# prediction_history

prediction_id: 407b23c2-ef22-4d8b-98b6-41dee4705d7f
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_v2
start_date: 2025-07-21
created_at: 2025-07-21T17:26:23.489275
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_407b23c2-ef22-4d8b-98b6-41dee4705d7f.json
predictions_data:
[{"date": "2025-07-21", "predicted_sales": 2.2925546169281006}, {"date": "2025-07-22", "predicted_sales": 1.9578189849853516}, {"date": "2025-07-23", "predicted_sales": 2.041950225830078}, {"date": "2025-07-24", "predicted_sales": 2.1188342571258545}, {"date": "2025-07-25", "predicted_sales": 2.332228422164917}, {"date": "2025-07-26", "predicted_sales": 2.4553000926971436}, {"date": "2025-07-27", "predicted_sales": 2.619720935821533}]

analysis:
{"trend": {"slope": 0.06750505652125341, "trend_type": "\u4e0a\u5347", "r_squared": 0.906283338573148, "p_value": 6.306702504905213e-16, "volatility": 0.2028798252251647, "volatility_level": "\u4e2d"}, "statistics": {"mean": 3.0252040147781374, "median": 2.973485231399536, "min": 1.9578189849853516, "max": 4.338122844696045, "std": 0.6137528617886551, "q1": 2.547414183616638, "q3": 3.4796375036239624}, "day_over_day": [-14.600988324163753, 4.297192002423862, 3.7652255340612943, 10.071300495609616, 5.276999000723262, 6.696568114562876, 10.546959538969482, -16.646842508921694, 4.744270913479441, 3.0003159805538533, 7.0574385744780255, 2.33276883562171, 5.8781546205931825, 9.342533353506324, -14.26218032669503, 3.8395331429965096, 2.2277857456152796, 7.0341068175250046, 2.870844453579642, 6.129969296600658, 8.11415659486165, -13.289050330145136, 4.010278897925847, 2.111838854048486, 6.0862778458281275, 2.402907128636047, 6.402222399025385, 7.298670729162969, -12.310206213590398], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea60.07\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4e2d\uff0c\u8868\u660e\u9500\u91cf\u6709\u4e00\u5b9a\u6ce2\u52a8\uff0c\u4f46\u6574\u4f53\u53ef\u63a7\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a3.03\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a4.34\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.96\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 49e84698-e521-4f4f-957c-d751b91fbb6c
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_v2
start_date: 2025-03-01
created_at: 2025-07-21T17:26:31.526355
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_49e84698-e521-4f4f-957c-d751b91fbb6c.json
predictions_data:
[{"date": "2025-03-01", "predicted_sales": 31.00627326965332}, {"date": "2025-03-02", "predicted_sales": 30.5441837310791}, {"date": "2025-03-03", "predicted_sales": 30.154375076293945}, {"date": "2025-03-04", "predicted_sales": 29.307579040527344}, {"date": "2025-03-05", "predicted_sales": 28.4609375}, {"date": "2025-03-06", "predicted_sales": 27.859209060668945}, {"date": "2025-03-07", "predicted_sales": 27.50532341003418}]

analysis:
{"trend": {"slope": -0.16019809710170585, "trend_type": "\u4e0b\u964d", "r_squared": 0.7192637578903054, "p_value": 3.2864705611687013e-09, "volatility": 0.06132742989768946, "volatility_level": "\u4f4e"}, "statistics": {"mean": 26.659237416585288, "median": 25.946343421936035, "min": 25.098323822021484, "max": 31.00627326965332, "std": 1.6349425137914941, "q1": 25.54407501220703, "q3": 27.17600393295288}, "day_over_day": [-1.4903098303867375, -1.2762123820926368, -2.808202901317347, -2.8888143212258646, -2.114225644643837, -1.270264528558975, -1.0563279438857072, -0.5698824554797072, -0.7037606360947871, -1.869850165664281, -1.3748737233535027, -0.6427869651464325, 0.26913981783269436, 0.3059728650903286, 0.5138527683516959, -0.08507286034088732, -1.2678463443872148, -1.3795226167758567, -0.712320158863158, 1.1829968805756317, 0.47503613390221117, 0.6484989208292047, 0.2551600535321891, -1.478263496927316, -1.5724914159468906, 0.2563845350052247, 0.9021877376115663, 0.2507003714380069, 0.5409790121754561], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0b\u964d\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u4e0b\u964d\u7ea60.16\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a26.66\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a31.01\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a25.10\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 76f8868b-c240-4024-93fa-1be07bda3ba1
product_id: 01010023
product_name: 一树贵阳金阳南路分店（福州街分店）
model_type: mlstm
model_id: store_01010023_mlstm_best
start_date: 2025-04-01
created_at: 2025-07-21T17:26:53.021811
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_76f8868b-c240-4024-93fa-1be07bda3ba1.json
predictions_data:
[{"date": "2025-04-01", "predicted_sales": 209.4110565185547}, {"date": "2025-04-02", "predicted_sales": 209.21356201171875}, {"date": "2025-04-03", "predicted_sales": 209.06832885742188}, {"date": "2025-04-04", "predicted_sales": 208.94873046875}, {"date": "2025-04-05", "predicted_sales": 209.07142639160156}, {"date": "2025-04-06", "predicted_sales": 209.146484375}, {"date": "2025-04-07", "predicted_sales": 209.64674377441406}]


