From 28923b3d67c58b032bc4ff128aa1d5e62d73dba1 Mon Sep 17 00:00:00 2001
From: jinpengyong <jpy123456>
Date: Fri, 02 Feb 2024 10:07:58 +0800
Subject: [PATCH] fix:提交实时在线率接口

---
 screen-api/src/main/java/com/moral/api/service/impl/CityAqiServiceImpl.java | 1447 +++++++++++++++++++++++++++++++++++++++++++++++++-------
 1 files changed, 1,249 insertions(+), 198 deletions(-)

diff --git a/screen-api/src/main/java/com/moral/api/service/impl/CityAqiServiceImpl.java b/screen-api/src/main/java/com/moral/api/service/impl/CityAqiServiceImpl.java
index 466b0c5..2f04c25 100644
--- a/screen-api/src/main/java/com/moral/api/service/impl/CityAqiServiceImpl.java
+++ b/screen-api/src/main/java/com/moral/api/service/impl/CityAqiServiceImpl.java
@@ -1,35 +1,41 @@
 package com.moral.api.service.impl;
 
+import com.alibaba.excel.util.StringUtils;
 import com.alibaba.fastjson.JSON;
 import com.alibaba.fastjson.JSONObject;
 import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
-import com.moral.api.entity.CityAqi;
-import com.moral.api.entity.CityAqiDaily;
-import com.moral.api.entity.Forecast;
-import com.moral.api.entity.Organization;
-import com.moral.api.entity.SysArea;
-import com.moral.api.mapper.CityAqiMapper;
-import com.moral.api.mapper.ForecastMapper;
-import com.moral.api.service.CityAqiDailyService;
-import com.moral.api.service.CityAqiService;
+import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
+import com.moral.api.config.properties.SpecialCitiesProperties;
+import com.moral.api.dto.CityAqiDailyListDTO;
+import com.moral.api.entity.*;
+import com.moral.api.mapper.*;
+import com.moral.api.pojo.dto.cityAQI.CityPollutionLevel;
+import com.moral.api.pojo.dto.cityAQI.ConcentrationAndPercent;
+import com.moral.api.pojo.form.aqi.AirQualityComparisonForm;
+import com.moral.api.pojo.vo.cityAQI.AirQualityComparisonVO;
+import com.moral.api.pojo.vo.cityAQI.CityAreaRangeVO;
+import com.moral.api.service.*;
 import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
-import com.moral.api.service.OrganizationService;
-import com.moral.api.service.SysAreaService;
 import com.moral.constant.Constants;
 import com.moral.constant.RedisConstants;
 import com.moral.pojo.AQI;
 import com.moral.util.AQIUtils;
 import com.moral.util.AmendUtils;
+import com.moral.util.ComprehensiveIndexUtils;
 import com.moral.util.DateUtils;
 
 import com.moral.util.MathUtils;
 
+import org.apache.commons.collections4.CollectionUtils;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.data.redis.core.RedisTemplate;
 import org.springframework.stereotype.Service;
 import org.springframework.util.ObjectUtils;
 
+import java.math.BigDecimal;
+import java.text.SimpleDateFormat;
 import java.util.*;
+import java.util.stream.Collectors;
 import java.util.stream.DoubleStream;
 
 /**
@@ -45,6 +51,8 @@
 
     @Autowired
     private CityAqiMapper cityAqiMapper;
+    @Autowired
+    private CityAqiDailyMapper cityAqiDailyMapper;
 
     @Autowired
     private ForecastMapper forecastMapper;
@@ -53,13 +61,37 @@
     private RedisTemplate redisTemplate;
 
     @Autowired
-    private OrganizationService organizationService;
-
-    @Autowired
     private SysAreaService sysAreaService;
 
     @Autowired
     private CityAqiDailyService cityAqiDailyService;
+
+    @Autowired
+    private CityAqiMonthlyService cityAqiMonthlyService;
+
+    @Autowired
+    private CityAqiYearlyService cityAqiYearlyService;
+
+    @Autowired
+    private SpecialCitiesProperties specialCitiesProperties;
+
+    @Autowired
+    private CityWeatherService cityWeatherService;
+
+    @Autowired
+    private OrganizationService organizationService;
+
+    @Autowired
+    private DeviceMapper deviceMapper;
+
+    @Autowired
+    private HistoryHourlyService historyHourlyService;
+
+    @Autowired
+    SpecialCitiesProperties citiesProperties;
+
+    @Autowired
+    private SysAreaMapper sysAreaMapper;
 
     @Override
     public List<Map<String, Object>> measuredCompareForecastOfO3(Map<String, Object> params) {
@@ -117,11 +149,54 @@
         return result;
     }
 
+
+    @Override
+    public List<Map<String, Object>> measuredCompareForecastOfO3_8H(Map<String, Object> params) {
+        String regionCode = params.get("regionCode").toString();
+        String time = params.get("time").toString();
+        Date endTime = DateUtils.getDate(time+" "+"23:00:00",DateUtils.yyyy_MM_dd_HH_mm_ss_EN);
+        Date startDate = DateUtils.getDate(time+" "+"00:00:00",DateUtils.yyyy_MM_dd_HH_mm_ss_EN);
+        Date startTime = DateUtils.addHours(startDate,-7);
+        //������������
+        QueryWrapper<Forecast> forecastQueryWrapper = new QueryWrapper<>();
+        forecastQueryWrapper.select("time", "value")
+                .eq("city_code", regionCode)
+        .between("time",startTime,endTime)
+                .orderByAsc("time");
+        List<Map<String, Object>> forecastData = forecastMapper.selectMaps(forecastQueryWrapper);
+        //������������
+        QueryWrapper<CityAqi> cityAqiQueryWrapper = new QueryWrapper<>();
+        cityAqiQueryWrapper.select("time", "value")
+                .eq("city_code", regionCode)
+                .between("time",startTime,endTime).orderByAsc("time");
+        List<Map<String, Object>> measuredData = cityAqiMapper.selectMaps(cityAqiQueryWrapper);
+
+        List<Map<String, Object>> result = getO3_8H(forecastData,0,time);
+        result.addAll(getO3_8H(measuredData,1,time));
+        return result;
+    }
+
+
     @Override
     public Map<String, Object> queryCityAqiByRegionCode(Integer regionCode) {
         Map<String, Object> value = (Map<String, Object>) redisTemplate.opsForHash().get(RedisConstants.CITY_AQI, String.valueOf(regionCode));
         if (value == null)
             value = queryCityAqiByRegionCodeFromDB(regionCode);
+        //������������������������������������������������������������
+        if (value == null) {
+            String regionCodeStr = String.valueOf(regionCode);
+            String end = regionCodeStr.substring(regionCodeStr.length() - 2, regionCodeStr.length());
+            if (!end.equals(00)) {
+                regionCodeStr = regionCodeStr.substring(0, regionCodeStr.length() - 2);
+                regionCodeStr += "00";
+                regionCode = Integer.parseInt(regionCodeStr);
+                value = (Map<String, Object>) redisTemplate.opsForHash().get(RedisConstants.CITY_AQI, String.valueOf(regionCode));
+                if (value == null)
+                    value = queryCityAqiByRegionCodeFromDB(regionCode);
+            } else {
+                return null;
+            }
+        }
         //������AQI������������������
         if (value == null || value.get("AQI") == null)
             return null;
@@ -134,50 +209,46 @@
     @Override
     public Map<String, Object> query24HoursAqiByRegionCode(Integer regionCode) {
         //������������������������������������������������������
-        QueryWrapper<CityAqi> lastDataWrapper = new QueryWrapper<>();
+        /*QueryWrapper<CityAqi> lastDataWrapper = new QueryWrapper<>();
         lastDataWrapper.eq("city_code", regionCode);
         lastDataWrapper.orderByDesc("time");
         lastDataWrapper.last(true, "limit 1");
         CityAqi cityAqi = cityAqiMapper.selectOne(lastDataWrapper);
+        if (cityAqi == null)
+            return null;
         //���������24������������������
         Date endDate = cityAqi.getTime();
         Date startDate = DateUtils.addHours(endDate, -23);
         //������������
         QueryWrapper<CityAqi> wrapper = new QueryWrapper<>();
         wrapper.between("time", startDate, endDate);
-        wrapper.eq("city_code", regionCode);
-        List<CityAqi> cityAqis = cityAqiMapper.selectList(wrapper);
+        wrapper.eq("city_code", regionCode);*/
+        List<CityAqi> cityAqis = cityAqiMapper.listCity(regionCode);
         //������������������24���������������
-        if (cityAqis.size() != 24) {
-            Map<Date, CityAqi> dateCityAqiMap = new HashMap<>();
-            cityAqis.forEach(value -> dateCityAqiMap.put(value.getTime(), value));
+        if(CollectionUtils.isEmpty(cityAqis)){
+            return new HashMap<>();
+        }
+        Date startDate = cityAqis.get(0).getTime();
+        if(cityAqis.size()<24){
             for (int i = 0; i < 24; i++) {
-                Date date = DateUtils.addHours(startDate, i);
-                CityAqi cityAqi1 = dateCityAqiMap.get(date);
-                if (cityAqi1 == null) {
+                Date dateTime = DateUtils.addHours(startDate, i);
+                if(cityAqis.size()-1 <i){
                     CityAqi newCityAqi = new CityAqi();
-                    newCityAqi.setTime(date);
+                    newCityAqi.setTime(dateTime);
+                    newCityAqi.setValue("0");
                     cityAqis.add(newCityAqi);
+                    continue;
                 }
             }
-            //������������������������
-            cityAqis.sort(Comparator.comparing(CityAqi::getTime));
         }
-        //������������������,map���key���HH:mm������������������value���aqi���������
+            //������������������������
+        cityAqis.sort(Comparator.comparing(CityAqi::getTime));
+
+        //������������������,map���key���yyyy-MM-dd HH:mm������������������value���aqi���������
         Map<String, Object> result = new LinkedHashMap<>();
         for (CityAqi aqi : cityAqis) {
-            String key = DateUtils.dateToDateString(aqi.getTime(), "HH:mm");
-            String allDataJson = aqi.getValue();
-            if (allDataJson == null) {
-                result.put(key, "");
-                continue;
-            }
-            Map<String, Object> allDataMap = JSON.parseObject(allDataJson, Map.class);
-            Object aqiData = allDataMap.get("AQI");
-            if (aqiData == null)
-                result.put(key, "");
-            else
-                result.put(key, aqiData);
+            String key = DateUtils.dateToDateString(aqi.getTime(), "yyyy-MM-dd HH:mm");
+            result.put(key,aqi.getValue());
         }
         return result;
     }
@@ -198,8 +269,8 @@
         //������������aqi������������������
         Map<String, Object> result = new HashMap<>();
         AQI aqi = AQIUtils.hourlyAQI(sixParamAvg);
-        result.put("aqi",aqi.getAQIValue());
-        result.put("pollutant",aqi.getPrimaryPollutantNames());
+        result.put("aqi", aqi.getAQIValue());
+        result.put("pollutant", aqi.getPrimaryPollutantNames());
         //���������������������
         CityAqi lastCityAqi = cityAqis.get(cityAqis.size() - 1);
         String time = DateUtils.dateToDateString(lastCityAqi.getTime(), "HH:mm");
@@ -207,21 +278,1116 @@
         return result;
     }
 
