diff --git a/lyf开发日志记录文档.md b/lyf开发日志记录文档.md
index d0ea0e9..89c40ad 100644
--- a/lyf开发日志记录文档.md
+++ b/lyf开发日志记录文档.md
@@ -410,3 +410,77 @@
     2.  **调试与修复**: 脚本的初版存在时区比较逻辑错误，未能正确识别本地时区的记录。在经过一轮调试，将时间比较基准从UTC修正为本地时间后，脚本得以正常工作。
     3.  **执行清理**: 最终成功执行脚本，从数据库中清除了所有在指定时间点之前创建的、带有错误文件路径的历史记录。
 - **最终结论**: 通过对数据库中的存量数据进行清理，彻底解决了因新旧数据路径不一致而导致的 `404` 错误，确保了系统数据的一致性和功能的稳定性。
+
+
+---
+
+## 2025-07-26：核心数据源替换与系统级重构
+**开发者**: Roo (AI Assistant) & lyf
+
+### 第一阶段：核心数据源替换与适配器重构
+- **任务目标**: 将项目的数据源从旧的、简单的 `timeseries_training_data_sample_10s50p.parquet` 彻底更换为新的、特征更丰富、结构更复杂的核心数据集。
+- **核心挑战**: 新旧数据集在表结构（如 `subbh` vs `store_id`）、数据类型、特征集（如新数据缺少 `is_promotion` 列）和数据粒度上存在巨大差异，直接替换会导致系统全面崩溃。
+- **解决方案 (适配器模式)**:
+    1.  **创建中央数据适配器**: 新建了 `server/utils/new_data_loader.py`，作为整个系统唯一的数据入口。
+    2.  **实现动态转换**: 该适配器负责加载新数据集，并动态地将其转换为旧代码库能够理解的格式，包括重命名列、用 `0` 填充缺失的 `is_promotion` 特征、以及处理数据类型。
+    3.  **全面重构**: 系统性地重构了所有数据消费端——包括 `server/api.py`, `server/core/predictor.py` 以及 `server/trainers/` 目录下的**所有**训练器脚本——使其不再直接加载数据，而是统一通过新的数据适配器获取，从而实现了新数据源与现有业务逻辑的完全解耦。
+
+### 第二阶段：端到端迭代调试与连锁问题修复
+在完成重构后，我们进行了一系列端到端的测试，并修复了因此次重大变更而引发的一系列连锁问题。
+- **修复 `KeyError`**: 解决了因新旧列名 (`subbh` vs `store_id`) 不匹配导致的键查找错误。
+- **修复 `NaN` 值问题**: 在实现“按店铺训练-所有商品”的聚合逻辑时，因部分商品在某些日期无销售记录，导致聚合操作引入了`NaN`值。通过在所有训练器的数据准备阶段增加 `.fillna(0)` 清理步骤，彻底解决了该问题。
+- **修复 `TypeError` (JSON序列化)**: 解决了在API响应中，因返回了未经处理的 `numpy.ndarray` 和 `datetime.date` 对象而导致的JSON序列化失败问题。
+- **修复 XGBoost 预测逻辑的根本性错误**:
+    - **问题现象**: 使用新数据训练的 `XGBoost` 模型，后端预测返回 `200 OK`，但前端图表渲染失败。
+    - **根本原因**: `server/predictors/model_predictor.py` 中存在一个严重的逻辑缺陷。它错误地对 `XGBoost` 模型使用了为 `PyTorch` 模型设计的“自回归”循环预测逻辑（即预测一天，再用该预测值去预测下一天）。而 `XGBoost` 模型本身是“直接多步输出”模型，一次性就能返回所有未来日期的预测值。错误的循环逻辑导致系统只取用了 `XGBoost` 完整输出结果中的第一个值，并将其错误地复制了多天，生成了无用的预测结果。
+    - **最终修复**: 在 `model_predictor.py` 中为 `XGBoost` 模型创建了一个独立的、非循环的逻辑分支。该分支能够正确地接收并处理 `XGBoost` 的完整输出数组，从而生成了正确的、可供前端渲染的预测结果。
+
+### 第三阶段：系统环境清理
+- **任务目标**: 在最终测试前，确保一个完全纯净的、不受任何旧数据或旧模型干扰的系统环境。
+- **实施过程**: 在开发者的精确指导下，我们完成了以下清理工作：
+    1.  **文件系统清理**: 手动删除了 `saved_models` 和 `saved_predictions` 文件夹中的所有历史产物。
+    2.  **数据库清理**: 成功执行了 `server/tools/delete_old_predictions.py` 脚本，清空了 `prediction_history.db` 数据库中所有过时的预测记录。
+- **最终结论**: 至此，数据源替换、系统重构、连锁问题修复和环境清理工作已全部完成。项目现在处于一个代码逻辑更健壮、数据源更可靠的全新状态，并已准备好进行最终的完整性验证。
+
+
+---
+
+## 2025-07-26 (续): 端到端测试与系统级修复
+**开发者**: Roo (AI Assistant) & lyf
+
+### 第三阶段 (续): 迭代修复与架构澄清
+在对重构后的系统进行全面的端到端测试时，我们发现并修复了一系列深层次的、与特定模型架构和训练模式相关的Bug。
+
+- **修复 `XGBoost` 自定义天数预测崩溃的Bug**:
+    - **问题现象**: 使用 `XGBoost` 模型进行预测时，如果自定义的预测天数与模型训练时固定的预测范围不符，程序会因数组长度不匹配而崩溃。
+    - **架构澄清**: 我们确认了 `XGBoost` 是“直接多步输出”模型，其预测长度在训练时已固定。
+    - **最终修复**: 修改了 `server/predictors/model_predictor.py`，使其不再依赖用户输入的预测天数，而是根据模型**实际**的输出长度来动态生成日期序列，从而保证了程序的健壮性。
+
+- **修复 `CnnBiLstmAttention` 模型预测逻辑错误**:
+    - **问题现象**: 该模型预测成功，但前端图表渲染失败。
+    - **根本原因**: 与 `XGBoost` 类似，该模型也是“直接多步输出”架构，但被错误地注册给了为“自回归”模型设计的预测函数，导致生成了无意义的预测结果。
+    - **最终修复**: 在 `server/predictors/model_predictor.py` 中，为 `CnnBiLstmAttention` 模型创建了一个专属的、正确的、非回归式的预测逻辑分支，确保其能被正确处理。
+
+- **修复“全局训练”模式数据筛选逻辑错误**:
+    - **问题现象**: 在“全局训练”模式下，选择“所有店铺所有药品”时，训练因找不到任何数据而失败。
+    - **根本原因**: `server/core/predictor.py` 在处理该模式时，错误地使用了一个特殊的信号值（如 `unknown`）去筛选 `product_id`，导致数据集为空。
+    - **最终修复**: 重构了该部分的逻辑，确保在选择“所有药品”时，程序能正确地跳过按 `product_id` 筛选的步骤，直接对整个数据集进行聚合。
+
+- **修复“全局预测”模式数据加载逻辑错误**:
+    - **问题现象**: “全局预测”模式因找不到数据而失败。
+    - **根本原因**: `server/predictors/model_predictor.py` 中存在与训练逻辑不一致的镜像Bug。
+    - **最终修复**: 再次修改了 `model_predictor.py`，使其“全局预测”的数据加载逻辑与 `predictor.py` 中的训练逻辑完全同步。
+
+- **澄清“负销量”是数据特性而非Bug**:
+    - **问题现象**: 在“全局预测”的图表中，历史销量出现了负数。
+    - **分析**: 经过讨论，我们确认这是由于原始数据中包含了“退货”等业务场景，导致按天聚合求和后出现负值。
+    - **最终决策**: 为了尊重元数据的真实性，我们决定**不**在代码中将负数强制修正为0，并接受这可能会对模型的训练和预测结果产生影响。这是一个重要的、关于数据处理哲学的决策。
+
+- **全链路增强以支持“自定义全局训练”功能**:
+    - **问题现象**: 在“全局训练”中选择“自定义范围”（指定店铺和药品列表）时，训练失败。
+    - **根本原因**: 这是一个**全链路的参数传递中断**问题。从API接口到进程管理器，再到核心训练逻辑，整个系统都没有为处理这个新增的、复杂的自定义范围参数做好准备。
+    - **最终修复 (三位一体的全链路改造)**:
+        1.  **升级API层 (`api.py`)**: 修改了 `/api/training` 接口，使其能够正确接收前端传递的 `selected_stores` 和 `selected_products` 列表。
+        2.  **升级进程管理层 (`training_process_manager.py`)**: 对 `TrainingTask` 数据类和核心函数进行了全面改造，使其能够完整地接收、存储和向下传递这些新的自定义范围参数。
+        3.  **升级核心逻辑层 (`predictor.py`)**: 对 `train_model` 函数进行了重大功能增强，为其增加了处理 `selected_stores` 和 `selected_products` 列表的全新逻辑分支。
+    - **最终结论**: 通过这次彻底的全链路改造，我们不仅修复了Bug，还成功地为系统增加了一项强大的新功能。至此，所有在端到端测试中发现的已知问题均已得到解决。
diff --git a/prediction_history.db b/prediction_history.db
index fd212ff..2eb0000 100644
Binary files a/prediction_history.db and b/prediction_history.db differ
diff --git a/saved_predictions/prediction_001cb97e-299a-40df-9cca-048df9c96f78.json b/saved_predictions/prediction_001cb97e-299a-40df-9cca-048df9c96f78.json
deleted file mode 100644
index b61d4e5..0000000
--- a/saved_predictions/prediction_001cb97e-299a-40df-9cca-048df9c96f78.json
+++ /dev/null
@@ -1 +0,0 @@
-{"product_id": "11020059", "product_name": "Product 11020059", "model_type": "kan", "predictions": [{"date": "2022-01-01", "predicted_sales": 0.12464457750320435}, {"date": "2022-01-02", "predicted_sales": 0.11735431849956512}, {"date": "2022-01-03", "predicted_sales": 0.11733274161815643}, {"date": "2022-01-04", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-05", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-06", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-07", "predicted_sales": 0.11738376319408417}, {"date": "2022-01-08", "predicted_sales": 0.11729060113430023}, {"date": "2022-01-09", "predicted_sales": 0.11735265702009201}, {"date": "2022-01-10", "predicted_sales": 0.11733275651931763}, {"date": "2022-01-11", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-12", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-13", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-14", "predicted_sales": 0.11738376319408417}, {"date": "2022-01-15", "predicted_sales": 0.11729060113430023}, {"date": "2022-01-16", "predicted_sales": 0.11735265702009201}, {"date": "2022-01-17", "predicted_sales": 0.11733275651931763}], "prediction_data": [{"date": "2022-01-01", "predicted_sales": 0.12464457750320435}, {"date": "2022-01-02", "predicted_sales": 0.11735431849956512}, {"date": "2022-01-03", "predicted_sales": 0.11733274161815643}, {"date": "2022-01-04", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-05", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-06", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-07", "predicted_sales": 0.11738376319408417}, {"date": "2022-01-08", "predicted_sales": 0.11729060113430023}, {"date": "2022-01-09", "predicted_sales": 0.11735265702009201}, {"date": "2022-01-10", "predicted_sales": 0.11733275651931763}, {"date": "2022-01-11", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-12", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-13", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-14", "predicted_sales": 0.11738376319408417}, {"date": "2022-01-15", "predicted_sales": 0.11729060113430023}, {"date": "2022-01-16", "predicted_sales": 0.11735265702009201}, {"date": "2022-01-17", "predicted_sales": 0.11733275651931763}], "history_data": [{"store_id": "01010108", "product_id": "11020059", "date": "2021-11-30", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.01, "transaction_count": 1, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 1.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 1.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 1.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 1.0, "sales_quantity_rolling_mean_30d": 0.75, "return_quantity_rolling_mean_30d": -0.13, "net_sales_quantity_rolling_mean_30d": 0.63, "sales_quantity_rolling_sum_30d": 6.0, "return_quantity_rolling_sum_30d": -1.0, "net_sales_quantity_rolling_sum_30d": 5.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.09, "net_sales_quantity_rolling_mean_90d": 0.78, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -2.0, "net_sales_quantity_rolling_sum_90d": 18.0, "is_weekend": false, "weekday": 1, "day_of_month": 30, "day_of_year": 334, "week_of_month": 5, "month": 11, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, 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"return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 0.5, "sales_quantity_rolling_sum_15d": 1.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 1.0, "sales_quantity_rolling_mean_30d": 0.71, "return_quantity_rolling_mean_30d": -0.14, "net_sales_quantity_rolling_mean_30d": 0.57, "sales_quantity_rolling_sum_30d": 5.0, "return_quantity_rolling_sum_30d": -1.0, "net_sales_quantity_rolling_sum_30d": 4.0, "sales_quantity_rolling_mean_90d": 0.77, "return_quantity_rolling_mean_90d": -0.09, "net_sales_quantity_rolling_mean_90d": 0.68, "sales_quantity_rolling_sum_90d": 17.0, "return_quantity_rolling_sum_90d": -2.0, "net_sales_quantity_rolling_sum_90d": 15.0, "is_weekend": false, "weekday": 2, "day_of_month": 1, "day_of_year": 335, "week_of_month": 1, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 12.5, "temperature_2m_min": 1.8, "temperature": 6.4, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-02", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 0.5, "return_quantity_rolling_mean_7d": 0.0, 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\ No newline at end of file
diff --git a/saved_predictions/prediction_022a844c-7fd4-4bef-9543-68edc07ecb68.json b/saved_predictions/prediction_022a844c-7fd4-4bef-9543-68edc07ecb68.json
deleted file mode 100644
index 4306742..0000000
--- a/saved_predictions/prediction_022a844c-7fd4-4bef-9543-68edc07ecb68.json
+++ /dev/null
@@ -1 +0,0 @@
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"return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.33, "sales_quantity_rolling_sum_30d": 4.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 4.0, "sales_quantity_rolling_mean_90d": 1.33, "return_quantity_rolling_mean_90d": 0.0, "net_sales_quantity_rolling_mean_90d": 1.33, "sales_quantity_rolling_sum_90d": 8.0, "return_quantity_rolling_sum_90d": 0.0, "net_sales_quantity_rolling_sum_90d": 8.0, "is_weekend": false, "weekday": 4, "day_of_month": 31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "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": -0.002366740278634629, "trend_type": "平稳", "r_squared": 0.989681982009832, "p_value": 2.4014781968987333e-22, "volatility": 0.5479219618825161, "volatility_level": "高"}, "statistics": {"mean": 0.028801187872886658, "median": 0.02668028697371483, "min": 0.004798881709575653, "max": 0.05773380398750305, "std": 0.015780803363858988, "q1": 0.01442805863916874, "q3": 0.04195976071059704}, "day_over_day": [-4.471279794551484, -8.30140123000233, -5.9695385331589055, -4.92435622002401, -4.789685263261104, -5.0540024464551285, -4.815713103428161, -10.756502483691424, -11.405919219383227, -8.029866292025966, -5.686949467920498, -5.354907577351652, -6.729075507271606, -7.991560026857336, -13.226990679975831, -18.419553750526237, -11.893148772121544, -10.45125174676762, -10.248249816478888, -14.276822411637921, -17.123826097392662, -37.817714027808954], "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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.03个单位，最高日销量为0.06个单位，最低日销量为0.00个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_02abf0e8-c29f-44f3-9460-8523ac00fec3.json b/saved_predictions/prediction_02abf0e8-c29f-44f3-9460-8523ac00fec3.json
new file mode 100644
index 0000000..d559ce1
--- /dev/null
+++ b/saved_predictions/prediction_02abf0e8-c29f-44f3-9460-8523ac00fec3.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "tcn", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.4654306173324585}, {"date": "2025-05-30", "predicted_sales": 1.9967557191848755}, {"date": "2025-05-31", "predicted_sales": 2.176229476928711}, {"date": "2025-06-01", "predicted_sales": 2.3391542434692383}, {"date": "2025-06-02", "predicted_sales": 2.5595316886901855}, {"date": "2025-06-03", "predicted_sales": 1.336228847503662}, {"date": "2025-06-04", "predicted_sales": 1.6415263414382935}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.4654306173324585}, {"date": "2025-05-30", "predicted_sales": 1.9967557191848755}, {"date": "2025-05-31", "predicted_sales": 2.176229476928711}, {"date": "2025-06-01", "predicted_sales": 2.3391542434692383}, {"date": "2025-06-02", "predicted_sales": 2.5595316886901855}, {"date": "2025-06-03", "predicted_sales": 1.336228847503662}, {"date": "2025-06-04", "predicted_sales": 1.6415263414382935}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.1}, {"date": "2025-04-30", "sales": 0.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.4}, {"date": "2025-05-01", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.5}, {"date": "2025-05-02", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-03", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.0}, {"date": "2025-05-04", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-05", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-06", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-10", "sales": 0.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.4}, {"date": "2025-05-11", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-12", "sales": 3.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_033bfaa5-4c6c-4a77-ad19-c6e75240cfb7.json b/saved_predictions/prediction_033bfaa5-4c6c-4a77-ad19-c6e75240cfb7.json
new file mode 100644
index 0000000..266d15c
--- /dev/null
+++ b/saved_predictions/prediction_033bfaa5-4c6c-4a77-ad19-c6e75240cfb7.json
@@ -0,0 +1 @@
+{"product_id": "11020059", "product_name": "Product 11020059", "model_type": "kan", "predictions": [{"date": "2022-01-01", "predicted_sales": 0.05224098265171051}, {"date": "2022-01-02", "predicted_sales": 0.04107563942670822}, {"date": "2022-01-03", "predicted_sales": 0.04144924879074097}, {"date": "2022-01-04", "predicted_sales": 0.04032263159751892}, {"date": "2022-01-05", "predicted_sales": 0.040290266275405884}, {"date": "2022-01-06", "predicted_sales": 0.040351711213588715}, {"date": "2022-01-07", "predicted_sales": 0.040530726313591}, {"date": "2022-01-08", "predicted_sales": 0.04084586352109909}, {"date": "2022-01-09", "predicted_sales": 0.04107217490673065}, {"date": "2022-01-10", "predicted_sales": 0.041449226438999176}, {"date": "2022-01-11", "predicted_sales": 0.04032265394926071}, {"date": "2022-01-12", "predicted_sales": 0.040290266275405884}, {"date": "2022-01-13", "predicted_sales": 0.040351711213588715}, {"date": "2022-01-14", "predicted_sales": 0.040530726313591}, {"date": "2022-01-15", "predicted_sales": 0.04084586352109909}, {"date": "2022-01-16", "predicted_sales": 0.04107217490673065}, {"date": "2022-01-17", "predicted_sales": 0.041449226438999176}, {"date": "2022-01-18", "predicted_sales": 0.04032265394926071}, {"date": "2022-01-19", "predicted_sales": 0.040290266275405884}, {"date": "2022-01-20", "predicted_sales": 0.040351711213588715}, {"date": "2022-01-21", "predicted_sales": 0.040530726313591}, {"date": "2022-01-22", "predicted_sales": 0.04084586352109909}, {"date": "2022-01-23", "predicted_sales": 0.04107217490673065}, {"date": "2022-01-24", "predicted_sales": 0.041449226438999176}, {"date": "2022-01-25", "predicted_sales": 0.04032265394926071}, {"date": "2022-01-26", "predicted_sales": 0.040290266275405884}, {"date": "2022-01-27", "predicted_sales": 0.040351711213588715}, {"date": "2022-01-28", "predicted_sales": 0.040530726313591}, {"date": "2022-01-29", "predicted_sales": 0.04084586352109909}, {"date": "2022-01-30", "predicted_sales": 0.04107217490673065}, {"date": "2022-01-31", "predicted_sales": 0.041449226438999176}, {"date": "2022-02-01", "predicted_sales": 0.04032265394926071}, {"date": "2022-02-02", "predicted_sales": 0.04118777811527252}, {"date": "2022-02-03", "predicted_sales": 0.04131495952606201}, {"date": "2022-02-04", "predicted_sales": 0.04149721562862396}, {"date": "2022-02-05", "predicted_sales": 0.04177442193031311}, {"date": "2022-02-06", "predicted_sales": 0.04176463186740875}, {"date": "2022-02-07", "predicted_sales": 0.042176082730293274}, {"date": "2022-02-08", "predicted_sales": 0.04121290147304535}, {"date": "2022-02-09", "predicted_sales": 0.04118822515010834}], "prediction_data": [{"date": "2022-01-01", "predicted_sales": 0.05224098265171051}, {"date": "2022-01-02", "predicted_sales": 0.04107563942670822}, {"date": "2022-01-03", "predicted_sales": 0.04144924879074097}, {"date": "2022-01-04", "predicted_sales": 0.04032263159751892}, {"date": "2022-01-05", "predicted_sales": 0.040290266275405884}, {"date": "2022-01-06", "predicted_sales": 0.040351711213588715}, {"date": "2022-01-07", "predicted_sales": 0.040530726313591}, {"date": "2022-01-08", "predicted_sales": 0.04084586352109909}, {"date": "2022-01-09", "predicted_sales": 0.04107217490673065}, {"date": "2022-01-10", "predicted_sales": 0.041449226438999176}, {"date": "2022-01-11", "predicted_sales": 0.04032265394926071}, {"date": "2022-01-12", "predicted_sales": 0.040290266275405884}, {"date": "2022-01-13", "predicted_sales": 0.040351711213588715}, {"date": "2022-01-14", "predicted_sales": 0.040530726313591}, {"date": "2022-01-15", "predicted_sales": 0.04084586352109909}, {"date": "2022-01-16", "predicted_sales": 0.04107217490673065}, {"date": "2022-01-17", "predicted_sales": 0.041449226438999176}, {"date": "2022-01-18", "predicted_sales": 0.04032265394926071}, {"date": "2022-01-19", "predicted_sales": 0.040290266275405884}, {"date": "2022-01-20", "predicted_sales": 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\ No newline at end of file
diff --git a/saved_predictions/prediction_0b270059-cc62-4512-910a-e42554a14705.json b/saved_predictions/prediction_05ab6c07-6e7c-4a2d-9340-680a873a9f99.json
similarity index 98%
rename from saved_predictions/prediction_0b270059-cc62-4512-910a-e42554a14705.json
rename to saved_predictions/prediction_05ab6c07-6e7c-4a2d-9340-680a873a9f99.json
index cd0a043..3fc683b 100644
--- a/saved_predictions/prediction_0b270059-cc62-4512-910a-e42554a14705.json
+++ b/saved_predictions/prediction_05ab6c07-6e7c-4a2d-9340-680a873a9f99.json
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_06bbc70f-a0ab-4606-bc76-b5faab9c34fd.json b/saved_predictions/prediction_06bbc70f-a0ab-4606-bc76-b5faab9c34fd.json
new file mode 100644
index 0000000..da518d4
--- /dev/null
+++ b/saved_predictions/prediction_06bbc70f-a0ab-4606-bc76-b5faab9c34fd.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_0967af52-e15c-4793-8c65-601c8540b847.json b/saved_predictions/prediction_0967af52-e15c-4793-8c65-601c8540b847.json
new file mode 100644
index 0000000..f024ecb
--- /dev/null
+++ b/saved_predictions/prediction_0967af52-e15c-4793-8c65-601c8540b847.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 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\ No newline at end of file
diff --git a/saved_predictions/prediction_09e7501c-9ee4-4351-b5a8-972306aed30c.json b/saved_predictions/prediction_09e7501c-9ee4-4351-b5a8-972306aed30c.json
new file mode 100644
index 0000000..81f812d
--- /dev/null
+++ b/saved_predictions/prediction_09e7501c-9ee4-4351-b5a8-972306aed30c.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "全局聚合 (所有药品)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 3.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.008823529411764}, {"date": "2025-04-30", 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\ No newline at end of file
diff --git a/saved_predictions/prediction_0d18b861-3d92-4459-a249-366874171050.json b/saved_predictions/prediction_0d18b861-3d92-4459-a249-366874171050.json
deleted file mode 100644
index 9aac546..0000000
--- a/saved_predictions/prediction_0d18b861-3d92-4459-a249-366874171050.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_0e3be59f-ad7e-490d-84ec-e81658dcf952.json b/saved_predictions/prediction_0e3be59f-ad7e-490d-84ec-e81658dcf952.json
new file mode 100644
index 0000000..77bf15a
--- /dev/null
+++ b/saved_predictions/prediction_0e3be59f-ad7e-490d-84ec-e81658dcf952.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "transformer", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.8425170183181763}, {"date": "2025-05-30", "predicted_sales": 1.8479859828948975}, {"date": "2025-05-31", "predicted_sales": 1.8500258922576904}, {"date": "2025-06-01", "predicted_sales": 1.8458434343338013}, {"date": "2025-06-02", "predicted_sales": 1.8742748498916626}, {"date": "2025-06-03", "predicted_sales": 1.8699368238449097}, {"date": "2025-06-04", "predicted_sales": 1.8809840679168701}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.8425170183181763}, {"date": "2025-05-30", "predicted_sales": 1.8479859828948975}, {"date": "2025-05-31", "predicted_sales": 1.8500258922576904}, {"date": "2025-06-01", "predicted_sales": 1.8458434343338013}, {"date": "2025-06-02", "predicted_sales": 1.8742748498916626}, {"date": "2025-06-03", "predicted_sales": 1.8699368238449097}, {"date": "2025-06-04", "predicted_sales": 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{"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_11df1bc9-6c96-471a-b698-526a74034200.json b/saved_predictions/prediction_11df1bc9-6c96-471a-b698-526a74034200.json
new file mode 100644
index 0000000..06cc9f5
--- /dev/null
+++ b/saved_predictions/prediction_11df1bc9-6c96-471a-b698-526a74034200.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "xgboost", "predictions": [{"date": "2025-07-26", "predicted_sales": 1.4363230466842651}, {"date": "2025-07-27", "predicted_sales": 1.4389876127243042}, {"date": "2025-07-28", "predicted_sales": 1.3939130306243896}, {"date": "2025-07-29", "predicted_sales": 1.5208660364151}, {"date": "2025-07-30", "predicted_sales": 1.4566296339035034}, {"date": "2025-07-31", "predicted_sales": 1.43131422996521}, {"date": "2025-08-01", "predicted_sales": 1.4361907243728638}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 1.4363230466842651}, {"date": "2025-07-27", "predicted_sales": 1.4389876127243042}, {"date": "2025-07-28", "predicted_sales": 1.3939130306243896}, {"date": "2025-07-29", "predicted_sales": 1.5208660364151}, {"date": "2025-07-30", "predicted_sales": 1.4566296339035034}, {"date": "2025-07-31", "predicted_sales": 1.43131422996521}, {"date": "2025-08-01", "predicted_sales": 1.4361907243728638}], "history_data": [{"date": "2025-04-19", "sales": 4.0, "weekday": 5, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-04-20", "sales": 3.0, "weekday": 6, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-04-21", "sales": 2.0, "weekday": 0, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 23.2}, {"date": "2025-04-22", "sales": 0.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.0}, {"date": "2025-04-23", "sales": 2.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.6}, {"date": "2025-04-24", "sales": 1.0, "weekday": 3, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.399999999999999}, {"date": "2025-04-25", "sales": 3.0, "weekday": 4, "month": 4, "is_holiday": false, 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"is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-03", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.0}, {"date": "2025-05-04", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-05", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-06", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 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\ No newline at end of file
diff --git a/saved_predictions/prediction_14b90489-1d18-4477-bdcd-b063cb5c499b.json b/saved_predictions/prediction_14b90489-1d18-4477-bdcd-b063cb5c499b.json
new file mode 100644
index 0000000..68251e1
--- /dev/null
+++ b/saved_predictions/prediction_14b90489-1d18-4477-bdcd-b063cb5c499b.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-23", "sales": 2.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 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\ No newline at end of file
diff --git a/saved_predictions/prediction_1d2673df-19e7-483a-94d4-b1b6b7fff20d.json b/saved_predictions/prediction_1d2673df-19e7-483a-94d4-b1b6b7fff20d.json
new file mode 100644
index 0000000..2f7a192
--- /dev/null
+++ b/saved_predictions/prediction_1d2673df-19e7-483a-94d4-b1b6b7fff20d.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_217020f6-ff22-4a94-b8ce-54efebef15e5.json b/saved_predictions/prediction_217020f6-ff22-4a94-b8ce-54efebef15e5.json
new file mode 100644
index 0000000..266d15c
--- /dev/null
+++ b/saved_predictions/prediction_217020f6-ff22-4a94-b8ce-54efebef15e5.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_22d84677-37f5-4200-b413-524f4240be56.json b/saved_predictions/prediction_22d84677-37f5-4200-b413-524f4240be56.json
new file mode 100644
index 0000000..f024ecb
--- /dev/null
+++ b/saved_predictions/prediction_22d84677-37f5-4200-b413-524f4240be56.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.1}, {"date": "2025-04-30", "sales": 0.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.4}, {"date": "2025-05-01", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.5}, {"date": "2025-05-02", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-03", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.0}, {"date": "2025-05-04", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-05", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-06", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-10", "sales": 0.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.4}, {"date": "2025-05-11", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-12", "sales": 3.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_269b5876-7526-4d00-bb53-60ee079afe92.json b/saved_predictions/prediction_269b5876-7526-4d00-bb53-60ee079afe92.json
new file mode 100644
index 0000000..f024ecb
--- /dev/null
+++ b/saved_predictions/prediction_269b5876-7526-4d00-bb53-60ee079afe92.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 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"temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-10", "sales": 0.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.4}, {"date": "2025-05-11", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-12", "sales": 3.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_27432df9-1852-41aa-a43c-f49e9c5851f3.json b/saved_predictions/prediction_27432df9-1852-41aa-a43c-f49e9c5851f3.json
new file mode 100644
index 0000000..e48713c
--- /dev/null
+++ b/saved_predictions/prediction_27432df9-1852-41aa-a43c-f49e9c5851f3.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "xgboost", "predictions": [{"date": "2025-07-26", "predicted_sales": 1.4363230466842651}, {"date": "2025-07-27", "predicted_sales": 1.4389876127243042}, {"date": "2025-07-28", "predicted_sales": 1.3939130306243896}, {"date": "2025-07-29", "predicted_sales": 1.5208660364151}, {"date": "2025-07-30", "predicted_sales": 1.4566296339035034}, {"date": "2025-07-31", "predicted_sales": 1.43131422996521}, {"date": "2025-08-01", "predicted_sales": 1.4361907243728638}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 1.4363230466842651}, {"date": "2025-07-27", "predicted_sales": 1.4389876127243042}, {"date": "2025-07-28", "predicted_sales": 1.3939130306243896}, {"date": "2025-07-29", "predicted_sales": 1.5208660364151}, {"date": "2025-07-30", "predicted_sales": 1.4566296339035034}, {"date": "2025-07-31", "predicted_sales": 1.43131422996521}, {"date": "2025-08-01", "predicted_sales": 1.4361907243728638}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.1}, {"date": "2025-04-30", "sales": 0.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.4}, {"date": "2025-05-01", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.5}, {"date": "2025-05-02", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-03", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.0}, {"date": "2025-05-04", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-05", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, 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\ No newline at end of file
diff --git a/saved_predictions/prediction_29aac5e6-1b0f-4a2a-91d2-3eac4503c8e2.json b/saved_predictions/prediction_29aac5e6-1b0f-4a2a-91d2-3eac4503c8e2.json
new file mode 100644
index 0000000..41148ba
--- /dev/null
+++ b/saved_predictions/prediction_29aac5e6-1b0f-4a2a-91d2-3eac4503c8e2.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_2c270b87-cc30-4944-9efb-e78cae99af04.json b/saved_predictions/prediction_2c270b87-cc30-4944-9efb-e78cae99af04.json
new file mode 100644
index 0000000..225ff23
--- /dev/null
+++ b/saved_predictions/prediction_2c270b87-cc30-4944-9efb-e78cae99af04.json
@@ -0,0 +1 @@
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"poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": 0.01256424986890384, "trend_type": "平稳", "r_squared": 0.379441207552355, "p_value": 0.1407941343594892, "volatility": 0.5225040912628174, "volatility_level": "高"}, "statistics": {"mean": 0.07807367295026779, "median": 0.07149868458509445, "min": 0.01840788871049881, "max": 0.14494162797927856, "std": 0.04079381376504898, "q1": 0.05095291510224342, "q3": 0.10488080978393555}, "day_over_day": [-78.86146545410156, 198.6934356689453, 30.037439346313477, -34.37267303466797, 208.89463806152344, -15.359390258789062], "influencing_factors": {"product_id": "11020059", "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11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.08个单位，最高日销量为0.14个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_2d4b3265-599b-4056-a515-fef563822f70.json b/saved_predictions/prediction_2d4b3265-599b-4056-a515-fef563822f70.json
new file mode 100644
index 0000000..db45084
--- /dev/null
+++ b/saved_predictions/prediction_2d4b3265-599b-4056-a515-fef563822f70.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "kan", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.2918514013290405}, {"date": "2025-05-30", "predicted_sales": 1.2950164079666138}, {"date": "2025-05-31", "predicted_sales": 1.3018046617507935}, {"date": "2025-06-01", "predicted_sales": 1.335819125175476}, {"date": "2025-06-02", "predicted_sales": 1.3471426963806152}, {"date": "2025-06-03", "predicted_sales": 1.283681869506836}, {"date": "2025-06-04", "predicted_sales": 1.2876296043395996}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.2918514013290405}, {"date": "2025-05-30", "predicted_sales": 1.2950164079666138}, {"date": "2025-05-31", "predicted_sales": 1.3018046617507935}, {"date": "2025-06-01", "predicted_sales": 1.335819125175476}, {"date": "2025-06-02", "predicted_sales": 1.3471426963806152}, {"date": "2025-06-03", "predicted_sales": 1.283681869506836}, {"date": "2025-06-04", "predicted_sales": 1.2876296043395996}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.1}, {"date": "2025-04-30", "sales": 0.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.4}, {"date": "2025-05-01", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.5}, {"date": "2025-05-02", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-03", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.0}, {"date": "2025-05-04", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-05", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-06", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-10", "sales": 0.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.4}, {"date": "2025-05-11", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-12", "sales": 3.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_2e57a0ae-d09f-4c55-9e8d-9f07c3ab2987.json b/saved_predictions/prediction_2e57a0ae-d09f-4c55-9e8d-9f07c3ab2987.json
deleted file mode 100644
index dfc0d52..0000000
--- a/saved_predictions/prediction_2e57a0ae-d09f-4c55-9e8d-9f07c3ab2987.json
+++ /dev/null
@@ -1 +0,0 @@
-{"product_id": "12018307", "product_name": "Product 12018307", "model_type": "transformer", "predictions": [{"date": "2022-01-01", "predicted_sales": 0.0}, {"date": "2022-01-02", "predicted_sales": 0.0}, {"date": "2022-01-03", "predicted_sales": 0.0}, {"date": "2022-01-04", "predicted_sales": 0.0}, {"date": "2022-01-05", "predicted_sales": 0.0}, {"date": "2022-01-06", "predicted_sales": 0.0}, {"date": "2022-01-07", "predicted_sales": 0.0}], "prediction_data": [{"date": "2022-01-01", "predicted_sales": 0.0}, {"date": "2022-01-02", "predicted_sales": 0.0}, {"date": "2022-01-03", "predicted_sales": 0.0}, {"date": "2022-01-04", "predicted_sales": 0.0}, {"date": "2022-01-05", "predicted_sales": 0.0}, {"date": "2022-01-06", "predicted_sales": 0.0}, {"date": "2022-01-07", "predicted_sales": 0.0}], "history_data": [{"store_id": "01010108", "product_id": "12018307", "date": "2021-12-02", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 0.8, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 0.8, "sales_quantity_rolling_sum_7d": 4.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 4.0, "sales_quantity_rolling_mean_15d": 0.83, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 0.83, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.33, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.33, "sales_quantity_rolling_sum_30d": 12.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 12.0, "sales_quantity_rolling_mean_90d": 1.18, "return_quantity_rolling_mean_90d": 0.0, "net_sales_quantity_rolling_mean_90d": 1.18, "sales_quantity_rolling_sum_90d": 39.0, "return_quantity_rolling_sum_90d": 0.0, "net_sales_quantity_rolling_sum_90d": 39.0, "is_weekend": false, "weekday": 3, "day_of_month": 2, "day_of_year": 336, "week_of_month": 1, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-03", "last_sale_date": "2025-05-22", "lifecycle_days": 2331, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": 3.0, "零售中类代码_encoded": 8.0, "零售小类代码_encoded": 70.0, "商品ABC分类_encoded": 2.0, "商品手册代码_encoded": 20.0, "产地_encoded": 4.0, "brand_encoded": 1802.0, "approval_type_encoded": 0.0, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 11.0, "temperature_2m_min": 2.4, "temperature": 6.4, "is_promotion": 0}, {"store_id": "01010108", "product_id": "12018307", "date": "2021-12-03", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 0.75, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 0.75, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 0.83, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 0.83, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.38, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.38, "sales_quantity_rolling_sum_30d": 11.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 11.0, "sales_quantity_rolling_mean_90d": 1.18, "return_quantity_rolling_mean_90d": 0.0, "net_sales_quantity_rolling_mean_90d": 1.18, "sales_quantity_rolling_sum_90d": 39.0, "return_quantity_rolling_sum_90d": 0.0, "net_sales_quantity_rolling_sum_90d": 39.0, "is_weekend": false, "weekday": 4, "day_of_month": 3, "day_of_year": 337, "week_of_month": 1, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-03", "last_sale_date": "2025-05-22", "lifecycle_days": 2331, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": 3.0, "零售中类代码_encoded": 8.0, "零售小类代码_encoded": 70.0, "商品ABC分类_encoded": 2.0, "商品手册代码_encoded": 20.0, "产地_encoded": 4.0, "brand_encoded": 1802.0, "approval_type_encoded": 0.0, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 9.9, "temperature_2m_min": 4.9, "temperature": 7.4, "is_promotion": 0}, {"store_id": "01010108", "product_id": "12018307", "date": "2021-12-04", "sales_quantity": 2.0, "return_quantity": 0.0, "sales": 2.0, "gross_profit_total": 2.04, "transaction_count": 2, "sales_quantity_rolling_mean_7d": 0.75, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 0.75, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 0.83, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 0.83, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.38, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.38, "sales_quantity_rolling_sum_30d": 11.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 11.0, "sales_quantity_rolling_mean_90d": 1.19, "return_quantity_rolling_mean_90d": 0.0, "net_sales_quantity_rolling_mean_90d": 1.19, "sales_quantity_rolling_sum_90d": 38.0, "return_quantity_rolling_sum_90d": 0.0, "net_sales_quantity_rolling_sum_90d": 38.0, "is_weekend": true, "weekday": 5, "day_of_month": 4, "day_of_year": 338, "week_of_month": 1, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-03", "last_sale_date": "2025-05-22", "lifecycle_days": 2331, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": 3.0, "零售中类代码_encoded": 8.0, "零售小类代码_encoded": 70.0, "商品ABC分类_encoded": 2.0, "商品手册代码_encoded": 20.0, "产地_encoded": 4.0, "brand_encoded": 1802.0, "approval_type_encoded": 0.0, 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\ No newline at end of file
