feat: Implement Wunderground data integration, enhance dashboard weather data processing, and add future forecast modal.

data/probability_training_snapshots.jsonl

@@ -119,3 +119,4 @@
 {"city": "hong kong", "timestamp": "2026-03-23T21:10:00+08:00", "date": "2026-03-23", "temp_symbol": "°C", "raw_mu": null, "raw_sigma": 0.6806250000000001, "deb_prediction": 25.2, "ensemble": {"p10": 26.3, "median": 26.4, "p90": 26.6}, "multi_model": {"Open-Meteo": 24.8, "HKO(港天文)": 27.0, "ECMWF": 25.4, "GFS": 25.1, "ICON": 24.8, "GEM": 25.3, "JMA": 23.6}, "max_so_far": 27.4, "peak_status": "past", "prob_snapshot": [{"v": 27, "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": "shenzhen", "timestamp": "2026-03-25T08:43:15.528748+00:00", "date": "2026-03-25", "temp_symbol": "°C", "raw_mu": null, "raw_sigma": 0.18016764322916676, "deb_prediction": 28.1, "ensemble": {"p10": 30.5, "median": 31.4, "p90": 31.8}, "multi_model": {"Open-Meteo": 26.6, "ECMWF": 28.8, "GFS": 30.3, "ICON": 26.6, "GEM": 30.7, "JMA": 25.5}, "max_so_far": 29.0, "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": "shenzhen", "timestamp": "2026-03-25T08:57:11.783182+00:00", "date": "2026-03-25", "temp_symbol": "°C", "raw_mu": 26.7, "raw_sigma": 0.18016764322916676, "deb_prediction": 28.1, "ensemble": {"p10": 30.5, "median": 31.4, "p90": 31.8}, "multi_model": {"Open-Meteo": 26.6, "ECMWF": 28.8, "GFS": 30.3, "ICON": 26.6, "GEM": 30.7, "JMA": 25.5}, "max_so_far": 26.7, "peak_status": "past", "prob_snapshot": [{"v": 27, "p": 1.0}], "shadow_prob_snapshot": [{"v": 27, "p": 1.0}], "probability_engine": "legacy", "probability_mode": "emos_shadow", "calibration_version": "emos-20260320132525", "calibration_source": "artifacts\\probability_calibration\\default.json", "calibrated_mu": 26.7, "calibrated_sigma": 0.24322631835937514}
+{"city": "shenzhen", "timestamp": "2026-03-25T09:32:32+00:00", "date": "2026-03-25", "temp_symbol": "°C", "raw_mu": null, "raw_sigma": 0.16637912326388898, "deb_prediction": 28.1, "ensemble": {"p10": 30.5, "median": 31.4, "p90": 31.8}, "multi_model": {"Open-Meteo": 26.6, "ECMWF": 28.8, "GFS": 30.3, "ICON": 26.6, "GEM": 30.7, "JMA": 25.5}, "max_so_far": 28.9, "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}

frontend/components/dashboard/FutureForecastModal.tsx

@@ -256,6 +256,24 @@ function DailyTemperatureChart({ dateStr }: { dateStr: string }) {
         pointRadius: 5,
       });
 