+    @Override
+    public List<Map<String, Object>> rankingDetails(Map<String, Object> params) {
+        List<Map<String, Object>> result = new ArrayList<>();
+        int regionCode = Integer.parseInt(params.get("regionCode").toString());
+        String type = params.get("type").toString();
+        String time = null;
+        if (!ObjectUtils.isEmpty(params.get("time"))) {
+            time = params.get("time").toString();
+        }
+        String start = null;
+        String end = null;
+        if (!ObjectUtils.isEmpty(params.get("start")) || !ObjectUtils.isEmpty(params.get("end"))) {
+            start = params.get("start").toString();
+            end = params.get("end").toString();
+        }
+        String cityType = params.get("cityType").toString();
+
+        String s = String.valueOf(regionCode);
+        //���������������,���code
+        Integer curProvinceCode = Integer.parseInt(s.substring(0, 2) + "0000");
+        Integer curCityCode = Integer.parseInt(s.substring(0, 4) + "00");
+
+        QueryWrapper<SysArea> areaWrapper = new QueryWrapper<>();
+
+        List<SysArea> sysAreas;
+        if ("28".equals(cityType)) {
+            //������2+26������
+            sysAreas = specialCitiesProperties.getTwentyEightCities();
+        } else {
+            if ("province".equals(cityType)) {
+                //���������������������
+                areaWrapper.select("area_code", "area_name").eq("parent_code", curProvinceCode);
+            } else {
+                //������������������������
+                areaWrapper.select("area_code", "area_name").eq("parent_code", curCityCode);
+            }
+            sysAreas = sysAreaService.list(areaWrapper);
+        }
+
+        switch (type) {
+            case "today":
+                result = accumulatedTodayRank(sysAreas);
+                break;
+            case "hour":
+                time = new StringBuilder(time).replace(10, 11, " ").toString() + ":00:00";
+                result = hourRank(sysAreas, time);
+                break;
+            case "day":
+                time = time + " 00:00:00";
+                result = dayRank(sysAreas, time);
+                break;
+            case "month":
+                time = time + "-01 00:00:00";
+                result = monthRank(sysAreas, time);
+                break;
+            case "year":
+                time = time + "-01-01 00:00:00";
+                result = yearRank(sysAreas, time);
+                break;
+            case "custom":
+                start = start + " 00:00:00";
+                end = end + " :00:00";
+                result = customRank(sysAreas, start, end);
+                break;
+            default:
+                break;
+        }
+        return result;
+    }
+
+    /**
+     * @param sysAreas ������������������������
+     * @return ���������������������������
+     */
+    private List<Map<String, Object>> accumulatedTodayRank(List<SysArea> sysAreas) {
+        List<Integer> regionCodes = sysAreas.stream()
+                .map(SysArea::getAreaCode)
+                .collect(Collectors.toList());
+
+        List<Map<String, Object>> result = new ArrayList<>();
+        List<String> sensors = Arrays.asList("PM2_5", "PM10", "SO2", "NO2", "CO", "O3");
+        Date now = new Date();
+        String today = DateUtils.dateToDateString(now, DateUtils.yyyy_MM_dd_EN);
+        QueryWrapper<CityAqi> wrapper = new QueryWrapper<>();
+        wrapper.select("city_code", "value")
+                .ge("time", today)
+                .in("city_code", regionCodes);
+        List<Map<String, Object>> cumulativeData = cityAqiMapper.selectMaps(wrapper);
+        //���city_code������
+        Map<Integer, List<Map<String, Object>>> data = cumulativeData.parallelStream().collect(Collectors.groupingBy(o -> Integer.parseInt(o.get("city_code").toString())));
+        data.forEach((cityCode, value) -> {
+            List<Double> doubles = new ArrayList<>();
+            for (Map<String, Object> objectMap : value) {
+                Object o = JSONObject.parseObject((String) objectMap.get("value"), Map.class).get("O3_8H");
+                if (!ObjectUtils.isEmpty(o)) {
+                    double v = Double.parseDouble(o.toString());
+                    doubles.add(v);
+                }
+            }
+
+            Map<String, Object> dataMap = new HashMap<>();
+            sensors.forEach(sensor -> {
+                OptionalDouble optionalDouble = value.parallelStream().flatMapToDouble(v -> {
+                    Map<String, Object> sensorValue = JSONObject.parseObject((String) v.get("value"), Map.class);
+                    Object o = sensorValue.get(sensor);
+                    if (ObjectUtils.isEmpty(o)) {
+                        return null;
+                    }
+                    double aDouble = Double.parseDouble(o.toString());
+                    return DoubleStream.of(aDouble);
+                }).average();
+
+                if (optionalDouble.isPresent()) {
+                    //���������������������
+                    double sciCal = AmendUtils.sciCal(optionalDouble.getAsDouble(), 0);
+                    if ("CO".equals(sensor)) {
+                        sciCal = AmendUtils.sciCal(optionalDouble.getAsDouble(), 1);
+                    }
+                    dataMap.put(sensor, sciCal);
+                }
+            });
+
+            //������������O3_8H������,������������O3������8H���������
+            if (!ObjectUtils.isEmpty(doubles)) {
+                dataMap.put("O3_8H", Collections.max(doubles));
+            }
+
+            //������������aqi,���������������������
+            Map<String, Object> sixParamMap = new HashMap<>();
+            sixParamMap.put(Constants.SENSOR_CODE_PM25, dataMap.get("PM2_5"));
+            sixParamMap.put(Constants.SENSOR_CODE_PM10, dataMap.get("PM10"));
+            sixParamMap.put(Constants.SENSOR_CODE_SO2, dataMap.get("SO2"));
+            sixParamMap.put(Constants.SENSOR_CODE_NO2, dataMap.get("NO2"));
+            sixParamMap.put(Constants.SENSOR_CODE_CO, dataMap.get("CO"));
+            sixParamMap.put(Constants.SENSOR_CODE_O3, dataMap.get("O3"));
+            AQI aqi = AQIUtils.dailyAQI(sixParamMap);
+            dataMap.put("AQI", aqi.getAQIValue());
+            List<String> primaryPollutantNames = aqi.getPrimaryPollutantNames();
+            String primaryPollutant = "";
+            if (!ObjectUtils.isEmpty(primaryPollutantNames)) {
+                primaryPollutant = primaryPollutantNames.stream().map(String::valueOf).collect(Collectors.joining(","));
+            }
+            dataMap.put("primaryPollutant", primaryPollutant);
+
+            //������������������������������,O3������������O3_8H������
+            Map<String, Object> compositeIndexMap = new HashMap<>(dataMap);
+            compositeIndexMap.put("O3", compositeIndexMap.get("O3_8H"));
+            Double compositeIndex = ComprehensiveIndexUtils.dailyData(compositeIndexMap);
+            dataMap.put("compositeIndex", compositeIndex);
+
+            //���������
+            for (SysArea sysArea : sysAreas) {
+                if (cityCode.equals(sysArea.getAreaCode())) {
+                    dataMap.put("cityName", sysArea.getAreaName());
+                    break;
+                }
+            }
+            result.add(dataMap);
+        });
+        return result;
+    }
+
+    /**
+     * @param sysAreas ������������������������
+     * @param time     ��������������������������� 2021-11-04 13:00:00
+     * @return ���������������������
+     */
+    private List<Map<String, Object>> hourRank(List<SysArea> sysAreas, String time) {
+        List<Integer> regionCodes = sysAreas.stream()
+                .map(SysArea::getAreaCode)
+                .collect(Collectors.toList());
+
+        List<Map<String, Object>> result = new ArrayList<>();
+        QueryWrapper<CityAqi> wrapper = new QueryWrapper<>();
+        wrapper.select("value")
+                .eq("time", time)
+                .in("city_code", regionCodes);
+        List<Map<String, Object>> hourData = cityAqiMapper.selectMaps(wrapper);
+        for (Map<String, Object> hourDatum : hourData) {
+            Map<String, Object> value = JSONObject.parseObject((String) hourDatum.get("value"), Map.class);
+            List<String> primaryPollutantNames = (List<String>) value.get("primaryPollutant");
+            String primaryPollutant = "";
+            if (!ObjectUtils.isEmpty(primaryPollutantNames)) {
+                primaryPollutant = primaryPollutantNames.stream().map(String::valueOf).collect(Collectors.joining(","));
+            }
+            value.put("primaryPollutant", primaryPollutant);
+            value.remove("pubtime");
+            value.remove("rank");
+            result.add(value);
+        }
+        return result;
+    }
+
+    /**
+     * @param sysAreas ������������������������
+     * @param time     ��������������������������� 2021-11-04 00:00:00
+     * @return ������������������
+     */
+    private List<Map<String, Object>> dayRank(List<SysArea> sysAreas, String time) {
+        List<Integer> regionCodes = sysAreas.stream()
+                .map(SysArea::getAreaCode)
+                .collect(Collectors.toList());
+
+        List<Map<String, Object>> result = new ArrayList<>();
+        QueryWrapper<CityAqiDaily> wrapper = new QueryWrapper<>();
+        wrapper.select("city_code", "value")
+                .eq("time", time)
+                .in("city_code", regionCodes);
+        List<CityAqiDaily> dayData = cityAqiDailyService.list(wrapper);
+        for (CityAqiDaily cityAqiDaily : dayData) {
+            Map<String, Object> resultMap = JSONObject.parseObject(cityAqiDaily.getValue(), Map.class);
+            resultMap.put("O3_8H", resultMap.remove("O3"));
+            List<String> primaryPollutantNames = (List<String>) resultMap.get("primaryPollutant");
+            String primaryPollutant = "";
+            if (!ObjectUtils.isEmpty(primaryPollutantNames)) {
+                primaryPollutant = primaryPollutantNames.stream().map(String::valueOf).collect(Collectors.joining(","));
+            }
+            resultMap.put("primaryPollutant", primaryPollutant);
+
+
+            //���������
+            for (SysArea sysArea : sysAreas) {
+                if (cityAqiDaily.getCityCode().equals(sysArea.getAreaCode())) {
+                    resultMap.put("cityName", sysArea.getAreaName());
+                    break;
+                }
+            }
+            result.add(resultMap);
+        }
+        return result;
+    }
+
+    /**
+     * @param sysAreas ������������������������
+     * @param time     ��������������������������� 2021-11-01 00:00:00
+     * @return ������������������
+     */
+    private List<Map<String, Object>> monthRank(List<SysArea> sysAreas, String time) {
+        List<Integer> regionCodes = sysAreas.stream()
+                .map(SysArea::getAreaCode)
+                .collect(Collectors.toList());
+
+        List<Map<String, Object>> result = new ArrayList<>();
+        QueryWrapper<CityAqiMonthly> cityAqiMonthlyQueryWrapper = new QueryWrapper<>();
+        cityAqiMonthlyQueryWrapper.select("city_code", "value")
+                .eq("time", time)
+                .in("city_code", regionCodes);
+        List<CityAqiMonthly> list = cityAqiMonthlyService.list(cityAqiMonthlyQueryWrapper);
+        for (CityAqiMonthly cityAqiMonthly : list) {
+            Map<String, Object> resultMap = JSONObject.parseObject(cityAqiMonthly.getValue(), Map.class);
+            resultMap.put("O3_8H", resultMap.remove("O3"));
+            //���������
+            for (SysArea sysArea : sysAreas) {
+                if (cityAqiMonthly.getCityCode().equals(sysArea.getAreaCode())) {
+                    resultMap.put("cityName", sysArea.getAreaName());
+                    break;
+                }
+            }
+            result.add(resultMap);
+        }
+        return result;
+    }
+
+    /**
+     * @param sysAreas ������������������������
+     * @param time     ��������������������������� 2021-11-01 00:00:00 ������1���1���
+     * @return ������������������
+     */
+    private List<Map<String, Object>> yearRank(List<SysArea> sysAreas, String time) {
+        List<Integer> regionCodes = sysAreas.stream()
+                .map(SysArea::getAreaCode)
+                .collect(Collectors.toList());
+
+        List<Map<String, Object>> result = new ArrayList<>();
+        QueryWrapper<CityAqiYearly> cityAqiYearlyQueryWrapper = new QueryWrapper<>();
+        cityAqiYearlyQueryWrapper.select("city_code", "value")
+                .in("city_code", regionCodes)
+                .eq("time", time);
+        List<CityAqiYearly> list = cityAqiYearlyService.list(cityAqiYearlyQueryWrapper);
+        for (CityAqiYearly cityAqiYearly : list) {
+            Map<String, Object> resultMap = JSONObject.parseObject(cityAqiYearly.getValue(), Map.class);
+            resultMap.put("O3_8H", resultMap.remove("O3"));
+            for (SysArea sysArea : sysAreas) {
+                if (cityAqiYearly.getCityCode().equals(sysArea.getAreaCode())) {
+                    resultMap.put("cityName", sysArea.getAreaName());
+                    break;
+                }
+            }
+            result.add(resultMap);
+        }
+        return result;
+    }
+
+    /**
+     * @param sysAreas ������������������������
+     * @param start    ���������������������������������,���������������2021-11-03 00:00:00
+     * @param end      ���������������������������������,���������������2021-11-25 00:00:00
+     * @return ������������������������
+     */
+    private List<Map<String, Object>> customRank(List<SysArea> sysAreas, String start, String end) {
+        List<Integer> regionCodes = sysAreas.stream()
+                .map(SysArea::getAreaCode)
+                .collect(Collectors.toList());
+
+        //���������������������������
+        List<String> sensors = Arrays.asList("PM2_5", "PM10", "SO2", "NO2");
+        List<Map<String, Object>> result = new ArrayList<>();
+        QueryWrapper<CityAqiDaily> cityAqiDailyQueryWrapper = new QueryWrapper<>();
+        cityAqiDailyQueryWrapper.select("city_code", "value")
+                .ge("time", start)
+                .le("time", end)
+                .in("city_code", regionCodes);