prediction_id: 4d873c34-9de6-4a36-afd8-be0862bbeb8c
product_id: global
product_name: 全局销售数据
model_type: mlstm
model_id: global_sum_mlstm_v4
start_date: 2025-02-01
created_at: 2025-07-21T17:48:44.860715
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_4d873c34-9de6-4a36-afd8-be0862bbeb8c.json
predictions_data:
[{"date": "2025-02-01", "predicted_sales": 2885.17919921875}, {"date": "2025-02-02", "predicted_sales": 2895.205322265625}, {"date": "2025-02-03", "predicted_sales": 2922.745361328125}, {"date": "2025-02-04", "predicted_sales": 2861.277587890625}, {"date": "2025-02-05", "predicted_sales": 2847.46728515625}, {"date": "2025-02-06", "predicted_sales": 2876.973388671875}, {"date": "2025-02-07", "predicted_sales": 2854.3583984375}]


prediction_id: 41b2fa3d-1644-4c90-a2d5-024999eb4836
product_id: 17021449
product_name: 布洛芬混悬液(美林)
model_type: mlstm
model_id: 17021449_mlstm_best
start_date: 2025-02-01
created_at: 2025-07-21T17:50:41.769335
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_41b2fa3d-1644-4c90-a2d5-024999eb4836.json
predictions_data:
[{"date": "2025-02-01", "predicted_sales": 7.166171073913574}, {"date": "2025-02-02", "predicted_sales": 6.738279819488525}, {"date": "2025-02-03", "predicted_sales": 6.312136173248291}, {"date": "2025-02-04", "predicted_sales": 5.736028671264648}, {"date": "2025-02-05", "predicted_sales": 5.3986101150512695}, {"date": "2025-02-06", "predicted_sales": 5.05930233001709}, {"date": "2025-02-07", "predicted_sales": 4.725865840911865}]

analysis:
{"trend": {"slope": -0.049492718327429984, "trend_type": "\u5e73\u7a33", "r_squared": 0.24261385923042542, "p_value": 0.004878145228086834, "volatility": 0.2002229524022772, "volatility_level": "\u4e2d"}, "statistics": {"mean": 4.488638570231776, "median": 4.27462911605835, "min": 3.498347759246826, "max": 7.166171073913574, "std": 0.8987284667985425, "q1": 3.85581111907959, "q3": 4.595883846282959}, "day_over_day": [-5.970988551789761, -6.324220092607866, -9.126981518954963, -5.8824419393808, -6.2850951967839475, -6.590562637993178, -8.178382923215837, -5.057519462796382, -4.454175728620434, -11.128119882970982, 1.3795689455299733, 2.645715522642509, 3.156428413546945, 1.0306909670470934, 0.5371375333374095, 2.1693733309015006, -6.361520525349899, 4.199370069336277, 4.953109589444782, 3.7787050680165954, 3.7877155097975015, 3.3047787756694, 0.7014913577192505, -7.760818902709183, 3.130618424362598, 5.298347232133389, 2.804842671719766, -0.3890007818122512, -0.8041595578307528, -6.052957998467428], "influencing_factors": {"product_id": "17021449", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117021449\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u5e73\u7a33\u8d8b\u52bf\uff0c\u9500\u91cf\u57fa\u672c\u4fdd\u6301\u7a33\u5b9a\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4e2d\uff0c\u8868\u660e\u9500\u91cf\u6709\u4e00\u5b9a\u6ce2\u52a8\uff0c\u4f46\u6574\u4f53\u53ef\u63a7\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a4.49\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a7.17\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a3.50\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 452db80e-e19f-49a1-8b9c-58083966f5bd
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_v2
start_date: 2025-07-21
created_at: 2025-07-21T18:01:48.933266
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_452db80e-e19f-49a1-8b9c-58083966f5bd.json
predictions_data:
[{"date": "2025-07-21", "predicted_sales": 2.2925546169281006}, {"date": "2025-07-22", "predicted_sales": 1.9578189849853516}, {"date": "2025-07-23", "predicted_sales": 2.041950225830078}, {"date": "2025-07-24", "predicted_sales": 2.1188342571258545}, {"date": "2025-07-25", "predicted_sales": 2.332228422164917}, {"date": "2025-07-26", "predicted_sales": 2.4553000926971436}, {"date": "2025-07-27", "predicted_sales": 2.619720935821533}]