diff --git a/saved_predictions/prediction_2e93c8eb-ecdb-4400-8433-6863fcbd86dd.json b/saved_predictions/prediction_2e93c8eb-ecdb-4400-8433-6863fcbd86dd.json
new file mode 100644
index 0000000..41148ba
--- /dev/null
+++ b/saved_predictions/prediction_2e93c8eb-ecdb-4400-8433-6863fcbd86dd.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_2ffa15a6-e0a3-4711-bdab-6ab1d747983f.json b/saved_predictions/prediction_2ffa15a6-e0a3-4711-bdab-6ab1d747983f.json
new file mode 100644
index 0000000..3ab8732
--- /dev/null
+++ b/saved_predictions/prediction_2ffa15a6-e0a3-4711-bdab-6ab1d747983f.json
@@ -0,0 +1 @@
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31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": 0.01256424986890384, "trend_type": "平稳", "r_squared": 0.379441207552355, "p_value": 0.1407941343594892, "volatility": 0.5225040912628174, "volatility_level": "高"}, "statistics": {"mean": 0.07807367295026779, "median": 0.07149868458509445, "min": 0.01840788871049881, "max": 0.14494162797927856, "std": 0.04079381376504898, "q1": 0.05095291510224342, "q3": 0.10488080978393555}, "day_over_day": [-78.86146545410156, 198.6934356689453, 30.037439346313477, -34.37267303466797, 208.89463806152344, -15.359390258789062], "influencing_factors": {"product_id": "11020059", "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11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.08个单位，最高日销量为0.14个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_349d6f74-68ed-4d6c-89ca-3ad0e57c68c2.json b/saved_predictions/prediction_349d6f74-68ed-4d6c-89ca-3ad0e57c68c2.json
new file mode 100644
index 0000000..f6f8ed4
--- /dev/null
+++ b/saved_predictions/prediction_349d6f74-68ed-4d6c-89ca-3ad0e57c68c2.json
@@ -0,0 +1 @@
+{"product_id": "11020059", "product_name": "Product 11020059", "model_type": "tcn", "predictions": [{"date": "2022-01-01", "predicted_sales": 0.2753969728946686}, {"date": "2022-01-02", "predicted_sales": 0.11470969021320343}, {"date": "2022-01-03", "predicted_sales": 0.13205347955226898}, {"date": "2022-01-04", "predicted_sales": 0.15956580638885498}, {"date": "2022-01-05", "predicted_sales": 0.1634170413017273}, {"date": "2022-01-06", "predicted_sales": 0.2438911497592926}, {"date": "2022-01-07", "predicted_sales": 0.2631840705871582}], "prediction_data": [{"date": "2022-01-01", "predicted_sales": 0.2753969728946686}, {"date": "2022-01-02", "predicted_sales": 0.11470969021320343}, {"date": "2022-01-03", "predicted_sales": 0.13205347955226898}, {"date": "2022-01-04", "predicted_sales": 0.15956580638885498}, {"date": "2022-01-05", "predicted_sales": 0.1634170413017273}, {"date": "2022-01-06", "predicted_sales": 0.2438911497592926}, {"date": "2022-01-07", "predicted_sales": 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\ No newline at end of file
diff --git a/saved_predictions/prediction_4d178001-5cf6-4195-bff6-8bde4a250b2f.json b/saved_predictions/prediction_4d178001-5cf6-4195-bff6-8bde4a250b2f.json
new file mode 100644
index 0000000..e48713c
--- /dev/null
+++ b/saved_predictions/prediction_4d178001-5cf6-4195-bff6-8bde4a250b2f.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "xgboost", "predictions": [{"date": "2025-07-26", "predicted_sales": 1.4363230466842651}, {"date": "2025-07-27", "predicted_sales": 1.4389876127243042}, {"date": "2025-07-28", "predicted_sales": 1.3939130306243896}, {"date": "2025-07-29", "predicted_sales": 1.5208660364151}, {"date": "2025-07-30", "predicted_sales": 1.4566296339035034}, {"date": "2025-07-31", "predicted_sales": 1.43131422996521}, {"date": "2025-08-01", "predicted_sales": 1.4361907243728638}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 1.4363230466842651}, {"date": "2025-07-27", "predicted_sales": 1.4389876127243042}, {"date": "2025-07-28", "predicted_sales": 1.3939130306243896}, {"date": "2025-07-29", "predicted_sales": 1.5208660364151}, {"date": "2025-07-30", "predicted_sales": 1.4566296339035034}, {"date": "2025-07-31", "predicted_sales": 1.43131422996521}, {"date": "2025-08-01", "predicted_sales": 1.4361907243728638}], 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"is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, 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\ No newline at end of file
diff --git a/saved_predictions/prediction_4d8bd747-d3b7-4ebd-bd1a-066b8023cf66.json b/saved_predictions/prediction_4d8bd747-d3b7-4ebd-bd1a-066b8023cf66.json
deleted file mode 100644
index 396712a..0000000
--- a/saved_predictions/prediction_4d8bd747-d3b7-4ebd-bd1a-066b8023cf66.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_54febc41-22a3-4860-9178-3b3899f40247.json b/saved_predictions/prediction_54febc41-22a3-4860-9178-3b3899f40247.json
new file mode 100644
index 0000000..658ab79
--- /dev/null
+++ b/saved_predictions/prediction_54febc41-22a3-4860-9178-3b3899f40247.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_58138996-4107-477b-b202-05c4a74494fb.json b/saved_predictions/prediction_58138996-4107-477b-b202-05c4a74494fb.json
new file mode 100644
index 0000000..9655795
--- /dev/null
+++ b/saved_predictions/prediction_58138996-4107-477b-b202-05c4a74494fb.json
@@ -0,0 +1 @@
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"return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.0, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.0, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 4, "day_of_month": 31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": 0.01256424986890384, "trend_type": "平稳", "r_squared": 0.379441207552355, "p_value": 0.1407941343594892, "volatility": 0.5225040912628174, "volatility_level": "高"}, "statistics": {"mean": 0.07807367295026779, "median": 0.07149868458509445, "min": 0.01840788871049881, "max": 0.14494162797927856, "std": 0.04079381376504898, "q1": 0.05095291510224342, "q3": 0.10488080978393555}, "day_over_day": [-78.86146545410156, 198.6934356689453, 30.037439346313477, -34.37267303466797, 208.89463806152344, -15.359390258789062], "influencing_factors": {"product_id": "11020059", "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11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.08个单位，最高日销量为0.14个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_5d64ea53-dd30-4935-9206-9481e0d4bd03.json b/saved_predictions/prediction_5d64ea53-dd30-4935-9206-9481e0d4bd03.json
new file mode 100644
index 0000000..81f812d
--- /dev/null
+++ b/saved_predictions/prediction_5d64ea53-dd30-4935-9206-9481e0d4bd03.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "全局聚合 (所有药品)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 3.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.008823529411764}, {"date": "2025-04-30", "sales": -2398.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.96029411764706}, {"date": "2025-05-01", "sales": 4.0, "weekday": 3, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.322950819672133}, {"date": "2025-05-02", "sales": 5.0, "weekday": 4, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.496721311475408}, {"date": "2025-05-03", "sales": 11.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.936666666666667}, {"date": "2025-05-04", "sales": 10.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.11052631578947}, {"date": "2025-05-05", "sales": 6.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.698214285714283}, {"date": "2025-05-06", "sales": 17.0, "weekday": 1, "month": 5, 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"is_promotion": 0, "temperature": 19.52444444444444}, {"date": "2025-05-13", "sales": 168.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.045454545454547}, {"date": "2025-05-14", "sales": 7.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.89512195121951}, {"date": "2025-05-15", "sales": 10.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.3525}, {"date": "2025-05-16", "sales": 7.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.175675675675677}, {"date": "2025-05-17", "sales": 4.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 20.514705882352942}, {"date": "2025-05-18", "sales": 5.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 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"sales": 8.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 15.183333333333335}, {"date": "2025-05-26", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.616666666666664}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 3.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.7}], "analysis": null}
\ No newline at end of file
diff --git a/saved_predictions/prediction_5ffa9e00-ca1a-423b-89b2-b265e39d06b3.json b/saved_predictions/prediction_5ffa9e00-ca1a-423b-89b2-b265e39d06b3.json
new file mode 100644
index 0000000..992f268
--- /dev/null
+++ b/saved_predictions/prediction_5ffa9e00-ca1a-423b-89b2-b265e39d06b3.json
@@ -0,0 +1 @@
+{"product_id": "11020059", "product_name": "Product 11020059", "model_type": "tcn", "predictions": [{"date": "2022-01-01", "predicted_sales": 0.2753969728946686}, {"date": "2022-01-02", "predicted_sales": 0.11470969021320343}, {"date": "2022-01-03", "predicted_sales": 0.13205347955226898}, {"date": "2022-01-04", "predicted_sales": 0.15956580638885498}, {"date": "2022-01-05", "predicted_sales": 0.1634170413017273}, {"date": "2022-01-06", "predicted_sales": 0.2438911497592926}, {"date": "2022-01-07", "predicted_sales": 0.2631840705871582}, {"date": "2022-01-08", "predicted_sales": 0.21079100668430328}, {"date": "2022-01-09", "predicted_sales": 0.1272052526473999}, {"date": "2022-01-10", "predicted_sales": 0.11031797528266907}, {"date": "2022-01-11", "predicted_sales": 0.12503358721733093}, {"date": "2022-01-12", "predicted_sales": 0.18376275897026062}, {"date": "2022-01-13", "predicted_sales": 0.2275746762752533}, {"date": "2022-01-14", "predicted_sales": 0.23402179777622223}, {"date": "2022-01-15", "predicted_sales": 0.22899922728538513}, {"date": "2022-01-16", "predicted_sales": 0.14285317063331604}, {"date": "2022-01-17", "predicted_sales": 0.11126618087291718}, {"date": "2022-01-18", "predicted_sales": 0.1276262402534485}, {"date": "2022-01-19", "predicted_sales": 0.18343165516853333}, {"date": "2022-01-20", "predicted_sales": 0.209133580327034}, {"date": "2022-01-21", "predicted_sales": 0.23268824815750122}, {"date": "2022-01-22", "predicted_sales": 0.2349555641412735}, {"date": "2022-01-23", "predicted_sales": 0.14741972088813782}, {"date": "2022-01-24", "predicted_sales": 0.11235162615776062}, {"date": "2022-01-25", "predicted_sales": 0.12731915712356567}, {"date": "2022-01-26", "predicted_sales": 0.1801455020904541}, {"date": "2022-01-27", "predicted_sales": 0.20854568481445312}, {"date": "2022-01-28", "predicted_sales": 0.23221680521965027}, {"date": "2022-01-29", "predicted_sales": 0.23538252711296082}, {"date": "2022-01-30", "predicted_sales": 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{"date": "2022-01-06", "predicted_sales": 0.2438911497592926}, {"date": "2022-01-07", "predicted_sales": 0.2631840705871582}, {"date": "2022-01-08", "predicted_sales": 0.21079100668430328}, {"date": "2022-01-09", "predicted_sales": 0.1272052526473999}, {"date": "2022-01-10", "predicted_sales": 0.11031797528266907}, {"date": "2022-01-11", "predicted_sales": 0.12503358721733093}, {"date": "2022-01-12", "predicted_sales": 0.18376275897026062}, {"date": "2022-01-13", "predicted_sales": 0.2275746762752533}, {"date": "2022-01-14", "predicted_sales": 0.23402179777622223}, {"date": "2022-01-15", "predicted_sales": 0.22899922728538513}, {"date": "2022-01-16", "predicted_sales": 0.14285317063331604}, {"date": "2022-01-17", "predicted_sales": 0.11126618087291718}, {"date": "2022-01-18", "predicted_sales": 0.1276262402534485}, {"date": "2022-01-19", "predicted_sales": 0.18343165516853333}, {"date": "2022-01-20", "predicted_sales": 0.209133580327034}, {"date": "2022-01-21", "predicted_sales": 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\ No newline at end of file
diff --git a/saved_predictions/prediction_628f25d4-6920-402a-815d-157a97a5b6f7.json b/saved_predictions/prediction_628f25d4-6920-402a-815d-157a97a5b6f7.json
new file mode 100644
index 0000000..658ab79
--- /dev/null
+++ b/saved_predictions/prediction_628f25d4-6920-402a-815d-157a97a5b6f7.json
@@ -0,0 +1 @@
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"predicted_sales": 1.1071243286132812}, {"date": "2025-06-27", "predicted_sales": 1.1169682741165161}, {"date": "2025-06-28", "predicted_sales": 1.1282143592834473}, {"date": "2025-06-29", "predicted_sales": 1.132011890411377}, {"date": "2025-06-30", "predicted_sales": 1.1422405242919922}], "history_data": [{"date": "2025-04-25", "sales": 3.0, "weekday": 4, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.0}, {"date": "2025-04-26", "sales": 2.0, "weekday": 5, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.7}, {"date": "2025-04-27", "sales": 4.0, "weekday": 6, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-04-28", "sales": 2.0, "weekday": 0, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.3}, {"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, 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"is_weekend": false, "is_promotion": 0, "temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-10", "sales": 0.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.4}, {"date": "2025-05-11", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-12", "sales": 3.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_66b2f258-bd18-4274-8116-29c79e777524.json b/saved_predictions/prediction_66b2f258-bd18-4274-8116-29c79e777524.json
deleted file mode 100644
index 396712a..0000000
--- a/saved_predictions/prediction_66b2f258-bd18-4274-8116-29c79e777524.json
+++ /dev/null
@@ -1 +0,0 @@
-{"product_id": "11020059", "product_name": "Product 11020059", "model_type": "kan", "predictions": [{"date": "2022-01-01", "predicted_sales": 0.12464457750320435}, {"date": "2022-01-02", "predicted_sales": 0.11735431849956512}, {"date": "2022-01-03", "predicted_sales": 0.11733274161815643}, {"date": "2022-01-04", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-05", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-06", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-07", "predicted_sales": 0.11738376319408417}], "prediction_data": [{"date": "2022-01-01", "predicted_sales": 0.12464457750320435}, {"date": "2022-01-02", "predicted_sales": 0.11735431849956512}, {"date": "2022-01-03", "predicted_sales": 0.11733274161815643}, {"date": "2022-01-04", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-05", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-06", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-07", "predicted_sales": 0.11738376319408417}], "history_data": [{"store_id": "01010108", "product_id": "11020059", "date": "2021-12-02", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 0.5, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 0.5, "sales_quantity_rolling_sum_7d": 1.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 1.0, "sales_quantity_rolling_mean_15d": 0.5, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 0.5, "sales_quantity_rolling_sum_15d": 1.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 1.0, "sales_quantity_rolling_mean_30d": 0.71, "return_quantity_rolling_mean_30d": -0.14, "net_sales_quantity_rolling_mean_30d": 0.57, "sales_quantity_rolling_sum_30d": 5.0, "return_quantity_rolling_sum_30d": -1.0, "net_sales_quantity_rolling_sum_30d": 4.0, "sales_quantity_rolling_mean_90d": 0.77, "return_quantity_rolling_mean_90d": -0.09, "net_sales_quantity_rolling_mean_90d": 0.68, "sales_quantity_rolling_sum_90d": 17.0, "return_quantity_rolling_sum_90d": -2.0, "net_sales_quantity_rolling_sum_90d": 15.0, "is_weekend": false, "weekday": 3, "day_of_month": 2, "day_of_year": 336, "week_of_month": 1, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": 
\ No newline at end of file
diff --git a/saved_predictions/prediction_6bdb2673-3093-4a64-9930-bebddd30dbeb.json b/saved_predictions/prediction_6bdb2673-3093-4a64-9930-bebddd30dbeb.json
new file mode 100644
index 0000000..24d36e3
--- /dev/null
+++ b/saved_predictions/prediction_6bdb2673-3093-4a64-9930-bebddd30dbeb.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "全局聚合 (所有药品)", "model_type": "mlstm", "predictions": [{"date": "2025-05-29", "predicted_sales": 329414.6875}, {"date": "2025-05-30", "predicted_sales": 329418.625}, {"date": "2025-05-31", "predicted_sales": 329419.0625}, {"date": "2025-06-01", "predicted_sales": 329399.84375}, {"date": "2025-06-02", "predicted_sales": 329349.65625}, {"date": "2025-06-03", "predicted_sales": 329409.34375}, {"date": "2025-06-04", "predicted_sales": 329421.75}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 329414.6875}, {"date": "2025-05-30", "predicted_sales": 329418.625}, {"date": "2025-05-31", "predicted_sales": 329419.0625}, {"date": "2025-06-01", "predicted_sales": 329399.84375}, {"date": "2025-06-02", "predicted_sales": 329349.65625}, {"date": "2025-06-03", "predicted_sales": 329409.34375}, {"date": "2025-06-04", "predicted_sales": 329421.75}], "history_data": [{"date": "2025-04-29", "sales": 3.0, "weekday": 1, "month": 4, "is_holiday": false, 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"2025-05-12", "sales": 6.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.52444444444444}, {"date": "2025-05-13", "sales": 168.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.045454545454547}, {"date": "2025-05-14", "sales": 7.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.89512195121951}, {"date": "2025-05-15", "sales": 10.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.3525}, {"date": "2025-05-16", "sales": 7.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.175675675675677}, {"date": "2025-05-17", "sales": 4.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 20.514705882352942}, {"date": "2025-05-18", "sales": 5.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 20.029411764705884}, {"date": "2025-05-19", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.66774193548387}, {"date": "2025-05-20", "sales": -791.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 23.246666666666666}, {"date": "2025-05-21", "sales": 5.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 23.88}, {"date": "2025-05-22", "sales": -588.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 23.13333333333333}, {"date": "2025-05-23", "sales": -1194.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.221052631578946}, {"date": "2025-05-24", "sales": 9.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 18.253333333333334}, {"date": "2025-05-25", "sales": 8.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 15.183333333333335}, {"date": "2025-05-26", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.616666666666664}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 3.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.7}], "analysis": null}
\ No newline at end of file
diff --git a/saved_predictions/prediction_75863964-89ef-4540-811f-ce0a2cf43aba.json b/saved_predictions/prediction_75863964-89ef-4540-811f-ce0a2cf43aba.json
deleted file mode 100644
index dfc0d52..0000000
--- a/saved_predictions/prediction_75863964-89ef-4540-811f-ce0a2cf43aba.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_797971f5-1876-4204-a26c-1ffe85829d13.json b/saved_predictions/prediction_797971f5-1876-4204-a26c-1ffe85829d13.json
new file mode 100644
index 0000000..d786028
--- /dev/null
+++ b/saved_predictions/prediction_797971f5-1876-4204-a26c-1ffe85829d13.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "kan", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.1166951656341553}, {"date": "2025-05-30", "predicted_sales": 1.1185954809188843}, {"date": "2025-05-31", "predicted_sales": 1.1301106214523315}, {"date": "2025-06-01", "predicted_sales": 1.1351912021636963}, {"date": "2025-06-02", "predicted_sales": 1.1422696113586426}, {"date": "2025-06-03", "predicted_sales": 1.0933778285980225}, {"date": "2025-06-04", "predicted_sales": 1.099449872970581}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.1166951656341553}, {"date": "2025-05-30", "predicted_sales": 1.1185954809188843}, {"date": "2025-05-31", "predicted_sales": 1.1301106214523315}, {"date": "2025-06-01", "predicted_sales": 1.1351912021636963}, {"date": "2025-06-02", "predicted_sales": 1.1422696113586426}, {"date": "2025-06-03", "predicted_sales": 1.0933778285980225}, {"date": "2025-06-04", "predicted_sales": 1.099449872970581}], 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\ No newline at end of file
diff --git a/saved_predictions/prediction_79e8f86f-4760-447e-9aab-37dc823b3b65.json b/saved_predictions/prediction_79e8f86f-4760-447e-9aab-37dc823b3b65.json
deleted file mode 100644
index b61d4e5..0000000
--- a/saved_predictions/prediction_79e8f86f-4760-447e-9aab-37dc823b3b65.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_7dfe5975-3461-4b8e-8f45-bafee22def49.json b/saved_predictions/prediction_7dfe5975-3461-4b8e-8f45-bafee22def49.json
new file mode 100644
index 0000000..28de5f5
--- /dev/null
+++ b/saved_predictions/prediction_7dfe5975-3461-4b8e-8f45-bafee22def49.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_805d8056-d8c9-47a5-b64e-9ff39f7f9dcf.json b/saved_predictions/prediction_805d8056-d8c9-47a5-b64e-9ff39f7f9dcf.json
new file mode 100644
index 0000000..b08ed02
--- /dev/null
+++ b/saved_predictions/prediction_805d8056-d8c9-47a5-b64e-9ff39f7f9dcf.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "tcn", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.4654306173324585}, {"date": "2025-05-30", "predicted_sales": 1.9967557191848755}, {"date": "2025-05-31", "predicted_sales": 2.176229476928711}, {"date": "2025-06-01", "predicted_sales": 2.3391542434692383}, {"date": "2025-06-02", "predicted_sales": 2.5595316886901855}, {"date": "2025-06-03", "predicted_sales": 1.336228847503662}, {"date": "2025-06-04", "predicted_sales": 1.6415263414382935}, {"date": "2025-06-05", "predicted_sales": 1.5993698835372925}, {"date": "2025-06-06", "predicted_sales": 2.0982160568237305}, {"date": "2025-06-07", "predicted_sales": 2.255338191986084}, {"date": "2025-06-08", "predicted_sales": 2.3139946460723877}, {"date": "2025-06-09", "predicted_sales": 2.477182388305664}, {"date": "2025-06-10", "predicted_sales": 1.252368450164795}, {"date": "2025-06-11", "predicted_sales": 1.5965298414230347}, {"date": "2025-06-12", 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\ No newline at end of file
diff --git a/saved_predictions/prediction_89ef0d6b-f018-4f4c-8d86-2318d24b9cb0.json b/saved_predictions/prediction_89ef0d6b-f018-4f4c-8d86-2318d24b9cb0.json
deleted file mode 100644
index c5bdc11..0000000
--- a/saved_predictions/prediction_89ef0d6b-f018-4f4c-8d86-2318d24b9cb0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-05-29", "predicted_sales": 0.0}, {"date": "2025-05-30", "predicted_sales": 0.0}, {"date": "2025-05-31", "predicted_sales": 0.0}, {"date": "2025-06-01", "predicted_sales": 0.0}, {"date": "2025-06-02", "predicted_sales": 0.0}, {"date": "2025-06-03", "predicted_sales": 0.0}, {"date": "2025-06-04", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 0.0}, {"date": "2025-05-30", "predicted_sales": 0.0}, {"date": "2025-05-31", "predicted_sales": 0.0}, {"date": "2025-06-01", "predicted_sales": 0.0}, {"date": "2025-06-02", "predicted_sales": 0.0}, {"date": "2025-06-03", "predicted_sales": 0.0}, {"date": "2025-06-04", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.1}, {"date": "2025-04-30", 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\ No newline at end of file
diff --git a/saved_predictions/prediction_8ade87a6-2342-4ba1-b754-430555d2bdfb.json b/saved_predictions/prediction_8ade87a6-2342-4ba1-b754-430555d2bdfb.json
new file mode 100644
index 0000000..f6f8ed4
--- /dev/null
+++ b/saved_predictions/prediction_8ade87a6-2342-4ba1-b754-430555d2bdfb.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_8c06ca6b-7f86-4638-ac28-aa9a1b593a3c.json b/saved_predictions/prediction_8c06ca6b-7f86-4638-ac28-aa9a1b593a3c.json
new file mode 100644
index 0000000..bfe1cfd
--- /dev/null
+++ b/saved_predictions/prediction_8c06ca6b-7f86-4638-ac28-aa9a1b593a3c.json
@@ -0,0 +1 @@
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"sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 0.88, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.88, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 3, "day_of_month": 30, "day_of_year": 364, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 5.3, "temperature_2m_min": 0.7, "temperature": 2.6, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-31", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.02, "transaction_count": 1, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.0, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.0, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 4, "day_of_month": 31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": -0.004030156015817608, "trend_type": "平稳", "r_squared": 0.04556838611827181, "p_value": 0.6458063674760298, "volatility": 0.5530129075050354, "volatility_level": "高"}, "statistics": {"mean": 0.06827862560749054, "median": 0.07853572070598602, "min": 0.01834644004702568, "max": 0.11897968500852585, "std": 0.0377589613199234, "q1": 0.03216321021318436, "q3": 0.0988810658454895}, "day_over_day": [-80.36012268066406, 548.5165405273438, -63.20726776123047, 138.36843872070312, -24.73663902282715, -73.83287811279297], "influencing_factors": {"product_id": "11020059", "model_type": "xgboost", "feature_count": 7, "important_features": ["价格", "周末", "节假日"]}, "explanation": "xgboost模型对产品11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.07个单位，最高日销量为0.12个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_8db26191-f577-46bd-bf19-bfcf6e559806.json b/saved_predictions/prediction_8db26191-f577-46bd-bf19-bfcf6e559806.json
new file mode 100644
index 0000000..d559ce1
--- /dev/null
+++ b/saved_predictions/prediction_8db26191-f577-46bd-bf19-bfcf6e559806.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "tcn", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.4654306173324585}, {"date": "2025-05-30", "predicted_sales": 1.9967557191848755}, {"date": "2025-05-31", "predicted_sales": 2.176229476928711}, {"date": "2025-06-01", "predicted_sales": 2.3391542434692383}, {"date": "2025-06-02", "predicted_sales": 2.5595316886901855}, {"date": "2025-06-03", "predicted_sales": 1.336228847503662}, {"date": "2025-06-04", "predicted_sales": 1.6415263414382935}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.4654306173324585}, {"date": "2025-05-30", "predicted_sales": 1.9967557191848755}, {"date": "2025-05-31", "predicted_sales": 2.176229476928711}, {"date": "2025-06-01", "predicted_sales": 2.3391542434692383}, {"date": "2025-06-02", "predicted_sales": 2.5595316886901855}, {"date": "2025-06-03", "predicted_sales": 1.336228847503662}, {"date": "2025-06-04", "predicted_sales": 1.6415263414382935}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.1}, {"date": "2025-04-30", "sales": 0.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.4}, {"date": "2025-05-01", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.5}, {"date": "2025-05-02", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-03", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.0}, {"date": "2025-05-04", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-05", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-06", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-10", "sales": 0.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.4}, {"date": "2025-05-11", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-12", "sales": 3.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_8dfa0f31-853b-4570-a792-d4cb78bb62e1.json b/saved_predictions/prediction_8dfa0f31-853b-4570-a792-d4cb78bb62e1.json
new file mode 100644
index 0000000..a49f98f
--- /dev/null
+++ b/saved_predictions/prediction_8dfa0f31-853b-4570-a792-d4cb78bb62e1.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "全局聚合 (所有药品)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-03-01", "predicted_sales": 0.0}, {"date": "2025-03-02", "predicted_sales": 0.0}, {"date": "2025-03-03", "predicted_sales": 0.0}, {"date": "2025-03-04", "predicted_sales": 0.0}, {"date": "2025-03-05", "predicted_sales": 0.0}, {"date": "2025-03-06", "predicted_sales": 0.0}, {"date": "2025-03-07", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-03-01", "predicted_sales": 0.0}, {"date": "2025-03-02", "predicted_sales": 0.0}, {"date": "2025-03-03", "predicted_sales": 0.0}, {"date": "2025-03-04", "predicted_sales": 0.0}, {"date": "2025-03-05", "predicted_sales": 0.0}, {"date": "2025-03-06", "predicted_sales": 0.0}, {"date": "2025-03-07", "predicted_sales": 0.0}], "history_data": [{"date": "2025-01-30", "sales": 2.0, "weekday": 3, "month": 1, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 9.004545454545454}, {"date": "2025-01-31", "sales": 1.0, "weekday": 4, "month": 1, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 8.404545454545454}, {"date": "2025-02-01", "sales": 13.0, "weekday": 5, "month": 2, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 6.5285714285714285}, {"date": "2025-02-02", "sales": 10.0, "weekday": 6, "month": 2, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 5.372115384615385}, {"date": "2025-02-03", "sales": 11.0, "weekday": 0, "month": 2, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 5.637499999999999}, {"date": "2025-02-04", "sales": 14.0, "weekday": 1, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 5.635922330097087}, {"date": "2025-02-05", "sales": -1596.0, "weekday": 2, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 6.21747572815534}, {"date": "2025-02-06", "sales": 15.0, "weekday": 3, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 4.3999999999999995}, {"date": "2025-02-07", "sales": 8.0, "weekday": 4, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 3.5303921568627454}, {"date": "2025-02-08", "sales": 6.0, "weekday": 5, "month": 2, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 2.3784313725490196}, {"date": "2025-02-09", "sales": 6.0, "weekday": 6, "month": 2, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 3.143137254901961}, {"date": "2025-02-10", "sales": 5.0, "weekday": 0, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 5.344117647058824}, {"date": "2025-02-11", "sales": 17.0, "weekday": 1, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 8.498039215686275}, {"date": "2025-02-12", "sales": 19.0, "weekday": 2, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 6.969607843137255}, {"date": "2025-02-13", "sales": 8.0, "weekday": 3, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 4.484313725490196}, {"date": "2025-02-14", "sales": 7.0, "weekday": 4, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 4.599019607843137}, {"date": "2025-02-15", "sales": 11.0, "weekday": 5, "month": 2, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 6.291176470588236}, {"date": "2025-02-16", "sales": 15.0, "weekday": 6, "month": 2, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 7.13921568627451}, {"date": "2025-02-17", "sales": 4.0, "weekday": 0, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 6.246078431372549}, {"date": "2025-02-18", "sales": 8.0, "weekday": 1, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 5.309803921568627}, {"date": "2025-02-19", "sales": 5.0, "weekday": 2, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 6.333333333333333}, {"date": "2025-02-20", "sales": -3177.0, "weekday": 3, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 6.190196078431373}, {"date": "2025-02-21", "sales": 8.0, "weekday": 4, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 4.950980392156863}, {"date": "2025-02-22", "sales": 17.0, "weekday": 5, "month": 2, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 4.372549019607843}, {"date": "2025-02-23", "sales": 76.0, "weekday": 6, "month": 2, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 4.34607843137255}, {"date": "2025-02-24", "sales": 6.0, "weekday": 0, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 4.4450980392156865}, {"date": "2025-02-25", "sales": 89.0, "weekday": 1, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 6.398039215686275}, {"date": "2025-02-26", "sales": 5.0, "weekday": 2, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 8.036633663366336}, {"date": "2025-02-27", "sales": 8.0, "weekday": 3, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 11.54}, {"date": "2025-02-28", "sales": 9.0, "weekday": 4, "month": 2, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 14.158}], "analysis": null}
\ No newline at end of file
diff --git a/saved_predictions/prediction_8ecdd606-5afa-41b1-bc23-67f4c9a02393.json b/saved_predictions/prediction_8ecdd606-5afa-41b1-bc23-67f4c9a02393.json
new file mode 100644
index 0000000..6ac15b9
--- /dev/null
+++ b/saved_predictions/prediction_8ecdd606-5afa-41b1-bc23-67f4c9a02393.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_91cbb6bc-52c7-4bbe-8abb-69c82eb5b565.json b/saved_predictions/prediction_91cbb6bc-52c7-4bbe-8abb-69c82eb5b565.json
deleted file mode 100644
index 9aac546..0000000
--- a/saved_predictions/prediction_91cbb6bc-52c7-4bbe-8abb-69c82eb5b565.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_92721511-d531-459f-b64d-409a4a96254e.json b/saved_predictions/prediction_92721511-d531-459f-b64d-409a4a96254e.json
new file mode 100644
index 0000000..81f812d
--- /dev/null
+++ b/saved_predictions/prediction_92721511-d531-459f-b64d-409a4a96254e.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "全局聚合 (所有药品)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 3.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.008823529411764}, {"date": "2025-04-30", 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"sales": 8.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 15.183333333333335}, {"date": "2025-05-26", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.616666666666664}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 3.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.7}], "analysis": null}
\ No newline at end of file
diff --git a/saved_predictions/prediction_94988ddc-94e6-4ead-acdc-af6b4985e67e.json b/saved_predictions/prediction_94988ddc-94e6-4ead-acdc-af6b4985e67e.json
new file mode 100644
index 0000000..fe964cf
--- /dev/null
+++ b/saved_predictions/prediction_94988ddc-94e6-4ead-acdc-af6b4985e67e.json
