kuechenpassagent-models / data_quality_report.json
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{
"n_rows": 43862,
"n_cols": 21,
"missingness_pct": {
"Delivery_person_Age": 0.49,
"Delivery_person_Ratings": 0.61,
"Restaurant_latitude": 8.0,
"Restaurant_longitude": 8.0,
"Delivery_location_latitude": 8.0,
"Delivery_location_longitude": 8.0,
"multiple_deliveries": 2.15,
"Festival": 0.5,
"City": 2.61
},
"duplicates": {
"full_row": 0,
"by_id": 0
},
"target": {
"count": 43862,
"min": 10.0,
"max": 54.0,
"mean": 26.29,
"std": 9.37,
"iqr_bounds": [
-0.5,
51.5
],
"n_outliers_iqr": 255,
"pct_outliers_iqr": 0.58
},
"coordinates": {
"Restaurant_latitude": {
"missing": 3509,
"out_of_range": 0
},
"Delivery_location_latitude": {
"missing": 3509,
"out_of_range": 0
},
"Restaurant_longitude": {
"missing": 3509,
"out_of_range": 0
},
"Delivery_location_longitude": {
"missing": 3509,
"out_of_range": 0
}
},
"distance_km": {
"count": 40353,
"missing": 3509,
"min": 1.47,
"median": 9.19,
"max": 20.97,
"n_gt_50km": 0,
"n_near_zero": 0
},
"categoricals": {
"Weatherconditions": {
"n_unique": 6,
"value_counts": {
"Fog": 7476,
"Stormy": 7402,
"Cloudy": 7339,
"Sandstorms": 7285,
"Windy": 7251,
"Sunny": 7109
}
},
"Road_traffic_density": {
"n_unique": 4,
"value_counts": {
"Low": 15062,
"Jam": 13800,
"Medium": 10678,
"High": 4322
}
},
"Type_of_order": {
"n_unique": 4,
"value_counts": {
"Snack": 11091,
"Meal": 11018,
"Drinks": 10897,
"Buffet": 10856
}
},
"Type_of_vehicle": {
"n_unique": 3,
"value_counts": {
"motorcycle": 25633,
"scooter": 14695,
"electric_scooter": 3534
}
},
"Festival": {
"n_unique": 2,
"value_counts": {
"No": 42786,
"Yes": 857,
"nan": 219
}
},
"City": {
"n_unique": 3,
"value_counts": {
"Metropolitian": 32802,
"Urban": 9760,
"nan": 1144,
"Semi-Urban": 156
}
}
},
"leakage_note": "Columns Time_Order_picked describe post-order pickup timing and are intentionally NOT used as model features to avoid target leakage."
}