# prediction_history

prediction_id: 2e3254be-46f0-4def-b367-6fce096a1cad
product_id: VIPDZYHQ
product_name: VIP电子优惠券
model_type: cnn_bilstm_attention
model_id: VIPDZYHQ_cnn_bilstm_attention_best
start_date: 2025-07-25
created_at: 2025-07-25T10:24:03.493902
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_2e3254be-46f0-4def-b367-6fce096a1cad.json
predictions_data:
[{"date": "2025-07-25", "predicted_sales": 32.58441925048828}, {"date": "2025-07-26", "predicted_sales": 32.54470443725586}, {"date": "2025-07-27", "predicted_sales": 32.91508483886719}, {"date": "2025-07-28", "predicted_sales": 33.29522705078125}, {"date": "2025-07-29", "predicted_sales": 33.00676727294922}, {"date": "2025-07-30", "predicted_sales": 32.99029541015625}, {"date": "2025-07-31", "predicted_sales": 32.89320373535156}, {"date": "2025-08-01", "predicted_sales": 32.787052154541016}, {"date": "2025-08-02", "predicted_sales": 32.686058044433594}, {"date": "2025-08-03", "predicted_sales": 33.028053283691406}, {"date": "2025-08-04", "predicted_sales": 33.372684478759766}, {"date": "2025-08-05", "predicted_sales": 33.05886459350586}, {"date": "2025-08-06", "predicted_sales": 33.04500198364258}, {"date": "2025-08-07", "predicted_sales": 32.934749603271484}, {"date": "2025-08-08", "predicted_sales": 32.86402130126953}, {"date": "2025-08-09", "predicted_sales": 32.81150436401367}, {"date": "2025-08-10", "predicted_sales": 33.184303283691406}, {"date": "2025-08-11", "predicted_sales": 33.5477180480957}, {"date": "2025-08-12", "predicted_sales": 33.244781494140625}, {"date": "2025-08-13", "predicted_sales": 33.23715591430664}, {"date": "2025-08-14", "predicted_sales": 33.13034439086914}, {"date": "2025-08-15", "predicted_sales": 33.06148910522461}, {"date": "2025-08-16", "predicted_sales": 33.00990676879883}, {"date": "2025-08-17", "predicted_sales": 33.38312530517578}, {"date": "2025-08-18", "predicted_sales": 33.74658203125}, {"date": "2025-08-19", "predicted_sales": 33.44343566894531}, {"date": "2025-08-20", "predicted_sales": 33.43520736694336}, {"date": "2025-08-21", "predicted_sales": 33.32717514038086}, {"date": "2025-08-22", "predicted_sales": 33.25651168823242}, {"date": "2025-08-23", "predicted_sales": 33.20229721069336}, {"date": "2025-08-24", "predicted_sales": 33.57177734375}, {"date": "2025-08-25", "predicted_sales": 33.94533157348633}, {"date": "2025-08-26", "predicted_sales": 33.648521423339844}, {"date": "2025-08-27", "predicted_sales": 33.64847183227539}, {"date": "2025-08-28", "predicted_sales": 33.55569076538086}]

analysis:
{"trend": {"slope": 0.025275114470837162, "trend_type": "\u5e73\u7a33", "r_squared": 0.5986950784952876, "p_value": 5.013565162173478e-08, "volatility": 0.009942086188322471, "volatility_level": "\u4f4e"}, "statistics": {"mean": 33.18278623308454, "median": 33.184303283691406, "min": 32.54470443725586, "max": 33.94533157348633, "std": 0.3299061206980069, "q1": 32.96252250671387, "q3": 33.40916633605957}, "day_over_day": [-0.12188283279539114, 1.1380665703245152, 1.1549179161318108, -0.8663697574192176, -0.04990450187609953, -0.29430374477579635, -0.32271584630250466, -0.3080304677327759, 1.0463031020531826, 1.0434499184925663, -0.9403495408157492, -0.04193310942083729, -0.33364313437072624, -0.21475281535138047, -0.1598007035548953, 1.1361835639776552, 1.0951405587680332, -0.9030019672896171, -0.022937674700398855, -0.32136180277544124, -0.20783148171411117, -0.15601939846572077, 1.130625842087266, 1.0887438571183379, -0.8983024177795784, -0.02460363846407595, -0.32310918660342763, -0.21202952800766528, -0.16301913456018272, 1.1128149679283135, 1.1127031670423968, -0.8743769360565439, -0.00014737962429079224, -0.27573634653308765], "influencing_factors": {"product_id": "VIPDZYHQ", "model_type": "cnn_bilstm_attention", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "cnn_bilstm_attention\u6a21\u578b\u5bf9\u4ea7\u54c1VIPDZYHQ\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\u4e3a33.18\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a33.95\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a32.54\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: a1063091-b849-4737-ab2c-96ec5eea7bf4