@@ -0,0 +1 @@
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"is_weekend": false, "weekday": 3, "day_of_month": 30, "day_of_year": 364, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 5.3, "temperature_2m_min": 0.7, "temperature": 2.6, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-31", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.02, "transaction_count": 1, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.0, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.0, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 4, "day_of_month": 31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": -0.004030156015817608, "trend_type": "平稳", "r_squared": 0.04556838611827181, "p_value": 0.6458063674760298, "volatility": 0.5530129075050354, "volatility_level": "高"}, "statistics": {"mean": 0.06827862560749054, "median": 0.07853572070598602, "min": 0.01834644004702568, "max": 0.11897968500852585, "std": 0.0377589613199234, "q1": 0.03216321021318436, "q3": 0.0988810658454895}, "day_over_day": [-80.36012268066406, 548.5165405273438, -63.20726776123047, 138.36843872070312, -24.73663902282715, -73.83287811279297], "influencing_factors": {"product_id": "11020059", "model_type": "xgboost", "feature_count": 7, "important_features": ["价格", "周末", "节假日"]}, "explanation": "xgboost模型对产品11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.07个单位，最高日销量为0.12个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_95df18a4-4d66-40d8-8426-e3f8f32a66a5.json b/saved_predictions/prediction_95df18a4-4d66-40d8-8426-e3f8f32a66a5.json
new file mode 100644
index 0000000..4b80267
--- /dev/null
+++ b/saved_predictions/prediction_95df18a4-4d66-40d8-8426-e3f8f32a66a5.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_ed968d3b-8365-4ace-b14f-04debe8b8103.json b/saved_predictions/prediction_95e509c5-8c69-47e8-84b7-ccfa9143c949.json
similarity index 98%
rename from saved_predictions/prediction_ed968d3b-8365-4ace-b14f-04debe8b8103.json
rename to saved_predictions/prediction_95e509c5-8c69-47e8-84b7-ccfa9143c949.json
index cd0a043..3fc683b 100644
--- a/saved_predictions/prediction_ed968d3b-8365-4ace-b14f-04debe8b8103.json
+++ b/saved_predictions/prediction_95e509c5-8c69-47e8-84b7-ccfa9143c949.json
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_9ada52fa-3d61-43d7-a343-30361956aabc.json b/saved_predictions/prediction_9ada52fa-3d61-43d7-a343-30361956aabc.json
new file mode 100644
index 0000000..225ff23
--- /dev/null
+++ b/saved_predictions/prediction_9ada52fa-3d61-43d7-a343-30361956aabc.json
@@ -0,0 +1 @@
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-0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 4, "day_of_month": 31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": 0.01256424986890384, "trend_type": "平稳", "r_squared": 0.379441207552355, "p_value": 0.1407941343594892, "volatility": 0.5225040912628174, "volatility_level": "高"}, "statistics": {"mean": 0.07807367295026779, "median": 0.07149868458509445, "min": 0.01840788871049881, "max": 0.14494162797927856, "std": 0.04079381376504898, "q1": 0.05095291510224342, "q3": 0.10488080978393555}, "day_over_day": [-78.86146545410156, 198.6934356689453, 30.037439346313477, -34.37267303466797, 208.89463806152344, -15.359390258789062], "influencing_factors": {"product_id": "11020059", "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11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.08个单位，最高日销量为0.14个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_9b9394a2-7d38-4880-8a89-10ca1777091b.json b/saved_predictions/prediction_9b9394a2-7d38-4880-8a89-10ca1777091b.json
new file mode 100644
index 0000000..77bf15a
--- /dev/null
+++ b/saved_predictions/prediction_9b9394a2-7d38-4880-8a89-10ca1777091b.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "transformer", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.8425170183181763}, {"date": "2025-05-30", "predicted_sales": 1.8479859828948975}, {"date": "2025-05-31", "predicted_sales": 1.8500258922576904}, {"date": "2025-06-01", "predicted_sales": 1.8458434343338013}, {"date": "2025-06-02", "predicted_sales": 1.8742748498916626}, {"date": "2025-06-03", "predicted_sales": 1.8699368238449097}, {"date": "2025-06-04", "predicted_sales": 1.8809840679168701}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.8425170183181763}, {"date": "2025-05-30", "predicted_sales": 1.8479859828948975}, {"date": "2025-05-31", "predicted_sales": 1.8500258922576904}, {"date": "2025-06-01", "predicted_sales": 1.8458434343338013}, {"date": "2025-06-02", "predicted_sales": 1.8742748498916626}, {"date": "2025-06-03", "predicted_sales": 1.8699368238449097}, {"date": "2025-06-04", "predicted_sales": 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\ No newline at end of file
diff --git a/saved_predictions/prediction_9e5303d0-d6a6-4d6f-8049-d05ff041f62d.json b/saved_predictions/prediction_9e5303d0-d6a6-4d6f-8049-d05ff041f62d.json
new file mode 100644
index 0000000..28de5f5
--- /dev/null
+++ b/saved_predictions/prediction_9e5303d0-d6a6-4d6f-8049-d05ff041f62d.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "kan", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.2918514013290405}, {"date": "2025-05-30", "predicted_sales": 1.2950164079666138}, {"date": "2025-05-31", "predicted_sales": 1.3018046617507935}, {"date": "2025-06-01", "predicted_sales": 1.335819125175476}, {"date": "2025-06-02", "predicted_sales": 1.3471426963806152}, {"date": "2025-06-03", "predicted_sales": 1.283681869506836}, {"date": "2025-06-04", "predicted_sales": 1.2876296043395996}, {"date": "2025-06-05", "predicted_sales": 1.2919962406158447}, {"date": "2025-06-06", "predicted_sales": 1.2987719774246216}, {"date": "2025-06-07", "predicted_sales": 1.3057448863983154}, {"date": "2025-06-08", "predicted_sales": 1.337744951248169}, {"date": "2025-06-09", "predicted_sales": 1.3471529483795166}, {"date": "2025-06-10", "predicted_sales": 1.283681869506836}, {"date": "2025-06-11", "predicted_sales": 1.2876296043395996}, {"date": "2025-06-12", 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\ No newline at end of file
diff --git a/saved_predictions/prediction_a05ea211-e2fa-4c2c-9dfc-706217bcc6d3.json b/saved_predictions/prediction_a05ea211-e2fa-4c2c-9dfc-706217bcc6d3.json
new file mode 100644
index 0000000..db45084
--- /dev/null
+++ b/saved_predictions/prediction_a05ea211-e2fa-4c2c-9dfc-706217bcc6d3.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "kan", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.2918514013290405}, {"date": "2025-05-30", "predicted_sales": 1.2950164079666138}, {"date": "2025-05-31", "predicted_sales": 1.3018046617507935}, {"date": "2025-06-01", "predicted_sales": 1.335819125175476}, {"date": "2025-06-02", "predicted_sales": 1.3471426963806152}, {"date": "2025-06-03", "predicted_sales": 1.283681869506836}, {"date": "2025-06-04", "predicted_sales": 1.2876296043395996}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.2918514013290405}, {"date": "2025-05-30", "predicted_sales": 1.2950164079666138}, {"date": "2025-05-31", "predicted_sales": 1.3018046617507935}, {"date": "2025-06-01", "predicted_sales": 1.335819125175476}, {"date": "2025-06-02", "predicted_sales": 1.3471426963806152}, {"date": "2025-06-03", "predicted_sales": 1.283681869506836}, {"date": "2025-06-04", "predicted_sales": 1.2876296043395996}], 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\ No newline at end of file
diff --git a/saved_predictions/prediction_a66b9aa3-ad16-4ad1-96d1-8ae1063fad69.json b/saved_predictions/prediction_a66b9aa3-ad16-4ad1-96d1-8ae1063fad69.json
deleted file mode 100644
index cdd8699..0000000
--- a/saved_predictions/prediction_a66b9aa3-ad16-4ad1-96d1-8ae1063fad69.json
+++ /dev/null
@@ -1 +0,0 @@
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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。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_a78568dd-e9d9-4136-bfd1-c457c986a272.json b/saved_predictions/prediction_a78568dd-e9d9-4136-bfd1-c457c986a272.json
new file mode 100644
index 0000000..dfc042b
--- /dev/null
+++ b/saved_predictions/prediction_a78568dd-e9d9-4136-bfd1-c457c986a272.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_a7ed287a-5bba-4f2e-9d22-0252a3cfbfb1.json b/saved_predictions/prediction_a7ed287a-5bba-4f2e-9d22-0252a3cfbfb1.json
new file mode 100644
index 0000000..2e36406
--- /dev/null
+++ b/saved_predictions/prediction_a7ed287a-5bba-4f2e-9d22-0252a3cfbfb1.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "mlstm", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.1068205833435059}, {"date": "2025-05-30", "predicted_sales": 1.1068295240402222}, {"date": "2025-05-31", "predicted_sales": 1.1068456172943115}, {"date": "2025-06-01", "predicted_sales": 1.1068729162216187}, {"date": "2025-06-02", "predicted_sales": 1.1068742275238037}, {"date": "2025-06-03", "predicted_sales": 1.1068698167800903}, {"date": "2025-06-04", "predicted_sales": 1.1068545579910278}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.1068205833435059}, {"date": "2025-05-30", "predicted_sales": 1.1068295240402222}, {"date": "2025-05-31", "predicted_sales": 1.1068456172943115}, {"date": "2025-06-01", "predicted_sales": 1.1068729162216187}, {"date": "2025-06-02", "predicted_sales": 1.1068742275238037}, {"date": "2025-06-03", "predicted_sales": 1.1068698167800903}, {"date": "2025-06-04", "predicted_sales": 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\ No newline at end of file
diff --git a/saved_predictions/prediction_a8f2ed67-ec50-44b7-a024-67ed6d9f5243.json b/saved_predictions/prediction_a8f2ed67-ec50-44b7-a024-67ed6d9f5243.json
new file mode 100644
index 0000000..f024ecb
--- /dev/null
+++ b/saved_predictions/prediction_a8f2ed67-ec50-44b7-a024-67ed6d9f5243.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 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"is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_a9a36b5b-7daa-43eb-b65d-d06dea5f9dac.json b/saved_predictions/prediction_a9a36b5b-7daa-43eb-b65d-d06dea5f9dac.json
new file mode 100644
index 0000000..7c249c1
--- /dev/null
+++ b/saved_predictions/prediction_a9a36b5b-7daa-43eb-b65d-d06dea5f9dac.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-19", "sales": 4.0, "weekday": 5, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 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{"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_b2b505d5-1217-4cf6-98db-ed127b5b61e7.json b/saved_predictions/prediction_b2b505d5-1217-4cf6-98db-ed127b5b61e7.json
new file mode 100644
index 0000000..3ab8732
--- /dev/null
+++ b/saved_predictions/prediction_b2b505d5-1217-4cf6-98db-ed127b5b61e7.json
@@ -0,0 +1 @@
+{"product_id": "11020059", "product_name": "Product 11020059", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0870821475982666}, {"date": "2025-07-27", "predicted_sales": 0.01840788871049881}, {"date": "2025-07-28", "predicted_sales": 0.05498315393924713}, {"date": "2025-07-29", "predicted_sales": 0.07149868458509445}, {"date": "2025-07-30", "predicted_sales": 0.046922676265239716}, {"date": "2025-07-31", "predicted_sales": 0.14494162797927856}, {"date": "2025-08-01", "predicted_sales": 0.12267947942018509}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0870821475982666}, {"date": "2025-07-27", "predicted_sales": 0.01840788871049881}, {"date": "2025-07-28", "predicted_sales": 0.05498315393924713}, {"date": "2025-07-29", "predicted_sales": 0.07149868458509445}, {"date": "2025-07-30", "predicted_sales": 0.046922676265239716}, {"date": "2025-07-31", "predicted_sales": 0.14494162797927856}, {"date": "2025-08-01", 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31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": 0.01256424986890384, "trend_type": "平稳", "r_squared": 0.379441207552355, "p_value": 0.1407941343594892, "volatility": 0.5225040912628174, "volatility_level": "高"}, "statistics": {"mean": 0.07807367295026779, "median": 0.07149868458509445, "min": 0.01840788871049881, "max": 0.14494162797927856, "std": 0.04079381376504898, "q1": 0.05095291510224342, "q3": 0.10488080978393555}, "day_over_day": [-78.86146545410156, 198.6934356689453, 30.037439346313477, -34.37267303466797, 208.89463806152344, -15.359390258789062], "influencing_factors": {"product_id": "11020059", "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11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.08个单位，最高日销量为0.14个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_be05fff9-6070-4f30-859d-7fec6216c6a2.json b/saved_predictions/prediction_be05fff9-6070-4f30-859d-7fec6216c6a2.json
new file mode 100644
index 0000000..7f3c5be
--- /dev/null
+++ b/saved_predictions/prediction_be05fff9-6070-4f30-859d-7fec6216c6a2.json
@@ -0,0 +1 @@
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diff --git a/saved_predictions/prediction_cfdc8490-1276-4f9c-90ac-7740b8b0f78b.json b/saved_predictions/prediction_cfdc8490-1276-4f9c-90ac-7740b8b0f78b.json
new file mode 100644
index 0000000..6ac15b9
--- /dev/null
+++ b/saved_predictions/prediction_cfdc8490-1276-4f9c-90ac-7740b8b0f78b.json
@@ -0,0 +1 @@
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diff --git a/saved_predictions/prediction_d7eec498-5270-465e-af42-da606f74b431.json b/saved_predictions/prediction_d7eec498-5270-465e-af42-da606f74b431.json
new file mode 100644
index 0000000..992f268
--- /dev/null
+++ b/saved_predictions/prediction_d7eec498-5270-465e-af42-da606f74b431.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_d8b533ed-6005-4fef-a204-82c942b42b50.json b/saved_predictions/prediction_d8b533ed-6005-4fef-a204-82c942b42b50.json
new file mode 100644
index 0000000..225ff23
--- /dev/null
+++ b/saved_predictions/prediction_d8b533ed-6005-4fef-a204-82c942b42b50.json
@@ -0,0 +1 @@
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"sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 0.88, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.88, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 3, "day_of_month": 30, "day_of_year": 364, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 5.3, "temperature_2m_min": 0.7, "temperature": 2.6, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-31", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.02, "transaction_count": 1, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.0, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.0, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 4, "day_of_month": 31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": 0.01256424986890384, "trend_type": "平稳", "r_squared": 0.379441207552355, "p_value": 0.1407941343594892, "volatility": 0.5225040912628174, "volatility_level": "高"}, "statistics": {"mean": 0.07807367295026779, "median": 0.07149868458509445, "min": 0.01840788871049881, "max": 0.14494162797927856, "std": 0.04079381376504898, "q1": 0.05095291510224342, "q3": 0.10488080978393555}, "day_over_day": [-78.86146545410156, 198.6934356689453, 30.037439346313477, -34.37267303466797, 208.89463806152344, -15.359390258789062], "influencing_factors": {"product_id": "11020059", "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11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.08个单位，最高日销量为0.14个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_daee98ce-5c41-4a20-8de9-bf05089d2d28.json b/saved_predictions/prediction_daee98ce-5c41-4a20-8de9-bf05089d2d28.json
new file mode 100644
index 0000000..2e36406
--- /dev/null
+++ b/saved_predictions/prediction_daee98ce-5c41-4a20-8de9-bf05089d2d28.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "mlstm", "predictions": [{"date": "2025-05-29", "predicted_sales": 1.1068205833435059}, {"date": "2025-05-30", "predicted_sales": 1.1068295240402222}, {"date": "2025-05-31", "predicted_sales": 1.1068456172943115}, {"date": "2025-06-01", "predicted_sales": 1.1068729162216187}, {"date": "2025-06-02", "predicted_sales": 1.1068742275238037}, {"date": "2025-06-03", "predicted_sales": 1.1068698167800903}, {"date": "2025-06-04", "predicted_sales": 1.1068545579910278}], "prediction_data": [{"date": "2025-05-29", "predicted_sales": 1.1068205833435059}, {"date": "2025-05-30", "predicted_sales": 1.1068295240402222}, {"date": "2025-05-31", "predicted_sales": 1.1068456172943115}, {"date": "2025-06-01", "predicted_sales": 1.1068729162216187}, {"date": "2025-06-02", "predicted_sales": 1.1068742275238037}, {"date": "2025-06-03", "predicted_sales": 1.1068698167800903}, {"date": "2025-06-04", "predicted_sales": 1.1068545579910278}], "history_data": [{"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.1}, {"date": "2025-04-30", "sales": 0.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.4}, {"date": "2025-05-01", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.5}, {"date": "2025-05-02", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-03", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.0}, {"date": "2025-05-04", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-05", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-06", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-10", "sales": 0.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.4}, {"date": "2025-05-11", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-12", "sales": 3.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_df2df2af-978d-403d-9a3a-2f70c9f37ee0.json b/saved_predictions/prediction_df2df2af-978d-403d-9a3a-2f70c9f37ee0.json
new file mode 100644
index 0000000..4b80267
--- /dev/null
+++ b/saved_predictions/prediction_df2df2af-978d-403d-9a3a-2f70c9f37ee0.json
@@ -0,0 +1 @@
+{"product_id": "11020059", "product_name": "Product 11020059", "model_type": "transformer", "predictions": [{"date": "2022-01-01", "predicted_sales": 0.2825997769832611}, {"date": "2022-01-02", "predicted_sales": 0.2631796598434448}, {"date": "2022-01-03", "predicted_sales": 0.26221904158592224}, {"date": "2022-01-04", "predicted_sales": 0.2872700095176697}, {"date": "2022-01-05", "predicted_sales": 0.28371042013168335}, {"date": "2022-01-06", "predicted_sales": 0.282085657119751}, {"date": "2022-01-07", "predicted_sales": 0.28061574697494507}], "prediction_data": [{"date": "2022-01-01", "predicted_sales": 0.2825997769832611}, {"date": "2022-01-02", "predicted_sales": 0.2631796598434448}, {"date": "2022-01-03", "predicted_sales": 0.26221904158592224}, {"date": "2022-01-04", "predicted_sales": 0.2872700095176697}, {"date": "2022-01-05", "predicted_sales": 0.28371042013168335}, {"date": "2022-01-06", "predicted_sales": 0.282085657119751}, {"date": "2022-01-07", "predicted_sales": 0.28061574697494507}], "history_data": [{"store_id": "01010108", "product_id": "11020059", "date": "2021-12-02", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 0.5, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 0.5, "sales_quantity_rolling_sum_7d": 1.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 1.0, "sales_quantity_rolling_mean_15d": 0.5, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 0.5, "sales_quantity_rolling_sum_15d": 1.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 1.0, "sales_quantity_rolling_mean_30d": 0.71, "return_quantity_rolling_mean_30d": -0.14, "net_sales_quantity_rolling_mean_30d": 0.57, "sales_quantity_rolling_sum_30d": 5.0, "return_quantity_rolling_sum_30d": -1.0, "net_sales_quantity_rolling_sum_30d": 4.0, "sales_quantity_rolling_mean_90d": 0.77, "return_quantity_rolling_mean_90d": -0.09, "net_sales_quantity_rolling_mean_90d": 0.68, "sales_quantity_rolling_sum_90d": 17.0, "return_quantity_rolling_sum_90d": -2.0, "net_sales_quantity_rolling_sum_90d": 15.0, "is_weekend": false, "weekday": 3, "day_of_month": 2, "day_of_year": 336, "week_of_month": 1, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, 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\ No newline at end of file
diff --git a/saved_predictions/prediction_e3fedc7c-bfec-4f34-8e78-80d546d0434e.json b/saved_predictions/prediction_e3fedc7c-bfec-4f34-8e78-80d546d0434e.json
new file mode 100644
index 0000000..7c249c1
--- /dev/null
+++ b/saved_predictions/prediction_e3fedc7c-bfec-4f34-8e78-80d546d0434e.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_e7283efe-bc39-4986-9861-0ad95880bbf4.json b/saved_predictions/prediction_e7283efe-bc39-4986-9861-0ad95880bbf4.json
new file mode 100644
index 0000000..2f7a192
--- /dev/null
+++ b/saved_predictions/prediction_e7283efe-bc39-4986-9861-0ad95880bbf4.json
@@ -0,0 +1 @@
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diff --git a/saved_predictions/prediction_e891f548-cb3a-4231-89aa-459fb6401c7b.json b/saved_predictions/prediction_e891f548-cb3a-4231-89aa-459fb6401c7b.json
new file mode 100644
index 0000000..fe964cf
--- /dev/null
+++ b/saved_predictions/prediction_e891f548-cb3a-4231-89aa-459fb6401c7b.json
@@ -0,0 +1 @@
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"零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 4.0, "temperature_2m_min": -1.2, "temperature": 0.9, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-29", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 0.88, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.88, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.83, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.79, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 2, "day_of_month": 29, "day_of_year": 363, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.0, "temperature_2m_min": -0.2, "temperature": 2.3, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-30", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, 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"is_weekend": false, "weekday": 3, "day_of_month": 30, "day_of_year": 364, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 5.3, "temperature_2m_min": 0.7, "temperature": 2.6, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-31", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.02, "transaction_count": 1, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.0, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.0, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 4, "day_of_month": 31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": {"trend": {"slope": -0.004030156015817608, "trend_type": "平稳", "r_squared": 0.04556838611827181, "p_value": 0.6458063674760298, "volatility": 0.5530129075050354, "volatility_level": "高"}, "statistics": {"mean": 0.06827862560749054, "median": 0.07853572070598602, "min": 0.01834644004702568, "max": 0.11897968500852585, "std": 0.0377589613199234, "q1": 0.03216321021318436, "q3": 0.0988810658454895}, "day_over_day": [-80.36012268066406, 548.5165405273438, -63.20726776123047, 138.36843872070312, -24.73663902282715, -73.83287811279297], "influencing_factors": {"product_id": "11020059", "model_type": "xgboost", "feature_count": 7, "important_features": ["价格", "周末", "节假日"]}, "explanation": "xgboost模型对产品11020059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高，表明销量可能受到多种因素的影响，预测的不确定性较高。\n预测期内平均日销量为0.07个单位，最高日销量为0.12个单位，最低日销量为0.02个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}
\ No newline at end of file
diff --git a/saved_predictions/prediction_efcca40c-f1d6-40a5-a3c5-e33d5154fd5d.json b/saved_predictions/prediction_efcca40c-f1d6-40a5-a3c5-e33d5154fd5d.json
new file mode 100644
index 0000000..7c249c1
--- /dev/null
+++ b/saved_predictions/prediction_efcca40c-f1d6-40a5-a3c5-e33d5154fd5d.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "店铺 01010323 (所有药品聚合)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.2221669852733612}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-19", "sales": 4.0, "weekday": 5, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-04-20", "sales": 3.0, "weekday": 6, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-04-21", "sales": 2.0, "weekday": 0, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 23.2}, {"date": "2025-04-22", "sales": 0.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.0}, {"date": "2025-04-23", "sales": 2.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.6}, {"date": "2025-04-24", "sales": 1.0, "weekday": 3, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.399999999999999}, {"date": "2025-04-25", "sales": 3.0, "weekday": 4, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.0}, {"date": "2025-04-26", "sales": 2.0, "weekday": 5, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.7}, {"date": "2025-04-27", "sales": 4.0, "weekday": 6, "month": 4, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-04-28", "sales": 2.0, "weekday": 0, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.3}, {"date": "2025-04-29", "sales": 2.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.1}, {"date": "2025-04-30", "sales": 0.0, "weekday": 2, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 15.4}, {"date": "2025-05-01", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 20.5}, {"date": "2025-05-02", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-03", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 21.0}, {"date": "2025-05-04", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": true, "is_weekend": true, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-05", "sales": 2.0, "weekday": 0, "month": 5, "is_holiday": true, "is_weekend": false, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-06", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.3}, {"date": "2025-05-07", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.8}, {"date": "2025-05-08", "sales": 2.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.6}, {"date": "2025-05-09", "sales": 0.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.1}, {"date": "2025-05-10", "sales": 0.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 13.4}, {"date": "2025-05-11", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-12", "sales": 3.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.9}, {"date": "2025-05-13", "sales": 0.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.9}, {"date": "2025-05-14", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 20.1}, {"date": "2025-05-15", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.6}, {"date": "2025-05-16", "sales": 1.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.4}, {"date": "2025-05-17", "sales": 2.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.3}, {"date": "2025-05-18", "sales": 0.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 19.6}, {"date": "2025-05-19", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 21.9}, {"date": "2025-05-20", "sales": 4.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.9}, {"date": "2025-05-21", "sales": 1.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.8}, {"date": "2025-05-22", "sales": 1.0, "weekday": 3, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 22.899999999999995}, {"date": "2025-05-23", "sales": 2.0, "weekday": 4, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 19.0}, {"date": "2025-05-24", "sales": 1.0, "weekday": 5, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-25", "sales": 1.0, "weekday": 6, "month": 5, "is_holiday": false, "is_weekend": true, "is_promotion": 0, "temperature": 14.9}, {"date": "2025-05-26", "sales": 0.0, "weekday": 0, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 17.7}, {"date": "2025-05-27", "sales": 1.0, "weekday": 1, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.1}, {"date": "2025-05-28", "sales": 2.0, "weekday": 2, "month": 5, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 16.4}], "analysis": null, "store_name": "店铺 01010323"}
\ No newline at end of file
diff --git a/saved_predictions/prediction_f257c2fc-236d-4375-89a1-d14ed35ce17a.json b/saved_predictions/prediction_f257c2fc-236d-4375-89a1-d14ed35ce17a.json
new file mode 100644
index 0000000..81f812d
--- /dev/null
+++ b/saved_predictions/prediction_f257c2fc-236d-4375-89a1-d14ed35ce17a.json
@@ -0,0 +1 @@
+{"product_id": null, "product_name": "全局聚合 (所有药品)", "model_type": "cnn_bilstm_attention", "predictions": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "prediction_data": [{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}], "history_data": [{"date": "2025-04-29", "sales": 3.0, "weekday": 1, "month": 4, "is_holiday": false, "is_weekend": false, "is_promotion": 0, "temperature": 18.008823529411764}, {"date": "2025-04-30", 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\ No newline at end of file
diff --git a/saved_predictions/prediction_f42cdd61-8f4e-47e7-a5e4-74e9689e949c.json b/saved_predictions/prediction_f42cdd61-8f4e-47e7-a5e4-74e9689e949c.json
deleted file mode 100644
index c5bdc11..0000000
--- a/saved_predictions/prediction_f42cdd61-8f4e-47e7-a5e4-74e9689e949c.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/saved_predictions/prediction_fbaa629f-91dc-4262-b829-fc0fb741cef2.json b/saved_predictions/prediction_fbaa629f-91dc-4262-b829-fc0fb741cef2.json
new file mode 100644
index 0000000..dfc042b
--- /dev/null
+++ b/saved_predictions/prediction_fbaa629f-91dc-4262-b829-fc0fb741cef2.json
@@ -0,0 +1 @@
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"week_of_month": 4, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 8.9, "temperature_2m_min": 5.7, "temperature": 7.1, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-25", "sales_quantity": 1.0, "return_quantity": 0.0, "sales": 1.0, "gross_profit_total": 0.94, "transaction_count": 1, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 2.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 2.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 3.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 3.0, "sales_quantity_rolling_mean_30d": 0.86, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.86, "sales_quantity_rolling_sum_30d": 6.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 6.0, "sales_quantity_rolling_mean_90d": 0.83, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.78, "sales_quantity_rolling_sum_90d": 19.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 18.0, "is_weekend": true, "weekday": 5, "day_of_month": 25, "day_of_year": 359, "week_of_month": 4, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.6, "temperature_2m_min": 2.6, "temperature": 4.9, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-26", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 4.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 4.0, "sales_quantity_rolling_mean_30d": 0.88, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.88, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.83, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.78, "sales_quantity_rolling_sum_90d": 19.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 18.0, "is_weekend": true, "weekday": 6, "day_of_month": 26, "day_of_year": 360, "week_of_month": 4, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 2.2, "temperature_2m_min": -3.2, "temperature": -0.7, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-27", "sales_quantity": 1.0, "return_quantity": 0.0, "sales": 1.0, "gross_profit_total": 0.79, "transaction_count": 1, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 4.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 4.0, "sales_quantity_rolling_mean_30d": 0.86, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.86, "sales_quantity_rolling_sum_30d": 6.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 6.0, "sales_quantity_rolling_mean_90d": 0.83, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.78, "sales_quantity_rolling_sum_90d": 19.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 18.0, "is_weekend": false, "weekday": 0, "day_of_month": 27, "day_of_year": 361, "week_of_month": 4, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 1.9, "temperature_2m_min": -3.9, "temperature": -1.5, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-28", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 0.88, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.88, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.83, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.79, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 1, "day_of_month": 28, "day_of_year": 362, "week_of_month": 4, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 4.0, "temperature_2m_min": -1.2, "temperature": 0.9, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-29", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 0.88, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.88, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.83, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.79, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 2, "day_of_month": 29, "day_of_year": 363, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.0, "temperature_2m_min": -0.2, "temperature": 2.3, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-30", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.0, "transaction_count": 0, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 0.88, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 0.88, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 3, "day_of_month": 30, "day_of_year": 364, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 5.3, "temperature_2m_min": 0.7, "temperature": 2.6, "is_promotion": 0}, {"store_id": "01010108", "product_id": "11020059", "date": "2021-12-31", "sales_quantity": 0.0, "return_quantity": 0.0, "sales": 0.0, "gross_profit_total": 0.02, "transaction_count": 1, "sales_quantity_rolling_mean_7d": 1.0, "return_quantity_rolling_mean_7d": 0.0, "net_sales_quantity_rolling_mean_7d": 1.0, "sales_quantity_rolling_sum_7d": 3.0, "return_quantity_rolling_sum_7d": 0.0, "net_sales_quantity_rolling_sum_7d": 3.0, "sales_quantity_rolling_mean_15d": 1.0, "return_quantity_rolling_mean_15d": 0.0, "net_sales_quantity_rolling_mean_15d": 1.0, "sales_quantity_rolling_sum_15d": 5.0, "return_quantity_rolling_sum_15d": 0.0, "net_sales_quantity_rolling_sum_15d": 5.0, "sales_quantity_rolling_mean_30d": 1.0, "return_quantity_rolling_mean_30d": 0.0, "net_sales_quantity_rolling_mean_30d": 1.0, "sales_quantity_rolling_sum_30d": 7.0, "return_quantity_rolling_sum_30d": 0.0, "net_sales_quantity_rolling_sum_30d": 7.0, "sales_quantity_rolling_mean_90d": 0.87, "return_quantity_rolling_mean_90d": -0.04, "net_sales_quantity_rolling_mean_90d": 0.83, "sales_quantity_rolling_sum_90d": 20.0, "return_quantity_rolling_sum_90d": -1.0, "net_sales_quantity_rolling_sum_90d": 19.0, "is_weekend": false, "weekday": 4, "day_of_month": 31, "day_of_year": 365, "week_of_month": 5, "month": 12, "quarter": 4, "is_holiday": false, "first_sale_date": "2019-01-21", "last_sale_date": "2024-04-13", "lifecycle_days": 1909, "sample_category": "old", "rolling_7d_valid": true, "rolling_15d_valid": true, "rolling_30d_valid": true, "rolling_90d_valid": true, "district": "清镇市", "零售大类代码_encoded": null, "零售中类代码_encoded": null, "零售小类代码_encoded": null, "商品ABC分类_encoded": null, "商品手册代码_encoded": null, "产地_encoded": null, "brand_encoded": null, "approval_type_encoded": null, "DISTRICT_LAT": 26.570435, "DISTRICT_LON": 106.468686, "adcode": "520181", "district_name": "清镇市", "area_sq_km": 1389.89, "poi_residential_count": 39.0, "poi_school_count": 6.0, "poi_mall_count": 0.0, "poi_finance_count": 4.0, "poi_company_count": 76.0, "business_areas": [], "latitude": 26.548646, "longitude": 106.460619, "temperature_2m_max": 6.4, "temperature_2m_min": 1.6, "temperature": 3.5, "is_promotion": 0}], "analysis": null}
\ No newline at end of file
diff --git a/server/api.py b/server/api.py
index bc4b893..91f45d5 100644
--- a/server/api.py
+++ b/server/api.py
@@ -919,12 +919,16 @@ def start_training():
     
