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/CityAqiYearlyServiceImpl.java |  583 +++++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 files changed, 579 insertions(+), 4 deletions(-)

diff --git a/screen-api/src/main/java/com/moral/api/service/impl/CityAqiYearlyServiceImpl.java b/screen-api/src/main/java/com/moral/api/service/impl/CityAqiYearlyServiceImpl.java
index 10b54c3..1eca5b8 100644
--- a/screen-api/src/main/java/com/moral/api/service/impl/CityAqiYearlyServiceImpl.java
+++ b/screen-api/src/main/java/com/moral/api/service/impl/CityAqiYearlyServiceImpl.java
@@ -1,15 +1,34 @@
 package com.moral.api.service.impl;
 
+import com.alibaba.fastjson.JSON;
+import com.alibaba.fastjson.JSONArray;
 import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
+import com.moral.api.config.properties.SpecialCitiesProperties;
+import com.moral.api.entity.CityAqi;
+import com.moral.api.entity.CityAqiDaily;
 import com.moral.api.entity.CityAqiYearly;
+import com.moral.api.entity.SysArea;
 import com.moral.api.mapper.CityAqiYearlyMapper;
+import com.moral.api.pojo.dto.cityAQI.CityPollutionLevel;
+import com.moral.api.pojo.dto.cityAQI.ComplianceDaysDTO;
+import com.moral.api.pojo.dto.cityAQI.DataPercentRange;
+import com.moral.api.pojo.vo.cityAQI.ComplianceDaysVO;
+import com.moral.api.service.CityAqiDailyService;
 import com.moral.api.service.CityAqiYearlyService;
 import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
+import com.moral.api.service.SysAreaService;
+import com.moral.constant.Constants;
+import com.moral.util.AQIUtils;
+import com.moral.util.AmendUtils;
+import com.moral.util.DateUtils;
+import com.moral.util.MathUtils;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
+import org.springframework.util.ObjectUtils;
 
-import java.util.Date;
-import java.util.List;
+import java.text.DateFormat;
+import java.text.SimpleDateFormat;
+import java.util.*;
 
 /**
  * <p>
@@ -24,12 +43,568 @@
 
     @Autowired
     CityAqiYearlyMapper cityAqiYearlyMapper;
+    @Autowired
+    SpecialCitiesProperties specialCitiesProperties;
+    @Autowired
+    SysAreaService sysAreaService;
+    @Autowired
+    CityAqiDailyService cityAqiDailyService;
 
     @Override
     public List<CityAqiYearly> getCityAqiYearlyByRegionCodeAndTime(Integer regionCode, Date startDate, Date endDate) {
         QueryWrapper<CityAqiYearly> queryWrapper = new QueryWrapper<>();
-        queryWrapper.eq("city_code",regionCode);
-        queryWrapper.between("time",startDate,endDate);
+        queryWrapper.eq("city_code", regionCode);
+        queryWrapper.between("time", startDate, endDate);
         return cityAqiYearlyMapper.selectList(queryWrapper);
     }
+
+    @Override
+    public Map<String, DataPercentRange> analysisPollutionLevel(String year, Integer cityCode) {
+        //���������������������������������������������������������������������������������������������
+        boolean thisYear = isThisYear(year);
+        //������������������������
+        Date yearDate = DateUtils.getDate(year, "yyyy");
+        Date startDate = DateUtils.getFirstDayOfYear(yearDate);
+        Date endDate;
+        if (thisYear)
+            endDate = DateUtils.addDays(new Date(), -1);
+        else
+            endDate = DateUtils.getLastDayOfYear(yearDate);
+        //������������������2+26������
+        List<SysArea> twentyEightCities = null;
+        if (specialCitiesProperties.isTwentyEightCities(cityCode))
+            twentyEightCities = specialCitiesProperties.getTwentyEightCities();
+        //������������������������������������
+        List<SysArea> heBeiEightCities = null;
+        if (specialCitiesProperties.isHeBeiEightCities(cityCode))
+            heBeiEightCities = specialCitiesProperties.getHeBeiEightCities();
+        //���������������������������������
+        //������������������������������������
