gapura-dev's picture
Upload retrained multitask + all DL models
4e004ca verified
Raw
History Blame Contribute Delete
2.13 kB
{
"version": "1.0.0-tfidf",
"task": "root_cause",
"trained_at": "2026-04-17T09:55:56.993864",
"n_samples": 1053,
"n_train": 842,
"n_test": 211,
"unique_labels": [
"Communication",
"Documentation",
"Equipment Failure",
"External Factors",
"Process/Procedure",
"Resource/Manpower",
"Staff Competency",
"Training Gap"
],
"label_distribution": {
"Equipment Failure": 158,
"Process/Procedure": 626,
"Staff Competency": 167,
"Communication": 51,
"External Factors": 33,
"Documentation": 15,
"Resource/Manpower": 1,
"Training Gap": 2
},
"test_accuracy": 0.7251184834123223,
"cv_mean": 0.6594041976980365,
"cv_std": 0.2480810121394691,
"classification_report": {
"Communication": {
"precision": 0.5555555555555556,
"recall": 0.625,
"f1-score": 0.5882352941176471,
"support": 8.0
},
"Documentation": {
"precision": 0.6666666666666666,
"recall": 0.5,
"f1-score": 0.5714285714285714,
"support": 4.0
},
"Equipment Failure": {
"precision": 0.8620689655172413,
"recall": 0.625,
"f1-score": 0.7246376811594203,
"support": 40.0
},
"External Factors": {
"precision": 0.5,
"recall": 0.75,
"f1-score": 0.6,
"support": 4.0
},
"Process/Procedure": {
"precision": 0.9479166666666666,
"recall": 0.7338709677419355,
"f1-score": 0.8272727272727273,
"support": 124.0
},
"Staff Competency": {
"precision": 0.39705882352941174,
"recall": 0.9,
"f1-score": 0.5510204081632653,
"support": 30.0
},
"Training Gap": {
"precision": 0.0,
"recall": 0.0,
"f1-score": 0.0,
"support": 1.0
},
"accuracy": 0.7251184834123223,
"macro avg": {
"precision": 0.5613238111336488,
"recall": 0.590552995391705,
"f1-score": 0.5517992403059473,
"support": 211.0
},
"weighted avg": {
"precision": 0.8201293891201411,
"recall": 0.7251184834123223,
"f1-score": 0.7463958972120778,
"support": 211.0
}
}
}