 |
| ], |
| [ |
| 35, |
| 87, |
| 3, |
| 4, |
| 36, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 36, |
| 1, |
| 7 |
| ], |
| [ |
| 12, |
| 10, |
| 0, |
| 2, |
| 12, |
| 3 |
| ], |
| [ |
| 4, |
| 1, |
| 2, |
| 16, |
| 1, |
| 23 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6466666666666666, |
| "recall": 0.6643835616438356, |
| "f1-score": 0.6554054054054054, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7372881355932204, |
| "recall": 0.514792899408284, |
| "f1-score": 0.6062717770034843, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.46153846153846156, |
| "recall": 0.6, |
| "f1-score": 0.5217391304347826, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.5806451612903226, |
| "recall": 0.7346938775510204, |
| "f1-score": 0.6486486486486487, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.19047619047619047, |
| "recall": 0.3076923076923077, |
| "f1-score": 0.23529411764705882, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.42592592592592593, |
| "recall": 0.48936170212765956, |
| "f1-score": 0.45544554455445546, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5673913043478261, |
| "macro avg": { |
| "precision": 0.5070900902484646, |
| "recall": 0.5518207247371846, |
| "f1-score": 0.5204674372823058, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6076719906832347, |
| "recall": 0.5673913043478261, |
| "f1-score": 0.5776797951591398, |
| "support": 460.0 |
| } |
| } |
| }, |
| { |
| "epoch": 90, |
| "train_loss": 1.0100184341768965, |
| "val_loss": 1.1431992572286855, |
| "train_accuracy": 0.6191512513601741, |
| "val_accuracy": 0.5673913043478261, |
| "train_balanced_accuracy": 0.5988816949776448, |
| "val_balanced_accuracy": 0.5532649142316654, |
| "train_precision": 0.5461361599595288, |
| "val_precision": 0.5114139813015837, |
| "train_recall": 0.5988816949776448, |
| "val_recall": 0.5532649142316654, |
| "train_f1": 0.5651820661748089, |
| "val_f1": 0.5229367429080073, |
| "confusion_matrix": [ |
| [ |
| 96, |
| 21, |
| 1, |
| 1, |
| 15, |
| 12 |
| ], |
| [ |
| 35, |
| 88, |
| 3, |
| 2, |
| 37, |
| 4 |
| ], |
| [ |
| 0, |
| 0, |
| 6, |
| 2, |
| 0, |
| 2 |
| ], |
| [ |
| 2, |
| 2, |
| 1, |
| 35, |
| 2, |
| 7 |
| ], |
| [ |
| 13, |
| 9, |
| 0, |
| 1, |
| 14, |
| 2 |
| ], |
| [ |
| 5, |
| 1, |
| 3, |
| 15, |
| 1, |
| 22 |
| ] |
| ], |
| "classification_report": { |
| "ACK": { |
| "precision": 0.6357615894039735, |
| "recall": 0.6575342465753424, |
| "f1-score": 0.6464646464646465, |
| "support": 146.0 |
| }, |
| "BCC": { |
| "precision": 0.7272727272727273, |
| "recall": 0.5207100591715976, |
| "f1-score": 0.6068965517241379, |
| "support": 169.0 |
| }, |
| "MEL": { |
| "precision": 0.42857142857142855, |
| "recall": 0.6, |
| "f1-score": 0.5, |
| "support": 10.0 |
| }, |
| "NEV": { |
| "precision": 0.625, |
| "recall": 0.7142857142857143, |
| "f1-score": 0.6666666666666666, |
| "support": 49.0 |
| }, |
| "SCC": { |
| "precision": 0.2028985507246377, |
| "recall": 0.358974358974359, |
| "f1-score": 0.25925925925925924, |
| "support": 39.0 |
| }, |
| "SEK": { |
| "precision": 0.4489795918367347, |
| "recall": 0.46808510638297873, |
| "f1-score": 0.4583333333333333, |
| "support": 47.0 |
| }, |
| "accuracy": 0.5673913043478261, |
| "macro avg": { |
| "precision": 0.5114139813015837, |
| "recall": 0.5532649142316654, |
| "f1-score": 0.5229367429080073, |
| "support": 460.0 |
| }, |
| "weighted avg": { |
| "precision": 0.6079480033529842, |
| "recall": 0.5673913043478261, |
| "f1-score": 0.5788452175427439, |
| "support": 460.0 |
| } |
| } |
| } |
| ] |