analysis:
{"trend": {"slope": 0.06614014800829378, "trend_type": "\u4e0a\u5347", "r_squared": 0.8524179457208262, "p_value": 3.4831563870884283e-10, "volatility": 0.1704047568876491, "volatility_level": "\u4e2d"}, "statistics": {"mean": 2.788582480472067, "median": 2.831993341445923, "min": 1.9578189849853516, "max": 3.7980353832244873, "std": 0.4751877196460001, "q1": 2.4346128702163696, "q3": 3.1192822456359863}, "day_over_day": [-14.600988324163753, 4.297192002423862, 3.7652255340612943, 10.071300495609616, 5.276999000723262, 6.696568114562876, 10.546959538969482, -16.646842508921694, 4.744270913479441, 3.0003159805538533, 7.0574385744780255, 2.33276883562171, 5.8781546205931825, 9.342533353506324, -14.26218032669503, 3.8395331429965096, 2.2277857456152796, 7.0341068175250046, 2.870844453579642, 6.129969296600658, 8.11415659486165, -13.289050330145136], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea60.07\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4e2d\uff0c\u8868\u660e\u9500\u91cf\u6709\u4e00\u5b9a\u6ce2\u52a8\uff0c\u4f46\u6574\u4f53\u53ef\u63a7\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a2.79\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a3.80\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.96\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: c3fbc71f-9515-45a9-b6f7-cd6957a14ed5
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_v2
start_date: 2025-01-01
created_at: 2025-07-21T18:01:58.115773
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_c3fbc71f-9515-45a9-b6f7-cd6957a14ed5.json
predictions_data:
[{"date": "2025-01-01", "predicted_sales": 31.099395751953125}, {"date": "2025-01-02", "predicted_sales": 30.820730209350586}, {"date": "2025-01-03", "predicted_sales": 30.19757843017578}, {"date": "2025-01-04", "predicted_sales": 29.699045181274414}, {"date": "2025-01-05", "predicted_sales": 29.42059326171875}, {"date": "2025-01-06", "predicted_sales": 29.044580459594727}, {"date": "2025-01-07", "predicted_sales": 28.30874252319336}]

analysis:
{"trend": {"slope": -0.20777053229893616, "trend_type": "\u4e0b\u964d", "r_squared": 0.8357363686613993, "p_value": 1.0818583097861541e-09, "volatility": 0.05433649531515334, "volatility_level": "\u4f4e"}, "statistics": {"mean": 27.7449544823688, "median": 27.274721145629883, "min": 25.854949951171875, "max": 31.099395751953125, "std": 1.507563589250375, "q1": 26.71552562713623, "q3": 28.676661491394043}, "day_over_day": [-0.8960480931049541, -2.021859232218155, -1.650904724211905, -0.9375786927023202, -1.2780598908359906, -2.5334775877552294, -2.5933682227666557, -1.778775001334991, 1.167376884436266, -0.4582254485635025, 0.6356518468183736, -0.03418873264452765, -1.6662627957902336, -0.9424447661511339, -0.3678147106187916, -1.1302807970735511, 1.42774037158907, 0.5378951904350252, -0.06354165889624075, -1.7588074553377617, -1.1247551639529556, -0.7946199130167944], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0b\u964d\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u4e0b\u964d\u7ea60.21\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a27.74\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a31.10\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a25.85\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: b72d5f66-5fdf-4908-9942-64f63be4bb45
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_v2
start_date: 2025-07-21
created_at: 2025-07-21T18:18:44.551180
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_b72d5f66-5fdf-4908-9942-64f63be4bb45.json
analysis:
{"trend": {"slope": 0.07479212369237627, "trend_type": "\u4e0a\u5347", "r_squared": 0.782634432801277, "p_value": 1.1853401272124944e-05, "volatility": 0.1433304921169217, "volatility_level": "\u4e2d"}, "statistics": {"mean": 2.548421049118042, "median": 2.5284488201141357, "min": 1.9578189849853516, "max": 3.3030853271484375, "std": 0.3652664430912108, "q1": 2.312391519546509, "q3": 2.8206279277801514}, "day_over_day": [-14.600988324163753, 4.297192002423862, 3.7652255340612943, 10.071300495609616, 5.276999000723262, 6.696568114562876, 10.546959538969482, -16.646842508921694, 4.744270913479441, 3.0003159805538533, 7.0574385744780255, 2.33276883562171, 5.8781546205931825, 9.342533353506324], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea60.07\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4e2d\uff0c\u8868\u660e\u9500\u91cf\u6709\u4e00\u5b9a\u6ce2\u52a8\uff0c\u4f46\u6574\u4f53\u53ef\u63a7\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a2.55\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a3.30\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.96\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: d765855b-51a3-4404-b45d-cbd52079ebd2
product_id: 17021449
product_name: 布洛芬混悬液(美林)
model_type: kan
model_id: 17021449_kan_best
start_date: 2025-07-21
created_at: 2025-07-21T18:29:39.187038
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_d765855b-51a3-4404-b45d-cbd52079ebd2.json
predictions_data:
[{"date": "2025-07-21", "predicted_sales": 2.372026205062866}, {"date": "2025-07-22", "predicted_sales": 2.394411087036133}, {"date": "2025-07-23", "predicted_sales": 2.337240219116211}, {"date": "2025-07-24", "predicted_sales": 2.286252021789551}, {"date": "2025-07-25", "predicted_sales": 2.253140449523926}, {"date": "2025-07-26", "predicted_sales": 2.229519844055176}, {"date": "2025-07-27", "predicted_sales": 2.6717689037323}]