     # 使用新的训练进程管理器提交任务
     try:
+        # 升级：将自定义范围参数也传递给训练任务
         task_id = training_manager.submit_task(
             product_id=product_id or "unknown",
             model_type=model_type,
             training_mode=training_mode,
             store_id=store_id,
-            epochs=epochs
+            epochs=epochs,
+            selected_stores=data.get('selected_stores'),
+            selected_products=data.get('selected_products'),
+            aggregation_method=aggregation_method
         )
         
         logger.info(f"🚀 训练任务已提交到进程管理器: {task_id[:8]}")
diff --git a/server/core/predictor.py b/server/core/predictor.py
index c7d8241..fdb3ef9 100644
--- a/server/core/predictor.py
+++ b/server/core/predictor.py
@@ -64,6 +64,7 @@ class PharmacyPredictor:
                 learning_rate=0.001, sequence_length=30, forecast_horizon=7,
                 hidden_size=64, num_layers=2, dropout=0.1, use_optimized=False,
                 store_id=None, training_mode='product', aggregation_method='sum',
+                selected_stores: list = None, selected_products: list = None, # 新增参数以支持自定义范围
                 socketio=None, task_id=None, version=None, continue_training=False,
                 progress_callback=None):
         """
@@ -142,14 +143,38 @@ class PharmacyPredictor:
                 }).reset_index()
                 log_message(f"聚合后数据量: {len(product_data)}", 'info')
 