+        List<SysArea> cities = null;
+        if (!cityCode.toString().substring(2).equals("0000")) {
+            String provinceCode = cityCode.toString().substring(0, 2) + "0000";
+            cities = sysAreaService.getChildren(Integer.parseInt(provinceCode));
+        }
+        //������������
+        SysArea city = sysAreaService.getAreaByCode(cityCode);
+        //������������������
+        DataPercentRange fineDays = calculateFineDays(cities, twentyEightCities, heBeiEightCities, startDate, endDate, city);
+        //������6���������������������������
+        Map<String, DataPercentRange> sixParamMap = calculateSixParam(thisYear, startDate, endDate, city, cities, twentyEightCities, heBeiEightCities);
+        Map<String, DataPercentRange> result = new HashMap<>();
+        if (fineDays != null)
+            result.put("fineDays", fineDays);
+        if (sixParamMap != null)
+            result.putAll(sixParamMap);
+        if (result.size() == 0)
+            return null;
+        return result;
+    }
+
+    @Override
+    public List<ComplianceDaysDTO> analysisComplianceDays(String year, Integer cityCode) {
+        List<ComplianceDaysDTO> dtos = new ArrayList<>();
+        //������������������������������������
+        Date posYear = DateUtils.getDate(year, "yyyy");
+        Date posYearStartDate = DateUtils.getFirstDayOfYear(posYear);
+        Date posYearEndDate = DateUtils.getLastDayOfYear(posYear);
+        //������������������������������������
+        String comYearStr = (Integer.parseInt(year)-1)+"";
+        Date comYear = DateUtils.getDate(comYearStr,"yyyy");
+        Date comYearStartDate = DateUtils.getFirstDayOfYear(comYear);
+        Date comYearEndDate = DateUtils.getLastDayOfYear(comYear);
+        //������������������������������������
+        List<CityAqiDaily> posYearDatas = cityAqiDailyService.getCityAqiDailyByRegionCodeAndTime(cityCode, posYearStartDate, posYearEndDate);
+        List<CityAqiDaily> comYearDatas = cityAqiDailyService.getCityAqiDailyByRegionCodeAndTime(cityCode, comYearStartDate, comYearEndDate);
+        //������������������������������
+        int month = maxMonth(posYearDatas);
+        if(month==0)
+            return dtos;
+        //������������������������������
+        for (int i = 1; i <= month; i++) {
+            ComplianceDaysDTO dto = analysisComplianceDaysForMonth(posYearDatas, comYearDatas, i);
+            dtos.add(dto);
+        }
+        return dtos;
+    }
+
+    //������������������������������������������������
+    private ComplianceDaysDTO analysisComplianceDaysForMonth(List<CityAqiDaily> posYearDatas,
+                                                            List<CityAqiDaily> comYearDatas,
+                                                            int month){
+        ComplianceDaysDTO dto = new ComplianceDaysDTO();
+        //������������������������
+        List<CityAqiDaily> posMonthDatas = new ArrayList<>();
+        List<CityAqiDaily> comMonthDatas = new ArrayList<>();
+        for (CityAqiDaily posYearData : posYearDatas) {
+            Date time = posYearData.getTime();
+            if(DateUtils.getMonth(time)==month)
+                posMonthDatas.add(posYearData);
+        }
+        for (CityAqiDaily comYearData : comYearDatas) {
+            Date time = comYearData.getTime();
+            if(DateUtils.getMonth(time)==month)
+                comMonthDatas.add(comYearData);
+        }
+        //���������������������������������������
+        for (CityAqiDaily posMonthData : posMonthDatas) {
+            //������������
+            Map<String,String> dataMap = JSON.parseObject(posMonthData.getValue(),Map.class);
+            String aqi = String.valueOf(dataMap.get("AQI"));
+            String PM2_5 = String.valueOf(dataMap.get("PM2_5"));
+            String PM10 = String.valueOf(dataMap.get("PM10"));
