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ShopTRAINING/saved_predictions/prediction_bd11c5d4-49d0-4f72-af4b-2885ad3ba385.json

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{
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"model_type": "cnn_bilstm_attention",
"predictions": [
{
"date": "2025-07-25",
"predicted_sales": 0.8147072196006775
},
{
"date": "2025-07-26",
"predicted_sales": 0.8167740106582642
},
{
"date": "2025-07-27",
"predicted_sales": 0.8197348117828369
},
{
"date": "2025-07-28",
"predicted_sales": 0.8219858407974243
},
{
"date": "2025-07-29",
"predicted_sales": 0.8112776875495911
},
{
"date": "2025-07-30",
"predicted_sales": 0.8004958629608154
},
{
"date": "2025-07-31",
"predicted_sales": 0.8058184385299683
}
],
"prediction_data": [
{
"date": "2025-07-25",
"predicted_sales": 0.8147072196006775
},
{
"date": "2025-07-26",
"predicted_sales": 0.8167740106582642
},
{
"date": "2025-07-27",
"predicted_sales": 0.8197348117828369
},
{
"date": "2025-07-28",
"predicted_sales": 0.8219858407974243
},
{
"date": "2025-07-29",
"predicted_sales": 0.8112776875495911
},
{
"date": "2025-07-30",
"predicted_sales": 0.8004958629608154
},
{
"date": "2025-07-31",
"predicted_sales": 0.8058184385299683
}
],
"history_data": [
{
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"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 2,
"month": 6,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-06-26",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
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},
{
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"weekday": 4,
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},
{
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"product_id": "17021449",
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},
{
"date": "2025-06-29",
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"product_id": "17021449",
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"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 6,
"month": 6,
"is_holiday": false,
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"temperature": 20.0
},
{
"date": "2025-06-30",
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"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
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"weekday": 0,
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},
{
"date": "2025-07-01",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 1,
"month": 7,
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},
{
"date": "2025-07-02",
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"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
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"temperature": 20.0
},
{
"date": "2025-07-03",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
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},
{
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"product_id": "17021449",
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"weekday": 4,
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"is_holiday": false,
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},
{
"date": "2025-07-05",
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"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 5,
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},
{
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"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
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},
{
"date": "2025-07-07",
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"product_id": "17021449",
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},
{
"date": "2025-07-08",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 1,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-09",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 2,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-10",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 3,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-11",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 4,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-12",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 5,
"month": 7,
"is_holiday": false,
"is_weekend": true,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-13",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 6,
"month": 7,
"is_holiday": false,
"is_weekend": true,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-14",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 0,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-15",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 1,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-16",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 2,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-17",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 3,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-18",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 4,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-19",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 5,
"month": 7,
"is_holiday": false,
"is_weekend": true,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-20",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 6,
"month": 7,
"is_holiday": false,
"is_weekend": true,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-21",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 0,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-22",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 1,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-23",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 2,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
},
{
"date": "2025-07-24",
"sales": 0.0,
"product_id": "17021449",
"product_name": "布洛芬混悬液(美林)",
"store_id": "GLOBAL",
"store_name": "全部店铺-SUM",
"weekday": 3,
"month": 7,
"is_holiday": false,
"is_weekend": false,
"is_promotion": false,
"temperature": 20.0
}
],
"analysis": {
"trend": {
"slope": -0.0024171343871525353,
"trend_type": "平稳",
"r_squared": 0.4619268323887481,
"p_value": 0.0930247330579927,
"volatility": 0.008749220910445412,
"volatility_level": "低"
},
"statistics": {
"mean": 0.8129705531256539,
"median": 0.8147072196006775,
"min": 0.8004958629608154,
"max": 0.8219858407974243,
"std": 0.007112858962983344,
"q1": 0.8085480630397797,
"q3": 0.8182544112205505
},
"day_over_day": [
0.25368512857903625,
0.36249942896524706,
0.2746045406674448,
-1.3027174820243943,
-1.328993112252526,
0.6649098159565847
],
"influencing_factors": {
"product_id": "17021449",
"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17021449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低，表明销量相对稳定，预测可信度较高。\n预测期内平均日销量为0.81个单位，最高日销量为0.82个单位，最低日销量为0.80个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"
}
}
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