+                # 数据清洗：使用0填充聚合后可能产生的NaN值
+                product_data.fillna(0, inplace=True)
+                log_message("已对聚合数据进行NaN值填充处理（使用0填充）", 'info')
+
         elif training_mode == 'global':
-            product_data = full_df[full_df['product_id'] == product_id].copy()
+            # 升级：支持“自定义范围”的全局训练
+            if selected_stores and selected_products:
+                log_message(f"全局训练模式: 自定义范围 -> 店铺 {selected_stores}, 产品 {selected_products}", 'info')
+                # 根据选择的店铺和产品列表进行精确筛选
+                product_data = full_df[
+                    full_df['store_id'].isin(selected_stores) &
+                    full_df['product_id'].isin(selected_products)
+                ].copy()
+            # 回退到旧的全局训练逻辑
+            elif product_id and product_id not in ['unknown', 'all_products']:
+                log_message(f"全局训练模式: 聚合单个产品 '{product_id}' 的跨店数据...", 'info')
+                product_data = full_df[full_df['product_id'] == product_id].copy()
+            else:
+                log_message("全局训练模式: 聚合所有店铺、所有药品的数据...", 'info')
+                product_data = full_df.copy()
+
+            if product_data.empty:
+                log_message(f"在指定的全局范围或自定义范围内找不到任何数据。", 'error')
+                return None
+
+            # 对筛选出的数据按天进行聚合
             product_data = product_data.groupby('date').agg({
                 'sales': aggregation_method,
                 'weekday': 'first', 'month': 'first', 'is_holiday': 'first',
                 'is_weekend': 'first', 'is_promotion': 'first', 'temperature': 'mean'
             }).reset_index()
-            log_message(f"全局训练模式: 产品 {product_id}, 聚合方法 {aggregation_method}, 数据量: {len(product_data)}", 'info')
+            log_message(f"全局训练聚合完成，聚合方法: {aggregation_method}, 数据量: {len(product_data)}", 'info')
             