+        List<Map<String, Object>> thisMonthData = cityAqiDailyService.listMaps(cityAqiDailyQueryWrapper);
+        //���city_code������
+        Map<Integer, List<Map<String, Object>>> customMap = thisMonthData.parallelStream()
+                .collect(Collectors.groupingBy(o -> Integer.parseInt(o.get("city_code").toString())));
+        customMap.forEach((cityCode, value) -> {
+            Map<String, Object> resultMap = new HashMap<>();
+
+            Map<String, Object> params = new HashMap<>();
+            List<Map<String, Object>> temp = new ArrayList<>();
+            for (Map<String, Object> map : value) {
+                Map<String, Object> sensorsValue = JSONObject.parseObject(map.get("value").toString(), Map.class);
+                Map<String, Object> tempMap = new HashMap<>();
+                tempMap.put(Constants.SENSOR_CODE_CO, sensorsValue.get("CO"));
+                tempMap.put(Constants.SENSOR_CODE_O3, sensorsValue.get("O3"));
+                Map<String, Object> hashMap = new HashMap<>();
+                hashMap.put("value", JSONObject.toJSONString(tempMap));
+                temp.add(hashMap);
+            }
+            params.put("data", temp);
+            //1. CO 95������������������������
+            Map<String, Object> coAvgOfWeekOrMonth = AmendUtils.getCOAvgOfWeekOrMonth(params);
+            if (!ObjectUtils.isEmpty(coAvgOfWeekOrMonth)) {
+                resultMap.put("CO", coAvgOfWeekOrMonth.get(Constants.SENSOR_CODE_CO));
+            }
+
+            //2. O3 90������������������������
+            Map<String, Object> o3AvgOfWeekOrMonth = AmendUtils.getO3AvgOfWeekOrMonth(params);
+            if (!ObjectUtils.isEmpty(o3AvgOfWeekOrMonth)) {
+                resultMap.put("O3", o3AvgOfWeekOrMonth.get(Constants.SENSOR_CODE_O3));
+            }
+
+            sensors.forEach(sensor -> {
+                OptionalDouble optionalDouble = value.parallelStream().flatMapToDouble(v -> {
+                    Map<String, Object> sensorValue = JSONObject.parseObject((String) v.get("value"), Map.class);
+                    Object o = sensorValue.get(sensor);
+                    if (ObjectUtils.isEmpty(o)) {
+                        return null;
+                    }
+                    double aDouble = Double.parseDouble(o.toString());
+                    return DoubleStream.of(aDouble);
+                }).average();
+
+                if (optionalDouble.isPresent()) {
+                    //���������������������
+                    double sciCal = AmendUtils.sciCal(optionalDouble.getAsDouble(), 0);
+                    resultMap.put(sensor, sciCal);
+                }
+            });
+
+            //���������������������
+            Double compositeIndex = ComprehensiveIndexUtils.dailyData(resultMap);
+            resultMap.put("compositeIndex", compositeIndex);
+
+            //������O3���O3_8H������
+            resultMap.put("O3_8H", resultMap.remove("O3"));
+
+            //���������
+            for (SysArea sysArea : sysAreas) {
+                if (cityCode.equals(sysArea.getAreaCode())) {
+                    resultMap.put("cityName", sysArea.getAreaName());
+                    break;
+                }
+            }
+            result.add(resultMap);
+        });
+        return result;
+    }
+
+
+    /**
+     * @Description: ������������������������
+     * @Param: [regionCode]
+     * @return: java.util.Map<java.lang.String                                                               ,                                                                                                                               java.lang.Object>
+     * @Author: ���������
+     * @Date: 2021/10/28
+     */
+    private Map<String, Object> queryCityAqiByRegionCodeFromDB(Integer regionCode) {
+        QueryWrapper<CityAqi> wrapper = new QueryWrapper();
+        wrapper.eq("city_code", regionCode);
+        wrapper.orderByDesc("time");
+        wrapper.last(true, "limit 1");
+        CityAqi cityAqi = cityAqiMapper.selectOne(wrapper);
+        if (cityAqi == null)
+            return null;
+        String value = cityAqi.getValue();
+        redisTemplate.opsForHash().put(RedisConstants.CITY_AQI, regionCode, value);
+        return JSON.parseObject(value, Map.class);
+    }
+
+    @Override
+    public Map<String, Object> provincialRanking(Integer regionCode) {
+        //���������
+        Map<String, Object> result = new HashMap<>();
+
+        Date now = new Date();
+        //������
+        Date yesterday = DateUtils.dataToTimeStampTime(DateUtils.getDateOfDay(now, -1), DateUtils.yyyy_MM_dd_EN);
+        String dateString = DateUtils.dateToDateString(yesterday, DateUtils.yyyy_MM_dd_EN);
+
+        String s = String.valueOf(regionCode);
+        //���������,���code
+        Integer provinceCode = Integer.parseInt(s.substring(0, 2) + "0000");
+        Integer cityCode = Integer.parseInt(s.substring(0, 4) + "00");
+        Map<String,Object> params = new HashMap<>();
+        params.put("cityCode",provinceCode);
+        params.put("start",dateString);
+        params.put("end",dateString);
+        params.put("type",1);
+        List<CityAqiDailyListDTO> dayList = cityAqiDailyMapper.CityAqiDailyMap(params);
+        String start = DateUtils.dateToDateString(DateUtils.addMonths(DateUtils.getFirstDayOfLastMonth(), 1));
+        params.put("start",start);
+        params.put("type",2);
+        List<CityAqiDailyListDTO> monList = cityAqiDailyMapper.CityAqiDailyMap(params);
+        start =DateUtils.dateToDateString(now, DateUtils.yyyy);
+        params.put("start",start);
+        params.put("end",start);
+        params.put("type",3);
+        List<CityAqiDailyListDTO> yearList = cityAqiDailyMapper.CityAqiDailyMap(params);
+        int indexDay = dayList.stream().map(CityAqiDailyListDTO::getCityCode).collect(Collectors.toList()).indexOf(cityCode.toString());
+        int indexMon = monList.stream().map(CityAqiDailyListDTO::getCityCode).collect(Collectors.toList()).indexOf(cityCode.toString());
+        int indexYear = yearList.stream().map(CityAqiDailyListDTO::getCityCode).collect(Collectors.toList()).indexOf(cityCode.toString());
+        result.put("day",mapResult(dayList,indexDay));
+        result.put("month",mapResult(monList,indexMon));
+        result.put("year",mapResult(yearList,indexYear));
+       /* //������������������city_code
+        QueryWrapper<SysArea> wrapper = new QueryWrapper<>();
+        wrapper.select("area_code").eq("parent_code", provinceCode);
+        List<Object> cityCodes = sysAreaService.listObjs(wrapper);
+
+        List<Map<String, Object>> ranks = new ArrayList<>();
+        for (Object code : cityCodes) {
+            Map<String, Object> rankMap = new HashMap<>();
+            rankMap.put("cityCode", code);
+            QueryWrapper<CityAqiDaily> queryWrapper = new QueryWrapper<>();
+            queryWrapper.select("value").eq("city_code", code).eq("time", dateString);
+
+            //1.������������
+            CityAqiDaily one = cityAqiDailyService.getOne(queryWrapper);
+            if (!ObjectUtils.isEmpty(one)) {
+                String value = one.getValue();
+                Map<String, Object> valueMap = JSONObject.parseObject(value, Map.class);
+                rankMap.put("AQI", valueMap.get("AQI"));
+            }
+
+            //2.������������������������������������������������
+            queryWrapper.clear();
+            //���������������������1���������������������������
+            Date start = DateUtils.addMonths(DateUtils.getFirstDayOfLastMonth(), 1);
+            queryWrapper.select("value").eq("city_code", code).ge("time", start).le("time", yesterday);
+            List<CityAqiDaily> listMonth = cityAqiDailyService.list(queryWrapper);
+            OptionalDouble averageMonth = listMonth.parallelStream().flatMapToDouble(v -> {
+                Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
+                Double compositeIndex = Double.parseDouble(dataValue.get("compositeIndex").toString());
+                return DoubleStream.of(compositeIndex);
+            }).average();
+            if (averageMonth.isPresent()) {
+                //���������������������
+                double compositeIndexAvgMonth = AmendUtils.sciCal(averageMonth.getAsDouble(), 2);
+                rankMap.put("compositeIndexMonth", compositeIndexAvgMonth);
+            }
+
+            //3.������������������������������������������������
+            queryWrapper.clear();
+            //���������������������1.1���������������������������
+            String yearStart = DateUtils.dateToDateString(now, DateUtils.yyyy);
+            queryWrapper.select("value").eq("city_code", code).ge("time", yearStart).le("time", yesterday);
+            List<CityAqiDaily> listYear = cityAqiDailyService.list(queryWrapper);
+            OptionalDouble averageYear = listYear.parallelStream().flatMapToDouble(v -> {
+                Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
+                Double compositeIndex = Double.parseDouble(dataValue.get("compositeIndex").toString());
+                return DoubleStream.of(compositeIndex);
+            }).average();
+            if (averageYear.isPresent()) {
+                //���������������������
+                double compositeIndexAvgYear = AmendUtils.sciCal(averageYear.getAsDouble(), 2);
+                rankMap.put("compositeIndexYear", compositeIndexAvgYear);
+            }
+            ranks.add(rankMap);
+        }
+
+        //���������������aqi������
+        ranks.removeIf(o -> o.get("AQI") == null);
+        sortByField(ranks, "AQI");
+        //���������������
+        Map<String, Object> dayMap = rankByField(ranks, cityCode, "AQI", cityCodes.size());
+        if (ObjectUtils.isEmpty(dayMap)) {
+            dayMap.put("rank", null);
+            dayMap.put("size", null);
+        }
+        dayMap.put("AQI", dayMap.remove("value"));
+        result.put("day", dayMap);
+
+        //������������������������������
+        ranks.removeIf(o -> o.get("compositeIndexMonth") == null);
+        sortByField(ranks, "compositeIndexMonth");
+        //���������������
+        Map<String, Object> monthMap = rankByField(ranks, cityCode, "compositeIndexMonth", cityCodes.size());
+        if (ObjectUtils.isEmpty(monthMap)) {
+            monthMap.put("rank", null);
+            monthMap.put("size", null);
+        }
+        monthMap.put("compositeIndex", monthMap.remove("value"));
+        result.put("month", monthMap);
+
+        //������������������������������
+        sortByField(ranks, "compositeIndexYear");
+        Map<String, Object> yearMap = rankByField(ranks, cityCode, "compositeIndexYear", cityCodes.size());
+        if (ObjectUtils.isEmpty(yearMap)) {
+            yearMap.put("rank", null);
+            yearMap.put("size", null);
+        }
+        yearMap.put("compositeIndex", yearMap.remove("value"));
+        result.put("year", yearMap);*/
+
+        //���������������
+        result.put("time", DateUtils.dateToDateString(yesterday, DateUtils.yyyy_MM_dd_EN));
+        return result;
+    }
+
+    private Map<String,Object> mapResult(List<CityAqiDailyListDTO> list, int length){
+        Map<String,Object> map = new HashMap<>();
+        map.put("AQI",CollectionUtils.isNotEmpty(list)&&length>0&&Objects.nonNull(list.get(length-1))?list.get(length-1).getAqi():0);
+        map.put("rank",CollectionUtils.isNotEmpty(list)&&length>0?length:0);
+        map.put("size",CollectionUtils.isNotEmpty(list)&&length>0?list.size():0);
+        return map;
+    }
+
+    @Override
+    public List<AirQualityComparisonVO> queryAirQualityComparison(AirQualityComparisonForm form) {
+        //������
+        Integer regionCode = form.getRegionCode();
+        String regionType = form.getRegionType();
+        Date startDate = form.getStartDate();
+        Date endDate = form.getEndDate();
+        Date comparisonStartDate = form.getComparisonStartDate();
+        Date comparisonEndDate = form.getComparisonEndDate();
+        String dateType = form.getDateType();
+        //������������/������
+        List<SysArea> areas = getSysAreasByRegionType(regionType, regionCode);
+        if (ObjectUtils.isEmpty(areas))
+            return null;
+        List<AirQualityComparisonVO> vos = new ArrayList<>();
+        for (SysArea area : areas) {
+            //������������������������������������6������������������
+            Map<String, Object> data = getDataByTimeTypeAndRegionCode(dateType, startDate, endDate, area.getAreaCode());
+            Map<String, Object> comparisonData = getDataByTimeTypeAndRegionCode(dateType, comparisonStartDate, comparisonEndDate, area.getAreaCode());
+            if (ObjectUtils.isEmpty(data) || ObjectUtils.isEmpty(comparisonData))
+                continue;
+            //���������������������������������������
+            CityPollutionLevel days = cityAqiDailyService.calculateDaysByTimeAndSysArea(area, startDate, endDate);
+            CityPollutionLevel comparisonDays = cityAqiDailyService.calculateDaysByTimeAndSysArea(area, comparisonStartDate, comparisonEndDate);
+            int fineDays = days.getExcellentWeatherDays() + days.getGoodWeatherDays();
+            int serverDays = days.getSeriousWeatherDays() + days.getServerWeatherDays();
+            int comparisonFineDays = comparisonDays.getExcellentWeatherDays() + comparisonDays.getGoodWeatherDays();
+            int comparisonServerDays = comparisonDays.getSeriousWeatherDays() + comparisonDays.getServerWeatherDays();
+            //������6������������������
+            Map<String, ConcentrationAndPercent> sixParamAndComIndexResult = contrastSixParamAndComIndex(data, comparisonData);
+            //������������������������������������������
+            ConcentrationAndPercent fine = contrastDays(fineDays, comparisonFineDays);
+            ConcentrationAndPercent server = contrastDays(serverDays, comparisonServerDays);
+            //������������������
+            AirQualityComparisonVO vo = new AirQualityComparisonVO();
+            vo.setFineDays(fine);
+            vo.setServerDays(server);
+            vo.setCO(sixParamAndComIndexResult.get("CO"));
+            vo.setO3(sixParamAndComIndexResult.get("O3"));
+            vo.setPM25(sixParamAndComIndexResult.get("PM2_5"));