+            String SO2 = String.valueOf(dataMap.get("SO2"));
+            String NO2 = String.valueOf(dataMap.get("NO2"));
+            String O3 = String.valueOf(dataMap.get("O3"));
+            String CO = String.valueOf(dataMap.get("CO"));
+            //������aqi������6������������������
+            if(aqi!=null){
+                if(AQIUtils.aqiIsStandard(Integer.parseInt(aqi)))
+                    dto.setAqiComplianceDays(dto.getAqiComplianceDays()+1);
+            }
+            if(PM2_5!=null){
+                if(!AQIUtils.PM2_5IsStandard(Double.parseDouble(PM2_5)))
+                    dto.setPM2_5Days(dto.getPM2_5Days()+1);
+            }
+            if(PM10!=null){
+                if(!AQIUtils.PM10IsStandard(Double.parseDouble(PM10)))
+                    dto.setPM10Days(dto.getPM10Days()+1);
+            }
+            if(SO2!=null){
+                if(!AQIUtils.SO2IsStandard(Double.parseDouble(SO2)))
+                    dto.setSO2Days(dto.getSO2Days()+1);
+            }
+            if(NO2!=null){
+                if(!AQIUtils.NO2IsStandard(Double.parseDouble(NO2)))
+                    dto.setNO2Days(dto.getNO2Days()+1);
+            }
+            if(O3!=null){
+                if(!AQIUtils.O3IsStandard(Double.parseDouble(O3)))
+                    dto.setO3Days(dto.getO3Days()+1);
+            }
+            if(CO!=null){
+                if(!AQIUtils.COIsStandard(Double.parseDouble(CO)))
+                    dto.setCODays(dto.getCODays()+1);
+            }
+            //���������������������
+            Object primaryPollutantO = dataMap.get("primaryPollutant");
+            if(primaryPollutantO!=null){
+                JSONArray primaryPollutantArray = (JSONArray) primaryPollutantO;
+                List<String> primaryPollutant = JSON.parseObject(primaryPollutantArray.toJSONString(),List.class);
+                for (String s : primaryPollutant) {
+                    if(s.equals("PM2.5"))
+                        dto.setPM2_5FirstDays(dto.getPM2_5FirstDays()+1);
+                    if(s.equals("PM10"))
+                        dto.setPM10FirstDays(dto.getPM10FirstDays()+1);
+                    if(s.equals("SO2"))
+                        dto.setSO2FirstDays(dto.getSO2FirstDays()+1);
+                    if(s.equals("NO2"))
+                        dto.setNO2FirstDays(dto.getNO2FirstDays()+1);
+                    if(s.equals("CO"))
+                        dto.setCOFirstDays(dto.getCOFirstDays()+1);
+                    if(s.equals("O3"))
+                        dto.setO3FirstDays(dto.getO3FirstDays()+1);
+                }
+            }
+        }
+        //������������������������
+        for (CityAqiDaily comMonthData : comMonthDatas) {
+            //������������
+            Map<String,String> dataMap = JSON.parseObject(comMonthData.getValue(),Map.class);
+            String aqi = String.valueOf(dataMap.get("AQI"));
+            //������aqi������������
+            if(aqi!=null){
+                if(AQIUtils.aqiIsStandard(Integer.parseInt(aqi)))
+                    dto.setComAqiComplianceDays(dto.getComAqiComplianceDays()+1);
+            }
+        }
+        //������������������������������������������
+        Double posAqiComplianceDays = Double.parseDouble(dto.getAqiComplianceDays()+"");
+        Double posDays = Double.parseDouble(posMonthDatas.size()+"");
+        Double comAqiComplianceDays = Double.parseDouble(dto.getComAqiComplianceDays()+"");
+        Double comDays = Double.parseDouble(comMonthDatas.size()+"");
+        if(posDays==0d)
+            dto.setAqiCompliancePer(0d);
+        else
+            dto.setAqiCompliancePer(MathUtils.division(posAqiComplianceDays*100,posDays,2));
+
+        if(comDays==0d)
+            dto.setComAqiCompliancePer(0d);
+        else
+            dto.setComAqiCompliancePer(MathUtils.division(comAqiComplianceDays*100,comDays,2));