+      if (
+        todayChartData.datasets.airportMetarPoints?.some((value) => value != null)
+      ) {
+        datasets.push({
+          backgroundColor: "#60a5fa",
+          borderColor: "#60a5fa",
+          borderWidth: 1,
+          data: todayChartData.datasets.airportMetarPoints,
+          fill: false,
+          label:
+            locale === "en-US" ? "Airport METAR" : "机场 METAR",
+          order: 0,
+          pointHoverRadius: 6,
+          pointRadius: 4,
+          showLine: false,
+        });
+      }
+
       if (todayChartData.datasets.mgmPoints.some((value) => value != null)) {
         datasets.push({
           backgroundColor: "#facc15",
@@ -759,6 +777,22 @@ export function FutureForecastModal() {
           : risk.airport
           ? `${risk.airport}${risk.icao ? ` (${risk.icao})` : ""}`
           : "--";
+  const airportCurrentText =
+    detail.airport_current?.temp != null
+      ? `${detail.airport_current.temp}${detail.temp_symbol}${
+          detail.airport_current?.obs_time
+            ? ` @${detail.airport_current.obs_time}`
+            : ""
+        }`
+      : "--";
+  const airportMaxText =
+    detail.airport_current?.max_so_far != null
+      ? `${detail.airport_current.max_so_far}${detail.temp_symbol}${
+          detail.airport_current?.max_temp_time
+            ? ` @${detail.airport_current.max_temp_time}`
+            : ""
+        }`
+      : "--";
   const displayedUpperAirSummary =
     marketAwareUpperAirCue?.summary || view.front.upperAirSummary;
   const displayedUpperAirMetrics = (view.front.upperAirMetrics || []).map(
@@ -1061,6 +1095,26 @@ export function FutureForecastModal() {
                                 </span>
                                 <span>{settlementProfileValue}</span>
                               </div>
+                              {settlementSourceCode === "wunderground" ? (
+                                <div className="risk-row">
+                                  <span className="risk-label">
+                                    {locale === "en-US"
+                                      ? "Airport METAR"
+                                      : "机场 METAR"}
+                                  </span>
+                                  <span>{airportCurrentText}</span>
+                                </div>
+                              ) : null}
+                              {settlementSourceCode === "wunderground" ? (
+                                <div className="risk-row">
+                                  <span className="risk-label">
+                                    {locale === "en-US"
+                                      ? "Airport high"
+                                      : "机场目前最高温"}
+                                  </span>
+                                  <span>{airportMaxText}</span>
+                                </div>
+                              ) : null}
                               <div className="risk-row">
                                 <span className="risk-label">
                                   {t("section.distance")}

frontend/lib/dashboard-types.ts

@@ -66,6 +66,25 @@ export interface CurrentConditions {
   dewpoint?: number | null;
 }
 
+export interface AirportCurrentConditions {
+  temp: number | null;
+  obs_time: string | null;
+  max_so_far?: number | null;
+  max_temp_time?: string | null;
+  obs_age_min?: number | null;
+  report_time?: string | null;
+  receipt_time?: string | null;
+  obs_time_epoch?: number | null;
+  wind_speed_kt?: number | null;
+  wind_dir?: number | null;
+  humidity?: number | null;
+  cloud_desc?: string | null;
+  visibility_mi?: number | null;
+  wx_desc?: string | null;
+  raw_metar?: string | null;
+  source_label?: string | null;
+}
+
 export interface NearbyStation {
   name?: string;
   icao?: string;
@@ -271,6 +290,7 @@ export interface CityDetail {
   local_date: string;
   risk: DashboardRisk;
   current: CurrentConditions;
+  airport_current?: AirportCurrentConditions;
   mgm?: MgmData;
   mgm_nearby?: NearbyStation[];
   nearby_source?: string;

frontend/lib/dashboard-utils.ts

@@ -284,6 +284,10 @@ export function getTemperatureChartData(
       ? metarObservationSource
       : officialObservationSource
     : metarObservationSource;
+  const airportMetarSource =
+    settlementSource && observationCode === "wunderground"
+      ? metarObservationSource
+      : [];
   const metarFallbackTag = (() => {
     const icao = String(detail.risk?.icao || "").trim().toUpperCase();
     if (!icao) return "METAR";
@@ -314,6 +318,20 @@ export function getTemperatureChartData(
         existing == null ? temp : Math.max(Number(existing), Number(temp));
     }
   });
+  const airportMetarPoints = new Array(times.length).fill(null);
+  airportMetarSource.forEach((item) => {
+    const parts = String(item.time || "").split(":");
+    const hour = Number.parseInt(parts[0], 10);
+    if (Number.isNaN(hour)) return;
+    const key = `${String(hour).padStart(2, "0")}:00`;
+    const index = times.indexOf(key);
+    const temp = item.temp ?? null;
+    if (index >= 0 && temp != null) {
+      const existing = airportMetarPoints[index];
+      airportMetarPoints[index] =
+        existing == null ? temp : Math.max(Number(existing), Number(temp));
+    }
+  });
 