         else:
             log_message(f"不支持的训练模式: {training_mode}", 'error')
@@ -160,8 +185,16 @@ class PharmacyPredictor:
             # 店铺模型的标识符只应基于店铺ID
             model_identifier = f"store_{store_id}"
         elif training_mode == 'global':
-            # 全局模型的标识符不应依赖于单个product_id
-            model_identifier = f"global_{aggregation_method}"
+            # 升级：为自定义范围的全局模型创建唯一标识符
+            if selected_stores and selected_products:
+                # 创建一个基于内容哈希的稳定标识符
+                import hashlib
+                s_stores = "_".join(sorted(selected_stores))
+                s_products = "_".join(sorted(selected_products))
+                hash_input = f"{s_stores}_{s_products}_{aggregation_method}"
+                model_identifier = f"global_custom_{hashlib.md5(hash_input.encode()).hexdigest()[:8]}"
+            else:
+                model_identifier = f"global_{aggregation_method}"
         else: # product mode
             model_identifier = product_id
         
diff --git a/server/predictors/model_predictor.py b/server/predictors/model_predictor.py
index 2986b68..e87170b 100644
--- a/server/predictors/model_predictor.py
+++ b/server/predictors/model_predictor.py
@@ -49,35 +49,75 @@ def default_pytorch_predictor(model, checkpoint, product_df, future_days, start_
 
