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feat: implement multi-source weather data collection system and dashboard frontend with integrated analysis services.

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2569718930@qq.com
2026-04-13 18:42:27 +08:00
parent 41cfb65b92
commit baaccc6636
12 changed files with 624 additions and 212 deletions
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data/probability_training_snapshots.jsonl
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@@ -169,3 +169,11 @@
{"city": "hong kong", "timestamp": "2026-04-12T10:00:00+08:00", "date": "2026-04-12", "temp_symbol": "°C", "raw_mu": 28.999999999999996, "raw_sigma": 0.75, "deb_prediction": 28.2, "ensemble": {"p10": null, "median": null, "p90": null}, "multi_model": {"Open-Meteo": 27.5, "HKO(港天文)": 29.0}, "max_so_far": 27.2, "observation": {"current_temp": 27.2, "humidity": 77.0, "wind_speed_kt": 5.4, "visibility_mi": null, "local_hour": 10.283333333333333}, "peak_status": "before", "prob_snapshot": [{"v": 28, "p": 0.412}, {"v": 29, "p": 0.412}, {"v": 27, "p": 0.088}, {"v": 30, "p": 0.088}], "shadow_prob_snapshot": [{"v": 28, "p": 0.413}, {"v": 29, "p": 0.413}, {"v": 27, "p": 0.087}, {"v": 30, "p": 0.087}], "probability_engine": "legacy", "probability_mode": "emos_shadow", "calibration_version": "emos-20260402162744", "calibration_source": "artifacts\\probability_calibration\\default.json", "calibrated_mu": 28.999999999999996, "calibrated_sigma": 0.7478013193453208}
{"city": "taipei", "timestamp": "2026-04-12T10:00:00+08:00", "date": "2026-04-12", "temp_symbol": "°C", "raw_mu": 30.689999999999998, "raw_sigma": 2.8574999999999995, "deb_prediction": 30.9, "ensemble": {"p10": 29.7, "median": 30.2, "p90": 30.6}, "multi_model": {"Open-Meteo": 30.9, "ECMWF": 30.9, "GFS": 32.9, "ICON": 30.9, "GEM": 28.9, "JMA": 30.8}, "max_so_far": 29.2, "observation": {"current_temp": 29.2, "humidity": 64.0, "wind_speed_kt": 1.2, "visibility_mi": null, "local_hour": 10.283333333333333}, "peak_status": "before", "prob_snapshot": [{"v": 31, "p": 0.179}, {"v": 30, "p": 0.175}, {"v": 32, "p": 0.163}, {"v": 29, "p": 0.152}], "shadow_prob_snapshot": [{"v": 31, "p": 0.183}, {"v": 30, "p": 0.178}, {"v": 32, "p": 0.165}, {"v": 29, "p": 0.153}], "probability_engine": "legacy", "probability_mode": "emos_shadow", "calibration_version": "emos-20260402162744", "calibration_source": "artifacts\\probability_calibration\\default.json", "calibrated_mu": 30.689999999999998, "calibrated_sigma": 2.778122088606427}
{"city": "hong kong", "timestamp": "2026-04-12T10:00:00+08:00", "date": "2026-04-12", "temp_symbol": "°C", "raw_mu": 27.71, "raw_sigma": 0.30937500000000073, "deb_prediction": 27.6, "ensemble": {"p10": 28.1, "median": 28.2, "p90": 28.5}, "multi_model": {"Open-Meteo": 27.5, "HKO(港天文)": 29.0, "ECMWF": 27.0, "GFS": 27.2, "ICON": 27.5, "GEM": 27.1, "JMA": 27.6}, "max_so_far": 27.2, "observation": {"current_temp": 27.2, "humidity": 77.0, "wind_speed_kt": 5.4, "visibility_mi": null, "local_hour": 10.283333333333333}, "peak_status": "before", "prob_snapshot": [{"v": 27, "p": 0.824}, {"v": 28, "p": 0.176}], "shadow_prob_snapshot": [{"v": 27, "p": 0.814}, {"v": 28, "p": 0.186}], "probability_engine": "legacy", "probability_mode": "emos_shadow", "calibration_version": "emos-20260402162744", "calibration_source": "artifacts\\probability_calibration\\default.json", "calibrated_mu": 27.71, "calibrated_sigma": 0.32103944874938267}