   const mgmPoints = new Array(times.length).fill(null);
   if (detail.mgm?.temp != null && detail.mgm?.time) {
@@ -344,6 +362,7 @@ export function getTemperatureChartData(
   const allValues = [
     ...debTemps.filter((value) => value != null),
     ...metarPoints.filter((value) => value != null),
+    ...airportMetarPoints.filter((value) => value != null),
     ...mgmPoints.filter((value) => value != null),
     ...mgmHourlyPoints.filter((value) => value != null),
   ] as number[];
@@ -414,6 +433,18 @@ export function getTemperatureChartData(
       .join(" -> ");
     legendParts.push(`${observationDisplayTag}: ${recentText}`);
   }
+  if (airportMetarSource.length > 0) {
+    const airportRecentText = [...airportMetarSource]
+      .slice(-4)
+      .reverse()
+      .map((item) => `${item.temp}${detail.temp_symbol}@${item.time}`)
+      .join(" -> ");
+    legendParts.push(
+      isEnglish(locale)
+        ? `${metarFallbackTag}: ${airportRecentText}`
+        : `${metarFallbackTag}: ${airportRecentText}`,
+    );
+  }
   if (shouldUseMetarFallback) {
     legendParts.push(
       isEnglish(locale)
@@ -453,6 +484,7 @@ export function getTemperatureChartData(
 
   return {
     datasets: {
+      airportMetarPoints,
       debFuture,
       debPast,
       hasMgmHourly,

src/data_collection/wunderground_sources.py

@@ -1,7 +1,8 @@
 from __future__ import annotations
 
+import json
 import re
-from datetime import datetime, timezone
+from datetime import datetime, timedelta, timezone
 from typing import Any, Dict, Optional
 
 from loguru import logger
@@ -43,6 +44,65 @@ class WundergroundSourceMixin:
             logger.warning(f"Wunderground page fetch failed url={url}: {exc}")
             return None
 
+    @staticmethod
+    def _wu_extract_app_state(html: str) -> Optional[Dict[str, Any]]:
+        match = re.search(
+            r'<script id="app-root-state" type="application/json">(.*?)</script>',
+            html,
+            re.IGNORECASE | re.DOTALL,
+        )
+        if not match:
+            return None
+        try:
+            payload = json.loads(str(match.group(1) or ""))
+            return payload if isinstance(payload, dict) else None
+        except Exception:
+            return None
+
+    @staticmethod
+    def _wu_extract_station_history_url(html: str) -> Optional[str]:
+        match = re.search(
+            r'<div[^>]*class="station-name"[^>]*>\s*<a[^>]+href="([^"]*?/history/daily/[^"]+)"',
+            html,
+            re.IGNORECASE | re.DOTALL,
+        )
+        if not match:
+            return None
+        href = str(match.group(1) or "").strip()
+        if not href:
+            return None
+        if href.startswith("http://") or href.startswith("https://"):
+            return href
+        return f"https://www.wunderground.com{href}"
+
+    @staticmethod
+    def _wu_extract_station_id_from_history_url(url: Optional[str]) -> Optional[str]:
+        text = str(url or "").strip()
+        if not text:
+            return None
+        match = re.search(r"/history/daily/(?:[^/]+/){1,3}([^/]+)/date/", text, re.IGNORECASE)
+        return str(match.group(1) or "").strip() or None if match else None
+
+    @staticmethod
+    def _wu_extract_station_name_from_history_url(url: Optional[str]) -> Optional[str]:
+        text = str(url or "").strip()
+        if not text:
+            return None
+        match = re.search(r"/history/daily/(?:[^/]+/){1,3}([^/]+)/date/", text, re.IGNORECASE)
+        return str(match.group(1) or "").strip() or None if match else None
+
+    @staticmethod
+    def _safe_float(value: Any) -> Optional[float]:
+        if value is None:
+            return None
+        text = str(value).strip()
+        if not text:
+            return None
+        try:
+            return float(text)
+        except Exception:
+            return None
+
     @staticmethod
     def _wu_extract_station_name(html: str, fallback_icao: str) -> Optional[str]:
         pattern = re.compile(
@@ -94,6 +154,44 @@ class WundergroundSourceMixin:
             return round((float(value) - 32.0) * 5.0 / 9.0, 1)
         return round(float(value), 1)
 
