Remove AI analysis and rank cities by recent DEB performance

frontend/components/dashboard/CitySidebar.tsx

@@ -21,6 +21,10 @@ function toRiskGroup(level?: string): RiskGroupKey {
   return "other";
 }
 
+function toPerformanceGroup(city: CityListItem): RiskGroupKey {
+  return toRiskGroup(city.deb_recent_tier);
+}
+
 function normalizeExpandedGroups(
   value: unknown,
 ): Record<RiskGroupKey, boolean> {
@@ -60,11 +64,17 @@ export function CitySidebar() {
   const sortedCities = useMemo(
     () =>
       [...store.cities].sort((a, b) => {
-        const aGroup = toRiskGroup(a.risk_level);
-        const bGroup = toRiskGroup(b.risk_level);
+        const aGroup = toPerformanceGroup(a);
+        const bGroup = toPerformanceGroup(b);
+        const aHitRate = Number(a.deb_recent_hit_rate ?? -1);
+        const bHitRate = Number(b.deb_recent_hit_rate ?? -1);
+        const aSamples = Number(a.deb_recent_sample_count ?? 0);
+        const bSamples = Number(b.deb_recent_sample_count ?? 0);
         return (
           (riskOrder[aGroup] ?? 3) -
             (riskOrder[bGroup] ?? 3) ||
+          bHitRate - aHitRate ||
+          bSamples - aSamples ||
           a.display_name.localeCompare(b.display_name)
         );
       }),
@@ -79,7 +89,7 @@ export function CitySidebar() {
       other: [],
     };
     sortedCities.forEach((city) => {
-      groups[toRiskGroup(city.risk_level)].push(city);
+      groups[toPerformanceGroup(city)].push(city);
     });
     return groups;
   }, [sortedCities]);
@@ -88,7 +98,7 @@ export function CitySidebar() {
     if (!selectedCity) return;
     const selected = store.cities.find((city) => city.name === selectedCity);
     if (!selected) return;
-    const groupKey = toRiskGroup(selected.risk_level);
+    const groupKey = toPerformanceGroup(selected);
     setExpandedGroups((current) =>
       current[groupKey] ? current : { ...current, [groupKey]: true },
     );
@@ -200,6 +210,7 @@ export function CitySidebar() {
                   const deviationSeverity =
                     snapshot?.deviation_monitor?.severity || "normal";
                   const secondaryText = deviationText || peakTempText;
+                  const performanceTier = toPerformanceGroup(city);
 
                   return (
                     <button
@@ -213,7 +224,7 @@ export function CitySidebar() {
                       }
                     >
                       <div className="city-item-main">
-                        <span className={clsx("risk-dot", city.risk_level)} />
+                        <span className={clsx("risk-dot", performanceTier)} />
                         <span className="city-name-text">{city.display_name}</span>
                         <span
                           className={clsx(

frontend/components/dashboard/PanelSections.tsx

@@ -19,7 +19,6 @@ import {
   getRiskBadgeLabel,
   getTemperatureChartData,
   getWeatherSummary,
-  parseAiAnalysis,
 } from "@/lib/dashboard-utils";
 
 function EmptyState({ text }: { text: string }) {
@@ -760,35 +759,6 @@ export function ForecastTable() {
   );
 }
 
-export function AiAnalysis() {
-  const { data } = useCityData();
-  const { t } = useI18n();
-  if (!data) return null;
-  const ai = parseAiAnalysis(data.ai_analysis);
-
-  return (
-    <section className="ai-section">
-      <h3>{t("section.ai")}</h3>
-      <div className="ai-box">
-        {!ai.summary && ai.bullets.length === 0 ? (
-          <span className="ai-placeholder">{t("section.aiEmpty")}</span>
-        ) : (
-          <>
-            {ai.summary && <div className="ai-summary">{ai.summary}</div>}
-            {ai.bullets.length > 0 && (
-              <ul className="ai-list">
-                {ai.bullets.map((item) => (
-                  <li key={item}>{item}</li>
-                ))}
-              </ul>
-            )}
-          </>
-        )}
-      </div>
-    </section>
-  );
-}
-
 export function RiskInfo() {
   const { data } = useCityData();
   const { t } = useI18n();

frontend/components/terminal/AnalyticsPanel.tsx

@@ -4,7 +4,6 @@ import React from "react";
 import {
   BarChart2,
   Target,
-  ShieldAlert,
   Zap,
   Info,
   Activity,
@@ -23,7 +22,7 @@ export function AnalyticsPanel({
   data,
   t = {}, // Default empty for now, can be expanded via context or props
 }: AnalyticsPanelProps) {
-  const { overview, market_scan, models, ai_analysis } = data;
+  const { overview, market_scan, models } = data;
 
   const modelEntries = Object.entries(models)
     .filter(([_, v]) => v !== undefined && v !== null)
@@ -222,25 +221,6 @@ export function AnalyticsPanel({
             ))}
           </div>
         </section>
-
-        {ai_analysis && (
-          <section className="pt-2">
-            <div className="flex items-center gap-2 mb-3">
-              <Activity className="h-3 w-3 text-amber-500" />
-              <span className="text-[10px] font-black uppercase tracking-[0.15em] text-zinc-400">
-                AI COGNITIVE ANALYSIS
-              </span>
-            </div>
-            <div className="rounded-lg border border-zinc-800 bg-zinc-900/30 p-4 relative overflow-hidden group">
-              <div className="absolute top-0 right-0 p-2 opacity-20">
-                <ShieldAlert className="w-8 h-8 text-amber-500" />
-              </div>
-              <p className="text-[11px] leading-relaxed text-zinc-400 relative z-10 font-medium">
-                {ai_analysis}
-              </p>
-            </div>
-          </section>
-        )}
       </div>
 
       {/* Execute Scan Footer */}

frontend/hooks/useDashboardStore.tsx

@@ -81,96 +81,6 @@ function getInitialProAccessState(): ProAccessState {
   };
 }
 
-const AI_EMPTY_PATTERNS = [
-  /暂无\s*AI\s*分析/i,
-  /当前以结构化气象与模型数据为主/i,
-  /No\s*AI\s*analysis\s*available/i,
-  /Structured\s+meteorological\s+and\s+model\s+data/i,
-];
-
-function normalizeText(value: unknown) {
-  return typeof value === "string" ? value.trim() : "";
-}
-
-function extractAiPayload(analysis: CityDetail["ai_analysis"]) {
-  if (!analysis) {
-    return {
-      bullets: [] as string[],
-      summary: "",
-    };
-  }
-
-  if (typeof analysis === "string") {
-    return {
-      bullets: [] as string[],
-      summary: normalizeText(analysis),
-    };
-  }
-
-  const summary =
-    normalizeText(analysis.summary) ||
-    normalizeText(analysis.text) ||
-    normalizeText(analysis.message);
-  const bulletsSource = Array.isArray(analysis.highlights)
-    ? analysis.highlights
-    : Array.isArray(analysis.points)
-      ? analysis.points
-      : [];
-
-  return {
-    bullets: bulletsSource.map((item) => normalizeText(item)).filter(Boolean),
-    summary,
-  };
-}
-
-function hasMeaningfulAiAnalysis(analysis: CityDetail["ai_analysis"]) {
-  const parsed = extractAiPayload(analysis);
-  const hasBullets = parsed.bullets.length > 0;
-  const hasSummary =
-    Boolean(parsed.summary) &&
-    !AI_EMPTY_PATTERNS.some((pattern) => pattern.test(parsed.summary));
-  return hasBullets || hasSummary;
-}
-
-function normalizeMetarSignature(detail?: CityDetail) {
-  if (!detail) return "";
-  const metar = normalizeText(detail.current?.raw_metar)
-    .replace(/\s+/g, " ")
-    .toUpperCase();
-  const obsTime = normalizeText(detail.current?.obs_time);
-  return [metar, obsTime].filter(Boolean).join("|");
-}
-
-function mergeAiAnalysisIfStable(
-  previousDetail: CityDetail | undefined,
-  nextDetail: CityDetail,
-) {
-  if (!previousDetail) return nextDetail;
-  if (hasMeaningfulAiAnalysis(nextDetail.ai_analysis)) return nextDetail;
-  if (!hasMeaningfulAiAnalysis(previousDetail.ai_analysis)) return nextDetail;
-
-  const prevTemp = Number(previousDetail.current?.temp);
-  const nextTemp = Number(nextDetail.current?.temp);
-  const tempUnchanged =
-    Number.isFinite(prevTemp) &&
-    Number.isFinite(nextTemp) &&
-    prevTemp === nextTemp;
-
-  const prevMetar = normalizeMetarSignature(previousDetail);
-  const nextMetar = normalizeMetarSignature(nextDetail);
-  const metarUnchanged =
-    Boolean(prevMetar) && Boolean(nextMetar) && prevMetar === nextMetar;
-
-  if (!tempUnchanged && !metarUnchanged) {
-    return nextDetail;
-  }
-
-  return {
-    ...nextDetail,
-    ai_analysis: previousDetail.ai_analysis,
-  };
-}
-
 function getMarketScanCacheKey(cityName: string, targetDate?: string | null) {
   const normalizedDate = String(targetDate || "").trim() || "local";
   return `${cityName}::${normalizedDate}`;
@@ -286,7 +196,7 @@ export function DashboardStoreProvider({
         const latestDetail = await dashboardClient.getCityDetail(cityName, {
           force: false,
         });
-        const detail = mergeAiAnalysisIfStable(cached, latestDetail);
+        const detail = latestDetail;
 
         setCityDetailsByName((current) => ({
           ...current,
@@ -337,7 +247,7 @@ export function DashboardStoreProvider({
     const latestDetail = await dashboardClient.getCityDetail(cityName, {
       force,
     });
-    const detail = mergeAiAnalysisIfStable(cached, latestDetail);
+    const detail = latestDetail;
     setCityDetailsByName((current) => ({
       ...current,
       [cityName]: detail,
@@ -608,10 +518,7 @@ export function DashboardStoreProvider({
         const latestDetail = await dashboardClient.getCityDetail(selectedCity, {
           force: true,
         });
-        const detail = mergeAiAnalysisIfStable(
-          previousSelectedDetail,
-          latestDetail,
-        );
+        const detail = latestDetail;
         setCityDetailsByName({ [selectedCity]: detail });
         setCitySummariesByName((current) => ({
           ...current,

frontend/lib/dashboard-types.ts

@@ -6,6 +6,11 @@ export interface CityListItem {
   lat: number;
   lon: number;
   risk_level: RiskLevel;
+  deb_recent_tier?: RiskLevel;
+  deb_recent_hit_rate?: number | null;
+  deb_recent_sample_count?: number;
+  deb_recent_mae?: number | null;
+  deb_recent_last_date?: string | null;
   risk_emoji?: string;
   airport: string;
   icao: string;

frontend/lib/i18n.ts

@@ -26,10 +26,10 @@ const MESSAGES: Record<Locale, Record<string, string>> = {
     "sidebar.currentTemp": "当前 {temp}",
     "sidebar.peakTempAt": "峰值 {temp} @ {time}",
     "sidebar.peakAt": "峰值 @ {time}",
-    "sidebar.group.high": "高风险",
-    "sidebar.group.medium": "中风险",
-    "sidebar.group.low": "低风险",
-    "sidebar.group.other": "其他",
+    "sidebar.group.high": "近期强势",
+    "sidebar.group.medium": "近期一般",
+    "sidebar.group.low": "近期偏弱",
+    "sidebar.group.other": "样本不足",
 
     "dashboard.loading": "正在同步站点观测与结算源，请稍候...",
 
@@ -189,10 +189,10 @@ const MESSAGES: Record<Locale, Record<string, string>> = {
     "sidebar.currentTemp": "Current {temp}",
     "sidebar.peakTempAt": "Peak {temp} @ {time}",
     "sidebar.peakAt": "Peak @ {time}",
-    "sidebar.group.high": "High Risk",
-    "sidebar.group.medium": "Medium Risk",
-    "sidebar.group.low": "Low Risk",
-    "sidebar.group.other": "Others",
+    "sidebar.group.high": "Recent Strong",
+    "sidebar.group.medium": "Recent Mixed",
+    "sidebar.group.low": "Recent Weak",
+    "sidebar.group.other": "Low Sample",
 
     "dashboard.loading":
       "Synchronizing station observations and settlement feeds...",