Muhammad Ridzki Nugraha commited on
Upload folder using huggingface_hub
Browse files- models/regression/anomaly_stats.pkl +3 -0
- models/regression/resolution_predictor.onnx +3 -0
- models/regression/resolution_predictor_20260225_164111.pkl +3 -0
- models/regression/resolution_predictor_20260225_164111_metrics.json +39 -0
- models/regression/resolution_predictor_20260225_175122.pkl +3 -0
- models/regression/resolution_predictor_20260225_175122_metrics.json +39 -0
- models/regression/resolution_predictor_20260225_183528.pkl +3 -0
- models/regression/resolution_predictor_20260225_183528_metrics.json +39 -0
- models/regression/resolution_predictor_latest.pkl +3 -0
- models/regression/resolution_predictor_latest_metrics.json +39 -0
- models/regression/shap_explainer.pkl +3 -0
models/regression/anomaly_stats.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:2bd25a2531832ebd81eec1856893a1e30fdb97c0ea51eb66843ba144cf1f7f38
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size 565
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models/regression/resolution_predictor.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:63b1c11105ab71029c5ec4d34915a5d3f40b368e74938f50b48060ece57965af
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size 1485399
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models/regression/resolution_predictor_20260225_164111.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:792f923c5ebf7d524d9ba99af78e90e5f56adbe099b44be2d3b41e786b74041f
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size 14775020
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models/regression/resolution_predictor_20260225_164111_metrics.json
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{
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"train_mae": 0.018402107403484247,
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"train_r2": 0.9925450014790125,
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"test_mae": 0.34176935141086573,
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"test_rmse": 0.44183720520326486,
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"test_r2": 0.7273613771241667,
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"n_samples": 999,
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"n_features": 25,
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"feature_importance": {
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"area_encoded": 0.5084730386734009,
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"cos_month": 0.1381155550479889,
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"category_encoded": 0.07986371964216232,
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"root_cause_length": 0.02474481798708439,
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"has_photos": 0.019557910040020943,
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"text_complexity": 0.01762666553258896,
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"report_word_count": 0.016276082023978233,
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"branch_encoded": 0.014988800510764122,
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"report_length": 0.01187618263065815,
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"cos_day_of_year": 0.011854325421154499,
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"cos_day_of_week": 0.007504446431994438,
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"sin_day_of_year": 0.007460079621523619,
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"sin_month": 0.0070718638598918915,
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"is_complaint": 0.005645426921546459,
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"sin_day_of_week": 0.0055902558378875256,
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"week_of_year": 0.005430610850453377,
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"airline_encoded": 0.005309535656124353,
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"month": 0.0043428498320281506,
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"is_weekend": 0.003912324085831642,
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"day_of_week": 0.003655572421848774,
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"quarter": 0.002543162787333131,
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"has_root_cause": 0.001590387779287994
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},
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"cv_mae_mean": 0.39610035494521634,
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"cv_mae_std": 0.09480384842694445
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}
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models/regression/resolution_predictor_20260225_175122.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:d67e4cf333f5c4644ea03dfa1a45282a8cfff429080a5d6292b5d4f050b18a7a
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size 14401088
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models/regression/resolution_predictor_20260225_175122_metrics.json
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{
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"train_mae": 0.013804384429702473,
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"train_rmse": 0.058786054549609335,
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"test_mae": 0.3589555495500565,
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"test_rmse": 0.45588756472910225,
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"test_r2": 0.6769258885962501,
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"n_samples": 999,
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"n_features": 25,
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"feature_importance": {
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"area_encoded": 0.5244781970977783,
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"cos_month": 0.12736843526363373,
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"category_encoded": 0.08479775488376617,
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"root_cause_length": 0.026657721027731895,
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"report_word_count": 0.02382919006049633,
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"text_complexity": 0.020652418956160545,
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"hub_encoded": 0.014642151072621346,
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"cos_day_of_year": 0.012677833437919617,
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"branch_encoded": 0.009402493014931679,
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"is_complaint": 0.006382620893418789,
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"cos_day_of_week": 0.006216849200427532,
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"week_of_year": 0.00483251828700304,
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"cv_mae_mean": 0.38358049113307163,
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"cv_mae_std": 0.062951075278465
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}
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models/regression/resolution_predictor_20260225_183528.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:1ae4869e23fa0f40b0f8d2a2b697b4e01a137eca2ff719acb71f169c016a64cc
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size 14432027
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models/regression/resolution_predictor_20260225_183528_metrics.json
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{
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"train_mae": 0.015479695304612804,
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"train_rmse": 0.06436808642833573,
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"test_mae": 0.355994819021225,
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"test_rmse": 0.4469333518748732,
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"test_r2": 0.72581612770874,
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"n_samples": 999,
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"n_features": 25,
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"feature_importance": {
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"root_cause_length": 0.02522839978337288,
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"report_word_count": 0.016698144376277924,
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"text_complexity": 0.015754887834191322,
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"report_length": 0.012412609532475471,
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"cos_day_of_year": 0.011834139004349709,
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"has_action_taken": 0.007170406170189381,
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"cos_day_of_week": 0.005416722968220711,
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"airline_encoded": 0.005268686451017857,
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"day_of_week": 0.0036813507322221994,
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"is_weekend": 0.0034196157939732075,
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},
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"cv_mae_mean": 0.38749428543066855,
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}
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models/regression/resolution_predictor_latest.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:bcb63144330c6a8f7ffe6e381eb66760df247de7cb14e063a048ef49dcb7f745
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size 14432027
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models/regression/resolution_predictor_latest_metrics.json
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{
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"train_mae": 0.015479695304612804,
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"train_rmse": 0.06436808642833573,
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"train_r2": 0.9941371713435674,
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"test_mae": 0.355994819021225,
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| 6 |
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"test_rmse": 0.4469333518748732,
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"test_r2": 0.72581612770874,
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| 8 |
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"n_samples": 999,
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| 9 |
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"n_features": 25,
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| 10 |
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"feature_importance": {
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| 11 |
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"area_encoded": 0.5632030367851257,
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| 12 |
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"cos_month": 0.10470927506685257,
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"category_encoded": 0.08696664124727249,
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"hub_encoded": 0.02959463559091091,
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"action_taken_length": 0.027658794075250626,
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"root_cause_length": 0.02522839978337288,
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| 17 |
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"has_root_cause": 0.01994948834180832,
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"report_word_count": 0.016698144376277924,
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"branch_encoded": 0.0157761387526989,
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"text_complexity": 0.015754887834191322,
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| 21 |
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"has_photos": 0.01257353462278843,
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"report_length": 0.012412609532475471,
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"cos_day_of_year": 0.011834139004349709,
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"has_action_taken": 0.007170406170189381,
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"cos_day_of_week": 0.005416722968220711,
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"airline_encoded": 0.005268686451017857,
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},
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"cv_mae_mean": 0.38749428543066855,
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}
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models/regression/shap_explainer.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:66d7460250125cf0a59018e16f8fc3d149e6ceec204c74634393db839eda9d85
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size 6392320
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