     history_for_chart_df = product_df[product_df['date'] < start_date_dt].tail(history_lookback_days)
 
-    all_predictions = []
-    current_sequence_df = prediction_input_df.copy()
+    # --- 重构预测逻辑以正确处理XGBoost ---
+    if isinstance(model, xgb.Booster):
+        # --- XGBoost 预测路径 (非回归式，一次性预测) ---
+        X_current_scaled = scaler_X.transform(prediction_input_df[features].values)
+        X_input_reshaped = X_current_scaled.reshape(1, -1)
+        d_input = xgb.DMatrix(X_input_reshaped)
+        
+        # 一次性获取所有未来天数的预测
+        y_pred_scaled = model.predict(d_input, iteration_range=(0, model.best_iteration))
+        
+        # 反归一化整个序列
+        y_pred_unscaled = scaler_y.inverse_transform(y_pred_scaled.reshape(1, -1)).flatten()
+        y_pred_unscaled = np.maximum(0, y_pred_unscaled) # 确保销量不为负
 
-    for _ in range(future_days):
-        X_current_scaled = scaler_X.transform(current_sequence_df[features].values)
-        # **核心改进**: 智能判断模型类型并调用相应的预测方法
-        if isinstance(model, xgb.Booster):
-            # XGBoost 模型预测路径
-            X_input_reshaped = X_current_scaled.reshape(1, -1)
-            d_input = xgb.DMatrix(X_input_reshaped)
-            # **关键修复**: 使用 best_iteration 进行预测，以匹配早停策略
-            y_pred_scaled = model.predict(d_input, iteration_range=(0, model.best_iteration))
-            next_step_pred_scaled = y_pred_scaled.reshape(1, -1)
-        else:
-            # 默认 PyTorch 模型预测路径
+        # 生成未来日期序列
+        # 修正: 未来日期的数量必须与模型实际输出的预测点数量一致
+        # 而不是遵循用户输入的 future_days，因为XGBoost模型输出的长度是固定的。
+        future_dates = pd.date_range(start=start_date_dt, periods=len(y_pred_unscaled))
+        
+        # 直接构建结果DataFrame
+        predictions_df = pd.DataFrame({
+            'date': future_dates,
+            'predicted_sales': y_pred_unscaled
+        })
+
+    elif isinstance(model, CnnBiLstmAttention):
+        # --- CnnBiLstmAttention 预测路径 (非回归式，一次性预测) ---
+        X_current_scaled = scaler_X.transform(prediction_input_df[features].values)
+        X_input = torch.tensor(X_current_scaled.reshape(1, sequence_length, -1), dtype=torch.float32).to(DEVICE)
+        
+        with torch.no_grad():
+            # 一次性获取所有未来天数的预测
+            y_pred_scaled = model(X_input).cpu().numpy()
+
+        # 反归一化整个序列
+        y_pred_unscaled = scaler_y.inverse_transform(y_pred_scaled).flatten()
+        y_pred_unscaled = np.maximum(0, y_pred_unscaled) # 确保销量不为负
+
+        # 生成未来日期序列，其长度与模型实际输出的预测点数量一致
+        future_dates = pd.date_range(start=start_date_dt, periods=len(y_pred_unscaled))
+        
+        # 直接构建结果DataFrame
+        predictions_df = pd.DataFrame({
+            'date': future_dates,
+            'predicted_sales': y_pred_unscaled
+        })
+    else:
+        # --- 默认 PyTorch 模型预测路径 (自回归式) ---
+        all_predictions = []
+        current_sequence_df = prediction_input_df.copy()
+
+        for _ in range(future_days):
+            X_current_scaled = scaler_X.transform(current_sequence_df[features].values)
             X_input = torch.tensor(X_current_scaled.reshape(1, sequence_length, -1), dtype=torch.float32).to(DEVICE)
+            
             with torch.no_grad():
                 y_pred_scaled = model(X_input).cpu().numpy()
+            
             next_step_pred_scaled = y_pred_scaled[0, 0].reshape(1, -1)
-        next_step_pred_unscaled = float(max(0, scaler_y.inverse_transform(next_step_pred_scaled)[0][0]))
+            next_step_pred_unscaled = float(max(0, scaler_y.inverse_transform(next_step_pred_scaled)[0][0]))
 
-        next_date = current_sequence_df['date'].iloc[-1] + timedelta(days=1)
-        all_predictions.append({'date': next_date, 'predicted_sales': next_step_pred_unscaled})
+            next_date = current_sequence_df['date'].iloc[-1] + timedelta(days=1)
+            all_predictions.append({'date': next_date, 'predicted_sales': next_step_pred_unscaled})
 