+
+        dto.setMonth(month);
+        return dto;
+    }
+
+
+
+
+    //������������������������������������������28���������������������������������
+    private DataPercentRange calculateFineDays(List<SysArea> provinceCities,
+                                               List<SysArea> twentyEightCities,
+                                               List<SysArea> heBeiEightCities,
+                                               Date startDate,
+                                               Date endDate,
+                                               SysArea city) {
+        DataPercentRange dataPercentRange = new DataPercentRange();
+
+        //���������������������
+        CityPollutionLevel cityPollutionLevel = cityAqiDailyService.calculateDaysByTimeAndSysArea(city, startDate, endDate);
+        if (cityPollutionLevel == null)
+            return null;
+        Integer fineDays = cityPollutionLevel.getExcellentWeatherDays() + cityPollutionLevel.getGoodWeatherDays();
+        //������������������
+        Date compareStartDate = DateUtils.addMonths(startDate, -12);
+        Date compareEndDate = DateUtils.addMonths(endDate, -12);
+        CityPollutionLevel cityPollutionLevelCompare = cityAqiDailyService.calculateDaysByTimeAndSysArea(city, compareStartDate, compareEndDate);
+        String percent = null;
+        if (cityPollutionLevelCompare != null) {
+            Integer compareFineDays = cityPollutionLevelCompare.getExcellentWeatherDays() + cityPollutionLevelCompare.getGoodWeatherDays();
+            Integer percentInt = fineDays - compareFineDays;
+            if (percentInt > 0) {
+                percent = "+" + percentInt + " ���";
+            } else {
+                percent = percentInt + " ���";
+            }
+
+        }
+        //������������������
+        Integer provinceRange = null;
+        if (provinceCities != null)
+            provinceRange = calculateFineDaysRange(provinceCities, city, startDate, endDate);
+        //������2+26������������
+        Integer twentyEightRange = null;
+        if (twentyEightCities != null)
+            twentyEightRange = calculateFineDaysRange(twentyEightCities, city, startDate, endDate);
+        //������������������������������
+        Integer provinceChannelRange = null;
+        if (heBeiEightCities != null)
+            provinceChannelRange = calculateFineDaysRange(heBeiEightCities, city, startDate, endDate);
+        dataPercentRange.setConcentration(fineDays + " ���");
+        dataPercentRange.setProvinceChannelRange(provinceChannelRange);
+        dataPercentRange.setTwentyEightCitiesRange(twentyEightRange);
+        dataPercentRange.setProvinceRange(provinceRange);
+        dataPercentRange.setPercent(percent);
+        return dataPercentRange;
+    }
+
+
+    //���������������������������������������������������������������������
+    private Map<String, DataPercentRange> calculateSixParam(boolean thisYear,
+                                                            Date startDate,
+                                                            Date endDate,
+                                                            SysArea city,
+                                                            List<SysArea> provinceCities,
+                                                            List<SysArea> twentyEightCities,
+                                                            List<SysArea> heBeiEightCities) {
+        Integer cityCode = city.getAreaCode();
+        Map<String, DataPercentRange> result = new HashMap<>();
+        //���������������������������������������������������������������������������������������������������������������������������������
+        Map<String, Double> concentration = getConcentration(thisYear, startDate, endDate, cityCode);