{"city": "ankara", "timestamp": "2026-04-13T10:20:00.000Z", "date": "2026-04-13", "temp_symbol": "°C", "raw_mu": 10.8, "raw_sigma": 2.5, "deb_prediction": 10.9, "ensemble": {"p10": null, "median": null, "p90": null}, "multi_model": {"Open-Meteo": 10.6, "ECMWF": 11.7, "GFS": 11.3, "ICON": 10.6, "GEM": 10.8, "JMA": 10.5}, "max_so_far": 9.0, "observation": {"current_temp": 9.0, "humidity": null, "wind_speed_kt": 6.0, "visibility_mi": null, "local_hour": 13.566666666666666}, "peak_status": "before", "prob_snapshot": [{"v": 11, "p": 0.195}, {"v": 10, "p": 0.186}, {"v": 12, "p": 0.175}, {"v": 9, "p": 0.152}], "shadow_prob_snapshot": [{"v": 11, "p": 0.199}, {"v": 10, "p": 0.189}, {"v": 12, "p": 0.177}, {"v": 9, "p": 0.152}], "probability_engine": "legacy", "probability_mode": "emos_shadow", "calibration_version": "emos-20260402162744", "calibration_source": "artifacts\\probability_calibration\\default.json", "calibrated_mu": 10.8, "calibrated_sigma": 2.4191943428283595}
{"city": "ankara", "timestamp": "2026-04-13T10:20:00.000Z", "date": "2026-04-13", "temp_symbol": "°C", "raw_mu": 10.77, "raw_sigma": 3.7124999999999995, "deb_prediction": 10.9, "ensemble": {"p10": 9.8, "median": 10.7, "p90": 11.6}, "multi_model": {"Open-Meteo": 10.6, "ECMWF": 11.7, "GFS": 11.3, "ICON": 10.6, "GEM": 10.8, "JMA": 10.5}, "max_so_far": 9.0, "observation": {"current_temp": 9.0, "humidity": null, "wind_speed_kt": 6.0, "visibility_mi": null, "local_hour": 13.583333333333334}, "peak_status": "before", "prob_snapshot": [{"v": 11, "p": 0.15}, {"v": 10, "p": 0.148}, {"v": 12, "p": 0.143}, {"v": 9, "p": 0.135}], "shadow_prob_snapshot": [{"v": 11, "p": 0.173}, {"v": 10, "p": 0.168}, {"v": 12, "p": 0.16}, {"v": 9, "p": 0.146}], "probability_engine": "legacy", "probability_mode": "emos_shadow", "calibration_version": "emos-20260402162744", "calibration_source": "artifacts\\probability_calibration\\default.json", "calibrated_mu": 10.77, "calibrated_sigma": 3.0}
{"city": "istanbul", "timestamp": "2026-04-13T13:20:00+03:00", "date": "2026-04-13", "temp_symbol": "°C", "raw_mu": 12.5, "raw_sigma": 1.7999999999999998, "deb_prediction": 12.2, "ensemble": {"p10": null, "median": null, "p90": null}, "multi_model": {"Open-Meteo": 12.5, "ECMWF": 12.4, "GFS": 12.3, "ICON": 12.5, "GEM": 13.5, "JMA": 10.4}, "max_so_far": 12.0, "observation": {"current_temp": 12.0, "humidity": 46.9, "wind_speed_kt": 14.0, "visibility_mi": null, "local_hour": 13.583333333333334}, "peak_status": "before", "prob_snapshot": [{"v": 12, "p": 0.298}, {"v": 13, "p": 0.298}, {"v": 14, "p": 0.22}, {"v": 15, "p": 0.121}], "shadow_prob_snapshot": [{"v": 12, "p": 0.294}, {"v": 13, "p": 0.294}, {"v": 14, "p": 0.22}, {"v": 15, "p": 0.124}], "probability_engine": "legacy", "probability_mode": "emos_shadow", "calibration_version": "emos-20260402162744", "calibration_source": "artifacts\\probability_calibration\\default.json", "calibrated_mu": 12.5, "calibrated_sigma": 1.8402601718515887}
{"city": "hong kong", "timestamp": "2026-04-13T18:20:00+08:00", "date": "2026-04-13", "temp_symbol": "°C", "raw_mu": null, "raw_sigma": 0.47999999999999987, "deb_prediction": 27.5, "ensemble": {"p10": null, "median": null, "p90": null}, "multi_model": {"Open-Meteo": 26.8, "HKO(港天文)": 30.0, "ECMWF": 27.5, "GFS": 26.9, "ICON": 26.8, "GEM": 27.7, "JMA": 28.1}, "max_so_far": 29.7, "observation": {"current_temp": 27.5, "humidity": 76.0, "wind_speed_kt": 4.3, "visibility_mi": null, "local_hour": 18.583333333333332}, "peak_status": "past", "prob_snapshot": [{"v": 29, "p": 1.0}], "shadow_prob_snapshot": [], "probability_engine": "legacy", "probability_mode": "legacy", "calibration_version": null, "calibration_source": null, "calibrated_mu": null, "calibrated_sigma": null}
