feat: Initial CBPOA commit — 武汉儿童呼吸疾病风险评估系统
Context: Build a spatial risk assessment system correlating air quality data with children's respiratory disease incidence across Wuhan. Approach: FastAPI backend serving PostGIS spatial queries, React frontend with Deck.gl maps, and a PyTorch SpatialTemporalGCN pipeline for multi-day (1d/3d/7d) risk prediction. Changes: - backend/ — FastAPI API with auth (JWT), alerts, risk analysis, geocoded case data, grid statistics, and report endpoints - frontend/ — React dashboard with interactive risk maps, alert monitoring, district comparison charts, and timeline player - models/ — SpatialTemporalGCN model with trained weights and ONNX export for inference - scripts/ — ETL pipeline for weather + medical data, grid generation, feature engineering, training, and daily inference - deploy/ — Docker Compose configs for backend, frontend, and MLflow - docs/ — API docs, deployment guide, user guide, and code review Impact: Enables spatial risk visualization, alert monitoring, and ML-driven health risk forecasting for environmental health teams.
This commit is contained in:
117
frontend/src/stores/analysisStore.ts
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117
frontend/src/stores/analysisStore.ts
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import { create } from 'zustand';
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import axios from 'axios';
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import { analysisApi, insightsApi } from '@/services/api';
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function isCancelError(e: unknown): boolean {
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return axios.isCancel(e) || (e as Error)?.message === 'canceled';
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}
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interface TrendDataPoint {
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date: string;
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aqi: number;
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pm25: number;
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pm10: number;
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so2: number;
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no2: number;
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co: number;
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o3: number;
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}
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interface DistrictData {
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district: string;
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avg_aqi: number;
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avg_risk: number;
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high_risk_count: number;
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population: number;
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}
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interface InsightCard {
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id: string;
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title: string;
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description: string;
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type: 'warning' | 'info' | 'success' | 'danger';
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metric?: string;
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metricValue?: string;
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timestamp: string;
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}
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interface InsightsOverview {
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total_insights: number;
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warning_count: number;
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info_count: number;
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success_count: number;
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cards: InsightCard[];
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}
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interface AnalysisState {
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trendData: TrendDataPoint[];
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districtData: DistrictData[];
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insights: InsightsOverview | null;
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isLoading: boolean;
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error: string | null;
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selectedDays: number;
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setSelectedDays: (days: number) => void;
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fetchTrend: (days?: number) => Promise<void>;
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fetchDistricts: () => Promise<void>;
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fetchInsights: () => Promise<void>;
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clearError: () => void;
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}
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export const useAnalysisStore = create<AnalysisState>((set, get) => ({
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trendData: [],
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districtData: [],
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insights: null,
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isLoading: false,
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error: null,
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selectedDays: 7,
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setSelectedDays: (days) => {
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set({ selectedDays: days });
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get().fetchTrend(days);
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},
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clearError: () => set({ error: null }),
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fetchTrend: async (days = 7) => {
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set({ isLoading: true, error: null });
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try {
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const data = await analysisApi.getTrend(days);
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const trendData: TrendDataPoint[] = (data.dates || []).map((date: string, i: number) => ({
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date,
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aqi: Math.round((data.values?.[i] || 0.5) * 200),
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pm25: Math.round((data.values?.[i] || 0.5) * 100),
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pm10: Math.round((data.values?.[i] || 0.5) * 150),
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so2: Math.round((data.values?.[i] || 0.5) * 30),
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no2: Math.round((data.values?.[i] || 0.5) * 80),
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co: Math.round((data.values?.[i] || 0.5) * 2 * 100) / 100,
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o3: Math.round((data.values?.[i] || 0.5) * 150),
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}));
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set({ trendData, isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载趋势数据失败', isLoading: false });
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}
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},
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fetchDistricts: async () => {
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set({ isLoading: true, error: null });
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try {
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const data = await analysisApi.getDistricts();
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set({ districtData: data.districts || [], isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载区域数据失败', isLoading: false });
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}
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},
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fetchInsights: async () => {
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set({ isLoading: true, error: null });
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try {
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const data = await insightsApi.getOverview();
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set({ insights: data, isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载洞察数据失败', isLoading: false });
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}
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},
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}));
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276
frontend/src/stores/index.ts
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276
frontend/src/stores/index.ts