+        if (concentration == null)
+            return null;
+        //������������������
+        Date compareStartDate = DateUtils.addMonths(startDate, -12);
+        Date compareEndDate = DateUtils.addMonths(endDate, -12);
+        Map<String, Double> compareCentration = getConcentration(thisYear, compareStartDate, compareEndDate, cityCode);
+        //������6���������������������������
+        Map<String, String> compareResult = null;
+        if (compareCentration != null)
+            compareResult = calculateSixParamYOY(concentration, compareCentration);
+        //������������������
+        Map<String, Integer> provinceRangeResult = null;
+        if (provinceCities != null)
+            provinceRangeResult = sixParamRange(provinceCities, city, startDate, endDate, thisYear);
+        //������2+26������
+        Map<String, Integer> twentyEightRangeResult = null;
+        if (twentyEightCities != null)
+            twentyEightRangeResult = sixParamRange(twentyEightCities, city, startDate, endDate, thisYear);
+        //������������������������
+        Map<String, Integer> provinceChannelRangeResult = null;
+        if (heBeiEightCities != null)
+            provinceChannelRangeResult = sixParamRange(heBeiEightCities, city, startDate, endDate, thisYear);
+        //������������������
+        DataPercentRange pm2_5 = new DataPercentRange();
+        pm2_5.setConcentration(concentration.get("PM2_5").intValue() + " ��g/m��");
+        DataPercentRange PM2_5 = packageSixParam(concentration, compareResult, provinceRangeResult, twentyEightRangeResult, provinceChannelRangeResult, "PM2_5", 0, "��g/m��");
+        DataPercentRange PM10 = packageSixParam(concentration, compareResult, provinceRangeResult, twentyEightRangeResult, provinceChannelRangeResult, "PM10", 0, "��g/m��");
+        DataPercentRange SO2 = packageSixParam(concentration, compareResult, provinceRangeResult, twentyEightRangeResult, provinceChannelRangeResult, "SO2", 0, "��g/m��");
+        DataPercentRange NO2 = packageSixParam(concentration, compareResult, provinceRangeResult, twentyEightRangeResult, provinceChannelRangeResult, "NO2", 0, "��g/m��");
+        DataPercentRange O3 = packageSixParam(concentration, compareResult, provinceRangeResult, twentyEightRangeResult, provinceChannelRangeResult, "O3", 0, "��g/m��");
+        DataPercentRange CO = packageSixParam(concentration, compareResult, provinceRangeResult, twentyEightRangeResult, provinceChannelRangeResult, "CO", 1, "mg/m��");
+        DataPercentRange compositeIndex = packageSixParam(concentration, compareResult, provinceRangeResult, twentyEightRangeResult, provinceChannelRangeResult, "compositeIndex", 3, "");
+        result.put("PM2_5", PM2_5);
+        result.put("PM10", PM10);
+        result.put("SO2", SO2);
+        result.put("NO2", NO2);
+        result.put("O3", O3);
+        result.put("CO", CO);
+        result.put("compositeIndex", compositeIndex);
+        return result;
+    }
+
+    //������������������������������������������
+    private DataPercentRange packageSixParam(Map<String, Double> concentration,//������������/������
+                                             Map<String, String> compareResult,//������������
+                                             Map<String, Integer> provinceRange,//������������
+                                             Map<String, Integer> twentyEightRange,//2+26������
+                                             Map<String, Integer> heBeiEightCitiesRange,//������������������
+                                             String sensor,//������
+                                             int decimal,//���������������
+                                             String unit)//������
+    {
+        DataPercentRange data = new DataPercentRange();
+        if (decimal == 0)
