2026-06-21 09:05:53 -05:00
22 changed files with 1378 additions and 358 deletions
--- a/backend/data/case_loader.py
+++ b/backend/data/case_loader.py
@@ -25,12 +25,42 @@ _cache: dict[str, Optional[pd.DataFrame | datetime]] = {
    "outpatient": None,
    "inpatient": None,
    "combined": None,
+    "cases_by_district_daily": None,
    "loaded_at": None,
 }

 # Guards the lazy build so concurrent callers don't duplicate the load/concat.
 _load_lock = threading.RLock()

+# Canonical Wuhan administrative districts (13), matching the `name` field in
+# Datas/武汉市.geojson. All district roll-ups must collapse to exactly these.
+CANONICAL_DISTRICTS = [
+    '江岸区', '江汉区', '硚口区', '汉阳区', '武昌区', '青山区', '洪山区',
+    '东西湖区', '汉南区', '蔡甸区', '江夏区', '黄陂区', '新洲区',
+]
+# Bare (suffix-less) base name -> canonical 区-suffixed name.
+_DISTRICT_BASE_TO_CANONICAL = {d[:-1]: d for d in CANONICAL_DISTRICTS}
+_DISTRICT_SUFFIXES = ('区', '县', '市')
+
+
+def normalize_district(name: str) -> str:
+    """Map a district label to its canonical 区-suffixed form.
+
+    The case parquet carries both bare ("武昌") and suffixed ("武昌区") spellings
+    of the same district, which double-counts in any roll-up. This collapses
+    them: known bare names map to their canonical form; already-suffixed names
+    pass through unchanged; anything else gets a "区" appended.
+    """
+    if name is None:
+        return name
+    name = str(name).strip()
+    if name in _DISTRICT_BASE_TO_CANONICAL:
+        return _DISTRICT_BASE_TO_CANONICAL[name]
+    if name.endswith(_DISTRICT_SUFFIXES):
+        return name
+    return f"{name}区"
+
+
 # Wuhan district mapping
 WUHAN_DISTRICTS = {
    '江岸区': ['江岸'],
@@ -170,3 +200,40 @@ def get_inpatient_data() -> pd.DataFrame:
    """Return the cached inpatient dataframe"""
    load_data()
    return _cache["inpatient"]  # type: ignore[return-value]
+
+
+def load_cases_by_district_daily() -> pd.DataFrame:
+    """Load processed/cases_by_district_daily.parquet with districts normalized.
+
+    The on-disk parquet carries both bare and 区-suffixed spellings of each
+    district (26 labels = 13 districts × 2 spellings), so any groupby on the
+    raw `district` column double-counts. This is the single data-access
+    boundary: it normalizes labels to the canonical 13 and re-aggregates
+    (sum of outpatient_count / inpatient_count / total_cases per
+    normalized district + date), so every downstream consumer
+    (analysis / grid / insights) sees clean, deduped 13-district data.
+
+    Returns a copy with columns [date, district, outpatient_count,
+    inpatient_count, total_cases]. Raises FileNotFoundError if the parquet
+    is missing (callers handle this as they did before).
+    """
+    path = PROCESSED_DIR / "cases_by_district_daily.parquet"
+    cached = _cache.get("cases_by_district_daily")
+    if cached is not None:
+        return cast(pd.DataFrame, cached).copy()
+
+    with _load_lock:
+        cached = _cache.get("cases_by_district_daily")
+        if cached is not None:
+            return cast(pd.DataFrame, cached).copy()
+
+        df = pd.read_parquet(path)
+        df["district"] = df["district"].map(normalize_district)
+        agg = (
+            df.groupby(["date", "district"], as_index=False)[
+                ["outpatient_count", "inpatient_count", "total_cases"]
+            ]
+            .sum()
+        )
+        _cache["cases_by_district_daily"] = agg  # type: ignore[assignment]
+        return agg.copy()
--- a/backend/routers/analysis.py
+++ b/backend/routers/analysis.py
@@ -12,6 +12,7 @@ import pandas as pd
 from pydantic import BaseModel, Field

 from config import DATA_DIR, RISK_HIGH, PROJECT_ROOT, WUHAN_BOUNDS, LAT_STEP, LON_STEP
+from data.case_loader import load_cases_by_district_daily
 from utils.date_helpers import get_latest_date
 from utils.geojson import parse_geojson_file, load_districts
 from utils.geo import point_in_polygon
@@ -179,18 +180,16 @@ def _district_avg_aqi() -> dict:
 def _district_total_cases() -> dict:
    """Real total recorded cases per district from cases_by_district_daily.

-    District labels in the case file are inconsistent ("武昌" vs "武昌区"),
-    so names are normalized by stripping the "区" suffix and summed, then
-    keyed by the canonical mapping name (with "区"). Returns {district: cases}.
+    District labels are normalized to the canonical 13 区-suffixed names at the
+    data-access boundary (data.case_loader), so this is a plain per-district
+    sum. Returns {district: cases}.
    """
-    path = PROJECT_ROOT / "processed" / "cases_by_district_daily.parquet"
-    if not path.exists():
+    try:
+        df = load_cases_by_district_daily()
+    except FileNotFoundError:
        return {}
-    df = pd.read_parquet(path, columns=["district", "total_cases"])
-    df = df.copy()
-    df["base"] = df["district"].str.replace("区", "", regex=False)
-    by_base = df.groupby("base")["total_cases"].sum()
-    return {f"{base}区": int(v) for base, v in by_base.items()}
+    by_district = df.groupby("district")["total_cases"].sum()
+    return {str(d): int(v) for d, v in by_district.items()}


@lru_cache(maxsize=8)
--- a/backend/routers/grid.py
+++ b/backend/routers/grid.py
@@ -21,6 +21,7 @@ from models import (
    MultiDayPredictionRequest,
    MultiDayPredictionResponse,
 )
+from data.case_loader import load_cases_by_district_daily

 router = APIRouter(prefix="/api", tags=["grid"])

@@ -43,14 +44,13 @@ def _compute_historical_aggregation(
 ) -> HistoricalAggregationResponse:
    """Run the full pandas aggregation pipeline (called in thread pool)."""
    try:
-        cases_df = _load_parquet(PROJECT_ROOT / "processed" / "cases_by_district_daily.parquet")
+        cases_df = load_cases_by_district_daily()
    except FileNotFoundError:
        return HistoricalAggregationResponse(
            aggregations=[], total_records=0,
            date_range=(start.strftime("%Y-%m-%d"), end.strftime("%Y-%m-%d")),
            timestamp=datetime.now().isoformat(),
        )
-    cases_df = cases_df.copy()
    cases_df['date'] = pd.to_datetime(cases_df['date'])

    filtered_cases = cases_df[
@@ -196,7 +196,7 @@ def _grids_geojson_body(date: str, district: Optional[str], risk_level: Optional
    if district:
        merged = merged[merged['district_name'].str.contains(district.replace('区', ''), na=False, regex=False)]

-    cases_df = _load_parquet(PROJECT_ROOT / "processed" / "cases_by_district_daily.parquet").copy()
+    cases_df = load_cases_by_district_daily()
    cases_df['date'] = pd.to_datetime(cases_df['date']).dt.strftime('%Y-%m-%d')
    cases_df = cases_df[cases_df['date'] == date]

@@ -364,7 +364,7 @@ def _compute_grid_history(grid_id: str, days: int) -> dict:

    district = grid_info.iloc[0]['district_name']

-    cases_df = _load_parquet(PROJECT_ROOT / "processed" / "cases_by_district_daily.parquet")
+    cases_df = load_cases_by_district_daily()
    cases_df['date'] = pd.to_datetime(cases_df['date'])

    end_date = datetime.now()
--- a/backend/routers/insights.py
+++ b/backend/routers/insights.py
@@ -11,6 +11,7 @@ from pydantic import BaseModel, Field
 from typing import Dict, List, Literal

 from config import DATA_DIR, RISK_HIGH, PROJECT_ROOT
+from data.case_loader import load_cases_by_district_daily
 from models import (
    InsightsResponse,
    InsightTrend,
@@ -491,22 +492,22 @@ async def get_insights_cards():

        cases_path = PROJECT_ROOT / "processed" / "cases_by_district_daily.parquet"
        if cases_path.exists():
-            cases_df = _cached_parquet(str(cases_path))
+            # Districts already normalized to the canonical 13 区-suffixed names.
+            cases_df = load_cases_by_district_daily()
+            cases_df["date"] = pd.to_datetime(cases_df["date"])
            latest_case_date = cases_df["date"].max()
-            latest_cases = cases_df[cases_df["date"] == latest_case_date].copy()
-            latest_cases["base_district"] = latest_cases["district"].str.replace("区", "")
-            district_daily = latest_cases.groupby("base_district")["total_cases"].sum().sort_values(ascending=False)
+            latest_cases = cases_df[cases_df["date"] == latest_case_date]
+            district_daily = latest_cases.groupby("district")["total_cases"].sum().sort_values(ascending=False)
            total_daily = int(district_daily.sum())
            top_name = district_daily.index[0]
            top_val = int(district_daily.iloc[0])
            num_districts = len(district_daily)

            week_ago = latest_case_date - pd.Timedelta(days=6)
-            week_cases = cases_df[cases_df["date"] >= week_ago].copy()
-            week_cases["base_district"] = week_cases["district"].str.replace("区", "")
+            week_cases = cases_df[cases_df["date"] >= week_ago]
            daily_totals = week_cases.groupby("date")["total_cases"].sum()
            avg_daily = int(daily_totals.mean())
-            week_district = week_cases.groupby("base_district")["total_cases"].sum().sort_values(ascending=False)
+            week_district = week_cases.groupby("district")["total_cases"].sum().sort_values(ascending=False)
            week_top_val = int(week_district.iloc[0])