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import { create } from 'zustand';
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import axios from 'axios';
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import type { GridRisk, GridDetail, Alert, Stats, ForecastDay } from '@/types';
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import { riskApi, alertApi, gridApi } from '@/services/api';
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function isCancelError(e: unknown): boolean {
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return axios.isCancel(e) || (e as Error)?.message === 'canceled';
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}
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interface RiskState {
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grids: GridRisk[];
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selectedGrid: GridDetail | null;
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selectedGridId: string | null;
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alerts: Alert[];
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stats: Stats | null;
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forecastDay: ForecastDay;
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isLoading: boolean;
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error: string | null;
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showFullscreen: boolean;
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setForecastDay: (day: ForecastDay) => void;
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setSelectedGridId: (id: string | null) => void;
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setShowFullscreen: (show: boolean) => void;
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fetchRiskMap: () => Promise<void>;
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fetchGridDetail: (gridId: string) => Promise<void>;
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fetchAlerts: () => Promise<void>;
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fetchStats: () => Promise<void>;
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clearError: () => void;
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}
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export const useRiskStore = create<RiskState>((set, get) => ({
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grids: [],
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selectedGrid: null,
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selectedGridId: null,
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alerts: [],
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stats: null,
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forecastDay: 0,
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isLoading: false,
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error: null,
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showFullscreen: false,
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setForecastDay: (day) => {
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set({ forecastDay: day });
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get().fetchRiskMap();
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},
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setSelectedGridId: (id) => {
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set({ selectedGridId: id });
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if (id) get().fetchGridDetail(id);
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else set({ selectedGrid: null });
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},
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setShowFullscreen: (show) => set({ showFullscreen: show }),
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clearError: () => set({ error: null }),
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fetchRiskMap: async () => {
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set({ isLoading: true, error: null });
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try {
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const { forecastDay } = get();
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const data = forecastDay === 0
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? await riskApi.getCurrentRiskMap()
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: await riskApi.getForecast(forecastDay);
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set({ grids: data.grids || [], isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载风险地图失败', isLoading: false });
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}
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},
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fetchGridDetail: async (gridId) => {
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set({ isLoading: true, error: null });
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try {
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const data = await riskApi.getGridDetail(gridId);
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set({ selectedGrid: data.grid, isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载网格详情失败', isLoading: false });
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}
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},
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fetchAlerts: async () => {
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try {
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const data = await alertApi.getAlerts({ min_risk: 0.6 });
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set({ alerts: data.alerts || [] });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载预警数据失败' });
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}
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},
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fetchStats: async () => {
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try {
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const data = await riskApi.getStats();
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set({ stats: data });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载统计数据失败' });
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}
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},
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}));
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export { useAnalysisStore } from './analysisStore';
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interface TimelineState {
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currentDate: string;
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startDate: string;
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endDate: string;
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isPlaying: boolean;
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playbackSpeed: number;
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setCurrentDate: (date: string) => void;
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setDateRange: (start: string, end: string) => void;
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setPlaying: (playing: boolean) => void;
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setPlaybackSpeed: (speed: number) => void;
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goToNextDay: () => void;
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goToPrevDay: () => void;
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}
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export const useTimelineStore = create<TimelineState>((set, get) => ({
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currentDate: new Date().toISOString().split('T')[0],
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startDate: '2022-12-01',
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endDate: '2024-12-30',
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isPlaying: false,
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playbackSpeed: 1,
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setCurrentDate: (date) => set({ currentDate: date }),
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setDateRange: (start, end) => set({ startDate: start, endDate: end }),
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setPlaying: (playing) => set({ isPlaying: playing }),
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setPlaybackSpeed: (speed) => set({ playbackSpeed: speed }),
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goToNextDay: () => {
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const { currentDate, endDate } = get();
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const next = new Date(currentDate);
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next.setDate(next.getDate() + 1);
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if (next.toISOString().split('T')[0] <= endDate) {
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set({ currentDate: next.toISOString().split('T')[0] });
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}
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},
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goToPrevDay: () => {
