1 line
68 KiB
JSON
1 line
68 KiB
JSON
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"2020-09-17", "last_sale_date": "2023-02-11", "lifecycle_days": 877, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "播州区", "零售大类代码_encoded": 1.0, "零售中类代码_encoded": 5.0, "零售小类代码_encoded": 26.0, "商品ABC分类_encoded": 4.0, "商品手册代码_encoded": 20.0, "产地_encoded": 4.0, "brand_encoded": 667.0, "approval_type_encoded": 0.0, "DISTRICT_LAT": 27.535735, "DISTRICT_LON": 106.829081, "adcode": "520304", "district_name": "播州区", "area_sq_km": 2482.4, "poi_residential_count": 100.0, "poi_school_count": 17.0, "poi_mall_count": 5.0, "poi_finance_count": 18.0, "poi_company_count": 81.0, "business_areas": ["人民西路"], "latitude": 27.546425, "longitude": 106.83497, "temperature_2m_max": 5.4, "temperature_2m_min": 2.4, "temperature": 3.6, "is_promotion": 0}], "analysis": {"trend": {"slope": -0.0028627126344612664, "trend_type": "平稳", "r_squared": 0.9832553981293237, "p_value": 1.2393125952743122e-05, "volatility": 0.11882425391638739, "volatility_level": "中"}, "statistics": {"mean": 0.048592526997838704, "median": 0.04755491390824318, "min": 0.04087194800376892, "max": 0.05773380398750305, "std": 0.005773970766430095, "q1": 0.04413035698235035, "q3": 0.05286315456032753}, "day_over_day": [-4.471279794551484, -8.30140123000233, -5.9695385331589055, -4.92435622002401, -4.789685263261104, -5.0540024464551285], "influencing_factors": {"product_id": "11034889", "model_type": "cnn_bilstm_attention", "feature_count": 7, "important_features": ["价格", "周末", "节假日"]}, "explanation": "cnn_bilstm_attention模型对产品11034889的预测分析:\n预测显示销量整体呈平稳趋势,销量基本保持稳定。\n预测期内销量波动性中,表明销量有一定波动,但整体可控。\n预测期内平均日销量为0.05个单位,最高日销量为0.06个单位,最低日销量为0.04个单位。\n\n主要影响因素包括:价格, 周末, 节假日。"}} |