            date_str = latest_case_date.strftime("%m月%d日")
@@ -515,8 +516,8 @@ async def get_insights_cards():
                title=f"日病例统计 ({date_str})",
                description=(
                    f"最近统计日({date_str})全市{num_districts}个区共记录{total_daily}例儿童呼吸道疾病病例，"
-                    f"{top_name}区{top_val}例为当日最高。近7日日均{avg_daily}例，"
-                    f"{week_district.index[0]}区累计{week_top_val}例居首。"
+                    f"{top_name}{top_val}例为当日最高。近7日日均{avg_daily}例，"
+                    f"{week_district.index[0]}累计{week_top_val}例居首。"
                ),
                type="warning",
                metric="日病例",
--- a/backend/tests/test_district_normalization.py
+++ b/backend/tests/test_district_normalization.py
@@ -0,0 +1,82 @@
+"""Tests for district label normalization at the case-loader boundary.
+
+The processed/cases_by_district_daily.parquet carries both bare ("武昌") and
+区-suffixed ("武昌区") spellings of each district (26 labels = 13 districts × 2
+spellings), which double-counts in any roll-up. data.case_loader normalizes
+these to the canonical 13 区-suffixed names and re-aggregates. These tests pin
+that behavior.
+"""
+import sys
+from pathlib import Path
+
+import pandas as pd
+import pytest
+
+# Ensure the backend package root is importable at collection time (mirrors the
+# sys.path handling other modules rely on once the app is imported).
+BACKEND_ROOT = Path(__file__).parent.parent
+if str(BACKEND_ROOT) not in sys.path:
+    sys.path.insert(0, str(BACKEND_ROOT))
+
+from data.case_loader import (  # noqa: E402
+    CANONICAL_DISTRICTS,
+    normalize_district,
+    load_cases_by_district_daily,
+)
+
+PROJECT_ROOT = Path(__file__).parent.parent.parent
+RAW_PARQUET = PROJECT_ROOT / "processed" / "cases_by_district_daily.parquet"
+
+
+def test_normalize_district_known_bare_forms():
+    """Every known bare form maps to its canonical 区-suffixed name."""
+    cases = {
+        "武昌": "武昌区", "汉阳": "汉阳区", "江岸": "江岸区", "硚口": "硚口区",
+        "青山": "青山区", "洪山": "洪山区", "东西湖": "东西湖区", "汉南": "汉南区",
+        "蔡甸": "蔡甸区", "江夏": "江夏区", "黄陂": "黄陂区", "新洲": "新洲区",
+        "江汉": "江汉区",
+    }
+    for bare, canonical in cases.items():
+        assert normalize_district(bare) == canonical
+
+
+def test_normalize_district_already_suffixed_passes_through():
+    for d in CANONICAL_DISTRICTS:
+        assert normalize_district(d) == d
+
+
+def test_canonical_set_is_exactly_thirteen():
+    assert len(CANONICAL_DISTRICTS) == 13
+    assert len(set(CANONICAL_DISTRICTS)) == 13
+
+
+@pytest.mark.skipif(not RAW_PARQUET.exists(), reason="case parquet not present")
+def test_loader_collapses_to_thirteen_canonical_districts():
+    df = load_cases_by_district_daily()
+    districts = set(df["district"].unique())
+
+    # (a) exactly 13 unique districts, all canonical
+    assert len(districts) == 13, f"expected 13 districts, got {len(districts)}: {sorted(districts)}"
+    assert districts == set(CANONICAL_DISTRICTS)
+
+    # (b) no bare / unsuffixed duplicates remain
+    for name in districts:
+        assert name.endswith(("区", "县", "市")), f"unsuffixed district leaked: {name}"
+
+
+@pytest.mark.skipif(not RAW_PARQUET.exists(), reason="case parquet not present")
+def test_loader_preserves_totals_no_rows_dropped_or_double_counted():
+    """Sum integrity: normalized total == raw parquet total."""
+    raw = pd.read_parquet(RAW_PARQUET)
+    normalized = load_cases_by_district_daily()
+
+    assert int(normalized["total_cases"].sum()) == int(raw["total_cases"].sum())
+    assert int(normalized["outpatient_count"].sum()) == int(raw["outpatient_count"].sum())
+    assert int(normalized["inpatient_count"].sum()) == int(raw["inpatient_count"].sum())
+
+
+@pytest.mark.skipif(not RAW_PARQUET.exists(), reason="case parquet not present")
+def test_raw_parquet_actually_has_dirty_labels():
+    """Sanity: the raw file really has the 26-label problem we are fixing."""
+    raw = pd.read_parquet(RAW_PARQUET)
+    assert raw["district"].nunique() > 13
--- a/frontend/e2e/overview.spec.ts
+++ b/frontend/e2e/overview.spec.ts
@@ -0,0 +1,119 @@
+/**
+ * 综合概览大屏 (/overview) 验收测试。
+ *
+ * 与 user-flows.spec.ts 一致：用 addInitScript 注入 cbpoa_token 绕过登录门，
+ * page.route 拦截 /api/** 使套件 hermetic（无需 :8000）。/wuhan_districts.geojson
+ * 走真实静态资源（dev server 提供），由 Leaflet 取用。
+ */
+import { test, expect, Page } from '@playwright/test';
+import { TESTIDS } from '../src/utils/testids';
+
+/** 13 区里造两条数据，断言 choropleth 能着色、toggle 能切换。 */
+function districtPayload() {
+  return {
+    districts: [
+      { district: '武昌区', outpatient: 120, inpatient: 30, total: 150, outpatient_ratio: 0.8, inpatient_ratio: 0.2 },
+      { district: '江岸', outpatient: 60, inpatient: 10, total: 70, outpatient_ratio: 0.86, inpatient_ratio: 0.14 },
+    ],
+    total: 220,
+  };
+}
+
+async function seedAuthAndMockApi(page: Page) {
+  await page.addInitScript(() => {
+    localStorage.setItem('cbpoa_token', 'e2e-test-token');
+  });
+
+  await page.route('/api/**', (route) => {
+    const url = route.request().url();
+
+    const json = (body: unknown) =>
+      route.fulfill({ status: 200, contentType: 'application/json', body: JSON.stringify(body) });
+
+    if (url.includes('/alerts')) {
+      return json({ alerts: [], total: 0 });
+    }
+    if (url.includes('/cases/stats')) {
+      return json({
+        total_outpatient: 1000,
+        total_inpatient: 200,
+        date_range: { start: '2023-01-01', end: '2023-12-01' },
+        top_districts: [],
+        top_diagnoses: [
+          { diagnosis: '上呼吸道感染', outpatient: 300, inpatient: 40 },
+          { diagnosis: '肺炎', outpatient: 120, inpatient: 80 },
+        ],
+      });
+    }
+    if (url.includes('/cases/trend')) {
+      return json({
+        trend: [
+          { date: '2023-11-01', outpatient: 10, inpatient: 2, total: 12 },
+          { date: '2023-11-02', outpatient: 14, inpatient: 3, total: 17 },
+        ],
+        summary: {
+          total_outpatient: 24,
+          total_inpatient: 5,
+          period_count: 2,
+          avg_daily_outpatient: 12,
+          avg_daily_inpatient: 2.5,
+        },
+      });
+    }
+    if (url.includes('/cases/districts')) {
+      return json(districtPayload());
+    }
+    if (url.includes('/risk/stats')) {
+      return json({ high_risk_count: 7, total_grids: 100, avg_risk: 0.4 });
+    }
+    if (url.includes('/environment/pollutants')) {
+      return json({ data: [{ date: '2023-11-01', AQI: 80 }, { date: '2023-11-02', AQI: 95 }] });
+    }
+
+    return json({ data: [], items: [], total: 0 });
+  });
+}
+
+test.describe('Overview 大屏', () => {
+  test.use({ viewport: { width: 1280, height: 900 } });
+
+  test.beforeEach(async ({ page }) => {
+    await seedAuthAndMockApi(page);
+  });
+
+  test('renders kpi-row, choropleth, as-of badge and metric toggle', async ({ page }) => {
+    await page.goto('/overview');
+
+    await expect(page.locator(`[data-testid="${TESTIDS.pageOverview}"]`)).toBeVisible();
+    await expect(page.locator(`[data-testid="${TESTIDS.kpiRow}"]`)).toBeVisible();
+    await expect(page.locator(`[data-testid="${TESTIDS.choroplethWrapper}"]`)).toBeVisible();
+
+    // Literal honesty badge — exact text.
+    const badge = page.locator(`[data-testid="${TESTIDS.asofBadge}"]`);
+    await expect(badge).toBeVisible();
+    await expect(badge).toHaveText('数据截至2023-12');
+  });
+
+  test('门诊/住院 toggle switches active segment without error', async ({ page }) => {
+    await page.goto('/overview');
+    await expect(page.locator(`[data-testid="${TESTIDS.choroplethWrapper}"]`)).toBeVisible();
+
+    const outBtn = page.locator(`[data-testid="${TESTIDS.outinpatientToggle}-outpatient"]`);
+    const inBtn = page.locator(`[data-testid="${TESTIDS.outinpatientToggle}-inpatient"]`);
+    const allBtn = page.locator(`[data-testid="${TESTIDS.outinpatientToggle}-all"]`);
+
+    // Default: 全部 active (primary background).
+    await expect(allBtn).toHaveClass(/bg-primary/);
+
+    await outBtn.click();
+    await expect(outBtn).toHaveClass(/bg-primary/);
+    await expect(allBtn).not.toHaveClass(/bg-primary/);
+
+    await inBtn.click();
+    await expect(inBtn).toHaveClass(/bg-primary/);
+    await expect(outBtn).not.toHaveClass(/bg-primary/);
+
+    // Wrapper still mounted after toggling — no render crash.
+    await expect(page.locator(`[data-testid="${TESTIDS.choroplethWrapper}"]`)).toBeVisible();
+  });
+});
--- a/frontend/public/wuhan_districts.geojson
+++ b/frontend/public/wuhan_districts.geojson
--- a/frontend/src/components/AppShell.tsx
+++ b/frontend/src/components/AppShell.tsx
@@ -1,7 +1,8 @@
-import { useState, useCallback } from 'react';
+import { useState, useCallback, useEffect, useRef } from 'react';
 import { Outlet } from 'react-router-dom';
 import { TopNav } from '@/components/TopNav';
 import { SideNav } from '@/components/SideNav';
+import { RouteErrorBoundary } from '@/components/RouteErrorBoundary';
 import { useRiskStore } from '@/stores';
 import { TESTIDS } from '@/utils/testids';

@@ -9,17 +10,84 @@ interface AppShellProps {
  onLogout?: () => void;
 }

+// 收集容器内当前可聚焦的元素，供初始聚焦与焦点循环陷阱使用。
+function getFocusable(container: HTMLElement): HTMLElement[] {
+  return Array.from(
+    container.querySelectorAll<HTMLElement>(
+      'a[href], button:not([disabled]), [tabindex]:not([tabindex="-1"])'
+    )
+  ).filter((el) => el.offsetParent !== null || el === document.activeElement);
+}
+
 // 仅负责布局骨架（顶栏 / 侧栏 / 内容区），不涉及路由匹配与鉴权。
 export function AppShell({ onLogout }: AppShellProps) {
  const alerts = useRiskStore((s) => s.alerts);
  const [drawerOpen, setDrawerOpen] = useState(false);
+  // 提升手风琴展开态：导轨与抽屉两份 SideNav 共享，保持同步。
+  const [expandedNav, setExpandedNav] = useState<string | null>('monitoring');
+  const drawerRef = useRef<HTMLElement>(null);

  const openDrawer = useCallback(() => setDrawerOpen(true), []);
  const closeDrawer = useCallback(() => setDrawerOpen(false), []);