+            vo.setPM10(sixParamAndComIndexResult.get("PM10"));
+            vo.setSO2(sixParamAndComIndexResult.get("SO2"));
+            vo.setNO2(sixParamAndComIndexResult.get("NO2"));
+            vo.setCompositeIndex(sixParamAndComIndexResult.get("compositeIndex"));
+            vo.setCityName(area.getAreaName());
+            vos.add(vo);
+        }
+        return vos;
+    }
+
+    //������������
+    @Override
+    public Map<String, Object> momData(Integer regionCode, Integer size, Integer current, Integer orgId) {
+        Map<String,Object> result = new HashMap<>();
+        Page<CityAqi> page = new Page<>(current, size);
+        Page<CityAqi> pageNext = new Page<>(current+1, size);
+        QueryWrapper<CityAqi> cityAqiQueryWrapper = new QueryWrapper<>();
+        cityAqiQueryWrapper.eq("city_code",regionCode);
+        Integer count = cityAqiMapper.selectCount(cityAqiQueryWrapper);
+        if (count==0){
+            return result;
+        }
+        cityAqiQueryWrapper.orderByDesc("time");
+        Page<CityAqi> resultPage = cityAqiMapper.selectPage(page, cityAqiQueryWrapper);
+        List<CityAqi> cityAqiList = resultPage.getRecords();
+        Page<CityAqi> resultPageNext = cityAqiMapper.selectPage(pageNext, cityAqiQueryWrapper);
+        List<CityAqi> cityAqiListNext = resultPageNext.getRecords();
+        List<Map<String,Object>> resultList = new ArrayList<>();
+        if (cityAqiList.size()==0){
+            return result;
+        }
+        for (int i=0; i<cityAqiList.size(); i++) {
+            Map<String,Object> resultMap = new HashMap<>();
+            String hour = cityAqiList.get(i).getTime().toString().substring(11,13);
+            String previousHour = null;
+            Date previousTtime = null;
+            Double PM2_5 = null;
+            Double PM10 = null;
+            Double O3 = null;
+            Integer AQI = null;
+            String AQIIndex = null;
+            Double TVOC = null;
+            Double previousPM2_5 = null;
+            Double previousPM10 = null;
+            Double previousO3 = null;
+            String PM2_5_change = null;
+            String PM10_change = null;
+            String O3_change = null;
+            String value = cityAqiList.get(i).getValue();
+            if (!ObjectUtils.isEmpty(value)){
+                JSONObject jsonObject = JSONObject.parseObject(value);
+                if (!ObjectUtils.isEmpty(jsonObject.get("PM2_5"))){
+                    PM2_5 = Double.parseDouble(jsonObject.get("PM2_5").toString());
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("PM10"))){
+                    PM10 = Double.parseDouble(jsonObject.get("PM10").toString());
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("O3"))){
+                    O3 = Double.parseDouble(jsonObject.get("O3").toString());
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("AQI"))){
+                    AQI = Integer.parseInt(jsonObject.get("AQI").toString());
+                    AQIIndex = AQIUtils.classCodeOfPollutionByAqi(AQI);
+                }
+            }
+            if (i<cityAqiList.size()-1){
+                previousHour = cityAqiList.get(i+1).getTime().toString().substring(11,13);
+                previousTtime = cityAqiList.get(i+1).getTime();
+                String previousValue = cityAqiList.get(i+1).getValue();
+                if (!ObjectUtils.isEmpty(previousValue)){
+                    JSONObject jsonObject = JSONObject.parseObject(previousValue);
+                    if (!ObjectUtils.isEmpty(jsonObject.get("PM2_5"))){
+                        previousPM2_5 = Double.parseDouble(jsonObject.get("PM2_5").toString());
+                    }
+                    if (!ObjectUtils.isEmpty(jsonObject.get("PM10"))){
+                        previousPM10 = Double.parseDouble(jsonObject.get("PM10").toString());
+                    }
+                    if (!ObjectUtils.isEmpty(jsonObject.get("O3"))){
+                        previousO3 = Double.parseDouble(jsonObject.get("O3").toString());
+                    }
+                }
+            }else if (cityAqiListNext.size()>0){
+                previousHour = cityAqiListNext.get(0).getTime().toString().substring(11,13);
+                previousTtime = cityAqiListNext.get(0).getTime();
+                String previousValue = cityAqiListNext.get(0).getValue();
+                if (!ObjectUtils.isEmpty(previousValue)){
+                    JSONObject jsonObject = JSONObject.parseObject(previousValue);
+                    if (!ObjectUtils.isEmpty(jsonObject.get("PM2_5"))){
+                        previousPM2_5 = Double.parseDouble(jsonObject.get("PM2_5").toString());
+                    }
+                    if (!ObjectUtils.isEmpty(jsonObject.get("PM10"))){
+                        previousPM10 = Double.parseDouble(jsonObject.get("PM10").toString());
+                    }
+                    if (!ObjectUtils.isEmpty(jsonObject.get("O3"))){
+                        previousO3 = Double.parseDouble(jsonObject.get("O3").toString());
+                    }
+                }
+            }else {
+                continue;
+            }
+            if (!ObjectUtils.isEmpty(PM2_5) && !ObjectUtils.isEmpty(previousPM2_5)){
+                Double difference_PM2_5 = PM2_5-previousPM2_5;
+                if (difference_PM2_5==0){
+                    PM2_5_change = "������";
+                }
+                if (difference_PM2_5>0){
+                    PM2_5_change = "������"+difference_PM2_5;
+                }
+                if (difference_PM2_5<0){
+                    PM2_5_change = "������"+Math.abs(difference_PM2_5);
+                }
+            }
+            if (!ObjectUtils.isEmpty(PM10) && !ObjectUtils.isEmpty(previousPM10)){
+                Double difference_PM10 = PM10-previousPM10;
+                if (difference_PM10==0){
+                    PM10_change = "������";
+                }
+                if (difference_PM10>0){
+                    PM10_change = "������"+difference_PM10;
+                }
+                if (difference_PM10<0){
+                    PM10_change = "������"+Math.abs(difference_PM10);
+                }
+            }
+            if (!ObjectUtils.isEmpty(O3) && !ObjectUtils.isEmpty(previousO3)){
+                Double difference_O3 = O3-previousO3;
+                if (difference_O3==0){
+                    O3_change = "������";
+                }
+                if (difference_O3>0){
+                    O3_change = "������"+difference_O3;
+                }
+                if (difference_O3<0){
+                    O3_change = "������"+Math.abs(difference_O3);
+                }
+            }
+            //���������������������������������id
+            List<Integer> allOrgId = new ArrayList<>();
+            allOrgId.add(orgId);
+            //������������
+            //���������������
+            List<Organization> allChildrenOrganization = organizationService.getChildrenOrganizationsById(orgId);
+            if (!ObjectUtils.isEmpty(allChildrenOrganization) || allChildrenOrganization.size() < 1){
+                for (Organization organization:allChildrenOrganization) {
+                    allOrgId.add(organization.getId());
+                }
+            }
+            //������������
+            List<Integer> allOrgIdWithoutDuplicates = allOrgId.stream().distinct().collect(Collectors.toList());
+            //������������list���������������Mac
+            List<String> deviceMacList = new ArrayList<>();
+            for (Integer orgIdWithoutDuplicates:allOrgIdWithoutDuplicates) {
+                //������id������������������
+                QueryWrapper<Device> wrapper_device = new QueryWrapper<>();
+                wrapper_device.eq("is_delete",Constants.NOT_DELETE).eq("organization_id",orgIdWithoutDuplicates);
+                List<Device> devices = new ArrayList<>();
+                devices = deviceMapper.selectList(wrapper_device);
+                if (devices.size()>0){
+                    for (Device device:devices) {
+                        String deviceMac = device.getMac();
+                        deviceMacList.add(deviceMac);
+                    }
+                }else {
+                    continue;
+                }
+            }
+            //������������
+            SimpleDateFormat df = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
+            String time = df.format(cityAqiList.get(i).getTime());
+            if (deviceMacList.size()>0){
+                List<HistoryHourly> valueByMacs = historyHourlyService.getValueByMacs(deviceMacList, time);
+                if (valueByMacs.size()>0){
+                    for (HistoryHourly historyHourly:valueByMacs) {
+                        String value_historyHourly = historyHourly.getValue();
+                        if (!ObjectUtils.isEmpty(value_historyHourly)){
+                            JSONObject jsonObject = JSONObject.parseObject(value_historyHourly);
+                            if (!ObjectUtils.isEmpty(jsonObject.get("a99054"))){
+                                TVOC = Double.parseDouble(jsonObject.get("a99054").toString());
+                            }
+                        }
+                    }
+                }
+            }
+            resultMap.put("time",time.substring(0,13));
+            resultMap.put("title","���"+hour+"������������������");
+            String PM2_5_string = subZeroAndDot(PM2_5.toString());
+            String PM10_string = subZeroAndDot(PM10.toString());
+            String O3_string = subZeroAndDot(O3.toString());
+            String PM2_5_change_string = subZeroAndDot(PM2_5_change.toString());
+            String PM10_change_string = subZeroAndDot(PM10_change.toString());
+            String O3_change_string = subZeroAndDot(O3_change.toString());
+            resultMap.put("info",hour+"������������AQI���"+AQI+"������������"+AQIIndex+"������"+previousHour+"������������PM10���"+PM10_string+"������/������������"+PM10_change_string+"���PM2.5���"+PM2_5_string+"������/������������"+PM2_5_change_string+"���TVOC���������"+String.format("%.2f", TVOC)+"������/������������O3���"+O3_string+"������/������������"+O3_change_string+"���");
+            QueryWrapper<CityWeather> cityWeatherQueryWrapper = new QueryWrapper<>();
+            cityWeatherQueryWrapper.eq("city_code",regionCode);
+            cityWeatherQueryWrapper.eq("time",cityAqiList.get(i).getTime());
+            CityWeather cityWeather = cityWeatherService.getOne(cityWeatherQueryWrapper);
+            Integer temp = null;
+            Integer humidity = null;
+            String windDir = "";
+            Integer windScale = null;
+            if (!ObjectUtils.isEmpty(cityWeather)){
+                String cityWeatherValue = cityWeather.getValue();
+                if (!ObjectUtils.isEmpty(cityWeatherValue)){
+                    JSONObject jsonObject = JSONObject.parseObject(cityWeatherValue);
+                    if (!ObjectUtils.isEmpty(jsonObject.get("temp"))){
+                        temp = Integer.parseInt(jsonObject.get("temp").toString());
+                    }
+                    if (!ObjectUtils.isEmpty(jsonObject.get("humidity"))){
+                        humidity = Integer.parseInt(jsonObject.get("humidity").toString());
+                    }
+                    if (!ObjectUtils.isEmpty(jsonObject.get("windDir"))){
+                        windDir = jsonObject.get("windDir").toString();
+                    }
+                    if (!ObjectUtils.isEmpty(jsonObject.get("windScale"))){
+                        windScale = Integer.parseInt(jsonObject.get("windScale").toString());
+                    }
+                }
+            }
+            String temp_string = "";
+            if (temp!=null){
+                temp_string = temp.toString();
+            }
+            String humidity_string = "";
+            if (humidity!=null){
+                humidity_string = humidity.toString();
+            }
+            String windScale_string = "";
+            if (windScale!=null){
+                windScale_string = windScale.toString();
+            }
+            resultMap.put("weatherCondition","���������������������������"+temp_string+"������������"+humidity_string+"%,"+windDir+windScale_string+"������");
+            resultMap.put("auther","���������������������������");
+            resultList.add(resultMap);
+        }
+        Integer totel = count-1;
+        result.put("totel",totel);
+        result.put("resultList",resultList);
+        result.put("current",current);
+        int totalPageNumber = totel/size;
+        if(totel%size != 0){
+            totalPageNumber += 1;
+        }
+        result.put("totalPageNumber",totalPageNumber);
+        return result;
+    }
+
+    @Override
+    public Map<String, Object> countyData(Integer regionCode) {
+        Map<String,Object> resultMap = new HashMap<>();
+        //������������
+        SimpleDateFormat df = new SimpleDateFormat("yyyy-MM-dd HH");
+        Calendar calendar = Calendar.getInstance();
+        int minute = calendar.get(Calendar.MINUTE);
+        if (minute >= 45){
+            calendar.set(Calendar.HOUR_OF_DAY,calendar.get(Calendar.HOUR_OF_DAY)-1);
+        }else {
+            calendar.set(Calendar.HOUR_OF_DAY,calendar.get(Calendar.HOUR_OF_DAY)-2);
+        }
+        String time = df.format(calendar.getTime())+":00:00";
+        QueryWrapper<CityAqi> cityAqiQueryWrapper = new QueryWrapper<>();
+        cityAqiQueryWrapper.likeRight("city_code",regionCode.toString().substring(0,4));
+        cityAqiQueryWrapper.ne("city_code",regionCode);
+        cityAqiQueryWrapper.eq("time",time);
+        List<CityAqi> cityAqis = cityAqiMapper.selectList(cityAqiQueryWrapper);
+        QueryWrapper<SysArea> sysAreaQueryWrapper = new QueryWrapper<>();
+        sysAreaQueryWrapper.eq("parent_code",regionCode);
+        List<SysArea> sysAreas = sysAreaMapper.selectList(sysAreaQueryWrapper);
+        Map<Integer, Object> sysAreaMap = new HashMap<>();
+        for (SysArea sysarea:sysAreas) {
+            sysAreaMap.put(sysarea.getAreaCode(),sysarea.getAreaName());
+        }
+        List<Map<String,Object>> resultList = new ArrayList<>();
+        for (CityAqi cityAqi:cityAqis) {
+            if (!ObjectUtils.isEmpty(cityAqi.getValue())){