analysis:
{"trend": {"slope": 0.0050488179361718325, "trend_type": "\u5e73\u7a33", "r_squared": 0.04318359327016507, "p_value": 0.3083584454804039, "volatility": 0.07460067270836143, "volatility_level": "\u4f4e"}, "statistics": {"mean": 2.4425802505933323, "median": 2.3630902767181396, "min": 2.229519844055176, "max": 2.7973473072052, "std": 0.18221812983842062, "q1": 2.310855805873871, "q3": 2.5252296924591064}, "day_over_day": [0.943702979566085, -2.387679719220208, -2.1815557044427596, -1.4482905624598248, -1.0483414593058717, 19.83606743202324, 1.8817689583035695, -10.426373244451343, -3.9011418935026727, -2.393205355453034, -1.4775124257991261, 2.0025265556574983, 19.5626254011124, 1.7905648453450467, -9.723391714920226, -4.578323900313439, -2.301119149419528, -1.3689230921611713, -0.6357923829158431, 19.157013489371447, 1.7532051423812485, -9.727523187951853, -4.578976815782919, -2.301225484497035, -1.3689230921611713], "influencing_factors": {"product_id": "17021449", "model_type": "kan", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "kan\u6a21\u578b\u5bf9\u4ea7\u54c117021449\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u5e73\u7a33\u8d8b\u52bf\uff0c\u9500\u91cf\u57fa\u672c\u4fdd\u6301\u7a33\u5b9a\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a2.44\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a2.80\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a2.23\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: da3115e2-cd25-43ff-bb85-58f6dddce3ad
product_id: 17021449
product_name: 布洛芬混悬液(美林)
model_type: kan
model_id: 17021449_kan_best
start_date: 2025-03-01
created_at: 2025-07-21T18:29:46.027099
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_da3115e2-cd25-43ff-bb85-58f6dddce3ad.json
predictions_data:
[{"date": "2025-03-01", "predicted_sales": 5.9166340827941895}, {"date": "2025-03-02", "predicted_sales": 3.079298257827759}, {"date": "2025-03-03", "predicted_sales": 2.668396472930908}, {"date": "2025-03-04", "predicted_sales": 2.1616852283477783}, {"date": "2025-03-05", "predicted_sales": 2.0486040115356445}, {"date": "2025-03-06", "predicted_sales": 2.004669189453125}, {"date": "2025-03-07", "predicted_sales": 2.0092663764953613}]