+            data.setConcentration(concentration.get(sensor).intValue() + " " + unit);
+        else
+            data.setConcentration(AmendUtils.sciCal(concentration.get(sensor), decimal) + " " + unit);
+        if (compareResult != null)
+            data.setPercent(compareResult.get(sensor));
+        if (provinceRange != null)
+            data.setProvinceRange(provinceRange.get(sensor));
+        if (twentyEightRange != null)
+            data.setTwentyEightCitiesRange(twentyEightRange.get(sensor));
+        if (heBeiEightCitiesRange != null)
+            data.setProvinceChannelRange(heBeiEightCitiesRange.get(sensor));
+        return data;
+    }
+
+    //���������������������������������
+    private Map<String, Integer> sixParamRange(List<SysArea> cities, SysArea posCity, Date startDate, Date endDate, boolean thisYear) {
+        Map<String, Double> pm2_5Map = new HashMap<>();
+        Map<String, Double> pm10Map = new HashMap<>();
+        Map<String, Double> so2Map = new HashMap<>();
+        Map<String, Double> no2Map = new HashMap<>();
+        Map<String, Double> o3Map = new HashMap<>();
+        Map<String, Double> coMap = new HashMap<>();
+        Map<String, Double> compositeIndexMap = new HashMap<>();
+
+        for (SysArea city : cities) {
+            Map<String, Double> concentration = getConcentration(thisYear, startDate, endDate, city.getAreaCode());
+            if (concentration == null)
+                continue;
+            Object pm2_5o = concentration.get("PM2_5");
+            pm2_5Map.put(city.getAreaCode().toString(), Double.valueOf(pm2_5o.toString()));
+
+            Object pm10o = concentration.get("PM10");
+            pm10Map.put(city.getAreaCode().toString(), Double.valueOf(pm10o.toString()));
+
+            Object so2o = concentration.get("SO2");
+            so2Map.put(city.getAreaCode().toString(), Double.valueOf(so2o.toString()));
+
+            Object no2o = concentration.get("NO2");
+            no2Map.put(city.getAreaCode().toString(), Double.valueOf(no2o.toString()));
+
+            Object o3o = concentration.get("O3");
+            o3Map.put(city.getAreaCode().toString(), Double.valueOf(o3o.toString()));
+
+            Object coo = concentration.get("CO");
+            coMap.put(city.getAreaCode().toString(), Double.valueOf(coo.toString()));
+
+            Object concentrationo = concentration.get("compositeIndex");
+            compositeIndexMap.put(city.getAreaCode().toString(), Double.valueOf(concentrationo.toString()));
+        }
+        Map<String, Integer> result = new HashMap<>();
+        result.put("PM2_5", rangeMap(pm2_5Map, posCity.getAreaCode().toString()));
+        result.put("SO2", rangeMap(so2Map, posCity.getAreaCode().toString()));
+        result.put("NO2", rangeMap(no2Map, posCity.getAreaCode().toString()));
+        result.put("CO", rangeMap(coMap, posCity.getAreaCode().toString()));
+        result.put("O3", rangeMap(o3Map, posCity.getAreaCode().toString()));
+        result.put("PM10", rangeMap(pm10Map, posCity.getAreaCode().toString()));
+        result.put("compositeIndex", rangeMap(compositeIndexMap, posCity.getAreaCode().toString()));
+        return result;
+    }
+
+    //������map���value���������������������������������
+    private Integer rangeMap(Map<String, Double> map, String cityCode) {
+        Set<Map.Entry<String, Double>> entries = map.entrySet();
+        List<Map.Entry<String, Double>> list = new ArrayList<>(entries);
+        list.sort(Comparator.comparing(value -> value.getValue()));
+        for (Map.Entry<String, Double> entry : list) {
+            if (cityCode.equals(entry.getKey()))
+                return list.indexOf(entry) + 1;
+        }
+        return null;
+    }
+
+
+    //���������������������������������������������
+    private Map<String, String> calculateSixParamYOY(Map<String, Double> dataMap, Map<String, Double> compareDataMap) {