product_id: global
product_name: 全局销售数据
model_type: cnn_bilstm_attention
model_id: global_sum_cnn_bilstm_attention_best
start_date: 2025-03-01
created_at: 2025-07-25T10:24:20.666522
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_a1063091-b849-4737-ab2c-96ec5eea7bf4.json
predictions_data:
[{"date": "2025-03-01", "predicted_sales": 145.4980926513672}, {"date": "2025-03-02", "predicted_sales": 145.847900390625}, {"date": "2025-03-03", "predicted_sales": 145.21624755859375}, {"date": "2025-03-04", "predicted_sales": 141.62432861328125}, {"date": "2025-03-05", "predicted_sales": 138.54063415527344}, {"date": "2025-03-06", "predicted_sales": 136.0891571044922}, {"date": "2025-03-07", "predicted_sales": 132.99656677246094}]


prediction_id: d880f7c7-9e87-47ef-b3f9-6498a0aaee6d
product_id: 17004381
product_name: 左炔诺孕酮片(金毓婷)
model_type: cnn_bilstm_attention
model_id: 17004381_cnn_bilstm_attention_best
start_date: 2025-07-25
created_at: 2025-07-25T10:24:42.139790
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_d880f7c7-9e87-47ef-b3f9-6498a0aaee6d.json
predictions_data:
[{"date": "2025-07-25", "predicted_sales": 10.347824096679688}, {"date": "2025-07-26", "predicted_sales": 10.351940155029297}, {"date": "2025-07-27", "predicted_sales": 10.383450508117676}, {"date": "2025-07-28", "predicted_sales": 10.395682334899902}, {"date": "2025-07-29", "predicted_sales": 10.39604663848877}, {"date": "2025-07-30", "predicted_sales": 10.401984214782715}, {"date": "2025-07-31", "predicted_sales": 10.399596214294434}, {"date": "2025-08-01", "predicted_sales": 10.400944709777832}, {"date": "2025-08-02", "predicted_sales": 10.405205726623535}, {"date": "2025-08-03", "predicted_sales": 10.435956001281738}, {"date": "2025-08-04", "predicted_sales": 10.448429107666016}, {"date": "2025-08-05", "predicted_sales": 10.442496299743652}, {"date": "2025-08-06", "predicted_sales": 10.446187019348145}, {"date": "2025-08-07", "predicted_sales": 10.44820499420166}, {"date": "2025-08-08", "predicted_sales": 10.455702781677246}, {"date": "2025-08-09", "predicted_sales": 10.463921546936035}, {"date": "2025-08-10", "predicted_sales": 10.496912002563477}, {"date": "2025-08-11", "predicted_sales": 10.510725975036621}, {"date": "2025-08-12", "predicted_sales": 10.50561809539795}, {"date": "2025-08-13", "predicted_sales": 10.509812355041504}, {"date": "2025-08-14", "predicted_sales": 10.512144088745117}, {"date": "2025-08-15", "predicted_sales": 10.51983642578125}, {"date": "2025-08-16", "predicted_sales": 10.528178215026855}, {"date": "2025-08-17", "predicted_sales": 10.561314582824707}, {"date": "2025-08-18", "predicted_sales": 10.575265884399414}, {"date": "2025-08-19", "predicted_sales": 10.570279121398926}, {"date": "2025-08-20", "predicted_sales": 10.574667930603027}, {"date": "2025-08-21", "predicted_sales": 10.577234268188477}, {"date": "2025-08-22", "predicted_sales": 10.585171699523926}, {"date": "2025-08-23", "predicted_sales": 10.593629837036133}, {"date": "2025-08-24", "predicted_sales": 10.62652587890625}, {"date": "2025-08-25", "predicted_sales": 10.634990692138672}, {"date": "2025-08-26", "predicted_sales": 10.627079010009766}, {"date": "2025-08-27", "predicted_sales": 10.629801750183105}, {"date": "2025-08-28", "predicted_sales": 10.626449584960938}]

analysis:
{"trend": {"slope": 0.008530580429803756, "trend_type": "\u5e73\u7a33", "r_squared": 0.9835844480122627, "p_value": 4.94876005538207e-31, "volatility": 0.008275885792298527, "volatility_level": "\u4f4e"}, "statistics": {"mean": 10.496834564208985, "median": 10.50561809539795, "min": 10.347824096679688, "max": 10.634990692138672, "std": 0.08687060403404524, "q1": 10.420580863952637, "q3": 10.57496690750122}, "day_over_day": [0.03977704212163886, 0.304390796473743, 0.11780117575235559, 0.0035043740000034857, 0.057113790466877264, -0.022957163162077847, 0.01296680616834821, 0.04096759443108454, 0.2955277912432157, 0.11952049608819167, -0.05678181725911676, 0.03534326944968885, 0.019317812803638174, 0.07176148898061353, 0.0786055746840066, 0.31527812473996825, 0.13160034560422137, -0.048596830045834, 0.0399239683516766, 0.022186254376794466, 0.07317571916055311, 0.07929580753900335, 0.31473980703096444, 0.13209815374115716, -0.04715496570015069, 0.04152027731431111, 0.02426872978225872, 0.07504259747107439, 0.07990552966266425, 0.31052663134509506, 0.07965739065506447, -0.07439293891206246, 0.025620776610160365, -0.03153553848838456], "influencing_factors": {"product_id": "17004381", "model_type": "cnn_bilstm_attention", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "cnn_bilstm_attention\u6a21\u578b\u5bf9\u4ea7\u54c117004381\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\u4e3a10.50\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a10.63\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a10.35\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: 4f0088cf-1347-4f1c-bcfa-1e3da68fec38
product_id: 01010023
product_name: 一树贵阳金阳南路分店（福州街分店）
model_type: transformer
model_id: store_01010023_transformer_v1
start_date: 2025-01-01
created_at: 2025-07-25T10:27:21.492078
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_4f0088cf-1347-4f1c-bcfa-1e3da68fec38.json
predictions_data:
[{"date": "2025-01-01", "predicted_sales": 390.3047790527344}, {"date": "2025-01-02", "predicted_sales": 392.2301330566406}, {"date": "2025-01-03", "predicted_sales": 393.1774597167969}, {"date": "2025-01-04", "predicted_sales": 394.6241455078125}, {"date": "2025-01-05", "predicted_sales": 395.6654052734375}, {"date": "2025-01-06", "predicted_sales": 398.0667724609375}, {"date": "2025-01-07", "predicted_sales": 388.4386291503906}, {"date": "2025-01-08", "predicted_sales": 388.59783935546875}, {"date": "2025-01-09", "predicted_sales": 389.40728759765625}, {"date": "2025-01-10", "predicted_sales": 390.5881652832031}, {"date": "2025-01-11", "predicted_sales": 392.120361328125}, {"date": "2025-01-12", "predicted_sales": 392.5836181640625}, {"date": "2025-01-13", "predicted_sales": 395.1705017089844}, {"date": "2025-01-14", "predicted_sales": 384.9693298339844}, {"date": "2025-01-15", "predicted_sales": 385.19293212890625}, {"date": "2025-01-16", "predicted_sales": 386.1325378417969}, {"date": "2025-01-17", "predicted_sales": 387.6712646484375}, {"date": "2025-01-18", "predicted_sales": 388.9797058105469}, {"date": "2025-01-19", "predicted_sales": 389.8592834472656}, {"date": "2025-01-20", "predicted_sales": 392.99951171875}, {"date": "2025-01-21", "predicted_sales": 382.0918273925781}, {"date": "2025-01-22", "predicted_sales": 382.91131591796875}, {"date": "2025-01-23", "predicted_sales": 383.7514953613281}, {"date": "2025-01-24", "predicted_sales": 385.49609375}, {"date": "2025-01-25", "predicted_sales": 386.5104675292969}, {"date": "2025-01-26", "predicted_sales": 385.9181823730469}, {"date": "2025-01-27", "predicted_sales": 389.1902770996094}, {"date": "2025-01-28", "predicted_sales": 378.74847412109375}, {"date": "2025-01-29", "predicted_sales": 379.136474609375}, {"date": "2025-01-30", "predicted_sales": 379.5426025390625}, {"date": "2025-01-31", "predicted_sales": 381.22930908203125}, {"date": "2025-02-01", "predicted_sales": 383.62030029296875}, {"date": "2025-02-02", "predicted_sales": 382.8535461425781}, {"date": "2025-02-03", "predicted_sales": 386.6916809082031}, {"date": "2025-02-04", "predicted_sales": 376.7381591796875}]