+                Map<String, Object> cityAqiMap = new HashMap<>();
+                String cityAqiValue = cityAqi.getValue();
+                JSONObject jsonObject = JSONObject.parseObject(cityAqiValue);
+                String AQI = "--";
+                String PM10 = "--";
+                String PM2_5 = "--";
+                String SO2 = "--";
+                String NO2 = "--";
+                String CO = "--";
+                String O3 = "--";
+                String thirty = "--";
+                String forty = "--";
+                String fifty = "--";
+                String city_name = "--";
+                if (!ObjectUtils.isEmpty(jsonObject.get("AQI"))){
+                    AQI = jsonObject.get("AQI").toString();
+                    BigDecimal AQI_base = BigDecimal.valueOf(Double.parseDouble(AQI));
+                    BigDecimal thirty_percent = BigDecimal.valueOf(1.3);
+                    BigDecimal forty_percent = BigDecimal.valueOf(1.4);
+                    BigDecimal fifty_percent = BigDecimal.valueOf(1.5);
+                    Double AQI_thirty = AQI_base.multiply(thirty_percent).doubleValue();
+                    Double AQI_forty = AQI_base.multiply(forty_percent).doubleValue();
+                    Double AQI_fifty = AQI_base.multiply(fifty_percent).doubleValue();
+                    thirty = String.valueOf(Math.round(AQI_thirty));
+                    forty = String.valueOf(Math.round(AQI_forty));
+                    fifty = String.valueOf(Math.round(AQI_fifty));
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("PM10"))){
+                    PM10 = String.valueOf(Math.round(Double.parseDouble(jsonObject.get("PM10").toString())));
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("PM2_5"))){
+                    PM2_5 = String.valueOf(Math.round(Double.parseDouble(jsonObject.get("PM2_5").toString())));
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("SO2"))){
+                    SO2 = String.valueOf(Math.round(Double.parseDouble(jsonObject.get("SO2").toString())));
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("NO2"))){
+                    NO2 = String.valueOf(Math.round(Double.parseDouble(jsonObject.get("NO2").toString())));
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("CO"))){
+                    CO = String.valueOf(Math.round(Double.parseDouble(jsonObject.get("CO").toString())));
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("O3"))){
+                    O3 = String.valueOf(Math.round(Double.parseDouble(jsonObject.get("O3").toString())));
+                }
+                if (!ObjectUtils.isEmpty(jsonObject.get("cityName"))){
+                    city_name = jsonObject.get("cityName").toString();
+                }
+                cityAqiMap.put("AQI",AQI);
+                cityAqiMap.put("PM10",PM10);
+                cityAqiMap.put("PM2_5",PM2_5);
+                cityAqiMap.put("SO2",SO2);
+                cityAqiMap.put("NO2",NO2);
+                cityAqiMap.put("CO",CO);
+                cityAqiMap.put("O3",O3);
+                cityAqiMap.put("thirty",thirty);
+                cityAqiMap.put("forty",forty);
+                cityAqiMap.put("fifty",fifty);
+                cityAqiMap.put("city_name",city_name);
+                resultList.add(cityAqiMap);
+            }
+            sysAreaMap.remove(cityAqi.getCityCode());
+        }
+        if (sysAreaMap.size()>0){
+            for(Integer key:sysAreaMap.keySet()){
+                Map<String,Object> nullMap = new HashMap<>();
+                nullMap.put("AQI","--");
+                nullMap.put("PM10","--");
+                nullMap.put("PM2_5","--");
+                nullMap.put("SO2","--");
+                nullMap.put("NO2","--");
+                nullMap.put("CO","--");
+                nullMap.put("O3","--");
+                nullMap.put("thirty","--");
+                nullMap.put("forty","--");
+                nullMap.put("fifty","--");
+                nullMap.put("city_name",sysAreaMap.get(key));
+                resultList.add(nullMap);
+            }
+        }
+        resultMap.put("resultList",resultList);
+        resultMap.put("time",time);
+        QueryWrapper<SysArea> areaQueryWrapper = new QueryWrapper<>();
+        areaQueryWrapper.eq("area_code",regionCode);
+        SysArea sysArea = sysAreaMapper.selectOne(areaQueryWrapper);
+        resultMap.put("areaName",sysArea.getAreaName());
+        return resultMap;
+    }
+
+    /**
+     * @Description: ������6������������������������������������
+     * @Param: [data, comparisonData]
+     * @return: java.util.Map<java.lang.String, com.moral.api.pojo.dto.cityAQI.ConcentrationAndPercent>
+     * @Author: ���������
+     * @Date: 2022/1/17
+     */
+    private Map<String, ConcentrationAndPercent> contrastSixParamAndComIndex(Map<String, Object> data, Map<String, Object> comparisonData) {
+        Map<String, ConcentrationAndPercent> result = new HashMap<>();
+        result.put("CO", contrastParam(Double.parseDouble(data.get("CO").toString()), Double.parseDouble(comparisonData.get("CO").toString()), "CO"));
+        result.put("NO2", contrastParam(Double.parseDouble(data.get("NO2").toString()), Double.parseDouble(comparisonData.get("NO2").toString()), "NO2"));
+        result.put("SO2", contrastParam(Double.parseDouble(data.get("SO2").toString()), Double.parseDouble(comparisonData.get("SO2").toString()), "SO2"));
+        result.put("O3", contrastParam(Double.parseDouble(data.get("O3").toString()), Double.parseDouble(comparisonData.get("O3").toString()), "O3"));
+        result.put("PM2_5", contrastParam(Double.parseDouble(data.get("PM2_5").toString()), Double.parseDouble(comparisonData.get("PM2_5").toString()), "PM2_5"));
+        result.put("PM10", contrastParam(Double.parseDouble(data.get("PM10").toString()), Double.parseDouble(comparisonData.get("PM10").toString()), "PM10"));
+        result.put("compositeIndex", contrastParam(Double.parseDouble(data.get("compositeIndex").toString()), Double.parseDouble(comparisonData.get("compositeIndex").toString()), "compositeIndex"));
+        return result;
+    }
+
+    /**
+     * @Description: ������6������������������������/���������������������
+     * @Param: [data, comparisonData]
+     * @return: com.moral.api.pojo.dto.cityAQI.ConcentrationAndPercent
+     * @Author: ���������
+     * @Date: 2022/1/17
+     */
+    private ConcentrationAndPercent contrastParam(Double data, Double comparisonData, String sensor) {
+        double percentD = MathUtils.division(data - comparisonData, comparisonData, 4);
+        String percent = MathUtils.mul(percentD,100d) + "%";
+        ConcentrationAndPercent concentrationAndPercent = new ConcentrationAndPercent();
+        concentrationAndPercent.setPercent(percent);
+        if (sensor.equals("CO")) {//CO���������������������
+            Double CO = AmendUtils.sciCal(data, 1);
+            concentrationAndPercent.setConcentration(CO.toString());
+        }else if (sensor.equals("compositeIndex")){
+            concentrationAndPercent.setConcentration(data.toString());
+        }else{
+            Double sensorD = AmendUtils.sciCal(data, 0);
+            Integer sensorI = new Double(sensorD).intValue();
+            concentrationAndPercent.setConcentration(sensorI.toString());
+        }
+        return concentrationAndPercent;
+    }
+
+    /**
+     * @Description: ���������������������������������
+     * @Param: [days, comparisonDays]
+     * @return: com.moral.api.pojo.dto.cityAQI.ConcentrationAndPercent
+     * @Author: ���������
+     * @Date: 2022/1/17
+     */
+    private ConcentrationAndPercent contrastDays(Integer days, Integer comparisonDays) {
+        ConcentrationAndPercent concentrationAndPercent = new ConcentrationAndPercent();
+        concentrationAndPercent.setConcentration(days.toString());
+        Integer result = days - comparisonDays;
+        concentrationAndPercent.setPercent(result.toString() + "���");
+        return concentrationAndPercent;
+    }
+
+    /**
+     * @Description: ���������������������������������6������������������������������������������������������������������������
+     * @Param: [comparisonType, startDate, endDate, regionCode]
+     * @return: java.util.Map<java.lang.String                                                               ,                                                               java.lang.Object>
+     * @Author: ���������
+     * @Date: 2022/1/17
+     */
+    private Map<String, Object> getDataByTimeTypeAndRegionCode(String TimeType, Date startDate, Date endDate, Integer regionCode) {
+        Map<String, Object> data;
+        if (Constants.MONTH.equals(TimeType) && (!DateUtils.isCurrentMonth(startDate) || !DateUtils.isCurrentYear(startDate))) {//��������������� ���������������
+            List<CityAqiMonthly> cityAqis = cityAqiMonthlyService.getCityAqiMonthByRegionCodeAndTime(regionCode, startDate, endDate);
+            if (ObjectUtils.isEmpty(cityAqis))
+                return null;
+            data = JSON.parseObject(cityAqis.get(0).getValue(), Map.class);
+        } else if (Constants.YEAR.equals(TimeType) && (!DateUtils.isCurrentYear(startDate))) {//��������������� ���������������
+            List<CityAqiYearly> cityAqis = cityAqiYearlyService.getCityAqiYearlyByRegionCodeAndTime(regionCode, startDate, endDate);
+            if (ObjectUtils.isEmpty(cityAqis))
+                return null;
+            data = JSON.parseObject(cityAqis.get(0).getValue(), Map.class);
+        } else {//���������������������
+            List<CityAqiDaily> cityAqis = cityAqiDailyService.getCityAqiDailyByRegionCodeAndTime(regionCode, startDate, endDate);
+            if (ObjectUtils.isEmpty(cityAqis))
+                return null;
+            List<CityAqi> newCityAqis = new ArrayList<>();
+            List<Map<String, Object>> dailyDataMaps = new ArrayList<>();
+            cityAqis.forEach((value) -> {
+                newCityAqis.add(new CityAqi(value));
+                dailyDataMaps.add(JSON.parseObject(value.getValue(), Map.class));
+            });
+            //������������
+            data = calculate6ParamAvg(newCityAqis);
+            //���������������
+            data.put("CO", Double.parseDouble(data.remove(Constants.SENSOR_CODE_CO).toString()));
+            data.put("NO2", Double.parseDouble(data.remove(Constants.SENSOR_CODE_NO2).toString()));
+            data.put("SO2", Double.parseDouble(data.remove(Constants.SENSOR_CODE_SO2).toString()));
+            data.put("O3", Double.parseDouble(data.remove(Constants.SENSOR_CODE_O3).toString()));
+            data.put("PM2_5", Double.parseDouble(data.remove(Constants.SENSOR_CODE_PM25).toString()));
+            data.put("PM10", Double.parseDouble(data.remove(Constants.SENSOR_CODE_PM10).toString()));
+            //������������������
+            Double compositeIndex = ComprehensiveIndexUtils.dailyData(data);
+            data.put("compositeIndex", compositeIndex);
+        }
+        return data;
+    }
+
+
+    //������������������
+    private void sortByField(List<Map<String, Object>> list, String sortField) {
+        list.sort((o1, o2) -> {
+            double v1 = Double.parseDouble(o1.get(sortField).toString());
+            double v2 = Double.parseDouble(o2.get(sortField).toString());
+            if (v1 > v2) {
+                return -1;
+            } else if (v1 < v2) {
+                return 1;
+            }
+            return 0;
+        });
+    }
+
+    //������
+    private Map<String, Object> rankByField(List<Map<String, Object>> list, Integer cityCode, String rankField, Integer size) {
+        Map<String, Object> result = new HashMap<>();
+        for (int i = 0; i < list.size(); i++) {
+            Map<String, Object> map = list.get(i);
+            if (cityCode == (int) map.get("cityCode")) {
+                int rank = i + 1;
+                result.put("rank", rank);
+                result.put("size", size);
+                Object value = map.get(rankField);
+                result.put("value", value);
+                break;
+            }
+        }
+        return result;
+    }
+
+    /**
+     * @Description: ���������������������������������������������������������
+     * @Param: [regionType, regionCode]
+     * @return: java.util.List<com.moral.api.entity.SysArea>
+     * @Author: ���������
+     * @Date: 2022/1/14
+     */
+    private List<SysArea> getSysAreasByRegionType(String regionType, Integer regionCode) {
+        List<SysArea> areas;
+        if (regionType.equals(Constants.TWENTY_EIGHT_CITIES)) {
+            areas = citiesProperties.getTwentyEightCities();
+        } else {
+            areas = sysAreaService.getChildren(regionCode);
+        }
+        return areas;
+    }
+
     /**
      * @Description: ������6������������
      * @Param: [cityAqiList]
-     * @return: java.util.Map<java.lang.String, java.lang.Double>
+     * @return: java.util.Map<java.lang.String                                                               ,                                                                                                                               java.lang.Double>
      * ���������key���sensorCode,value������
      * @Author: ���������
      * @Date: 2021/11/2
      */
     private Map<String, Object> calculate6ParamAvg(List<CityAqi> cityAqiList) {
-        Double co = calculateSensorAvg(cityAqiList, "co");
-        Double pm2_5 = calculateSensorAvg(cityAqiList, "pm2_5");
-        Double pm10 = calculateSensorAvg(cityAqiList, "pm10");
-        Double so2 = calculateSensorAvg(cityAqiList, "so2");
-        Double no2 = calculateSensorAvg(cityAqiList, "no2");
-        Double o3 = calculateSensorAvg(cityAqiList, "o3");
+        Double co = calculateSensorAvg(cityAqiList, "CO");
+        Double pm2_5 = calculateSensorAvg(cityAqiList, "PM2_5");
+        Double pm10 = calculateSensorAvg(cityAqiList, "PM10");
+        Double so2 = calculateSensorAvg(cityAqiList, "SO2");
+        Double no2 = calculateSensorAvg(cityAqiList, "NO2");
+        Double o3 = calculateSensorAvg(cityAqiList, "O3");
         Map<String, Object> result = new HashMap<>();
         result.put(Constants.SENSOR_CODE_CO, co);
         result.put(Constants.SENSOR_CODE_NO2, no2);
@@ -262,166 +1428,51 @@
     }
 