+    @staticmethod
+    def _wu_parse_observation_iso(raw: Optional[str], utc_offset_seconds: int) -> Optional[str]:
+        text = str(raw or "").strip()
+        if not text:
+            return None
+        try:
+            parsed = datetime.strptime(text, "%Y-%m-%dT%H:%M:%S%z")
+            return parsed.astimezone(timezone.utc).isoformat()
+        except Exception:
+            pass
+        try:
+            parsed = datetime.strptime(text, "%Y-%m-%d %H:%M:%S")
+            parsed = parsed.replace(tzinfo=timezone(timedelta(seconds=utc_offset_seconds)))
+            return parsed.astimezone(timezone.utc).isoformat()
+        except Exception:
+            return None
+
+    @staticmethod
+    def _wu_find_current_observation_block(
+        app_state: Dict[str, Any],
+        *,
+        icao: Optional[str],
+    ) -> Optional[Dict[str, Any]]:
+        normalized_icao = str(icao or "").strip().upper()
+        fallback_block: Optional[Dict[str, Any]] = None
+        for value in app_state.values():
+            if not isinstance(value, dict):
+                continue
+            url = str(value.get("u") or "")
+            body = value.get("b")
+            if not isinstance(body, dict) or "observations/current" not in url:
+                continue
+            if normalized_icao and f"icaoCode={normalized_icao}" in url:
+                return body
+            if fallback_block is None:
+                fallback_block = body
+        return fallback_block
+
     def fetch_wunderground_settlement_current(
         self,
         city: str,
@@ -112,44 +210,108 @@ class WundergroundSourceMixin:
         if not html:
             return None
 
-        fallback_icao = str(icao or "").strip()
+        city_meta = CITY_REGISTRY.get(normalized_city) or {}
-        station_name = station_label or self._wu_extract_station_name(html, fallback_icao)
+        utc_offset_seconds = int(city_meta.get("tz_offset") or 0)
-        display_temp, display_unit = self._wu_extract_station_temperature(
+        fallback_icao = str(icao or "").strip().upper()
-            html,
+        history_url = self._wu_extract_station_history_url(html)
-            station_name=station_name,
+        station_id = self._wu_extract_station_id_from_history_url(history_url)
+        station_name = (
+            station_label
+            or self._wu_extract_station_name(html, fallback_icao)
+            or self._wu_extract_station_name_from_history_url(history_url)
+            or fallback_icao
+            or str(city or "").title()
         )
-        temp_c = self._wu_to_celsius(display_temp, display_unit)
+
+        app_state = self._wu_extract_app_state(html) or {}
+        current_block = self._wu_find_current_observation_block(app_state, icao=fallback_icao)
+
+        display_temp = None
+        display_unit = "F"
+        obs_iso = None
+        humidity = None
+        wind_speed_kt = None
+        wind_dir = None
+        wx_phrase = None
+        dewpoint_c = None
+        official_high_c = None
+        official_low_c = None
+
+        if current_block:
+            display_temp = self._safe_float(current_block.get("temperature"))
+            obs_iso = self._wu_parse_observation_iso(
+                current_block.get("validTimeLocal"),
+                utc_offset_seconds,
+            )
+            humidity = self._safe_float(current_block.get("relativeHumidity"))
+            wind_speed_kt = self._safe_float(current_block.get("windSpeed"))
+            wind_dir = str(current_block.get("windDirectionCardinal") or "").strip() or None
+            wx_phrase = str(current_block.get("wxPhraseLong") or "").strip() or None
+            dewpoint_c = self._wu_to_celsius(
+                self._safe_float(current_block.get("temperatureDewPoint")),
+                "F",
+            )
+            official_high_c = self._wu_to_celsius(
+                self._safe_float(
+                    current_block.get("temperatureMaxSince7Am")
+                    or current_block.get("temperatureMax24Hour")
+                ),
+                "F",
+            )
+            official_low_c = self._wu_to_celsius(
+                self._safe_float(current_block.get("temperatureMin24Hour")),
+                "F",
+            )
+
+        if display_temp is None:
+            display_temp, display_unit = self._wu_extract_station_temperature(
+                html,
+                station_name=station_name,
+            )
+        temp_c = self._wu_to_celsius(self._safe_float(display_temp), display_unit)
         if temp_c is None:
             logger.warning(f"Wunderground temperature parse failed city={city} url={url}")
             return None
 