analysis:
{"trend": {"slope": -0.03930931971623348, "trend_type": "\u5e73\u7a33", "r_squared": 0.1503115960979172, "p_value": 0.05034952302986211, "volatility": 0.31944196845061557, "volatility_level": "\u9ad8"}, "statistics": {"mean": 2.3805021322690525, "median": 2.1037521362304688, "min": 2.004434108734131, "max": 5.9166340827941895, "std": 0.7604322870329138, "q1": 2.046969175338745, "q3": 2.4891547560691833}, "day_over_day": [-47.95523578545304, -13.344007318950474, -18.989353708242966, -5.231160176755436, -2.1446224763362514, 0.22932397357243983, 2.3859818493655394, 20.996813833885454, 3.7339349267974122, -16.722883414068153, -4.8052888346823375, -2.077953450255317, 0.23937798122229906, 2.387481872967847, 20.99703634407336, 3.7339846065254263, -16.722883414068153, -4.8052888346823375, -2.077953450255317, 0.23937798122229906, 2.387481872967847, 20.99703634407336, 3.7339846065254263, -16.722883414068153, -4.8052888346823375], "influencing_factors": {"product_id": "17021449", "model_type": "kan", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "kan\u6a21\u578b\u5bf9\u4ea7\u54c117021449\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u5e73\u7a33\u8d8b\u52bf\uff0c\u9500\u91cf\u57fa\u672c\u4fdd\u6301\u7a33\u5b9a\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u9ad8\uff0c\u8868\u660e\u9500\u91cf\u53ef\u80fd\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u9884\u6d4b\u7684\u4e0d\u786e\u5b9a\u6027\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a2.38\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a5.92\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a2.00\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 59232980-8ef7-4b69-9dab-be9d3687b4ea
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_best
start_date: 2025-07-21
created_at: 2025-07-21T18:33:07.259593
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_59232980-8ef7-4b69-9dab-be9d3687b4ea.json
analysis:
{"trend": {"slope": 0.06153595573023744, "trend_type": "\u4e0a\u5347", "r_squared": 0.7929305048596744, "p_value": 3.250164361192339e-07, "volatility": 0.14319343463028603, "volatility_level": "\u4e2d"}, "statistics": {"mean": 2.643314926247848, "median": 2.619720935821533, "min": 1.9578189849853516, "max": 3.3030853271484375, "std": 0.3785053430989305, "q1": 2.3730770349502563, "q3": 2.918375253677368}, "day_over_day": [-14.600988324163753, 4.297192002423862, 3.7652255340612943, 10.071300495609616, 5.276999000723262, 6.696568114562876, 10.546959538969482, -16.646842508921694, 4.744270913479441, 3.0003159805538533, 7.0574385744780255, 2.33276883562171, 5.8781546205931825, 9.342533353506324, -14.26218032669503, 3.8395331429965096, 2.2277857456152796, 7.0341068175250046], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea60.06\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4e2d\uff0c\u8868\u660e\u9500\u91cf\u6709\u4e00\u5b9a\u6ce2\u52a8\uff0c\u4f46\u6574\u4f53\u53ef\u63a7\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a2.64\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a3.30\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.96\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 105ada2e-8172-41dc-ba6b-bff53a3a2f4e
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_best
start_date: 2025-03-01
created_at: 2025-07-21T18:33:14.414338
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_105ada2e-8172-41dc-ba6b-bff53a3a2f4e.json
predictions_data:
[{"date": "2025-03-01", "predicted_sales": 31.00627326965332}, {"date": "2025-03-02", "predicted_sales": 30.5441837310791}, {"date": "2025-03-03", "predicted_sales": 30.154375076293945}, {"date": "2025-03-04", "predicted_sales": 29.307579040527344}, {"date": "2025-03-05", "predicted_sales": 28.4609375}, {"date": "2025-03-06", "predicted_sales": 27.859209060668945}, {"date": "2025-03-07", "predicted_sales": 27.50532341003418}]

analysis:
{"trend": {"slope": -0.28844045672500335, "trend_type": "\u4e0b\u964d", "r_squared": 0.8547994647493449, "p_value": 1.5392949720366738e-08, "volatility": 0.06249886738566318, "volatility_level": "\u4f4e"}, "statistics": {"mean": 27.340882853457803, "median": 26.86924934387207, "min": 25.410959243774414, "max": 31.00627326965332, "std": 1.7087742116652116, "q1": 25.995150566101074, "q3": 28.160073280334473}, "day_over_day": [-1.4903098303867375, -1.2762123820926368, -2.808202901317347, -2.8888143212258646, -2.114225644643837, -1.270264528558975, -1.0563279438857072, -0.5698824554797072, -0.7037606360947871, -1.869850165664281, -1.3748737233535027, -0.6427869651464325, 0.26913981783269436, 0.3059728650903286, 0.5138527683516959, -0.08507286034088732, -1.2678463443872148, -1.3795226167758567], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0b\u964d\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u4e0b\u964d\u7ea60.29\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a27.34\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a31.01\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a25.41\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 9aabf178-0c08-4ac9-abfe-91ae63a79499
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_best
start_date: 2025-07-21
created_at: 2025-07-21T18:40:19.039398
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_9aabf178-0c08-4ac9-abfe-91ae63a79499.json
analysis:
{"trend": {"slope": 0.06372200394724752, "trend_type": "\u4e0a\u5347", "r_squared": 0.6762863524329259, "p_value": 0.0005588698003522724, "volatility": 0.11814314734252403, "volatility_level": "\u4e2d"}, "statistics": {"mean": 2.454028459695669, "median": 2.4553000926971436, "min": 1.9578189849853516, "max": 2.896021842956543, "std": 0.28992664589657274, "q1": 2.2925546169281006, "q3": 2.619720935821533}, "day_over_day": [-14.600988324163753, 4.297192002423862, 3.7652255340612943, 10.071300495609616, 5.276999000723262, 6.696568114562876, 10.546959538969482, -16.646842508921694, 4.744270913479441, 3.0003159805538533, 7.0574385744780255, 2.33276883562171], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea60.06\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4e2d\uff0c\u8868\u660e\u9500\u91cf\u6709\u4e00\u5b9a\u6ce2\u52a8\uff0c\u4f46\u6574\u4f53\u53ef\u63a7\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a2.45\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a2.90\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.96\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 7cd3e0c7-0ffa-44d8-87b8-be6f8518cf0b
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_best
start_date: 2025-03-01
created_at: 2025-07-21T18:40:45.126853
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_7cd3e0c7-0ffa-44d8-87b8-be6f8518cf0b.json
analysis:
{"trend": {"slope": -0.4375054810073348, "trend_type": "\u4e0b\u964d", "r_squared": 0.9559258634414846, "p_value": 8.368676140135586e-09, "volatility": 0.0597655386810722, "volatility_level": "\u4f4e"}, "statistics": {"mean": 28.01460941021259, "median": 27.50532341003418, "min": 25.83717155456543, "max": 31.00627326965332, "std": 1.6743082223411898, "q1": 26.86924934387207, "q3": 29.307579040527344}, "day_over_day": [-1.4903098303867375, -1.2762123820926368, -2.808202901317347, -2.8888143212258646, -2.114225644643837, -1.270264528558975, -1.0563279438857072, -0.5698824554797072, -0.7037606360947871, -1.869850165664281, -1.3748737233535027, -0.6427869651464325], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0b\u964d\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u4e0b\u964d\u7ea60.44\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a28.01\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a31.01\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a25.84\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 88a8da75-5ef3-4e53-b87d-69d14f4528ef
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_best
start_date: 2025-07-22
created_at: 2025-07-22T09:31:10.091428
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_88a8da75-5ef3-4e53-b87d-69d14f4528ef.json
predictions_data:
[{"date": "2025-07-22", "predicted_sales": 1.876015543937683}, {"date": "2025-07-23", "predicted_sales": 1.9860080480575562}, {"date": "2025-07-24", "predicted_sales": 2.057166337966919}, {"date": "2025-07-25", "predicted_sales": 2.273441791534424}, {"date": "2025-07-26", "predicted_sales": 2.3903772830963135}, {"date": "2025-07-27", "predicted_sales": 2.558232545852661}, {"date": "2025-07-28", "predicted_sales": 2.8348488807678223}]