+        Map<String, String> result = new HashMap<>();
+
+        Double pm2_5 = calculateSensorYOY(dataMap, compareDataMap, "PM2_5");
+        if (pm2_5 != null)
+            result.put("PM2_5", pm2_5.intValue() > 0 ? "+" + pm2_5.intValue() + " ��g/m��" : pm2_5.intValue() + " ��g/m��");
+
+        Double pm10 = calculateSensorYOY(dataMap, compareDataMap, "PM10");
+        if (pm10 != null)
+            result.put("PM10", pm10.intValue() > 0 ? "+" + pm10.intValue() + " ��g/m��" : pm10.intValue() + " ��g/m��");
+
+        Double so2 = calculateSensorYOY(dataMap, compareDataMap, "SO2");
+        if (so2 != null)
+            result.put("SO2", so2.intValue() > 0 ? "+" + so2.intValue() + " ��g/m��" : so2.intValue() + " ��g/m��");
+
+
+        Double no2 = calculateSensorYOY(dataMap, compareDataMap, "NO2");
+        if (no2 != null)
+            result.put("NO2", no2.intValue() > 0 ? "+" + no2.intValue() + " ��g/m��" : no2.intValue() + " ��g/m��");
+
+
+        Double o3 = calculateSensorYOY(dataMap, compareDataMap, "O3");
+        if (o3 != null)
+            result.put("O3", o3.intValue() > 0 ? "+" + o3.intValue() + " ��g/m��" : o3.intValue() + " ��g/m��");
+
+
+        Double co = calculateSensorYOY(dataMap, compareDataMap, "CO");
+        if (co != null) {
+            co = AmendUtils.sciCal(co, 1);
+            result.put("CO", co.intValue() > 0 ? "+" + co.intValue() + " mg/m��" : co.intValue() + " mg/m��");
+        }
+
+        //������������������������������
+        Object compositeIndexO = dataMap.get("compositeIndex");
+        Object compareCompositeIndexO = compareDataMap.get("compositeIndex");
+        Double compositeIndex = Double.valueOf(compositeIndexO.toString());
+        Double compareCompositeIndex = Double.valueOf(compareCompositeIndexO.toString());
+        if (compositeIndex != null && compareCompositeIndex != null) {
+            Double compareResult = MathUtils.division(compositeIndex - compareCompositeIndex, compareCompositeIndex, 3);
+            compareResult = MathUtils.mul(compareResult, 100);
+            result.put("compositeIndex", compareResult > 0 ? "+" + compareResult + " %" : compareResult + " %");
+        }
+        if (result.size() != 7)
+            return null;
+
+        return result;
+    }
+
+    //���������������������������
+    private Double calculateSensorYOY(Map<String, Double> dataMap, Map<String, Double> compareDataMap, String sensor) {
+        Object dataO = dataMap.get(sensor);
+        Double data = Double.valueOf(dataO.toString());
+
+        Object cdataO = compareDataMap.get(sensor);
+        Double compareData = Double.valueOf(cdataO.toString());
+        if (data != null && compareData != null)
+            return data - compareData;
+        return null;
+    }
+
+    //���������������������������6���������������������������
+    private Map<String, Double> getConcentration(boolean thisYear, Date startDate, Date endDate, Integer cityCode) {
+        if (thisYear) {
+            List<CityAqiDaily> cityAqiDailies = cityAqiDailyService.getCityAqiDailyByRegionCodeAndTime(cityCode, startDate, endDate);
+            if (ObjectUtils.isEmpty(cityAqiDailies))
+                return null;
+            return calculate6ParamAvg(cityAqiDailies);
+        } else {
+            List<CityAqiYearly> cityAqiYearlies = getCityAqiYearlyByRegionCodeAndTime(cityCode, startDate, endDate);
+            if (ObjectUtils.isEmpty(cityAqiYearlies))
+                return null;
+            CityAqiYearly cityAqiYearly = cityAqiYearlies.get(0);
+            return JSON.parseObject(cityAqiYearly.getValue(), Map.class);
+        }
+    }
+
+    //������6������������������������������
+    private Map<String, Double> calculate6ParamAvg(List<CityAqiDaily> cityAqiList) {
+        Double co = calculatePercent(cityAqiList, "CO", 95);
