[
  {
    "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
      }
    }
  }
]