+  // 抽屉作为模态：ESC 关闭、锁定 body 滚动、焦点移入并在关闭后归还给汉堡。
+  useEffect(() => {
+    if (!drawerOpen) return;
+
+    const opener = document.activeElement as HTMLElement | null;
+
+    // 锁定 body 滚动，关闭时还原原值。
+    const prevOverflow = document.body.style.overflow;
+    document.body.style.overflow = 'hidden';
+
+    // 焦点移入抽屉（优先第一个可聚焦元素，否则聚焦抽屉容器本身）。
+    const drawer = drawerRef.current;
+    const focusables = drawer ? getFocusable(drawer) : [];
+    (focusables[0] ?? drawer)?.focus();
+
+    const onKeyDown = (e: KeyboardEvent) => {
+      if (e.key === 'Escape') {
+        e.preventDefault();
+        closeDrawer();
+        return;
+      }
+      // 焦点循环陷阱：Tab 在抽屉内首尾元素之间循环。
+      if (e.key === 'Tab' && drawer) {
+        const items = getFocusable(drawer);
+        if (items.length === 0) {
+          e.preventDefault();
+          drawer.focus();
+          return;
+        }
+        const first = items[0];
+        const last = items[items.length - 1];
+        const active = document.activeElement;
+        if (e.shiftKey && (active === first || active === drawer)) {
+          e.preventDefault();
+          last.focus();
+        } else if (!e.shiftKey && active === last) {
+          e.preventDefault();
+          first.focus();
+        }
+      }
+    };
+
+    document.addEventListener('keydown', onKeyDown);
+
+    return () => {
+      document.removeEventListener('keydown', onKeyDown);
+      document.body.style.overflow = prevOverflow;
+      // 关闭后把焦点还给打开抽屉的元素（汉堡按钮），回退到按 testid 查询。
+      const restoreTarget =
+        opener ??
+        document.querySelector<HTMLElement>(`[data-testid="${TESTIDS.hamburger}"]`);
+      restoreTarget?.focus();
+    };
+  }, [drawerOpen, closeDrawer]);
+
  return (
    <div data-testid={TESTIDS.appShell} className="h-screen bg-bg-page flex flex-col overflow-hidden">
-      <TopNav onLogout={onLogout} onToggleMenu={openDrawer} />
+      <TopNav onLogout={onLogout} onToggleMenu={openDrawer} isMenuOpen={drawerOpen} />

      <div className="flex flex-1 min-h-0">
        {/* lg 及以上：持久侧栏导轨 */}
@@ -27,7 +95,11 @@ export function AppShell({ onLogout }: AppShellProps) {
          data-testid={TESTIDS.sidebarRail}
          className="hidden lg:block w-[200px] shrink-0 bg-bg-card border-r border-border"
        >
-          <SideNav alertCount={alerts.length} />
+          <SideNav
+            alertCount={alerts.length}
+            expanded={expandedNav}
+            onExpandedChange={setExpandedNav}
+          />
        </aside>

        {/* lg 以下：离屏抽屉 + 遮罩 */}
@@ -39,16 +111,29 @@ export function AppShell({ onLogout }: AppShellProps) {
          />
        )}
        <aside
+          ref={drawerRef}
+          id="app-drawer"
+          role="dialog"
+          aria-modal="true"
+          aria-label="导航菜单"
+          tabIndex={-1}
          data-testid={TESTIDS.appDrawer}
          className={`fixed top-0 left-0 bottom-0 z-50 w-[260px] max-w-[80vw] bg-bg-card border-r border-border shadow-xl transition-transform duration-200 lg:hidden ${
            drawerOpen ? 'translate-x-0' : '-translate-x-full'
          }`}
        >
-          <SideNav alertCount={alerts.length} onNavigate={closeDrawer} />
+          <SideNav
+            alertCount={alerts.length}
+            onNavigate={closeDrawer}
+            expanded={expandedNav}
+            onExpandedChange={setExpandedNav}
+          />
        </aside>

        <main className="flex-1 min-w-0 overflow-auto p-5">
-          <Outlet />
+          <RouteErrorBoundary>
+            <Outlet />
+          </RouteErrorBoundary>
        </main>
      </div>
    </div>
--- a/frontend/src/components/RouteErrorBoundary.tsx
+++ b/frontend/src/components/RouteErrorBoundary.tsx
@@ -0,0 +1,45 @@
+import { Component, ReactNode } from 'react';
+
+interface Props {
+  children: ReactNode;
+}
+
+interface State {
+  hasError: boolean;
+}
+
+// 路由级错误边界：单个页面（含懒加载 chunk）崩溃时只降级内容区，
+// 保留外层骨架（顶栏 + 侧栏），避免整页白屏。
+export class RouteErrorBoundary extends Component<Props, State> {
+  constructor(props: Props) {
+    super(props);
+    this.state = { hasError: false };
+  }
+
+  static getDerivedStateFromError() {
+    return { hasError: true };
+  }
+
+  private reset = () => {
+    this.setState({ hasError: false });
+  };
+
+  render() {
+    if (this.state.hasError) {
+      return (
+        <div className="flex h-full items-center justify-center">
+          <div className="text-center">
+            <div className="text-danger text-base mb-2">此页面加载失败</div>
+            <button
+              onClick={this.reset}
+              className="mt-2 px-4 py-2 bg-primary text-white rounded text-sm"
+            >
+              重试
+            </button>
+          </div>
+        </div>
+      );
+    }
+    return this.props.children;
+  }
+}
--- a/frontend/src/components/SideNav.tsx
+++ b/frontend/src/components/SideNav.tsx
@@ -6,6 +6,10 @@ interface SideNavProps {
  alertCount?: number;
  // 抽屉模式下点击导航项后关闭抽屉（持久侧栏可不传）。
  onNavigate?: () => void;
+  // 受控的展开手风琴分组：由 AppShell 提供时，导轨与抽屉两份实例保持同步。
+  // 不传则回退到内部 state，向后兼容独立使用。
+  expanded?: string | null;
+  onExpandedChange?: (moduleId: string | null) => void;
 }

 interface NavItem {
@@ -56,14 +60,28 @@ const modules: { id: string; label: string; icon: React.ReactNode; items: NavIte
  },
 ];

-export function SideNav({ alertCount = 0, onNavigate }: SideNavProps) {
+export function SideNav({
+  alertCount = 0,
+  onNavigate,
+  expanded: expandedProp,
+  onExpandedChange,
+}: SideNavProps) {
  const location = useLocation();

  // 当前路径命中的模块默认展开。
  const moduleForPath = (pathname: string) =>
    modules.find((m) => m.items.some((item) => pathname.startsWith(item.to)))?.id ?? 'monitoring';

-  const [expanded, setExpanded] = useState<string | null>(() => moduleForPath(location.pathname));
+  // 受控/非受控双模式：父级传入 expanded 时由父级管理，否则回退内部 state。
+  const [internalExpanded, setInternalExpanded] = useState<string | null>(() =>
+    moduleForPath(location.pathname)
+  );
+  const isControlled = expandedProp !== undefined;
+  const expanded = isControlled ? expandedProp : internalExpanded;
+  const setExpanded = (next: string | null) => {
+    if (isControlled) onExpandedChange?.(next);
+    else setInternalExpanded(next);
+  };

  const isActiveModule = (moduleId: string) => {
    const module = modules.find((m) => m.id === moduleId);
--- a/frontend/src/components/TopNav.tsx
+++ b/frontend/src/components/TopNav.tsx
@@ -5,6 +5,8 @@ interface TopNavProps {
  onLogout?: () => void;
  // 移动端汉堡按钮：切换侧栏抽屉。
  onToggleMenu?: () => void;
+  // 抽屉是否展开（用于汉堡按钮的 aria-expanded）。
+  isMenuOpen?: boolean;
 }

 function Clock() {
@@ -16,7 +18,7 @@ function Clock() {
  return <span>{time.toLocaleTimeString('zh-CN', { hour: '2-digit', minute: '2-digit' })}</span>;
 }