-        city_meta = CITY_REGISTRY.get(normalized_city) or {}
+        obs_iso = obs_iso or datetime.now(timezone.utc).isoformat()
-        utc_offset_seconds = int(city_meta.get("tz_offset") or 0)
-        obs_iso = datetime.now(timezone.utc).isoformat()
         today_obs = self._update_official_today_obs(
             source_code="wunderground",
-            station_code=fallback_icao or normalized_city,
+            station_code=station_id or fallback_icao or normalized_city,
             obs_iso=obs_iso,
             current_temp=temp_c,
             utc_offset_seconds=utc_offset_seconds,
         )
-        max_so_far = None
+
-        max_temp_time = None
+        sampled_max = None
-        today_low = None
+        sampled_max_time = None
+        sampled_low = None
         if today_obs:
             hottest = max(today_obs, key=lambda item: float(item.get("temp") or -999))
             coldest = min(today_obs, key=lambda item: float(item.get("temp") or 999))
-            max_so_far = self._wu_to_celsius(float(hottest.get("temp")), "C")
+            sampled_max = self._wu_to_celsius(float(hottest.get("temp")), "C")
-            today_low = self._wu_to_celsius(float(coldest.get("temp")), "C")
+            sampled_max_time = str(hottest.get("time") or "").strip() or None
-            max_temp_time = str(hottest.get("time") or "").strip() or None
+            sampled_low = self._wu_to_celsius(float(coldest.get("temp")), "C")
+
+        max_so_far = official_high_c if official_high_c is not None else sampled_max
+        today_low = official_low_c if official_low_c is not None else sampled_low
+        max_temp_time = sampled_max_time
+        if max_so_far is not None and abs(float(max_so_far) - float(temp_c)) < 0.05:
+            try:
+                local_obs = datetime.fromisoformat(obs_iso.replace("Z", "+00:00")).astimezone(
+                    timezone(timedelta(seconds=utc_offset_seconds))
+                )
+                max_temp_time = local_obs.strftime("%H:%M")
+            except Exception:
+                pass
 
         payload: Dict[str, Any] = {
             "source": "wunderground",
             "source_label": "Wunderground",
-            "station_code": fallback_icao or None,
+            "station_code": station_id or fallback_icao or None,
-            "station_name": station_name or fallback_icao or str(city or "").title(),
+            "station_name": station_name,
             "observation_time": obs_iso,
             "source_url": url,
+            "history_url": history_url,
             "current": {
                 "temp": temp_c,
                 "display_temp": display_temp,
@@ -157,9 +319,11 @@ class WundergroundSourceMixin:
                 "max_temp_so_far": max_so_far,
                 "max_temp_time": max_temp_time,
                 "today_low": today_low,
-                "humidity": None,
+                "humidity": humidity,
-                "wind_speed_kt": None,
+                "wind_speed_kt": wind_speed_kt,
-                "wind_dir": None,
+                "wind_dir": wind_dir,
+                "cloud_desc": wx_phrase,
+                "dewpoint": dewpoint_c,
             },
             "today_obs": today_obs,
             "unit": "celsius",

web/analysis_service.py

@@ -760,6 +760,15 @@ def _analyze(city: str, force_refresh: bool = False) -> Dict[str, Any]:
         for t, v in (metar.get("today_obs", []) if metar else [])
     ]
     metar_recent_obs_payload = metar.get("recent_obs", []) if metar else []
+    airport_max_so_far = None
+    airport_max_temp_time = None
+    for point in metar_today_obs_payload:
+        value = _sf(point.get("temp")) if isinstance(point, dict) else None
+        if value is None:
+            continue
+        if airport_max_so_far is None or value >= airport_max_so_far:
+            airport_max_so_far = value
+            airport_max_temp_time = str(point.get("time") or "") or None
 