analysis:
{"trend": {"slope": 0.06794614272010058, "trend_type": "\u4e0a\u5347", "r_squared": 0.8521415259892263, "p_value": 6.728801426789521e-09, "volatility": 0.15865528372735624, "volatility_level": "\u4e2d"}, "statistics": {"mean": 2.6751628637313845, "median": 2.751837730407715, "min": 1.876015543937683, "max": 3.4398703575134277, "std": 0.4244287231621896, "q1": 2.382562041282654, "q3": 2.948128640651703}, "day_over_day": [5.863091298753479, 3.5829809440581166, 10.51327010246766, 5.143544558621221, 7.02212424554674, 10.812790860768471, -16.78158466060084, 4.6190892616776145, 3.120778855829696, 7.591173852312181, 2.4247217186324317, 5.505106553534337, 9.360713504463432, -14.546608422531085, 4.064465456250964, 2.3180564229352325, 7.004530853137394, 2.784363072075923, 6.219948662321138], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea60.07\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4e2d\uff0c\u8868\u660e\u9500\u91cf\u6709\u4e00\u5b9a\u6ce2\u52a8\uff0c\u4f46\u6574\u4f53\u53ef\u63a7\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a2.68\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a3.44\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.88\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: ca488489-2999-47ee-aa0c-59a54e416e45
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: mlstm
model_id: 17002608_mlstm_best
start_date: 2025-03-01
created_at: 2025-07-22T09:33:27.964004
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_ca488489-2999-47ee-aa0c-59a54e416e45.json
analysis:
{"trend": {"slope": -0.27739083426339284, "trend_type": "\u4e0b\u964d", "r_squared": 0.8569349211117412, "p_value": 4.98934832656853e-09, "volatility": 0.06344264319641901, "volatility_level": "\u4f4e"}, "statistics": {"mean": 27.235336303710938, "median": 26.6180419921875, "min": 25.229951858520508, "max": 31.00627326965332, "std": 1.7278817234508104, "q1": 25.9661602973938, "q3": 28.00964117050171}, "day_over_day": [-1.4903098303867375, -1.2762123820926368, -2.808202901317347, -2.8888143212258646, -2.114225644643837, -1.270264528558975, -1.0563279438857072, -0.5698824554797072, -0.7037606360947871, -1.869850165664281, -1.3748737233535027, -0.6427869651464325, 0.26913981783269436, 0.3059728650903286, 0.5138527683516959, -0.08507286034088732, -1.2678463443872148, -1.3795226167758567, -0.712320158863158], "influencing_factors": {"product_id": "17002608", "model_type": "mlstm", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "mlstm\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0b\u964d\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u4e0b\u964d\u7ea60.28\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a27.24\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a31.01\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a25.23\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: e5e01440-bcd4-43fc-853c-ed43181d9499
product_id: 01010023
product_name: 一树贵阳金阳南路分店（福州街分店）
model_type: mlstm
model_id: store_01010023_mlstm_best
start_date: 2025-02-01
created_at: 2025-07-22T09:57:31.616267
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_e5e01440-bcd4-43fc-853c-ed43181d9499.json
predictions_data:
[{"date": "2025-02-01", "predicted_sales": 260.75445556640625}, {"date": "2025-02-02", "predicted_sales": 260.561767578125}, {"date": "2025-02-03", "predicted_sales": 260.2279357910156}, {"date": "2025-02-04", "predicted_sales": 260.76751708984375}, {"date": "2025-02-05", "predicted_sales": 260.7425842285156}, {"date": "2025-02-06", "predicted_sales": 260.7525939941406}, {"date": "2025-02-07", "predicted_sales": 260.7677001953125}]