-export function TopNav({ onLogout, onToggleMenu }: TopNavProps) {
+export function TopNav({ onLogout, onToggleMenu, isMenuOpen = false }: TopNavProps) {
  return (
    <nav className="h-[52px] bg-bg-card border-b border-border flex items-center px-5 z-50">
      {onToggleMenu && (
@@ -24,6 +26,8 @@ export function TopNav({ onLogout, onToggleMenu }: TopNavProps) {
          type="button"
          onClick={onToggleMenu}
          aria-label="打开菜单"
+          aria-expanded={isMenuOpen}
+          aria-controls="app-drawer"
          data-testid={TESTIDS.hamburger}
          className="lg:hidden mr-3 -ml-1 w-9 h-9 flex items-center justify-center rounded-md text-text-secondary hover:bg-bg-hover transition-colors"
        >
--- a/frontend/src/components/overview/AlertSeverityDonut.tsx
+++ b/frontend/src/components/overview/AlertSeverityDonut.tsx
@@ -0,0 +1,67 @@
+import { memo } from 'react';
+import { PieChart, Pie, Cell, Tooltip, Legend, ResponsiveContainer } from 'recharts';
+import { EmptyState } from '@/components/ui';
+import { CHART_COLORS } from './chartColors';
+
+export interface AlertSlice {
+  name: string;
+  value: number;
+  color: string;
+}
+
+interface AlertSeverityDonutProps {
+  data: AlertSlice[];
+}
+
+const tooltipStyle = {
+  backgroundColor: '#FFFFFF',
+  border: `1px solid ${CHART_COLORS.tooltipBorder}`,
+  borderRadius: '8px',
+  fontSize: '12px',
+};
+
+function AlertSeverityDonutComponent({ data }: AlertSeverityDonutProps) {
+  const hasData = data.some((d) => d.value > 0);
+
+  return (
+    <div className="card p-4">
+      <div className="text-[11px] font-medium text-text-secondary uppercase tracking-wide mb-4">
+        预警严重度分布
+      </div>
+      {hasData ? (
+        <div className="flex items-center justify-center">
+          <ResponsiveContainer width="100%" height={240}>
+            <PieChart>
+              <Pie
+                data={data}
+                cx="50%"
+                cy="50%"
+                innerRadius={50}
+                outerRadius={80}
+                paddingAngle={4}
+                dataKey="value"
+                nameKey="name"
+              >
+                {data.map((entry) => (
+                  <Cell key={entry.name} fill={entry.color} />
+                ))}
+              </Pie>
+              <Tooltip
+                contentStyle={tooltipStyle}
+                formatter={(value: number, name: string) => [value, name]}
+              />
+              <Legend
+                wrapperStyle={{ fontSize: '12px' }}
+                formatter={(value: string) => <span className="text-text-primary">{value}</span>}
+              />
+            </PieChart>
+          </ResponsiveContainer>
+        </div>
+      ) : (
+        <EmptyState title="暂无预警数据" />
+      )}
+    </div>
+  );
+}
+
+export const AlertSeverityDonut = memo(AlertSeverityDonutComponent);
--- a/frontend/src/components/overview/CaseAqiTrend.tsx
+++ b/frontend/src/components/overview/CaseAqiTrend.tsx
@@ -0,0 +1,100 @@
+import { memo } from 'react';
+import {
+  LineChart,
+  Line,
+  XAxis,
+  YAxis,
+  CartesianGrid,
+  Tooltip,
+  Legend,
+  ResponsiveContainer,
+} from 'recharts';
+import { EmptyState } from '@/components/ui';
+import { CHART_COLORS } from './chartColors';
+
+export interface MergedTrendItem {
+  date: string;
+  cases: number;
+  aqi: number;
+}
+
+interface CaseAqiTrendProps {
+  data: MergedTrendItem[];
+}
+
+function formatDateLabel(dateStr: string): string {
+  const d = new Date(dateStr);
+  return `${d.getMonth() + 1}/${d.getDate()}`;
+}
+
+const tooltipStyle = {
+  backgroundColor: '#FFFFFF',
+  border: `1px solid ${CHART_COLORS.tooltipBorder}`,
+  borderRadius: '8px',
+  fontSize: '12px',
+};
+
+function CaseAqiTrendComponent({ data }: CaseAqiTrendProps) {
+  return (
+    <div className="card p-4">
+      <div className="text-[11px] font-medium text-text-secondary uppercase tracking-wide mb-4">
+        近30日病例与AQI趋势
+      </div>
+      {data.length > 0 ? (
+        <ResponsiveContainer width="100%" height={200}>
+          <LineChart data={data} margin={{ top: 5, right: 10, left: 0, bottom: 5 }}>
+            <CartesianGrid strokeDasharray="3 3" stroke={CHART_COLORS.grid} />
+            <XAxis
+              dataKey="date"
+              tickFormatter={formatDateLabel}
+              tick={{ fontSize: 10, fill: CHART_COLORS.axis }}
+              interval="preserveStartEnd"
+              axisLine={{ stroke: CHART_COLORS.grid }}
+            />
+            <YAxis
+              yAxisId="left"
+              tick={{ fontSize: 10, fill: CHART_COLORS.axis }}
+              axisLine={{ stroke: CHART_COLORS.grid }}
+            />
+            <YAxis
+              yAxisId="right"
+              orientation="right"
+              tick={{ fontSize: 10, fill: CHART_COLORS.aqi }}
+              axisLine={{ stroke: CHART_COLORS.grid }}
+            />
+            <Tooltip
+              contentStyle={tooltipStyle}
+              labelStyle={{ color: CHART_COLORS.tooltipText, fontWeight: 600 }}
+            />
+            <Legend wrapperStyle={{ fontSize: '11px' }} />
+            <Line
+              yAxisId="left"
+              type="monotone"
+              dataKey="cases"
+              name="病例数"
+              stroke={CHART_COLORS.cases}
+              strokeWidth={2}
+              dot={false}
+              activeDot={{ r: 3 }}
+            />
+            <Line
+              yAxisId="right"
+              type="monotone"
+              dataKey="aqi"
+              name="AQI"
+              stroke={CHART_COLORS.aqi}
+              strokeWidth={2}
+              strokeDasharray="5 5"
+              dot={false}
+              activeDot={{ r: 3 }}
+            />
+          </LineChart>
+        </ResponsiveContainer>
+      ) : (
+        <EmptyState title="暂无数据" />
+      )}
+    </div>
+  );
+}
+
+export const CaseAqiTrend = memo(CaseAqiTrendComponent);
--- a/frontend/src/components/overview/DistrictChoropleth.tsx
+++ b/frontend/src/components/overview/DistrictChoropleth.tsx
@@ -0,0 +1,168 @@
+import { memo, useEffect, useMemo, useRef } from 'react';
+import L from 'leaflet';
+import 'leaflet/dist/leaflet.css';
+import { CHART_COLORS } from './chartColors';
+
+interface DistrictChoroplethProps {
+  /** 区名(规范，带「区」) → 当前 metric 标量值 的查表。 */
+  metricLookup: Record<string, number>;
+  /** 当前指标的中文标签，用于 tooltip（如「门诊病例」）。 */
+  metricLabel: string;
+}
+
+const WUHAN_CENTER: [number, number] = [30.59, 114.3];
+
+/** 把值映射到 7 档顺序色阶；高值 → 深色。 */
+function colorForValue(value: number, max: number): string {
+  const scale = CHART_COLORS.choropleth;
+  if (max <= 0 || value <= 0) return CHART_COLORS.choroplethEmpty;
+  const ratio = value / max;
+  const idx = Math.min(scale.length - 1, Math.floor(ratio * scale.length));
+  return scale[idx];
+}
+
+interface WuhanFeatureProps {
+  name: string;
+}
+
+// @types/geojson 随 @types/leaflet 一并提供 GeoJSON 全局命名空间。
+type WuhanFeatureCollection = GeoJSON.FeatureCollection;
+
+function DistrictChoroplethComponent({ metricLookup, metricLabel }: DistrictChoroplethProps) {
+  const mapDivRef = useRef<HTMLDivElement>(null);
+  const mapRef = useRef<L.Map | null>(null);
+  const geoLayerRef = useRef<L.GeoJSON | null>(null);
+  const geoDataRef = useRef<WuhanFeatureCollection | null>(null);
+
+  const maxValue = useMemo(() => {
+    const vals = Object.values(metricLookup);
+    return vals.length ? Math.max(...vals) : 0;
+  }, [metricLookup]);
+
+  // 创建地图 + 加载 geojson 一次。
+  useEffect(() => {
+    if (!mapDivRef.current || mapRef.current) return;
+
+    const map = L.map(mapDivRef.current, {
+      center: WUHAN_CENTER,
+      zoom: 9,
+      zoomControl: true,
+      attributionControl: false,
+      scrollWheelZoom: false,
+    });
+    mapRef.current = map;
+
+    L.tileLayer('https://{s}.basemaps.cartocdn.com/light_all/{z}/{x}/{y}{r}.png', {
+      maxZoom: 18,
+    }).addTo(map);
+
+    let cancelled = false;
+    fetch('/wuhan_districts.geojson')
+      .then((r) => r.json())
+      .then((data: WuhanFeatureCollection) => {
+        if (cancelled || !mapRef.current) return;
+        geoDataRef.current = data;
+        renderLayer();
+        try {
+          const tmp = L.geoJSON(data);
+          map.fitBounds(tmp.getBounds(), { padding: [12, 12] });
+        } catch {
+          /* keep default center if bounds fail */
+        }
+      })
+      .catch(() => {
+        /* network/mock failure — wrapper still renders for tests */
+      });
+
+    return () => {
+      cancelled = true;
+      if (mapRef.current) {
+        mapRef.current.remove();
+        mapRef.current = null;
+      }
+      geoLayerRef.current = null;
+    };
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, []);
+
+  // 当 metric 变化时重绘填色。
+  useEffect(() => {
+    renderLayer();
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [metricLookup, maxValue, metricLabel]);
+
+  function renderLayer() {
+    const map = mapRef.current;
+    const data = geoDataRef.current;
+    if (!map || !data) return;
+
+    if (geoLayerRef.current) {
+      geoLayerRef.current.remove();
+      geoLayerRef.current = null;
+    }
+
+    geoLayerRef.current = L.geoJSON(data, {
+      style: (feature) => {
+        const name = (feature?.properties as WuhanFeatureProps | undefined)?.name ?? '';
+        const value = metricLookup[name] ?? 0;
+        return {
+          fillColor: colorForValue(value, maxValue),
+          fillOpacity: 0.78,
+          color: CHART_COLORS.choroplethStroke,
+          weight: 1.2,
+        };
+      },
+      onEachFeature: (feature, layer) => {
+        const name = (feature.properties as WuhanFeatureProps).name ?? '未知';
+        const value = metricLookup[name] ?? 0;
+        layer.bindTooltip(
