Muhammad Ridzki Nugraha commited on
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.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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models/regression/resolution_predictor.ubj filter=lfs diff=lfs merge=lfs -text
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models/regression/feature_names.json
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["day_of_week", "month", "quarter", "is_weekend", "week_of_year", "sin_day_of_week", "cos_day_of_week", "sin_month", "cos_month", "sin_day_of_year", "cos_day_of_year", "report_length", "report_word_count", "root_cause_length", "action_taken_length", "has_photos", "is_complaint", "text_complexity", "has_root_cause", "has_action_taken", "airline_encoded", "hub_encoded", "branch_encoded", "category_encoded", "area_encoded"]
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models/regression/label_encoders.json
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{"airline": ["Aero Dili", "Air Busan", "Air China", "Air Macau", "Airasia", "Batik Air", "Batik Air Malaysia", "CBL", "China Airlines", "China Southern", "Citilink", "Ethiopian Airlines", "Express Cargo Airlines (ECA)", "Flyadeal", "Garuda Indonesia", "Gulfstream G500 (Private Jet)", "Hong Kong Airlines", "IndiGO", "IndiGo", "Japan Airlines", "Jeju Air", "KLM", "Korean Air", "Lion Air", "Lucky Air", "Non Airline Case", "Pelita Air", "Qatar Airways", "Royal Brunei", "Scoot", "Shandong Airlines", "Srilankan Airlines", "Sriwijaya Air", "Thai Airways", "Unknown", "VietJet Air", "Vietjet Air", "Vietnam Airlines", "Wings Air", "Xiamen Airlines", "thai Airways"], "hub": ["HUB 1", "HUB 2", "HUB 3", "HUB 4", "HUB 5", "Unknown"], "category": ["", "Baggage Handling", "Cargo Problems", "GSE", "Operation", "Pax Handling", "Unknown"], "branch": ["AMQ", "BDJ", "BKS", "BPN", "BTH", "BTJ", "CGK", "DJJ", "DPS", "HLP", "KNO", "LBJ", "LOP", "MDC", "MKQ", "PDG", "PGK", "PKU", "PLM", "PNK", "SOC", "SRG", "SUB", "TJQ", "TKG", "UPG", "Unknown", "YIA"], "area": ["Apron Area", "General", "Terminal Area", "Unknown"]}
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models/regression/resolution_predictor.ubj
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version https://git-lfs.github.com/spec/v1
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oid sha256:a19b89a82ed8defe8167a9405b05afd222543ff092ef9012e9689ff82f1ce625
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size 14401827
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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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"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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"area_encoded": 0.5632030367851257,
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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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"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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"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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"is_complaint": 0.00653965724632144,
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"sin_day_of_year": 0.0062241340056061745,
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"cos_day_of_week": 0.005416722968220711,
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"airline_encoded": 0.005268686451017857,
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"sin_day_of_week": 0.005261827725917101,
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"sin_month": 0.004872577730566263,
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"week_of_year": 0.004078377969563007,
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"day_of_week": 0.0036813507322221994,
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"is_weekend": 0.0034196157939732075,
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"month": 0.0034007765352725983,
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"quarter": 0.0023061095271259546
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},
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"cv_mae_mean": 0.38749428543066855,
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"cv_mae_std": 0.06732537170856051
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}
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{"train_mae": 0.015479695304612804, "train_rmse": 0.06436808642833573, "train_r2": 0.9941371713435674, "test_mae": 0.355994819021225, "test_rmse": 0.4469333518748732, "test_r2": 0.72581612770874, "n_samples": 999, "n_features": 25, "feature_importance": {"area_encoded": 0.5632030367851257, "cos_month": 0.10470927506685257, "category_encoded": 0.08696664124727249, "hub_encoded": 0.02959463559091091, "action_taken_length": 0.027658794075250626, "root_cause_length": 0.02522839978337288, "has_root_cause": 0.01994948834180832, "report_word_count": 0.016698144376277924, "branch_encoded": 0.0157761387526989, "text_complexity": 0.015754887834191322, "has_photos": 0.01257353462278843, "report_length": 0.012412609532475471, "cos_day_of_year": 0.011834139004349709, "has_action_taken": 0.007170406170189381, "is_complaint": 0.00653965724632144, "sin_day_of_year": 0.0062241340056061745, "cos_day_of_week": 0.005416722968220711, "airline_encoded": 0.005268686451017857, "sin_day_of_week": 0.005261827725917101, "sin_month": 0.004872577730566263, "week_of_year": 0.004078377969563007, "day_of_week": 0.0036813507322221994, "is_weekend": 0.0034196157939732075, "month": 0.0034007765352725983, "quarter": 0.0023061095271259546}, "cv_mae_mean": 0.38749428543066855, "cv_mae_std": 0.06732537170856051}
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models/regression/scaler.json
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{"with_mean": true, "with_std": true, "mean_": [3.002002002002002, 6.58958958958959, 2.4724724724724725, 0.30430430430430433, 26.586586586586588, -0.050380368713014566, 0.07756623964336602, -0.03642615361095274, -0.39183600912874733, 0.09028186086512431, -0.390307959993008, 91.16916916916917, 13.794794794794795, 135.83983983983984, 136.96896896896897, 0.9069069069069069, 0.4624624624624625, 71.60368368368368, 0.964964964964965, 0.9479479479479479, 18.51251251251251, 0.4994994994994995, 7.753753753753754, 1.7907907907907907, 0.4914914914914915], "scale_": [2.1091335757690723, 2.6345155919325793, 0.868185890079265, 0.46011215446473236, 11.447502153999626, 0.6867346220094633, 0.7209999000342844, 0.6060459998644738, 0.6912640040761834, 0.6405535174874791, 0.6551336300322588, 200.2372426991897, 29.583713915970637, 202.615783022706, 189.97156954469085, 0.2905628488149402, 0.49858894219147903, 604.0560861773448, 0.18386838052022134, 0.22213202364634982, 11.480653247641712, 1.0520725290378539, 4.8351631022799095, 1.3524438545296178, 0.8224074608789654], "var_": [4.4484444404364325, 6.940672404135868, 0.7537467397327258, 0.2117031946861777, 131.04530556582608, 0.47160444106648053, 0.5198408558494481, 0.3672917539517298, 0.47784592333143766, 0.41030880876558223, 0.4292000731992446, 40094.95336377419, 875.1961290619948, 41053.15552990428, 36089.197235273314, 0.0844267691114538, 0.24859093327561804, 364883.7552478919, 0.03380758135512891, 0.049342635929222514, 131.8053989925862, 1.1068566063561058, 23.378802225649075, 1.8291043796549302, 0.6763540317093871]}
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