     /**
-     * @Description: ������������������������
-     * @Param: [regionCode]
-     * @return: java.util.Map<java.lang.String, java.lang.Object>
-     * @Author: ���������
-     * @Date: 2021/10/28
+     * ������java������������������������������.���0
+     * @param s
+     * @return
      */
-    private Map<String, Object> queryCityAqiByRegionCodeFromDB(Integer regionCode) {
-        QueryWrapper<CityAqi> wrapper = new QueryWrapper();
-        wrapper.eq("city_code", regionCode);
-        wrapper.orderByDesc("time");
-        wrapper.last(true, "limit 1");
-        CityAqi cityAqi = cityAqiMapper.selectOne(wrapper);
-        if (cityAqi == null)
-            return null;
-        String value = cityAqi.getValue();
-        redisTemplate.opsForHash().put(RedisConstants.CITY_AQI, regionCode, value);
-        return JSON.parseObject(value, Map.class);
+    public static String subZeroAndDot(String s){
+        if(s.indexOf(".") > 0){
+            s = s.replaceAll("0+?$", "");//���������������0
+            s = s.replaceAll("[.]$", "");//������������������.���������
+        }
+        return s;
     }
 
-    @Override
-    public Map<String, Object> provincialRanking(Integer organizationId) {
-        //���������
-        Map<String, Object> result = new HashMap<>();
-
-        Date now = new Date();
-        //������
-        Date yesterday = DateUtils.dataToTimeStampTime(DateUtils.getDateOfDay(now, -1), DateUtils.yyyy_MM_dd_EN);
-        String dateString = DateUtils.dateToDateString(yesterday, DateUtils.yyyy_MM_dd_HH_mm_ss_EN);
-
-        //���������,���code
-        Organization organization = organizationService.getById(organizationId);
-        Integer provinceCode = organization.getProvinceCode();
-        Integer cityCode = organization.getCityCode();
-        //������������������city_code
-        QueryWrapper<SysArea> wrapper = new QueryWrapper<>();
-        wrapper.select("area_code").eq("parent_code", provinceCode);
-        List<Object> cityCodes = sysAreaService.listObjs(wrapper);
-
-        List<Map<String, Object>> ranks = new ArrayList<>();
-        for (Object code : cityCodes) {
-            Map<String, Object> rankMap = new HashMap<>();
-            rankMap.put("cityCode", code);
-            QueryWrapper<CityAqiDaily> queryWrapper = new QueryWrapper<>();
-            queryWrapper.select("value").eq("city_code", code).eq("time", dateString);
-
-            //1.������������
-            CityAqiDaily one = cityAqiDailyService.getOne(queryWrapper);
-            if (!ObjectUtils.isEmpty(one)) {
-                String value = one.getValue();
-                Map<String, Object> valueMap = JSONObject.parseObject(value, Map.class);
-                rankMap.put("aqi", valueMap.get("aqi"));
+    public  List<Map<String, Object>> getO3_8H(List<Map<String, Object>> data , int type,String day) {
+        List<Map<String, Object>> list = new ArrayList<>();
+        for(int i = 0 ;i<=23;i++){
+            Map<String, Object> map = new HashMap<>();
+            if(type == 0){
+                map.put("type","������");
+            }else {
+                map.put("type","������");
             }
+            String times = day+" "+i;
+            Date endDate = DateUtils.getDate(times,DateUtils.yyyy_MM_dd_HH_EN);
+            Date startDate = DateUtils.addHours(DateUtils.getDate(day+" "+i,DateUtils.yyyy_MM_dd_HH_EN),-7);
+            List<Double> value = new ArrayList<>();
+            for(Map<String, Object> m : data){
+                Date time = (Date) m.get("time");
+                if(DateUtils.isTimeBeforE(time,startDate) && DateUtils.isTimeBeforE(endDate,time)){
+                    Map<String, Object> sensorValue = JSONObject.parseObject((String) m.get("value"), Map.class);
+                    Double o3 = Double.parseDouble(sensorValue.get("O3").toString());
+                    value.add(o3);
 
