{ "table": "ecommerce_orders", "row_count": 10000, "role": "fact", "grain": ["order_id"], "time": { "column": "order_date", "granularity": "day", "range": ["2024-04-20", "2025-04-19"], "has_gaps": false }, "columns": [ { "name": "order_id", "dtype": "string", "semantic_type": "id", "null_rate": 0.0, "distinct_count": 10000, "distinct_ratio": 1.0, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": false, "top_values": [], "pk_candidate_score": 1.0, "metric_candidate_score": 0.0, "comment": "" }, { "name": "customer_id", "dtype": "integer", "semantic_type": "dimension", "null_rate": 0.0, "distinct_count": 2713, "distinct_ratio": 0.2713, "stats": {"min": 1, "max": 2999, "mean": 995.29, "std": null, "skewness": null}, "enumish": false, "top_values": [], "pk_candidate_score": 0.3, "metric_candidate_score": 0.1, "comment": "" }, { "name": "product_id", "dtype": "integer", "semantic_type": "dimension", "null_rate": 0.0, "distinct_count": 1000, "distinct_ratio": 0.0999, "stats": {"min": 1, "max": 1000, "mean": 504.87, "std": null, "skewness": null}, "enumish": true, "top_values": [], "pk_candidate_score": 0.1, "metric_candidate_score": 0.1, "comment": "" }, { "name": "category", "dtype": "string", "semantic_type": "dimension", "null_rate": 0.0, "distinct_count": 6, "distinct_ratio": 0.0006, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": true, "top_values": [ {"value": "Beauty", "pct": null}, {"value": "Books", "pct": null}, {"value": "Clothing", "pct": null}, {"value": "Electronics", "pct": null}, {"value": "Home", "pct": null}, {"value": "Toys", "pct": null} ], "pk_candidate_score": 0.0, "metric_candidate_score": 0.0, "comment": "" }, { "name": "price", "dtype": "float", "semantic_type": "metric", "null_rate": 0.0, "distinct_count": 9013, "distinct_ratio": 0.9013, "stats": {"min": 5.06, "max": 499.93, "mean": 252.55, "std": null, "skewness": null}, "enumish": false, "top_values": [], "pk_candidate_score": 0.0, "metric_candidate_score": 0.9, "comment": "" }, { "name": "quantity", "dtype": "integer", "semantic_type": "metric", "null_rate": 0.0, "distinct_count": 9, "distinct_ratio": 0.0009, "stats": {"min": 1, "max": 9, "mean": 2.12, "std": null, "skewness": null}, "enumish": true, "top_values": [ {"value": 1, "pct": null}, {"value": 2, "pct": null}, {"value": 3, "pct": null}, {"value": 4, "pct": null}, {"value": 5, "pct": null} ], "pk_candidate_score": 0.0, "metric_candidate_score": 0.7, "comment": "" }, { "name": "order_date", "dtype": "string", "semantic_type": "time", "null_rate": 0.0, "distinct_count": 365, "distinct_ratio": 0.0365, "stats": {"min": "2024-04-20", "max": "2025-04-19", "mean": null, "std": null, "skewness": null}, "enumish": false, "top_values": [], "pk_candidate_score": 0.0, "metric_candidate_score": 0.0, "comment": "" }, { "name": "shipping_date", "dtype": "string", "semantic_type": "time", "null_rate": 0.0, "distinct_count": 371, "distinct_ratio": 0.0371, "stats": {"min": "2024-04-21", "max": "2025-04-26", "mean": null, "std": null, "skewness": null}, "enumish": false, "top_values": [], "pk_candidate_score": 0.0, "metric_candidate_score": 0.0, "comment": "" }, { "name": "delivery_status", "dtype": "string", "semantic_type": "dimension", "null_rate": 0.0, "distinct_count": 4, "distinct_ratio": 0.0004, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": true, "top_values": [ {"value": "Delivered", "pct": null}, {"value": "Pending", "pct": null}, {"value": "Returned", "pct": null}, {"value": "Shipped", "pct": null} ], "pk_candidate_score": 0.0, "metric_candidate_score": 0.0, "comment": "" }, { "name": "payment_method", "dtype": "string", "semantic_type": "dimension", "null_rate": 0.0, "distinct_count": 5, "distinct_ratio": 0.0005, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": true, "top_values": [ {"value": "Apple Pay", "pct": null}, {"value": "Credit Card", "pct": null}, {"value": "Debit Card", "pct": null}, {"value": "Google Pay", "pct": null}, {"value": "PayPal", "pct": null} ], "pk_candidate_score": 0.0, "metric_candidate_score": 0.0, "comment": "" }, { "name": "device_type", "dtype": "string", "semantic_type": "dimension", "null_rate": 0.0, "distinct_count": 3, "distinct_ratio": 0.0003, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": true, "top_values": [ {"value": "Desktop", "pct": null}, {"value": "Mobile", "pct": null}, {"value": "Tablet", "pct": null} ], "pk_candidate_score": 0.0, "metric_candidate_score": 0.0, "comment": "" }, { "name": "channel", "dtype": "string", "semantic_type": "dimension", "null_rate": 0.0, "distinct_count": 4, "distinct_ratio": 0.0004, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": true, "top_values": [ {"value": "Email", "pct": null}, {"value": "Organic", "pct": null}, {"value": "Paid Search", "pct": null}, {"value": "Social", "pct": null} ], "pk_candidate_score": 0.0, "metric_candidate_score": 0.0, "comment": "" }, { "name": "shipping_address", "dtype": "string", "semantic_type": "text", "null_rate": 0.0, "distinct_count": 10000, "distinct_ratio": 1.0, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": false, "top_values": [], "pk_candidate_score": 0.9, "metric_candidate_score": 0.0, "comment": "" }, { "name": "billing_address", "dtype": "string", "semantic_type": "text", "null_rate": 0.0, "distinct_count": 10000, "distinct_ratio": 1.0, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": false, "top_values": [], "pk_candidate_score": 0.9, "metric_candidate_score": 0.0, "comment": "" }, { "name": "customer_segment", "dtype": "string", "semantic_type": "dimension", "null_rate": 0.0, "distinct_count": 3, "distinct_ratio": 0.0003, "stats": {"min": null, "max": null, "mean": null, "std": null, "skewness": null}, "enumish": true, "top_values": [ {"value": "New", "pct": null}, {"value": "Returning", "pct": null}, {"value": "VIP", "pct": null} ], "pk_candidate_score": 0.0, "metric_candidate_score": 0.0, "comment": "" } ], "primary_key_candidates": [["order_id"]], "fk_candidates": [ {"from": "customer_id", "to": "dim_customer(customer_id)", "confidence": 0.9}, {"from": "product_id", "to": "dim_product(product_id)", "confidence": 0.9} ], "quality": { "failed_expectations": [], "warning_hints": [] }, "confidence_notes": [ "表含时间列(order_date, shipping_date)且含度量列(price, quantity),推断为fact表。", "order_id唯一性=1.0,确认主键。", "order_date日期范围连续无缺口,粒度为日级。", "高基数数值字段(price, quantity)符合指标特征。", "低熵字段(category, delivery_status, payment_method等)为枚举维度。" ] }