     # ── 3. Local time parsing ──
     local_time_full = om.get("current", {}).get("local_time", "")
@@ -1272,10 +1281,10 @@ def _analyze(city: str, force_refresh: bool = False) -> Dict[str, Any]:
             "settlement_source": settlement_source,
             "settlement_source_label": settlement_source_label,
             "obs_time": obs_time_str,
-            "obs_age_min": metar_age_min,
+            "obs_age_min": None if use_settlement_current else metar_age_min,
-            "report_time": metar.get("report_time") if metar else None,
+            "report_time": primary_current.get("report_time"),
-            "receipt_time": metar.get("receipt_time") if metar else None,
+            "receipt_time": primary_current.get("receipt_time"),
-            "obs_time_epoch": metar.get("obs_time_epoch") if metar else None,
+            "obs_time_epoch": primary_current.get("obs_time_epoch"),
             "wind_speed_kt": _sf(primary_current.get("wind_speed_kt")),
             "wind_dir": _sf(primary_current.get("wind_dir")),
             "humidity": _sf(primary_current.get("humidity")),
@@ -1287,6 +1296,24 @@ def _analyze(city: str, force_refresh: bool = False) -> Dict[str, Any]:
             "wx_desc": primary_current.get("wx_desc"),
             "raw_metar": primary_current.get("raw_metar"),
         },
+        "airport_current": {
+            "temp": _sf(mc.get("temp")),
+            "obs_time": metar.get("obs_time"),
+            "max_so_far": airport_max_so_far,
+            "max_temp_time": airport_max_temp_time,
+            "obs_age_min": metar_age_min,
+            "report_time": metar.get("report_time") if metar else None,
+            "receipt_time": metar.get("receipt_time") if metar else None,
+            "obs_time_epoch": metar.get("obs_time_epoch") if metar else None,
+            "wind_speed_kt": _sf(mc.get("wind_speed_kt")),
+            "wind_dir": _sf(mc.get("wind_dir")),
+            "humidity": _sf(mc.get("humidity")),
+            "cloud_desc": metar.get("cloud_desc") if metar else None,
+            "visibility_mi": _sf(mc.get("visibility_mi")),
+            "wx_desc": mc.get("wx_desc"),
+            "raw_metar": mc.get("raw_metar"),
+            "source_label": "METAR",
+        },
         "mgm": mgm_data,
         "mgm_nearby": raw.get("mgm_nearby", []),
         "nearby_source": raw.get("nearby_source") or ("mgm" if city.lower() == "ankara" else "metar_cluster"),
@@ -1489,12 +1516,12 @@ def _build_city_detail_payload(
         "official": {
             "available": bool(data.get("current", {}).get("temp") is not None),
             "metar": {
-                "observation_time": data.get("current", {}).get("obs_time"),
+                "observation_time": data.get("airport_current", {}).get("obs_time"),
-                "obs_age_min": data.get("current", {}).get("obs_age_min"),
+                "obs_age_min": data.get("airport_current", {}).get("obs_age_min"),
-                "report_time": data.get("current", {}).get("report_time"),
+                "report_time": data.get("airport_current", {}).get("report_time"),
-                "receipt_time": data.get("current", {}).get("receipt_time"),
+                "receipt_time": data.get("airport_current", {}).get("receipt_time"),
-                "raw_metar": data.get("current", {}).get("raw_metar"),
+                "raw_metar": data.get("airport_current", {}).get("raw_metar"),
-                "current": data.get("current"),
+                "current": data.get("airport_current") or {},
             },
             "taf": data.get("taf") or {},
             "weather_gov": {},
@@ -1521,6 +1548,7 @@ def _build_city_detail_payload(
         "taf": data.get("taf") or {},
         "market_scan": market_scan,
         "risk": data.get("risk"),
+        "airport_current": data.get("airport_current") or {},
         "nearby_source": data.get("nearby_source") or ("mgm" if data.get("name") == "ankara" else "metar_cluster"),
         "ai_analysis": data.get("ai_analysis") or "",
         "errors": {},