-
-            //2.������������������������������������������������
-            queryWrapper.clear();
-            //���������������������1���������������������������
-            Date start = DateUtils.addMonths(DateUtils.getFirstDayOfLastMonth(), 1);
-            queryWrapper.select("value").eq("city_code", code).ge("time", start).le("time", yesterday);
-            List<CityAqiDaily> listMonth = cityAqiDailyService.list(queryWrapper);
-            OptionalDouble averageMonth = listMonth.parallelStream().flatMapToDouble(v -> {
-                Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
-                Double compositeIndex = Double.parseDouble(dataValue.get("compositeIndex").toString());
-                return DoubleStream.of(compositeIndex);
-            }).average();
-            if (averageMonth.isPresent()) {
-                //���������������������
-                double compositeIndexAvgMonth = AmendUtils.sciCal(averageMonth.getAsDouble(), 2);
-                rankMap.put("compositeIndexMonth", compositeIndexAvgMonth);
+                }
             }
-
-            //3.������������������������������������������������
-            queryWrapper.clear();
-            //���������������������1.1���������������������������
-            String yearStart = DateUtils.dateToDateString(now, DateUtils.yyyy);
-            queryWrapper.select("value").eq("city_code", code).ge("time", yearStart).le("time", yesterday);
-            List<CityAqiDaily> listYear = cityAqiDailyService.list(queryWrapper);
-            OptionalDouble averageYear = listYear.parallelStream().flatMapToDouble(v -> {
-                Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
-                Double compositeIndex = Double.parseDouble(dataValue.get("compositeIndex").toString());
-                return DoubleStream.of(compositeIndex);
-            }).average();
-            if (averageYear.isPresent()) {
-                //���������������������
-                double compositeIndexAvgYear = AmendUtils.sciCal(averageYear.getAsDouble(), 2);
-                rankMap.put("compositeIndexYear", compositeIndexAvgYear);
+            if (value.size() < 6) {
+                continue;
             }
-            ranks.add(rankMap);
+            double average = value.stream().mapToDouble(aDouble -> aDouble).summaryStatistics().getAverage();
+            map.put("O3", new BigDecimal(average).setScale(3, BigDecimal.ROUND_HALF_UP).doubleValue());
+            map.put("time",times);
+            list.add(map);
         }
 