+          `<div style="font-size:12px"><b>${name}</b><br/>${metricLabel}：${value.toLocaleString()}</div>`,
+          { sticky: true }
+        );
+        layer.on({
+          mouseover: (e) => {
+            (e.target as L.Path).setStyle({ weight: 2.4, color: CHART_COLORS.cases });
+          },
+          mouseout: (e) => {
+            (e.target as L.Path).setStyle({ weight: 1.2, color: CHART_COLORS.choroplethStroke });
+          },
+          click: (e) => {
+            map.fitBounds((e.target as L.GeoJSON).getBounds(), { padding: [40, 40] });
+          },
+        });
+      },
+    }).addTo(map);
+  }
+
+  // 图例的 5 档分界值。
+  const legendStops = useMemo(() => {
+    const scale = CHART_COLORS.choropleth;
+    return scale.map((color, i) => ({
+      color,
+      label: maxValue > 0 ? Math.round((maxValue * (i + 1)) / scale.length).toLocaleString() : '0',
+    }));
+  }, [maxValue]);
+
+  return (
+    <div data-testid="choropleth-wrapper" className="relative">
+      <div ref={mapDivRef} className="w-full rounded-lg overflow-hidden" style={{ height: 420 }} />
+
+      <div className="absolute bottom-3 right-3 z-[1000] bg-bg-card/95 px-3 py-2 rounded-lg border border-border shadow-sm">
+        <div className="text-[11px] font-semibold text-text-secondary mb-1.5">{metricLabel}</div>
+        <div className="flex items-center gap-0">
+          {legendStops.map((s) => (
+            <div key={s.color} className="flex flex-col items-center">
+              <div className="w-7 h-3" style={{ backgroundColor: s.color }} />
+            </div>
+          ))}
+        </div>
+        <div className="flex justify-between mt-1 text-[10px] text-text-muted">
+          <span>低</span>
+          <span>高</span>
+        </div>
+      </div>
+    </div>
+  );
+}
+
+export const DistrictChoropleth = memo(DistrictChoroplethComponent);
--- a/frontend/src/components/overview/KpiRow.tsx
+++ b/frontend/src/components/overview/KpiRow.tsx
@@ -0,0 +1,84 @@
+import { memo } from 'react';
+import {
+  Activity,
+  AlertTriangle,
+  Droplets,
+  Building2,
+  TrendingUp,
+  TrendingDown,
+  Users,
+} from 'lucide-react';
+import { StatCard } from '@/components/StatCard';
+import { TESTIDS } from '@/utils/testids';
+import { CHART_COLORS } from './chartColors';
+
+export interface KpiData {
+  totalCases: number;
+  todayCases: number;
+  changeRatio: number | null;
+  activeAlerts: number;
+  highRiskGrids: number;
+  avgAQI: number;
+}
+
+interface KpiRowProps {
+  kpi: KpiData | null;
+}
+
+function changeTrendOf(ratio: number | null | undefined) {
+  if (ratio == null) return undefined;
+  if (ratio > 0) return { direction: 'up' as const, value: `${ratio.toFixed(1)}%` };
+  if (ratio < 0) return { direction: 'down' as const, value: `${Math.abs(ratio).toFixed(1)}%` };
+  return { direction: 'stable' as const, value: '0%' };
+}
+
+function KpiRowComponent({ kpi }: KpiRowProps) {
+  const changeTrend = changeTrendOf(kpi?.changeRatio);
+
+  return (
+    <div
+      data-testid={TESTIDS.kpiRow}
+      className="grid grid-cols-2 md:grid-cols-3 lg:grid-cols-6 gap-3"
+    >
+      <StatCard
+        icon={<Users className="w-4 h-4 text-primary" />}
+        label="累计病例总数"
+        value={kpi?.totalCases?.toLocaleString() ?? '--'}
+      />
+      <StatCard
+        icon={<Activity className="w-4 h-4 text-success" />}
+        label="今日病例"
+        value={kpi?.todayCases?.toLocaleString() ?? '--'}
+      />
+      <StatCard
+        icon={
+          (changeTrend?.direction === 'up' && <TrendingUp className="w-4 h-4 text-danger" />) ||
+          (changeTrend?.direction === 'down' && (
+            <TrendingDown className="w-4 h-4 text-success" />
+          )) || <Activity className="w-4 h-4 text-text-muted" />
+        }
+        label="7日变化率"
+        value={changeTrend ? changeTrend.value : '--'}
+        trend={changeTrend}
+      />
+      <StatCard
+        icon={<AlertTriangle className="w-4 h-4 text-warning" />}
+        label="活跃预警数"
+        value={kpi?.activeAlerts?.toLocaleString() ?? '--'}
+        color={kpi && kpi.activeAlerts > 0 ? CHART_COLORS.alertP1 : undefined}
+      />
+      <StatCard
+        icon={<Building2 className="w-4 h-4 text-danger" />}
+        label="高风险网格"
+        value={kpi?.highRiskGrids?.toLocaleString() ?? '--'}
+      />
+      <StatCard
+        icon={<Droplets className="w-4 h-4 text-primary-light" />}
+        label="平均AQI"
+        value={kpi?.avgAQI?.toLocaleString() ?? '--'}
+      />
+    </div>
+  );
+}
+
+export const KpiRow = memo(KpiRowComponent);
--- a/frontend/src/components/overview/TopDiagnosesBar.tsx
+++ b/frontend/src/components/overview/TopDiagnosesBar.tsx
@@ -0,0 +1,64 @@
+import { memo } from 'react';
+import {
+  BarChart,
+  Bar,
+  XAxis,
+  YAxis,
+  CartesianGrid,
+  Tooltip,
+  ResponsiveContainer,
+} from 'recharts';
+import { EmptyState } from '@/components/ui';
+import type { DiagnosisBreakdown } from '@/types';
+import { CHART_COLORS } from './chartColors';
+
+interface TopDiagnosesBarProps {
+  diagnoses: DiagnosisBreakdown[];
+}
+
+const tooltipStyle = {
+  backgroundColor: '#FFFFFF',
+  border: `1px solid ${CHART_COLORS.tooltipBorder}`,
+  borderRadius: '8px',
+  fontSize: '12px',
+};
+
+function TopDiagnosesBarComponent({ diagnoses }: TopDiagnosesBarProps) {
+  return (
+    <div className="card p-4">
+      <div className="text-[11px] font-medium text-text-secondary uppercase tracking-wide mb-4">
+        Top 5 诊断分布
+      </div>
+      {diagnoses.length > 0 ? (
+        <ResponsiveContainer width="100%" height={220}>
+          <BarChart
+            data={[...diagnoses].reverse()}
+            layout="vertical"
+            margin={{ top: 0, right: 10, left: 60, bottom: 0 }}
+          >
+            <CartesianGrid strokeDasharray="3 3" stroke={CHART_COLORS.grid} horizontal={false} />
+            <XAxis type="number" tick={{ fontSize: 10, fill: CHART_COLORS.axis }} />
+            <YAxis
+              type="category"
+              dataKey="diagnosis"
+              tick={{ fontSize: 11, fill: CHART_COLORS.axisLabel }}
+              width={100}
+              axisLine={false}
+              tickLine={false}
+            />
+            <Tooltip
+              contentStyle={tooltipStyle}
+              formatter={(value: number, name: string) => [value.toLocaleString(), name]}
+            />
+            <Bar dataKey="outpatient" stackId="a" fill={CHART_COLORS.outpatient} name="门诊" barSize={16} />
+            <Bar dataKey="inpatient" stackId="a" fill={CHART_COLORS.inpatient} name="住院" barSize={16} />
+          </BarChart>
+        </ResponsiveContainer>
+      ) : (
+        <EmptyState title="暂无数据" />
+      )}
+    </div>
+  );
+}
+
+export const TopDiagnosesBar = memo(TopDiagnosesBarComponent);
--- a/frontend/src/components/overview/TopDistrictsBar.tsx
+++ b/frontend/src/components/overview/TopDistrictsBar.tsx
@@ -0,0 +1,91 @@
+import { memo, useMemo } from 'react';
+import {
+  BarChart,
+  Bar,
+  XAxis,
+  YAxis,
+  CartesianGrid,
+  Tooltip,
+  ResponsiveContainer,
+} from 'recharts';
+import { EmptyState } from '@/components/ui';
+import { CHART_COLORS } from './chartColors';
+import { metricValue, type DistrictMetric, type MetricKey } from './districtNormalize';
+
+interface TopDistrictsBarProps {
+  /** 已归一并聚合到 13 区的指标数据。 */
+  districts: DistrictMetric[];
+  metric: MetricKey;
+  metricLabel: string;
+}
+
+const tooltipStyle = {
+  backgroundColor: '#FFFFFF',
+  border: `1px solid ${CHART_COLORS.tooltipBorder}`,
+  borderRadius: '8px',
+  fontSize: '12px',
+};
+
+function TopDistrictsBarComponent({ districts, metric, metricLabel }: TopDistrictsBarProps) {
+  // 按当前 metric 排序取 Top5；横向条形图需 reverse 使最大值在顶部。
+  const top5 = useMemo(() => {
+    return [...districts]
+      .sort((a, b) => metricValue(b, metric) - metricValue(a, metric))
+      .slice(0, 5)
+      .map((d) => ({
+        district: d.district,
+        outpatient: d.outpatient,
+        inpatient: d.inpatient,
+        value: metricValue(d, metric),
+      }))
+      .reverse();
+  }, [districts, metric]);
+
+  const hasData = top5.some((d) => d.value > 0);
+  const showStack = metric === 'all';
+
+  return (
+    <div className="card p-4">
+      <div className="text-[11px] font-medium text-text-secondary uppercase tracking-wide mb-4">
+        Top 5 区县{metricLabel}分布
+      </div>
+      {hasData ? (
+        <ResponsiveContainer width="100%" height={220}>
+          <BarChart data={top5} layout="vertical" margin={{ top: 0, right: 10, left: 30, bottom: 0 }}>
+            <CartesianGrid strokeDasharray="3 3" stroke={CHART_COLORS.grid} horizontal={false} />
+            <XAxis type="number" tick={{ fontSize: 10, fill: CHART_COLORS.axis }} />
+            <YAxis
+              type="category"
+              dataKey="district"
+              tick={{ fontSize: 11, fill: CHART_COLORS.axisLabel }}
+              width={64}
+              axisLine={false}
+              tickLine={false}
+            />
+            <Tooltip
+              contentStyle={tooltipStyle}
+              formatter={(value: number, name: string) => [value.toLocaleString(), name]}
+            />
+            {showStack ? (
+              <>
+                <Bar dataKey="outpatient" stackId="a" fill={CHART_COLORS.outpatient} name="门诊" barSize={20} />
+                <Bar dataKey="inpatient" stackId="a" fill={CHART_COLORS.inpatient} name="住院" barSize={20} />
+              </>
+            ) : (
+              <Bar
+                dataKey="value"
+                fill={metric === 'inpatient' ? CHART_COLORS.inpatient : CHART_COLORS.outpatient}
+                name={metricLabel}
+                barSize={20}
+              />
+            )}
+          </BarChart>
+        </ResponsiveContainer>
+      ) : (
+        <EmptyState title="暂无数据" />