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const { currentDate, startDate } = get();
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const prev = new Date(currentDate);
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prev.setDate(prev.getDate() - 1);
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if (prev.toISOString().split('T')[0] >= startDate) {
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set({ currentDate: prev.toISOString().split('T')[0] });
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}
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},
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}));
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interface GridFeature {
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grid_id: string;
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latitude: number;
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longitude: number;
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district: string;
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AQI: number;
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PM25: number;
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PM10: number;
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total_cases: number;
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}
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interface MonitoringState {
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gridFeatures: GridFeature[];
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aggregatedData: Array<{ date: string; district: string; total_cases: number; avg_AQI: number }>;
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districtCases: Array<{ district: string; total: number; outpatient: number; inpatient: number }>;
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selectedDistrict: string | null;
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isLoading: boolean;
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error: string | null;
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fetchGridFeatures: (date: string) => Promise<void>;
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fetchAggregatedData: (startDate: string, endDate: string, district?: string) => Promise<void>;
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fetchDistrictCases: () => Promise<void>;
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setSelectedDistrict: (district: string | null) => void;
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clearError: () => void;
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}
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export const useMonitoringStore = create<MonitoringState>((set) => ({
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gridFeatures: [],
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aggregatedData: [],
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districtCases: [],
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selectedDistrict: null,
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isLoading: false,
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error: null,
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clearError: () => set({ error: null }),
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fetchGridFeatures: async (date) => {
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set({ isLoading: true, error: null });
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try {
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const data = await gridApi.getGridsGeoJSON(date);
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const features: GridFeature[] = data.features.map((f: any) => ({
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grid_id: f.properties.grid_id,
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latitude: f.properties.latitude,
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longitude: f.properties.longitude,
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district: f.properties.district,
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AQI: f.properties.AQI || 0,
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PM25: f.properties.PM25 || 0,
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PM10: f.properties.PM10 || 0,
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total_cases: f.properties.total_cases || 0,
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}));
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set({ gridFeatures: features, isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载网格数据失败', isLoading: false });
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}
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},
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fetchAggregatedData: async (startDate, endDate, district) => {
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set({ isLoading: true, error: null });
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try {
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const data = await gridApi.getHistoricalAggregated(startDate, endDate, 'daily', district);
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set({ aggregatedData: data.aggregations || [], isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载聚合数据失败', isLoading: false });
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}
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},
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fetchDistrictCases: async () => {
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set({ isLoading: true, error: null });
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try {
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const { caseApi } = await import('@/services/api');
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const data = await caseApi.getDistricts();
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set({ districtCases: data.districts || [], isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载区县病例数据失败', isLoading: false });
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}
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},
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setSelectedDistrict: (district) => set({ selectedDistrict: district }),
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}));
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interface PredictionState {
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predictions: GridPrediction[];
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predictionDays: number;
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isLoading: boolean;
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error: string | null;
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fetchPredictions: (date: string, days: number, district?: string) => Promise<void>;
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clearError: () => void;
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}
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interface GridPrediction {
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grid_id: string;
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latitude: number;
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longitude: number;
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risk_1day: number;
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risk_3day: number;
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risk_7day: number;
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risk_level: string;
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}
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export const usePredictionStore = create<PredictionState>((set) => ({
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predictions: [],
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predictionDays: 7,
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isLoading: false,
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error: null,
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clearError: () => set({ error: null }),
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fetchPredictions: async (date, days, district) => {
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set({ isLoading: true, error: null });
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try {
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const data = await gridApi.getMultiDayPrediction(date, days, district);
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set({ predictions: data.predictions || [], isLoading: false });
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} catch (e) {
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if (isCancelError(e)) return;
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set({ error: (e as Error).message || '加载预测数据失败', isLoading: false });
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}
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},
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}));
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Block a user