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JackDeee
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uber-completion-optimized

Text Classification
Joblib
scikit-learn
random-forest
classification
uber
machine-learning
Model card Files
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  1. README.md +46 -0
  2. features.json +18 -0
  3. metrics.json +50 -0
  4. random_forest_classifier.joblib +3 -0
README.md ADDED
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+ ---
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+ library_name: scikit-learn
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+ tags:
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+ - random-forest
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+ - classification
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+ - uber
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+ - machine-learning
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+ pipeline_tag: text-classification
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+ ---
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+
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+ # RandomForestClassifier — Uber Completion (Optimized)
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+
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+ Modelo supervisado para predecir el **EstadoUber** (0=Cancelado, 1=Completado)
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+ derivado de `Booking Status`.
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+
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+ ## Métricas (test)
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+ - Accuracy: 0.9549
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+ - AUC-ROC: 0.9893
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+ - Matriz de confusión: ver `metrics.json`
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+
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+ ## Hiperparámetros (GridSearch)
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+ {
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+ "max_depth": 15,
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+ "max_features": "sqrt",
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+ "min_samples_leaf": 4,
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+ "min_samples_split": 2,
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+ "n_estimators": 15
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+ }
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+
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+ ## Características usadas
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+ [
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+ "Vehicle_Bike",
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+ "Vehicle_Go Mini",
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+ "Vehicle_Go Sedan",
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+ "Vehicle_Premier Sedan",
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+ "Vehicle_Uber XL",
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+ "Vehicle_eBike",
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+ "Pay_Credit Card",
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+ "Pay_Debit Card",
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+ "Pay_NoPayment",
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+ "Pay_UPI",
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+ "Pay_Uber Wallet",
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+ "Ride Distance",
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+ "Booking Value",
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+ "Avg CTAT"
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+ ]
features.json ADDED
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+ {
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+ "features": [
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+ "Vehicle_Bike",
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+ "Vehicle_Go Mini",
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+ "Vehicle_Go Sedan",
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+ "Vehicle_Premier Sedan",
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+ "Vehicle_Uber XL",
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+ "Vehicle_eBike",
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+ "Pay_Credit Card",
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+ "Pay_Debit Card",
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+ "Pay_NoPayment",
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+ "Pay_UPI",
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+ "Pay_Uber Wallet",
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+ "Ride Distance",
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+ "Booking Value",
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+ "Avg CTAT"
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+ ]
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+ }
metrics.json ADDED
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+ {
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+ "task": "binary-classification",
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+ "target": "Uber status (0=Cancelado, 1=Completado)",
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+ "accuracy": 0.9549,
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+ "auc_roc": 0.9893298457838143,
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+ "classification_report": {
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+ "0.0": {
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+ "precision": 0.9959522164083325,
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+ "recall": 0.8849122807017544,
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+ "f1-score": 0.9371545357424869,
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+ "support": 11400.0
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+ },
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+ "1.0": {
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+ "precision": 0.9339741331588748,
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+ "recall": 0.9977956989247312,
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+ "f1-score": 0.9648306516596917,
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+ "support": 18600.0
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+ },
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+ "accuracy": 0.9549,
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+ "macro avg": {
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+ "precision": 0.9649631747836036,
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+ "recall": 0.9413539898132428,
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+ "f1-score": 0.9509925937010892,
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+ "support": 30000.0
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+ },
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+ "weighted avg": {
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+ "precision": 0.9575258047936687,
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+ "recall": 0.9549,
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+ "f1-score": 0.954313727611154,
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+ "support": 30000.0
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+ }
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+ },
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+ "confusion_matrix": [
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+ [
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+ 10088,
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+ 1312
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+ ],
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+ [
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+ 41,
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+ 18559
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+ ]
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+ ],
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+ "best_params": {
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+ "max_depth": 15,
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+ "max_features": "sqrt",
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+ "min_samples_leaf": 4,
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+ "min_samples_split": 2,
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+ "n_estimators": 15
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+ }
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+ }
random_forest_classifier.joblib ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:01edccfff47dd15bc834e8d796df7ec5743c8a3b6a031add1f111481cb7a9c97
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+ size 1155721