-        //���������������aqi������
-        ranks.removeIf(o -> o.get("aqi") == null);
-        sortByField(ranks, "aqi");
-        //���������������
-        Map<String, Object> dayMap = rankByField(ranks, cityCode, "aqi", cityCodes.size());
-        if (ObjectUtils.isEmpty(dayMap)) {
-            dayMap.put("rank", null);
-            dayMap.put("size", null);
-        }
-        dayMap.put("aqi", dayMap.remove("value"));
-        result.put("day", dayMap);
+        return list;
 
-        //������������������������������
-        ranks.removeIf(o -> o.get("compositeIndexMonth") == null);
-        sortByField(ranks, "compositeIndexMonth");
-        //���������������
-        Map<String, Object> monthMap = rankByField(ranks, cityCode, "compositeIndexMonth", cityCodes.size());
-        if (ObjectUtils.isEmpty(monthMap)) {
-            monthMap.put("rank", null);
-            monthMap.put("size", null);
-        }
-        monthMap.put("compositeIndex", monthMap.remove("value"));
-        result.put("month", monthMap);
-
-        //������������������������������
-        sortByField(ranks, "compositeIndexYear");
-        //���������������
-        sortByField(ranks, "compositeIndexYear");
-        Map<String, Object> yearMap = rankByField(ranks, cityCode, "compositeIndexYear", cityCodes.size());
-        if (ObjectUtils.isEmpty(yearMap)) {
-            yearMap.put("rank", null);
-            yearMap.put("size", null);
-        }
-        yearMap.put("compositeIndex", yearMap.remove("value"));
-        result.put("year", yearMap);
-
-        //���������������
-        result.put("time", DateUtils.dateToDateString(yesterday, DateUtils.yyyy_MM_dd_EN));
-        return result;
-    }
-
-    //������������������
-    private void sortByField(List<Map<String, Object>> list, String sortField) {
-        list.sort((o1, o2) -> {
-            double v1 = Double.parseDouble(o1.get(sortField).toString());
-            double v2 = Double.parseDouble(o2.get(sortField).toString());
-            if (v1 > v2) {
-                return -1;
-            } else if (v1 < v2) {
-                return 1;
-            }
-            return 0;
-        });
-    }
-
-    //������
-    private Map<String, Object> rankByField(List<Map<String, Object>> list, Integer cityCode, String rankField, Integer size) {
-        Map<String, Object> result = new HashMap<>();
-        for (int i = 0; i < list.size(); i++) {
-            Map<String, Object> map = list.get(i);
-            if (cityCode == (int) map.get("cityCode")) {
-                int rank = i + 1;
-                result.put("rank", rank);
-                result.put("size", size);
-                Object value = map.get(rankField);
-                result.put("value", value);
-                break;
-            }
-        }
-        return result;
     }
 
 }

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