+      )}
+    </div>
+  );
+}
+
+export const TopDistrictsBar = memo(TopDistrictsBarComponent);
--- a/frontend/src/components/overview/chartColors.ts
+++ b/frontend/src/components/overview/chartColors.ts
@@ -0,0 +1,22 @@
+/**
+ * 概览大屏图表与地图使用的字面色值集中处。
+ * Recharts / Leaflet 需要原始 hex，无法用 Tailwind class，故在此集中定义，
+ * 避免页面里散落 magic hex。
+ */
+export const CHART_COLORS = {
+  outpatient: '#2563EB', // 门诊（primary）
+  inpatient: '#DC2626', // 住院（danger）
+  cases: '#2563EB',
+  aqi: '#D97706', // warning
+  grid: '#E2E8F0', // border
+  axis: '#64748B', // text-secondary
+  axisLabel: '#374151',
+  tooltipBorder: '#E2E8F0',
+  tooltipText: '#1E293B',
+  alertP1: '#DC2626',
+  alertP2: '#D97706',
+  // choropleth 顺序色阶（浅 → 深），高值高亮
+  choropleth: ['#DBEAFE', '#BFDBFE', '#93C5FD', '#60A5FA', '#3B82F6', '#2563EB', '#1D4ED8'],
+  choroplethEmpty: '#F1F5F9', // 无数据区填充
+  choroplethStroke: '#FFFFFF',
+} as const;
--- a/frontend/src/components/overview/districtNormalize.test.ts
+++ b/frontend/src/components/overview/districtNormalize.test.ts
@@ -0,0 +1,111 @@
+import { describe, it, expect } from 'vitest';
+import {
+  WUHAN_DISTRICTS,
+  normalizeDistrictName,
+  joinDistrictCases,
+  buildMetricLookup,
+} from './districtNormalize';
+import type { DistrictCaseData } from '@/types';
+
+function mk(district: string, outpatient: number, inpatient: number): DistrictCaseData {
+  return {
+    district,
+    outpatient,
+    inpatient,
+    total: outpatient + inpatient,
+    outpatient_ratio: 0,
+    inpatient_ratio: 0,
+  };
+}
+
+describe('normalizeDistrictName', () => {
+  it('maps every bare form to its canonical 区-name', () => {
+    for (const canonical of WUHAN_DISTRICTS) {
+      const bare = canonical.replace(/区$/, '');
+      expect(normalizeDistrictName(bare)).toBe(canonical);
+    }
+  });
+
+  it('passes canonical names through unchanged', () => {
+    for (const canonical of WUHAN_DISTRICTS) {
+      expect(normalizeDistrictName(canonical)).toBe(canonical);
+    }
+  });
+
+  it('trims whitespace and returns null for unknown/empty', () => {
+    expect(normalizeDistrictName('  武昌  ')).toBe('武昌区');
+    expect(normalizeDistrictName('')).toBeNull();
+    expect(normalizeDistrictName(null)).toBeNull();
+    expect(normalizeDistrictName('火星区')).toBeNull();
+  });
+});
+
+describe('joinDistrictCases', () => {
+  it('always yields exactly the 13 canonical districts in canonical order', () => {
+    const joined = joinDistrictCases([mk('武昌', 5, 1)]);
+    expect(joined).toHaveLength(13);
+    expect(joined.map((d) => d.district)).toEqual([...WUHAN_DISTRICTS]);
+  });
+
+  it('collapses 武昌 + 武昌区 into ONE summed district (no double-count)', () => {
+    const cases = [mk('武昌', 10, 2), mk('武昌区', 4, 3)];
+    const joined = joinDistrictCases(cases);
+    const wuchang = joined.find((d) => d.district === '武昌区')!;
+    expect(wuchang.outpatient).toBe(14);
+    expect(wuchang.inpatient).toBe(5);
+    expect(wuchang.total).toBe(19);
+    // exactly 13 entries — the duplicate did not create a 14th row
+    expect(joined).toHaveLength(13);
+  });
+
+  it('preserves sum integrity: sum(joined) == sum(input) for the 13 known districts', () => {
+    const cases: DistrictCaseData[] = [
+      mk('武昌', 10, 2),
+      mk('武昌区', 4, 3),
+      mk('江岸', 7, 1),
+      mk('江岸区', 2, 0),
+      mk('洪山区', 9, 4),
+      mk('黄陂', 3, 1),
+    ];
+    const inputOut = cases.reduce((s, c) => s + c.outpatient, 0);
+    const inputIn = cases.reduce((s, c) => s + c.inpatient, 0);
+    const inputTotal = cases.reduce((s, c) => s + c.total, 0);
+
+    const joined = joinDistrictCases(cases);
+    const joinedOut = joined.reduce((s, d) => s + d.outpatient, 0);
+    const joinedIn = joined.reduce((s, d) => s + d.inpatient, 0);
+    const joinedTotal = joined.reduce((s, d) => s + d.total, 0);
+
+    expect(joinedOut).toBe(inputOut);
+    expect(joinedIn).toBe(inputIn);
+    expect(joinedTotal).toBe(inputTotal);
+  });
+
+  it('ignores records outside the 13 districts (no leakage into the sum)', () => {
+    const cases = [mk('武昌区', 5, 0), mk('火星区', 99, 99)];
+    const joined = joinDistrictCases(cases);
+    expect(joined.reduce((s, d) => s + d.total, 0)).toBe(5);
+    expect(joined).toHaveLength(13);
+  });
+
+  it('fills unseen districts with zeros', () => {
+    const joined = joinDistrictCases([mk('武昌区', 5, 1)]);
+    const jiangan = joined.find((d) => d.district === '江岸区')!;
+    expect(jiangan.total).toBe(0);
+  });
+});
+
+describe('buildMetricLookup', () => {
+  const joined = joinDistrictCases([mk('武昌', 10, 2), mk('江岸区', 3, 4)]);
+
+  it('keys by canonical name for the selected metric', () => {
+    expect(buildMetricLookup(joined, 'all')['武昌区']).toBe(12);
+    expect(buildMetricLookup(joined, 'outpatient')['武昌区']).toBe(10);
+    expect(buildMetricLookup(joined, 'inpatient')['武昌区']).toBe(2);
+    expect(buildMetricLookup(joined, 'all')['江岸区']).toBe(7);
+  });
+
+  it('produces a lookup covering all 13 districts', () => {
+    expect(Object.keys(buildMetricLookup(joined, 'all'))).toHaveLength(13);
+  });
+});
--- a/frontend/src/components/overview/districtNormalize.ts
+++ b/frontend/src/components/overview/districtNormalize.ts
@@ -0,0 +1,112 @@
+/**
+ * 区县名称归一化与 case 数据聚合。
+ *
+ * 武汉市 geojson 的 `name` 属性是带「区」后缀的规范名（武昌区、江岸区…）。
+ * 后端 case 数据可能返回裸名（武昌）或带后缀名（武昌区），甚至两者并存。
+ * 这里把所有形式归一到 13 个规范名，并把同一区的门诊/住院/总数求和，
+ * 保证 join 后恰好 13 个区、无重复计数、求和守恒。
+ */
+
+import type { DistrictCaseData } from '@/types';
+
+/** geojson 中武汉市的 13 个区（带「区」后缀），即规范名集合。 */
+export const WUHAN_DISTRICTS = [
+  '江岸区',
+  '江汉区',
+  '硚口区',
+  '汉阳区',
+  '武昌区',
+  '青山区',
+  '洪山区',
+  '东西湖区',
+  '汉南区',
+  '蔡甸区',
+  '江夏区',
+  '黄陂区',
+  '新洲区',
+] as const;
+
+export type CanonicalDistrict = (typeof WUHAN_DISTRICTS)[number];
+
+/** 规范名去掉「区」后缀的裸名 → 规范名 的映射，用于把裸名补全。 */
+const BARE_TO_CANONICAL: Record<string, CanonicalDistrict> = WUHAN_DISTRICTS.reduce(
+  (acc, name) => {
+    acc[name.replace(/区$/, '')] = name;
+    return acc;
+  },
+  {} as Record<string, CanonicalDistrict>
+);
+
+/**
+ * 把任意形式的区名归一到规范名（带「区」后缀）。
+ * - 已是规范名 → 原样返回
+ * - 裸名（武昌）→ 补「区」（武昌区）
+ * - 不在 13 区内 → 返回 null（调用方应忽略，避免污染 join）
+ */
+export function normalizeDistrictName(raw: string | null | undefined): CanonicalDistrict | null {
+  if (!raw) return null;
+  const trimmed = raw.trim();
+  if (!trimmed) return null;
+  // 已带后缀且在规范集合内
+  if ((WUHAN_DISTRICTS as readonly string[]).includes(trimmed)) {
+    return trimmed as CanonicalDistrict;
+  }
+  // 裸名补全
+  const bare = trimmed.replace(/区$/, '');
+  return BARE_TO_CANONICAL[bare] ?? null;
+}
+
+/** join 后每个区的指标值（按当前 metric 取出的标量）。 */
+export interface DistrictMetric {
+  district: CanonicalDistrict;
+  outpatient: number;
+  inpatient: number;
+  total: number;
+}
+
+export type MetricKey = 'all' | 'outpatient' | 'inpatient';
+
+/** 取出某条聚合记录在当前 metric 下用于着色/排序的标量值。 */
+export function metricValue(d: DistrictMetric, metric: MetricKey): number {
+  if (metric === 'outpatient') return d.outpatient;
+  if (metric === 'inpatient') return d.inpatient;
+  return d.total;
+}
+
+/**
+ * 把 case 数组按区名归一后聚合到 13 个规范区。
+ * 同名区（武昌 + 武昌区）会被折叠并对各字段求和，绝不重复计数。
+ * 返回固定 13 项（未出现的区补 0），顺序与 WUHAN_DISTRICTS 一致，
+ * 便于与 geojson 稳定 join。
+ */
+export function joinDistrictCases(cases: readonly DistrictCaseData[]): DistrictMetric[] {
+  const acc = new Map<CanonicalDistrict, DistrictMetric>();
+  for (const name of WUHAN_DISTRICTS) {
+    acc.set(name, { district: name, outpatient: 0, inpatient: 0, total: 0 });
+  }
+
+  for (const c of cases) {
+    const canonical = normalizeDistrictName(c.district);
+    if (!canonical) continue; // 非 13 区的记录忽略
+    const entry = acc.get(canonical)!;
+    entry.outpatient += c.outpatient || 0;
+    entry.inpatient += c.inpatient || 0;
+    entry.total += c.total || 0;
+  }
+
+  return WUHAN_DISTRICTS.map((name) => acc.get(name)!);
+}
+
+/**
+ * 构建 区名(规范) → 指标标量 的查表，供 geojson 着色按 name 直接索引。
+ */
+export function buildMetricLookup(
+  joined: readonly DistrictMetric[],
+  metric: MetricKey
+): Record<string, number> {
+  const lookup: Record<string, number> = {};
+  for (const d of joined) {
+    lookup[d.district] = metricValue(d, metric);
+  }
+  return lookup;
+}
--- a/frontend/src/pages/OverviewDashboard.tsx
+++ b/frontend/src/pages/OverviewDashboard.tsx
@@ -1,31 +1,9 @@
 import { useEffect, useState, useMemo } from 'react';
-import {
-  LineChart,
-  Line,
-  BarChart,
-  Bar,
-  PieChart,
-  Pie,
-  Cell,
-  XAxis,
-  YAxis,
-  CartesianGrid,
-  Tooltip,
-  Legend,
-  ResponsiveContainer,
-} from 'recharts';
-import {
-  Activity,
-  AlertTriangle,
-  Droplets,
-  Building2,
-  TrendingUp,
-  TrendingDown,
-  Users,
-} from 'lucide-react';
+import { Activity } from 'lucide-react';
 import { caseApi, riskApi, alertApi, envApi } from '@/services/api';
-import { StatCard } from '@/components/StatCard';
 import { ErrorBanner } from '@/components/ErrorBanner';
+import { LoadingState, Segmented } from '@/components/ui';
+import { TESTIDS } from '@/utils/testids';
 import type {
  CaseTrendPoint,
  DistrictCaseData,
@@ -33,27 +11,30 @@ import type {
  DiagnosisBreakdown,
  Alert,
 } from '@/types';
+import { KpiRow, type KpiData } from '@/components/overview/KpiRow';
+import { CaseAqiTrend, type MergedTrendItem } from '@/components/overview/CaseAqiTrend';
+import { DistrictChoropleth } from '@/components/overview/DistrictChoropleth';
+import { TopDistrictsBar } from '@/components/overview/TopDistrictsBar';
+import { TopDiagnosesBar } from '@/components/overview/TopDiagnosesBar';
+import { AlertSeverityDonut, type AlertSlice } from '@/components/overview/AlertSeverityDonut';
+import { CHART_COLORS } from '@/components/overview/chartColors';
+import {
+  joinDistrictCases,
+  buildMetricLookup,
+  type MetricKey,
+} from '@/components/overview/districtNormalize';