prediction_id: c4a932a0-a44c-4f91-9941-fdf81037772f
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: transformer
model_id: 17002608_transformer_best
start_date: 2025-07-22
created_at: 2025-07-22T10:37:15.878130
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_c4a932a0-a44c-4f91-9941-fdf81037772f.json
predictions_data:
[{"date": "2025-07-22", "predicted_sales": 9.42842960357666}, {"date": "2025-07-23", "predicted_sales": 9.44090747833252}, {"date": "2025-07-24", "predicted_sales": 9.401461601257324}, {"date": "2025-07-25", "predicted_sales": 9.409933090209961}, {"date": "2025-07-26", "predicted_sales": 9.40205192565918}, {"date": "2025-07-27", "predicted_sales": 9.658535957336426}, {"date": "2025-07-28", "predicted_sales": 9.627659797668457}]

analysis:
{"trend": {"slope": 0.010068329079361154, "trend_type": "\u5e73\u7a33", "r_squared": 0.6636009662044353, "p_value": 5.2388686988820703e-11, "volatility": 0.015510886460578804, "volatility_level": "\u4f4e"}, "statistics": {"mean": 9.658347152528309, "median": 9.664087772369385, "min": 9.401461601257324, "max": 9.957967758178711, "std": 0.1498095260797212, "q1": 9.56192660331726, "q3": 9.740788459777832}, "day_over_day": [0.13234308660612912, -0.41781870191743853, 0.09010821201996684, -0.08375367258435416, 2.727958042619127, -0.319677431490182, -1.3691574116475405, 0.18888006883923775, -0.41285419418501695, 0.033780475026354506, 0.1331644343293766, 2.602739354355195, -0.306131143655494, -1.3026922982082947, 0.21479184083644892, -0.4125823769250252, 0.08379784353699905, -0.08511284552242755, 2.563669091870918, -0.3156538951311408, -1.2897334931233235, 0.2036517374437245, -0.3913760958293982, 0.08661670001264399, -0.09179478844214678, 2.5458509429220593, -0.298892060029082, -1.2770194511671484, 0.21316656982330887, -0.4072865776238976, 0.025998762871722102, -0.1486408588819841, 2.4445728209993427, -0.3414101095396262, -1.3380263768737344, 0.14113157331660664, -0.46524855908659624, 0.04581504464516327, -0.14302561988790938, 2.4501752115514526, -0.3729091259783142], "influencing_factors": {"product_id": "17002608", "model_type": "transformer", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "transformer\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u5e73\u7a33\u8d8b\u52bf\uff0c\u9500\u91cf\u57fa\u672c\u4fdd\u6301\u7a33\u5b9a\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a9.66\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a9.96\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a9.40\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: dc721c05-e93a-4134-9815-4384cd782918
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: transformer
model_id: 17002608_transformer_best
start_date: 2025-02-01
created_at: 2025-07-22T10:37:29.986807
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_dc721c05-e93a-4134-9815-4384cd782918.json
predictions_data:
[{"date": "2025-02-01", "predicted_sales": 9.787711143493652}, {"date": "2025-02-02", "predicted_sales": 10.064800262451172}, {"date": "2025-02-03", "predicted_sales": 9.977784156799316}, {"date": "2025-02-04", "predicted_sales": 9.792293548583984}, {"date": "2025-02-05", "predicted_sales": 9.75304126739502}, {"date": "2025-02-06", "predicted_sales": 9.670130729675293}, {"date": "2025-02-07", "predicted_sales": 9.640753746032715}]