{"city": "hong kong", "timestamp": "2026-04-13T18:20:00+08:00", "date": "2026-04-13", "temp_symbol": "°C", "raw_mu": null, "raw_sigma": 0.10952569444444488, "deb_prediction": 27.5, "ensemble": {"p10": 28.0, "median": 28.3, "p90": 28.6}, "multi_model": {"Open-Meteo": 26.8, "HKO(港天文)": 30.0, "ECMWF": 27.5, "GFS": 26.9, "ICON": 26.8, "GEM": 27.7, "JMA": 28.1}, "max_so_far": 29.7, "observation": {"current_temp": 27.5, "humidity": 76.0, "wind_speed_kt": 4.3, "visibility_mi": null, "local_hour": 18.583333333333332}, "peak_status": "past", "prob_snapshot": [{"v": 29, "p": 1.0}], "shadow_prob_snapshot": [], "probability_engine": "legacy", "probability_mode": "legacy", "calibration_version": null, "calibration_source": null, "calibrated_mu": null, "calibrated_sigma": null}
{"city": "tokyo", "timestamp": "2026-04-13T10:00:00.000Z", "date": "2026-04-13", "temp_symbol": "°C", "raw_mu": null, "raw_sigma": 0.4349999999999998, "deb_prediction": 21.9, "ensemble": {"p10": null, "median": null, "p90": null}, "multi_model": {"Open-Meteo": 20.3, "ECMWF": 22.8, "GFS": 22.0, "ICON": 22.6, "GEM": 23.2, "JMA": 20.3}, "max_so_far": 23.0, "observation": {"current_temp": 20.0, "humidity": null, "wind_speed_kt": 10.0, "visibility_mi": null, "local_hour": 19.583333333333332}, "peak_status": "past", "prob_snapshot": [{"v": 23, "p": 1.0}], "shadow_prob_snapshot": [], "probability_engine": "legacy", "probability_mode": "legacy", "calibration_version": null, "calibration_source": null, "calibrated_mu": null, "calibrated_sigma": null}
{"city": "hong kong", "timestamp": "2026-04-13T18:30:00+08:00", "date": "2026-04-13", "temp_symbol": "°C", "raw_mu": null, "raw_sigma": 0.47999999999999987, "deb_prediction": 27.5, "ensemble": {"p10": null, "median": null, "p90": null}, "multi_model": {"Open-Meteo": 26.8, "HKO(港天文)": 30.0, "ECMWF": 27.5, "GFS": 26.9, "ICON": 26.8, "GEM": 27.7, "JMA": 28.1}, "max_so_far": 29.7, "observation": {"current_temp": 27.4, "humidity": 77.0, "wind_speed_kt": 2.2, "visibility_mi": null, "local_hour": 18.666666666666668}, "peak_status": "past", "prob_snapshot": [{"v": 29, "p": 1.0}], "shadow_prob_snapshot": [], "probability_engine": "legacy", "probability_mode": "legacy", "calibration_version": null, "calibration_source": null, "calibrated_mu": null, "calibrated_sigma": null}
{"city": "hong kong", "timestamp": "2026-04-13T18:30:00+08:00", "date": "2026-04-13", "temp_symbol": "°C", "raw_mu": null, "raw_sigma": 0.10952569444444488, "deb_prediction": 27.5, "ensemble": {"p10": 28.0, "median": 28.3, "p90": 28.6}, "multi_model": {"Open-Meteo": 26.8, "HKO(港天文)": 30.0, "ECMWF": 27.5, "GFS": 26.9, "ICON": 26.8, "GEM": 27.7, "JMA": 28.1}, "max_so_far": 29.7, "observation": {"current_temp": 27.4, "humidity": 77.0, "wind_speed_kt": 2.2, "visibility_mi": null, "local_hour": 18.666666666666668}, "peak_status": "past", "prob_snapshot": [{"v": 29, "p": 1.0}], "shadow_prob_snapshot": [], "probability_engine": "legacy", "probability_mode": "legacy", "calibration_version": null, "calibration_source": null, "calibrated_mu": null, "calibrated_sigma": null}