+        Double pm2_5 = calculateSensorAvg(cityAqiList, "PM2_5");
+        Double pm10 = calculateSensorAvg(cityAqiList, "PM10");
+        Double so2 = calculateSensorAvg(cityAqiList, "SO2");
+        Double no2 = calculateSensorAvg(cityAqiList, "NO2");
+        Double o3 = calculatePercent(cityAqiList, "O3", 90);
+        Double compositeIndex = calculateSensorAvg(cityAqiList, "compositeIndex");
+        Map<String, Double> result = new HashMap<>();
+        result.put("CO", co);
+        result.put("NO2", no2);
+        result.put("SO2", so2);
+        result.put("O3", o3);
+        result.put("PM2_5", pm2_5);
+        result.put("PM10", pm10);
+        result.put("compositeIndex", compositeIndex);
+        return result;
+    }
+
+    //������������������������
+    private Double calculateSensorAvg(List<CityAqiDaily> cityAqiList, String sensor) {
+        Double sum = 0d;
+        int num = 0;
+        for (CityAqiDaily cityAqi : cityAqiList) {
+            String value = cityAqi.getValue();
+            if (value == null)
+                continue;
+            Map<String, Object> valueMap = JSON.parseObject(value, Map.class);
+            Object sensorValueObject = valueMap.get(sensor);
+            if (sensorValueObject == null)
+                continue;
+            Double sensorValue = Double.valueOf(sensorValueObject.toString());
+            sum = MathUtils.add(sum, sensorValue);
+            num++;
+        }
+        if (num == 0)
+            return null;
+        Double avg = MathUtils.division(sum, num, 2);
+        return avg;
+    }
+
+    //���������������
+    private Double calculatePercent(List<CityAqiDaily> cityAqiList, String sensor, int percent) {
+        List<Double> datas = new ArrayList<>();
+        for (CityAqiDaily cityAqi : cityAqiList) {
+            String value = cityAqi.getValue();
+            if (value == null)
+                continue;
+            Map<String, Object> valueMap = JSON.parseObject(value, Map.class);
+            Object sensorValueObject = valueMap.get(sensor);
+            if (sensorValueObject == null)
+                continue;
+            Double sensorValue = Double.valueOf(sensorValueObject.toString());
+            datas.add(sensorValue);
+        }
+        if (datas.size() == 0)
+            return null;
+        datas.sort(Comparator.comparing(value -> value));
+        Double avg = AmendUtils.percentile(datas, percent);
+        return avg;
+    }
+
+    //������������������������
+    private Integer calculateFineDaysRange(List<SysArea> cities, SysArea posCity, Date startDate, Date endDate) {
+        List<CityPollutionLevel> result = new ArrayList<>();
+        for (SysArea city : cities) {
+            CityPollutionLevel cityPollutionLevel = cityAqiDailyService.calculateDaysByTimeAndSysArea(city, startDate, endDate);
+            result.add(cityPollutionLevel);
+        }
+        //������
+        result.sort(Comparator.comparing(value -> value.getGoodWeatherDays() + value.getExcellentWeatherDays()));
+        //������������
+        Collections.reverse(result);
+        for (CityPollutionLevel value : result) {
+            if (value.getRegionName().equals(posCity.getAreaName()))
+                return result.indexOf(value);
+        }
+        return null;
+    }
+
+    //���������������������
+    private boolean isThisYear(String year) {
+        return DateUtils.dateToDateString(new Date(), "yyyy").equals(year);
+    }
+
+    //������������������������������
+    private int maxMonth( List<CityAqiDaily> datas){
+        int i = 0;
+        for (CityAqiDaily data : datas) {
+            Date time = data.getTime();
+            int month = DateUtils.getMonth(time);
+            if(month>i)
+                i = month;
+        }
+        return i;
+    }
+
+
+
+
 }

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