analysis:
{"trend": {"slope": -0.029594469916616708, "trend_type": "\u5e73\u7a33", "r_squared": 0.8379805401068122, "p_value": 2.118091447877134e-17, "volatility": 0.04251393411466444, "volatility_level": "\u4f4e"}, "statistics": {"mean": 9.217175074986049, "median": 9.103743076324463, "min": 8.727425575256348, "max": 10.064800262451172, "std": 0.39185837386128414, "q1": 8.853188276290894, "q3": 9.54604959487915}, "day_over_day": [2.8309899515344155, -0.8645586934942675, -1.8590360875759202, -0.400848697950246, -0.8500993223201185, -0.30379096688349067, -0.6549865205113471, 2.5037414678104324, -0.7645106800396375, -2.0658706550259036, -0.5613143213266357, -0.9775945835701386, -0.5466776799402872, -0.5768432471472466, 2.779234997136778, -0.8666140005291917, -2.298177925610485, -0.5099702536258937, -1.1371285785276009, -0.6872980142685294, -0.7463939285101198, 2.617079186541696, -0.9623643218887973, -2.3495045235513543, -0.38075198194890053, -0.958078781343759, -0.12923955605989798, -0.45815032791141647, 3.4088014591040965, -0.6116985781207253, -1.7333490405652734, 0.10022283161146908, -0.520327793863766, 0.013864247073052088, -0.1870327508295939, 3.234537374277408, -0.4259673276037941, -1.7287243194697197, 0.09243520377334746, -0.5218374162712904, 0.0008765097339111228], "influencing_factors": {"product_id": "17002608", "model_type": "transformer", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "transformer\u6a21\u578b\u5bf9\u4ea7\u54c117002608\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u5e73\u7a33\u8d8b\u52bf\uff0c\u9500\u91cf\u57fa\u672c\u4fdd\u6301\u7a33\u5b9a\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a9.22\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a10.06\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a8.73\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 5e0f9e7f-4944-4fa4-92f9-698afbf689df
product_id: 01010023
product_name: 一树贵阳金阳南路分店（福州街分店）
model_type: mlstm
model_id: store_01010023_mlstm_best
start_date: 2025-07-22
created_at: 2025-07-22T10:37:50.619781
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_5e0f9e7f-4944-4fa4-92f9-698afbf689df.json
predictions_data:
[{"date": "2025-07-22", "predicted_sales": 325.68792724609375}, {"date": "2025-07-23", "predicted_sales": 325.6893310546875}, {"date": "2025-07-24", "predicted_sales": 325.69036865234375}, {"date": "2025-07-25", "predicted_sales": 325.6914367675781}, {"date": "2025-07-26", "predicted_sales": 325.6922912597656}, {"date": "2025-07-27", "predicted_sales": 325.6921691894531}, {"date": "2025-07-28", "predicted_sales": 325.6922302246094}]


prediction_id: df38b1a5-5b6b-4db0-9854-dbeb3f55a56a
product_id: 01010023
product_name: 一树贵阳金阳南路分店（福州街分店）
model_type: mlstm
model_id: store_01010023_mlstm_best
start_date: 2025-04-01
created_at: 2025-07-22T10:37:58.334580
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_df38b1a5-5b6b-4db0-9854-dbeb3f55a56a.json
predictions_data:
[{"date": "2025-04-01", "predicted_sales": 325.6881103515625}, {"date": "2025-04-02", "predicted_sales": 325.6884765625}, {"date": "2025-04-03", "predicted_sales": 325.6888427734375}, {"date": "2025-04-04", "predicted_sales": 325.689208984375}, {"date": "2025-04-05", "predicted_sales": 325.689697265625}, {"date": "2025-04-06", "predicted_sales": 325.6895751953125}, {"date": "2025-04-07", "predicted_sales": 325.689697265625}]


prediction_id: b512cc00-ac0a-4ba2-8da8-3e5ed8e7864d
product_id: global
product_name: 全局销售数据
model_type: mlstm
model_id: global_sum_mlstm_best
start_date: 2025-07-22
created_at: 2025-07-22T10:38:16.339152
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_b512cc00-ac0a-4ba2-8da8-3e5ed8e7864d.json
predictions_data:
[{"date": "2025-07-22", "predicted_sales": 3220.437744140625}, {"date": "2025-07-23", "predicted_sales": 3220.43310546875}, {"date": "2025-07-24", "predicted_sales": 3220.433837890625}, {"date": "2025-07-25", "predicted_sales": 3220.43603515625}, {"date": "2025-07-26", "predicted_sales": 3220.439208984375}, {"date": "2025-07-27", "predicted_sales": 3220.44970703125}, {"date": "2025-07-28", "predicted_sales": 3220.46337890625}]


prediction_id: 9b544d33-bc65-40ae-963e-0562775af6d8
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: transformer
model_id: 17002608_transformer_v1
start_date: 2025-01-01
created_at: 2025-07-22T10:43:43.495488
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_9b544d33-bc65-40ae-963e-0562775af6d8.json
predictions_data:
[{"date": "2025-01-01", "predicted_sales": 11.374025344848633}, {"date": "2025-01-02", "predicted_sales": 11.076008796691895}, {"date": "2025-01-03", "predicted_sales": 10.991972923278809}, {"date": "2025-01-04", "predicted_sales": 10.89148235321045}, {"date": "2025-01-05", "predicted_sales": 11.072006225585938}, {"date": "2025-01-06", "predicted_sales": 10.970671653747559}, {"date": "2025-01-07", "predicted_sales": 10.743428230285645}]

analysis:
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