-// --- Types for fetched data ---
-interface KpiData {
-  totalCases: number;
-  todayCases: number;
-  changeRatio: number | null;
-  activeAlerts: number;
-  highRiskGrids: number;
-  avgAQI: number;
-}
+const METRIC_OPTIONS: { value: MetricKey; label: string }[] = [
+  { value: 'all', label: '全部' },
+  { value: 'outpatient', label: '门诊' },
+  { value: 'inpatient', label: '住院' },
+];

-interface MergedTrendItem {
-  date: string;
-  cases: number;
-  aqi: number;
-}
-
-function formatDateLabel(dateStr: string): string {
-  const d = new Date(dateStr);
-  return `${d.getMonth() + 1}/${d.getDate()}`;
-}
+const METRIC_LABEL: Record<MetricKey, string> = {
+  all: '病例',
+  outpatient: '门诊',
+  inpatient: '住院',
+};

 function computeChangeRatio(trend: CaseTrendPoint[]): number | null {
  if (trend.length < 8) return null;
@@ -66,12 +47,15 @@ function computeChangeRatio(trend: CaseTrendPoint[]): number | null {
 export function OverviewDashboard() {
  const [kpi, setKpi] = useState<KpiData | null>(null);
  const [mergedTrend, setMergedTrend] = useState<MergedTrendItem[]>([]);
-  const [topDistricts, setTopDistricts] = useState<DistrictCaseData[]>([]);
+  const [districts, setDistricts] = useState<DistrictCaseData[]>([]);
  const [topDiagnoses, setTopDiagnoses] = useState<DiagnosisBreakdown[]>([]);
-  const [alertPie, setAlertPie] = useState<{ name: string; value: number; color: string }[]>([]);
+  const [alertPie, setAlertPie] = useState<AlertSlice[]>([]);
  const [isLoading, setIsLoading] = useState(true);
  const [errors, setErrors] = useState<string[]>([]);

+  // 门诊/住院/全部 — 同时驱动 choropleth 与 Top5 区县条形图。
+  const [metric, setMetric] = useState<MetricKey>('all');
+
  useEffect(() => {
    let cancelled = false;

@@ -88,7 +72,7 @@ export function OverviewDashboard() {
      start30.setDate(start30.getDate() - 30);
      const start30Str = start30.toISOString().split('T')[0];

-      // KPI sources — Promise.allSettled to survive individual failures
+      // KPI sources — Promise.allSettled to survive individual failures.
      const [statsR, trend14R, alertsR, riskStatsR, pollutantsR] = await Promise.allSettled([
        caseApi.getStats(),
        caseApi.getTrend({ start_date: start14Str, end_date: endStr, group_by: 'day' }),
@@ -97,7 +81,7 @@ export function OverviewDashboard() {
        envApi.getPollutants(7),
      ]);

-      // Trend sources
+      // Trend + district sources.
      const [trend30R, districtsR, diagStatsR] = await Promise.allSettled([
        caseApi.getTrend({ start_date: start30Str, end_date: endStr, group_by: 'day' }),
        caseApi.getDistricts(),
@@ -108,7 +92,7 @@ export function OverviewDashboard() {

      const newErrors: string[] = [];

-      // --- Build KPI ---
+      // --- KPI ---
      let totalCases = 0;
      if (statsR.status === 'fulfilled') {
        const s = statsR.value;
@@ -121,9 +105,7 @@ export function OverviewDashboard() {
      let changeRatio: number | null = null;
      if (trend14R.status === 'fulfilled') {
        const trend = trend14R.value.trend || [];
-        if (trend.length > 0) {
-          todayCases = trend[trend.length - 1].total;
-        }
+        if (trend.length > 0) todayCases = trend[trend.length - 1].total;
        changeRatio = computeChangeRatio(trend);
      } else {
        newErrors.push('今日病例数据加载失败');
@@ -158,33 +140,24 @@ export function OverviewDashboard() {
      }

      setKpi({ totalCases, todayCases, changeRatio, activeAlerts, highRiskGrids, avgAQI });
-      setErrors(newErrors);

      // --- Merge case trend + AQI ---
      if (trend30R.status === 'fulfilled') {
        const trend30 = trend30R.value.trend || [];
        const aqiMap: Record<string, number> = {};
-        if (pollutantsR.status === 'fulfilled') {
-          for (const p of pollutantData) {
-            aqiMap[p.date] = p.AQI || 0;
-          }
-        }
-        // Only use data from the last 30 days for display
-        const merged: MergedTrendItem[] = trend30.map((t) => ({
-          date: t.date,
-          cases: t.total,
-          aqi: aqiMap[t.date] || 0,
-        }));
-        setMergedTrend(merged);
+        for (const p of pollutantData) aqiMap[p.date] = p.AQI || 0;
+        setMergedTrend(
+          trend30.map((t) => ({ date: t.date, cases: t.total, aqi: aqiMap[t.date] || 0 }))
+        );
      } else if (!newErrors.includes('今日病例数据加载失败')) {
        newErrors.push('趋势数据加载失败');
      }

-      // --- Top 5 Districts ---
+      // --- Districts (feeds choropleth + Top5 via normalize/join) ---
      if (districtsR.status === 'fulfilled') {
-        const districts = districtsR.value.districts || [];
-        const sorted = [...districts].sort((a, b) => b.total - a.total);
-        setTopDistricts(sorted.slice(0, 5));
+        setDistricts(districtsR.value.districts || []);
+      } else {
+        newErrors.push('区县数据加载失败');
      }

      // --- Top 5 Diagnoses ---
@@ -204,43 +177,33 @@ export function OverviewDashboard() {
      const p1 = alertList.filter((a) => a.priority === 'P1').length;
      const p2 = alertList.filter((a) => a.priority === 'P2').length;
      setAlertPie([
-        { name: 'P1 紧急', value: p1, color: '#EF4444' },
-        { name: 'P2 关注', value: p2, color: '#F59E0B' },
+        { name: 'P1 紧急', value: p1, color: CHART_COLORS.alertP1 },
+        { name: 'P2 关注', value: p2, color: CHART_COLORS.alertP2 },
      ]);

+      setErrors(newErrors);
      setIsLoading(false);
    };

    fetchAll();
-
    return () => {
      cancelled = true;
    };
  }, []);

-  const changeTrend = useMemo(() => {
-    if (kpi?.changeRatio == null) return undefined;
-    if (kpi.changeRatio > 0) {
-      return { direction: 'up' as const, value: `${kpi.changeRatio.toFixed(1)}%` };
-    }
-    if (kpi.changeRatio < 0) {
-      return { direction: 'down' as const, value: `${Math.abs(kpi.changeRatio).toFixed(1)}%` };
-    }
-    return { direction: 'stable' as const, value: '0%' };
-  }, [kpi?.changeRatio]);
+  // 归一并聚合到 13 区一次，供 choropleth 与 Top5 共享。
+  const joinedDistricts = useMemo(() => joinDistrictCases(districts), [districts]);
+  const metricLookup = useMemo(
+    () => buildMetricLookup(joinedDistricts, metric),
+    [joinedDistricts, metric]
+  );

-  // --- Loading state ---
  if (isLoading) {
-    return (
-      <div className="flex items-center justify-center h-64">
-        <div className="animate-spin rounded-full h-8 w-8 border-b-2 border-blue-600" />
-      </div>
-    );
+    return <LoadingState label="加载概览数据…" testid={TESTIDS.pageLoading} />;
  }

  return (
-    <div data-testid="page-overview" className="flex flex-col h-full overflow-auto">
-      {/* Error banner */}
+    <div data-testid={TESTIDS.pageOverview} className="flex flex-col h-full overflow-auto">
      {errors.length > 0 && (
        <div className="px-6 pt-4">
          <ErrorBanner
@@ -252,249 +215,58 @@ export function OverviewDashboard() {
      )}

      <div className="p-6 space-y-6">
-        {/* Page header */}
-        <div>
-          <h1 className="font-display text-[18px] font-semibold mb-1 flex items-center gap-2">
-            <Activity className="w-5 h-5 text-primary" />
-            综合概览
-          </h1>
-          <p className="text-[12px] text-gray-500">病例、环境与预警关键指标总览</p>
-        </div>
-
-        {/* Section 1: KPI Row */}
-        <div className="grid grid-cols-2 md:grid-cols-3 lg:grid-cols-6 gap-3">
-          <StatCard
-            icon={<Users className="w-4 h-4 text-blue-600" />}
-            label="累计病例总数"
-            value={kpi?.totalCases?.toLocaleString() ?? '--'}
-          />
-          <StatCard
-            icon={<Activity className="w-4 h-4 text-green-600" />}
-            label="今日病例"
-            value={kpi?.todayCases?.toLocaleString() ?? '--'}
-          />
-          <StatCard
-            icon={
-              (changeTrend?.direction === 'up' && <TrendingUp className="w-4 h-4 text-red-500" />) ||
-              (changeTrend?.direction === 'down' && <TrendingDown className="w-4 h-4 text-green-500" />) || (
-                <Activity className="w-4 h-4 text-gray-400" />
-              )
-            }
-            label="7日变化率"
-            value={changeTrend ? changeTrend.value : '--'}
-            trend={changeTrend}
-          />
-          <StatCard
-            icon={<AlertTriangle className="w-4 h-4 text-orange-500" />}
-            label="活跃预警数"
-            value={kpi?.activeAlerts?.toLocaleString() ?? '--'}
-            color={kpi && kpi.activeAlerts > 0 ? '#EF4444' : undefined}
-          />
-          <StatCard
-            icon={<Building2 className="w-4 h-4 text-red-500" />}
-            label="高风险网格"
-            value={kpi?.highRiskGrids?.toLocaleString() ?? '--'}
-          />
-          <StatCard
-            icon={<Droplets className="w-4 h-4 text-cyan-500" />}
-            label="平均AQI"
-            value={kpi?.avgAQI?.toLocaleString() ?? '--'}
-          />
-        </div>
-
-        {/* Section 2: Case + AQI Mini Trend */}
-        <div className="card p-4">
-          <div className="text-[11px] font-medium text-gray-500 uppercase tracking-wide mb-4">
-            近30日病例与AQI趋势
+        {/* Page header + honesty badge + metric toggle */}
+        <div className="flex flex-wrap items-start justify-between gap-3">
+          <div>
+            <h1 className="font-display text-[18px] font-semibold mb-1 flex items-center gap-2">
+              <Activity className="w-5 h-5 text-primary" />
+              综合概览
+              <span
+                data-testid={TESTIDS.asofBadge}
+                className="ml-1 inline-flex items-center rounded-full bg-bg-hover px-2 py-0.5 text-[11px] font-medium text-text-secondary border border-border"
+              >
+                数据截至2023-12
+              </span>
+            </h1>
+            <p className="text-[12px] text-text-secondary">病例、环境与预警关键指标总览</p>
          </div>
-          {mergedTrend.length > 0 ? (
-            <ResponsiveContainer width="100%" height={200}>
-              <LineChart data={mergedTrend} margin={{ top: 5, right: 10, left: 0, bottom: 5 }}>
-                <CartesianGrid strokeDasharray="3 3" stroke="#E2E8F0" />
-                <XAxis
-                  dataKey="date"
-                  tickFormatter={formatDateLabel}
-                  tick={{ fontSize: 10, fill: '#64748B' }}
-                  interval="preserveStartEnd"
-                  axisLine={{ stroke: '#E2E8F0' }}
-                />
-                <YAxis
-                  yAxisId="left"
-                  tick={{ fontSize: 10, fill: '#64748B' }}
-                  axisLine={{ stroke: '#E2E8F0' }}
-                />
-                <YAxis
-                  yAxisId="right"
-                  orientation="right"
-                  tick={{ fontSize: 10, fill: '#F59E0B' }}
-                  axisLine={{ stroke: '#E2E8F0' }}
-                />
-                <Tooltip
-                  contentStyle={{
-                    backgroundColor: '#FFFFFF',
-                    border: '1px solid #E2E8F0',
-                    borderRadius: '8px',
-                    fontSize: '12px',
-                  }}
-                  labelStyle={{ color: '#1E293B', fontWeight: 600 }}
-                />
-                <Legend wrapperStyle={{ fontSize: '11px' }} />
-                <Line
-                  yAxisId="left"
-                  type="monotone"
-                  dataKey="cases"
-                  name="病例数"
-                  stroke="#3B82F6"
-                  strokeWidth={2}
-                  dot={false}
-                  activeDot={{ r: 3 }}
-                />
-                <Line
-                  yAxisId="right"
-                  type="monotone"
-                  dataKey="aqi"
-                  name="AQI"
-                  stroke="#F59E0B"
-                  strokeWidth={2}
-                  strokeDasharray="5 5"
-                  dot={false}
-                  activeDot={{ r: 3 }}
-                />
-              </LineChart>
-            </ResponsiveContainer>
-          ) : (
-            <div className="text-center py-8 text-gray-400 text-sm">暂无数据</div>
-          )}
+          <Segmented
+            options={METRIC_OPTIONS}
+            value={metric}
+            onChange={setMetric}
+            testid={TESTIDS.outinpatientToggle}
+          />
        </div>

-        {/* Section 3 + 4: Top Districts + Top Diagnoses side by side */}
+        {/* KPI Row */}
+        <KpiRow kpi={kpi} />
+
+        {/* Headline: Wuhan 13-district choropleth */}
+        <div className="card p-4">
+          <div className="text-[11px] font-medium text-text-secondary uppercase tracking-wide mb-3">
+            武汉市13区{METRIC_LABEL[metric]}分布（高风险高亮）
+          </div>
+          <DistrictChoropleth
+            metricLookup={metricLookup}
+            metricLabel={`${METRIC_LABEL[metric]}数`}
+          />
+        </div>
+
+        {/* Case + AQI trend */}
+        <CaseAqiTrend data={mergedTrend} />
+
+        {/* Top districts (metric-driven) + Top diagnoses */}
        <div className="grid grid-cols-1 lg:grid-cols-2 gap-4">
-          {/* Section 3: Top 5 Districts */}
-          <div className="card p-4">
-            <div className="text-[11px] font-medium text-gray-500 uppercase tracking-wide mb-4">
-              Top 5 区县病例分布
-            </div>
-            {topDistricts.length > 0 ? (
-              <ResponsiveContainer width="100%" height={220}>
-                <BarChart
-                  data={[...topDistricts].reverse()}
-                  layout="vertical"
-                  margin={{ top: 0, right: 10, left: 30, bottom: 0 }}
-                >
-                  <CartesianGrid strokeDasharray="3 3" stroke="#E2E8F0" horizontal={false} />
-                  <XAxis type="number" tick={{ fontSize: 10, fill: '#64748B' }} />
-                  <YAxis
-                    type="category"
-                    dataKey="district"
-                    tick={{ fontSize: 11, fill: '#374151' }}
-                    width={60}
-                    axisLine={false}
-                    tickLine={false}
-                  />
-                  <Tooltip
-                    contentStyle={{
-                      backgroundColor: '#FFFFFF',
-                      border: '1px solid #E2E8F0',
-                      borderRadius: '8px',
-                      fontSize: '12px',
-                    }}
-                    formatter={(value: number) => [value.toLocaleString(), '病例数']}
-                  />
-                  <Bar dataKey="outpatient" stackId="a" fill="#3B82F6" name="门诊" barSize={20} />
-                  <Bar dataKey="inpatient" stackId="a" fill="#EF4444" name="住院" barSize={20} />
-                </BarChart>
-              </ResponsiveContainer>
-            ) : (
-              <div className="text-center py-8 text-gray-400 text-sm">暂无数据</div>
-            )}
-          </div>
-
-          {/* Section 4: Top 5 Diagnoses */}
-          <div className="card p-4">
-            <div className="text-[11px] font-medium text-gray-500 uppercase tracking-wide mb-4">
-              Top 5 诊断分布
-            </div>
-            {topDiagnoses.length > 0 ? (
-              <ResponsiveContainer width="100%" height={220}>
-                <BarChart
-                  data={[...topDiagnoses].reverse()}
-                  layout="vertical"
-                  margin={{ top: 0, right: 10, left: 60, bottom: 0 }}
-                >
-                  <CartesianGrid strokeDasharray="3 3" stroke="#E2E8F0" horizontal={false} />
-                  <XAxis type="number" tick={{ fontSize: 10, fill: '#64748B' }} />
-                  <YAxis
-                    type="category"
-                    dataKey="diagnosis"
-                    tick={{ fontSize: 11, fill: '#374151' }}
-                    width={100}
-                    axisLine={false}
-                    tickLine={false}
-                  />
-                  <Tooltip
-                    contentStyle={{
-                      backgroundColor: '#FFFFFF',
-                      border: '1px solid #E2E8F0',
-                      borderRadius: '8px',
-                      fontSize: '12px',
-                    }}
-                    formatter={(value: number) => [value.toLocaleString(), '病例数']}
-                  />
-                  <Bar dataKey="outpatient" stackId="a" fill="#3B82F6" name="门诊" barSize={16} />
-                  <Bar dataKey="inpatient" stackId="a" fill="#EF4444" name="住院" barSize={16} />
-                </BarChart>
-              </ResponsiveContainer>
-            ) : (
-              <div className="text-center py-8 text-gray-400 text-sm">暂无数据</div>
-            )}
-          </div>
+          <TopDistrictsBar
+            districts={joinedDistricts}
+            metric={metric}
+            metricLabel={METRIC_LABEL[metric]}
+          />
+          <TopDiagnosesBar diagnoses={topDiagnoses} />
        </div>

-        {/* Section 5: Alert Severity Donut */}
-        <div className="card p-4">
-          <div className="text-[11px] font-medium text-gray-500 uppercase tracking-wide mb-4">
-            预警严重度分布
-          </div>
-          {alertPie[0].value > 0 || alertPie[1].value > 0 ? (
-            <div className="flex items-center justify-center">
-              <ResponsiveContainer width="100%" height={240}>
-                <PieChart>
-                  <Pie
-                    data={alertPie}
-                    cx="50%"
-                    cy="50%"
-                    innerRadius={50}
-                    outerRadius={80}
-                    paddingAngle={4}
-                    dataKey="value"
-                    nameKey="name"
-                  >
-                    {alertPie.map((entry, idx) => (
-                      <Cell key={idx} fill={entry.color} />
-                    ))}
-                  </Pie>
-                  <Tooltip
-                    contentStyle={{
-                      backgroundColor: '#FFFFFF',
-                      border: '1px solid #E2E8F0',
-                      borderRadius: '8px',
-                      fontSize: '12px',
-                    }}
-                    formatter={(value: number, name: string) => [value, name]}
-                  />
-                  <Legend
-                    wrapperStyle={{ fontSize: '12px' }}
-                    formatter={(value: string) => (
-                      <span className="text-gray-700">{value}</span>
-                    )}
-                  />
-                </PieChart>
-              </ResponsiveContainer>
-            </div>
-          ) : (
-            <div className="text-center py-8 text-gray-400 text-sm">暂无预警数据</div>
-          )}
-        </div>
+        {/* Alert severity donut */}
+        <AlertSeverityDonut data={alertPie} />
      </div>
    </div>
  );
--- a/frontend/src/utils/testids.ts
+++ b/frontend/src/utils/testids.ts
@@ -34,6 +34,12 @@ export const TESTIDS = {
  pageDemographics: 'page-demographics',
  pageDisease: 'page-disease',
  pageEnvironment: 'page-environment',
+
+  // 综合概览 大屏
+  kpiRow: 'kpi-row',
+  choroplethWrapper: 'choropleth-wrapper',
+  asofBadge: 'asof-badge',
+  outinpatientToggle: 'outinpatient-toggle',
 } as const;

 export type TestId = (typeof TESTIDS)[keyof typeof TESTIDS];