-        new_row = {'date': next_date, 'sales': next_step_pred_unscaled, 'weekday': next_date.weekday(), 'month': next_date.month, 'is_holiday': 0, 'is_weekend': 1 if next_date.weekday() >= 5 else 0, 'is_promotion': 0, 'temperature': current_sequence_df['temperature'].iloc[-1]}
-        new_row_df = pd.DataFrame([new_row])
-        current_sequence_df = pd.concat([current_sequence_df.iloc[1:], new_row_df], ignore_index=True)
+            new_row = {'date': next_date, 'sales': next_step_pred_unscaled, 'weekday': next_date.weekday(), 'month': next_date.month, 'is_holiday': 0, 'is_weekend': 1 if next_date.weekday() >= 5 else 0, 'is_promotion': 0, 'temperature': current_sequence_df['temperature'].iloc[-1]}
+            new_row_df = pd.DataFrame([new_row])
+            current_sequence_df = pd.concat([current_sequence_df.iloc[1:], new_row_df], ignore_index=True)
 
-    predictions_df = pd.DataFrame(all_predictions)
+        predictions_df = pd.DataFrame(all_predictions)
     return predictions_df, history_for_chart_df, prediction_input_df
 
 # 注册默认的PyTorch预测器
@@ -116,13 +156,21 @@ def load_model_and_predict(model_path: str, product_id: str, model_type: str, st
                 }).reset_index()
                 product_name = f"店铺 {store_id} (所有药品聚合)"
         elif training_mode == 'global':
-            product_df = full_df[full_df['product_id'] == product_id].copy()
+            # 修正全局预测的数据加载逻辑
+            if product_id and product_id not in ['unknown', 'all_products']:
+                # 如果提供了具体产品ID（虽然全局模式下不常见，但应兼容），则聚合该产品的跨店数据
+                product_df = full_df[full_df['product_id'] == product_id].copy()
+                product_name = f"全局聚合 - 产品 {product_id}"
+            else:
+                # 如果是“所有药品”的全局预测，则聚合所有数据
+                product_df = full_df.copy()
+                product_name = "全局聚合 (所有药品)"
+
             product_df = product_df.groupby('date').agg({
-                'sales': 'sum',
+                'sales': 'sum', # 默认使用sum，未来可配置
                 'weekday': 'first', 'month': 'first', 'is_holiday': 'first',
                 'is_weekend': 'first', 'is_promotion': 'first', 'temperature': 'mean'
             }).reset_index()
-            product_name = f"全局聚合 - 产品 {product_id}"
         else: # 默认 'product' 模式
             product_df = full_df[full_df['product_id'] == product_id].copy()
             # 兼容性处理：新数据可能没有 product_name 列
diff --git a/server/trainers/cnn_bilstm_attention_trainer.py b/server/trainers/cnn_bilstm_attention_trainer.py
index c8d4147..2062dc3 100644
--- a/server/trainers/cnn_bilstm_attention_trainer.py
+++ b/server/trainers/cnn_bilstm_attention_trainer.py
@@ -13,6 +13,7 @@ from models.model_registry import register_trainer
 from utils.model_manager import model_manager
 from analysis.metrics import evaluate_model
 from utils.data_utils import create_dataset
+from utils.new_data_loader import load_new_data
 from sklearn.preprocessing import MinMaxScaler
 from utils.visualization import plot_loss_curve # 导入绘图函数
 
@@ -26,9 +27,38 @@ def train_with_cnn_bilstm_attention(product_id, model_identifier, product_df, st
     print(f"🚀 CNN-BiLSTM-Attention 训练器启动: model_identifier='{model_identifier}'")
     start_time = time.time()
 
-    # --- 1. 数据准备 ---
+    # --- 1. 数据加载与筛选重构 ---
+    if product_df is None:
+        print("正在使用新的统一数据加载器...")
+        full_df = load_new_data()
+
+        if training_mode == 'store' and store_id:
+            store_df = full_df[full_df['store_id'] == store_id].copy()
+            if product_id and product_id != 'unknown' and product_id != 'all_products':
+                product_df = store_df[store_df['product_id'] == product_id].copy()
+            else:
+                product_df = store_df.groupby('date').agg({
+                    'sales': 'sum', 'weekday': 'first', 'month': 'first',
+                    'is_holiday': 'first', 'is_weekend': 'first',
+                    'is_promotion': 'first', 'temperature': 'mean'
+                }).reset_index()
+                product_df.fillna(0, inplace=True)
+        elif training_mode == 'global':
+            product_df = full_df[full_df['product_id'] == product_id].copy()
+            product_df = product_df.groupby('date').agg({
+                'sales': 'sum', 'weekday': 'first', 'month': 'first',
+                'is_holiday': 'first', 'is_weekend': 'first',
+                'is_promotion': 'first', 'temperature': 'mean'
+            }).reset_index()
+            product_df.fillna(0, inplace=True)
+        else: # 默认 'product' 模式
+            product_df = full_df[full_df['product_id'] == product_id].copy()
+
+    # --- 2. 数据准备 ---
     features = ['sales', 'weekday', 'month', 'is_holiday', 'is_weekend', 'is_promotion', 'temperature']
-    product_name = product_df['product_name'].iloc[0] if 'product_name' in product_df.columns else model_identifier
+    product_name = f"产品 {product_id}"
+    if 'product_name' in product_df.columns and not product_df['product_name'].empty:
+        product_name = product_df['product_name'].iloc[0]
     
     X = product_df[features].values
     y = product_df[['sales']].values
diff --git a/server/trainers/kan_trainer.py b/server/trainers/kan_trainer.py
index 77603b9..aa09d33 100644
--- a/server/trainers/kan_trainer.py
+++ b/server/trainers/kan_trainer.py
@@ -53,6 +53,9 @@ def train_product_model_with_kan(product_id, model_identifier, product_df=None,
                 'is_promotion': 'first', 'temperature': 'mean'
             }).reset_index()
             training_scope = f"店铺 {store_id} (所有药品聚合)"
+            
+            # 数据清洗：使用0填充聚合后可能产生的NaN值
+            product_df.fillna(0, inplace=True)
     elif training_mode == 'global':
         # 筛选特定产品在所有店铺的聚合数据
         # 注意：新数据已经是按 (store_id, product_id, date) 展开的，聚合逻辑可能需要重新审视
diff --git a/server/trainers/mlstm_trainer.py b/server/trainers/mlstm_trainer.py
index 4222874..a4460f2 100644
--- a/server/trainers/mlstm_trainer.py
+++ b/server/trainers/mlstm_trainer.py
@@ -143,6 +143,9 @@ def train_product_model_with_mlstm(
                     'is_promotion': 'first', 'temperature': 'mean'
                 }).reset_index()
                 training_scope = f"店铺 {store_id} (所有药品聚合)"
+
+                # 数据清洗：使用0填充聚合后可能产生的NaN值
+                product_df.fillna(0, inplace=True)
         elif training_mode == 'global':
             product_df = full_df[full_df['product_id'] == product_id].copy()
             product_df = product_df.groupby('date').agg({
diff --git a/server/trainers/tcn_trainer.py b/server/trainers/tcn_trainer.py
index 34f10ba..1642936 100644
--- a/server/trainers/tcn_trainer.py
+++ b/server/trainers/tcn_trainer.py
@@ -16,6 +16,7 @@ from tqdm import tqdm
 
 from models.tcn_model import TCNForecaster
 from utils.data_utils import create_dataset, PharmacyDataset
+from utils.new_data_loader import load_new_data
 from utils.visualization import plot_loss_curve
 from analysis.metrics import evaluate_model
 from core.config import DEVICE, DEFAULT_MODEL_DIR, LOOK_BACK, FORECAST_HORIZON
@@ -58,15 +59,44 @@ def train_product_model_with_tcn(
     
     emit_progress(f"开始训练 TCN 模型")
     
+    # --- 数据加载与筛选重构 ---
     if product_df is None:
-        from utils.multi_store_data_utils import aggregate_multi_store_data
-        product_df = aggregate_multi_store_data(
-            product_id=product_id,
-            aggregation_method=aggregation_method
-        )
-        training_scope = f"全局聚合({aggregation_method})"
+        print("正在使用新的统一数据加载器...")
+        full_df = load_new_data()
+
+        if training_mode == 'store' and store_id:
+            store_df = full_df[full_df['store_id'] == store_id].copy()
+            if product_id and product_id != 'unknown' and product_id != 'all_products':
+                product_df = store_df[store_df['product_id'] == product_id].copy()
+                training_scope = f"店铺 {store_id} - 产品 {product_id}"
+            else:
+                product_df = store_df.groupby('date').agg({
+                    'sales': 'sum', 'weekday': 'first', 'month': 'first',
+                    'is_holiday': 'first', 'is_weekend': 'first',
+                    'is_promotion': 'first', 'temperature': 'mean'
+                }).reset_index()
+                training_scope = f"店铺 {store_id} (所有药品聚合)"
+                product_df.fillna(0, inplace=True)
+        elif training_mode == 'global':
+            product_df = full_df[full_df['product_id'] == product_id].copy()
+            product_df = product_df.groupby('date').agg({
+                'sales': 'sum', 'weekday': 'first', 'month': 'first',
+                'is_holiday': 'first', 'is_weekend': 'first',
+                'is_promotion': 'first', 'temperature': 'mean'
+            }).reset_index()
+            training_scope = f"全局聚合({aggregation_method})"
+            product_df.fillna(0, inplace=True)
+        else: # 默认 'product' 模式
+            product_df = full_df[full_df['product_id'] == product_id].copy()
+            training_scope = f"所有店铺中的产品 {product_id}"
     else:
-        training_scope = "所有店铺"
+        # 如果传入了product_df，直接使用
+        if training_mode == 'store' and store_id:
+            training_scope = f"店铺 {store_id}"
+        elif training_mode == 'global':
+            training_scope = f"全局聚合({aggregation_method})"
+        else:
+            training_scope = "所有店铺"
     
     if product_df.empty:
         raise ValueError(f"产品 {product_id} 没有可用的销售数据")
@@ -84,7 +114,11 @@ def train_product_model_with_tcn(
         raise ValueError(error_msg)
     
     product_df = product_df.sort_values('date')
-    product_name = product_df['product_name'].iloc[0]
+    # 兼容性处理：新数据可能没有 product_name 列
+    if 'product_name' in product_df.columns and not product_df['product_name'].empty:
+        product_name = product_df['product_name'].iloc[0]
+    else:
+        product_name = f"产品 {product_id}"
     
     print(f"使用TCN模型训练产品 '{product_name}' (ID: {product_id}) 的销售预测模型")
     print(f"训练范围: {training_scope}")
diff --git a/server/trainers/transformer_trainer.py b/server/trainers/transformer_trainer.py
index 6180fae..340329d 100644
--- a/server/trainers/transformer_trainer.py
+++ b/server/trainers/transformer_trainer.py
@@ -99,6 +99,9 @@ def train_product_model_with_transformer(
                     'is_promotion': 'first', 'temperature': 'mean'
                 }).reset_index()
                 training_scope = f"店铺 {store_id} (所有药品聚合)"
+
+                # 数据清洗：使用0填充聚合后可能产生的NaN值
+                product_df.fillna(0, inplace=True)
         elif training_mode == 'global':
             product_df = full_df[full_df['product_id'] == product_id].copy()
             product_df = product_df.groupby('date').agg({
diff --git a/server/trainers/xgboost_trainer.py b/server/trainers/xgboost_trainer.py
index 425c3bf..9b0cb95 100644
--- a/server/trainers/xgboost_trainer.py
+++ b/server/trainers/xgboost_trainer.py
@@ -11,6 +11,7 @@ from xgboost.callback import EarlyStopping
 
 # 导入核心工具
 from utils.data_utils import create_dataset
+from utils.new_data_loader import load_new_data
 from analysis.metrics import evaluate_model
 from utils.model_manager import model_manager
 from models.model_registry import register_trainer
@@ -23,9 +24,32 @@ def train_product_model_with_xgboost(product_id, model_identifier, product_df, s
     """
     print(f"🚀 XGBoost训练器启动: model_identifier='{model_identifier}'")
     
-    # --- 1. 数据准备和验证 ---
-    if product_df.empty:
-        raise ValueError(f"产品 {product_id} 没有可用的销售数据")
+    # --- 1. 数据加载与筛选重构 ---
+    if product_df is None:
+        print("正在使用新的统一数据加载器...")
+        full_df = load_new_data()
+
+        if training_mode == 'store' and store_id:
+            store_df = full_df[full_df['store_id'] == store_id].copy()
+            if product_id and product_id != 'unknown' and product_id != 'all_products':
+                product_df = store_df[store_df['product_id'] == product_id].copy()
+            else:
+                product_df = store_df.groupby('date').agg({
+                    'sales': 'sum', 'weekday': 'first', 'month': 'first',
+                    'is_holiday': 'first', 'is_weekend': 'first',
+                    'is_promotion': 'first', 'temperature': 'mean'
+                }).reset_index()
+                product_df.fillna(0, inplace=True)
+        elif training_mode == 'global':
+            product_df = full_df[full_df['product_id'] == product_id].copy()
+            product_df = product_df.groupby('date').agg({
+                'sales': 'sum', 'weekday': 'first', 'month': 'first',
+                'is_holiday': 'first', 'is_weekend': 'first',
+                'is_promotion': 'first', 'temperature': 'mean'
+            }).reset_index()
+            product_df.fillna(0, inplace=True)
+        else: # 默认 'product' 模式
+            product_df = full_df[full_df['product_id'] == product_id].copy()
 
     min_required_samples = sequence_length + forecast_horizon
     if len(product_df) < min_required_samples:
@@ -33,7 +57,9 @@ def train_product_model_with_xgboost(product_id, model_identifier, product_df, s
         raise ValueError(error_msg)
 
     product_df = product_df.sort_values('date')
-    product_name = product_df['product_name'].iloc[0] if 'product_name' in product_df.columns else model_identifier
+    product_name = f"产品 {product_id}"
+    if 'product_name' in product_df.columns and not product_df['product_name'].empty:
+        product_name = product_df['product_name'].iloc[0]
     
     # --- 2. 数据预处理和适配 ---
     features = ['sales', 'weekday', 'month', 'is_holiday', 'is_weekend', 'is_promotion', 'temperature']
diff --git a/server/utils/training_process_manager.py b/server/utils/training_process_manager.py
index d95cbcf..cc14738 100644
--- a/server/utils/training_process_manager.py
+++ b/server/utils/training_process_manager.py
@@ -45,6 +45,10 @@ class TrainingTask:
     training_mode: str
     store_id: Optional[str] = None
     epochs: int = 100
+    # 新增字段以支持自定义范围的全局训练
+    selected_stores: Optional[list] = None
+    selected_products: Optional[list] = None
+    aggregation_method: str = 'sum'
     status: str = "pending"  # pending, running, completed, failed
     start_time: Optional[str] = None
     end_time: Optional[str] = None
@@ -138,12 +142,16 @@ class TrainingWorker:
                         training_logger.error(f"进度回调失败: {e}")
                 
                 # 执行真正的训练，传递进度回调
+                # 升级：传递新增的自定义范围参数
                 metrics = predictor.train_model(
                     product_id=task.product_id,
                     model_type=task.model_type,
                     epochs=task.epochs,
                     store_id=task.store_id,
                     training_mode=task.training_mode,
+                    selected_stores=task.selected_stores,
+                    selected_products=task.selected_products,
+                    aggregation_method=task.aggregation_method,
                     socketio=None,  # 子进程中不能直接使用socketio
                     task_id=task.task_id,
                     progress_callback=progress_callback  # 传递进度回调函数
@@ -281,18 +289,25 @@ class TrainingProcessManager:
         
         self.logger.info("✅ 训练进程管理器已停止")
         
-    def submit_task(self, product_id: str, model_type: str, training_mode: str = "product", 
-                   store_id: str = None, epochs: int = 100, **kwargs) -> str:
+    def submit_task(self, product_id: str, model_type: str, training_mode: str = "product",
+                    store_id: str = None, epochs: int = 100,
+                    selected_stores: Optional[list] = None,
+                    selected_products: Optional[list] = None,
+                    aggregation_method: str = 'sum',
+                    **kwargs) -> str:
         """提交训练任务"""
         task_id = str(uuid.uuid4())
-        
+
         task = TrainingTask(
             task_id=task_id,
             product_id=product_id,
             model_type=model_type,
             training_mode=training_mode,
             store_id=store_id,
-            epochs=epochs
+            epochs=epochs,
+            selected_stores=selected_stores,
+            selected_products=selected_products,
+            aggregation_method=aggregation_method
         )
         
         with self.lock: