fix:升级语句优化

cjl

2023-09-12 ea1373d4e1511b620bb87872e692643e2edb81f8

 screen-api/src/main/java/com/moral/api/service/impl/CityAqiDailyServiceImpl.java

@@ -1,20 +1,36 @@
package com.moral.api.service.impl;

import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONObject;
import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
import com.moral.api.config.properties.BulletinProperties;
import com.moral.api.config.properties.SpecialCitiesProperties;
import com.moral.api.entity.CityAqiDaily;
import com.moral.api.entity.CityAqiMonthly;
import com.moral.api.entity.CityAqiYearly;
import com.moral.api.entity.SysArea;
import com.moral.api.mapper.CityAqiDailyMapper;
import com.moral.api.pojo.dto.dataDisplay.PieChartOfPollutionLevelDTO;
import com.moral.api.pojo.form.aqi.QueryPieChartOfPollutionLevelForm;
import com.moral.api.mapper.CityAqiMonthlyMapper;
import com.moral.api.pojo.dto.cityAQI.CityPollutionLevel;
import com.moral.api.pojo.dto.cityAQI.ConcentrationAndPercent;
import com.moral.api.pojo.dto.cityAQI.MonthlyPollutionLevel;
import com.moral.api.pojo.dto.cityAQI.PollutionDaysAndProportion;
import com.moral.api.pojo.form.aqi.*;
import com.moral.api.pojo.vo.cityAQI.CityAreaRangeVO;
import com.moral.api.pojo.vo.cityAQI.PieChartOfPollutionLevelVO;
import com.moral.api.service.CityAqiDailyService;
import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
import com.moral.api.service.CityAqiMonthlyService;
import com.moral.api.service.CityAqiYearlyService;
import com.moral.api.service.SysAreaService;
import com.moral.constant.Constants;
import com.moral.util.AQIUtils;
import com.moral.util.DateUtils;
import com.moral.util.MathUtils;
import com.moral.util.*;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
import org.springframework.util.ObjectUtils;

import java.text.DecimalFormat;
import java.text.SimpleDateFormat;
import java.util.*;

/**
@@ -30,73 +46,772 @@

    @Autowired
    CityAqiDailyMapper cityAqiDailyMapper;
    @Autowired
    SysAreaService sysAreaService;
    @Autowired
    SpecialCitiesProperties specialCitiesProperties;
    @Autowired
    BulletinProperties bulletinProperties;
    @Autowired
    CityAqiMonthlyService cityAqiMonthlyService;
    @Autowired
    CityAqiYearlyService cityAqiYearlyService;

    @Override
    public PieChartOfPollutionLevelDTO queryPieChartOfPollutionLevels(QueryPieChartOfPollutionLevelForm form) {
    public List<CityAqiDaily> getCityAqiDailyByRegionCodeAndTime(Integer regionCode, Date startDate, Date endDate) {
        QueryWrapper<CityAqiDaily> queryWrapper = new QueryWrapper<>();
        queryWrapper.eq("city_code", regionCode);
        queryWrapper.between("time", startDate, endDate);
        return cityAqiDailyMapper.selectList(queryWrapper);
    }

    @Override
    public PieChartOfPollutionLevelVO queryPieChartOfPollutionLevels(ChartOfPollutionLevelForm form) {
        //取参
        Integer regionCode = form.getRegionCode();
        Date startDate = form.getStartDate();
        Date endDate = form.getEndDate();
        //查询数据
        QueryWrapper<CityAqiDaily> wrapper = new QueryWrapper<>();
        wrapper.eq("city_code",regionCode);
        wrapper.between("time",startDate,endDate);
        wrapper.eq("city_code", regionCode);
        wrapper.between("time", startDate, endDate);
        List<CityAqiDaily> cityAqiDailies = cityAqiDailyMapper.selectList(wrapper);
        //取开始结束时间,拼装返回time
        if(cityAqiDailies.size()==0)
        if (cityAqiDailies.size() == 0)
            return null;
        String startTime = DateUtils.dateToDateString(cityAqiDailies.get(0).getTime(),"yyyy-MM-dd");
        String endTime = DateUtils.dateToDateString(cityAqiDailies.get(cityAqiDailies.size()-1).getTime(),"yyyy-MM-dd");
        String time = startTime+" 至 "+endTime;
        String startTime = DateUtils.dateToDateString(cityAqiDailies.get(0).getTime(), "yyyy-MM-dd");
        String endTime = DateUtils.dateToDateString(cityAqiDailies.get(cityAqiDailies.size() - 1).getTime(), "yyyy-MM-dd");
        String time = startTime + " 至 " + endTime;
        //如果数据的时间有重复则去重
        Map<String,CityAqiDaily> tmpMap = new HashMap<>();
        Map<String, CityAqiDaily> tmpMap = new HashMap<>();
        for (CityAqiDaily cityAqiDaily : cityAqiDailies) {
            String tmpTime = DateUtils.dateToDateString(cityAqiDaily.getTime(),"yyyy-MM-dd");
            tmpMap.put(tmpTime,cityAqiDaily);
            String tmpTime = DateUtils.dateToDateString(cityAqiDaily.getTime(), "yyyy-MM-dd");
            tmpMap.put(tmpTime, cityAqiDaily);
        }
        cityAqiDailies = new ArrayList<CityAqiDaily>(tmpMap.values());
        //统计各污染等级的天数
        Map<String,Integer> pollutionDaysMap = new LinkedHashMap<>();
        pollutionDaysMap.put(Constants.EXCELLENT_WEATHER_CODE,0);
        pollutionDaysMap.put(Constants.GOOD_WEATHER_CODE,0);
        pollutionDaysMap.put(Constants.MILD_WEATHER_CODE,0);
        pollutionDaysMap.put(Constants.MIDDLE_WEATHER_CODE,0);
        pollutionDaysMap.put(Constants.SERIOUS_WEATHER_CODE,0);
        pollutionDaysMap.put(Constants.SERVER_WEATHER_CODE,0);
        Map<String, Integer> pollutionDaysMap = new LinkedHashMap<>();
        pollutionDaysMap.put(Constants.EXCELLENT_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.GOOD_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.MILD_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.MIDDLE_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.SERIOUS_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.SERVER_WEATHER_CODE, 0);
        for (CityAqiDaily cityAqiDaily : cityAqiDailies) {
            Map<String,Object> valueMap = JSON.parseObject(cityAqiDaily.getValue(),Map.class);
            if(valueMap.get("AQI")==null)
            Map<String, Object> valueMap = JSON.parseObject(cityAqiDaily.getValue(), Map.class);
            if (valueMap.get("AQI") == null)
                continue;
            Integer aqi = Integer.valueOf(valueMap.get("AQI").toString());
            //计算AQI污染等级
            String pollutionClass = AQIUtils.classCodeOfPollutionByAqi(aqi);
            Integer days = pollutionDaysMap.get(pollutionClass);
            pollutionDaysMap.put(pollutionClass,days+1);
            pollutionDaysMap.put(pollutionClass, days + 1);
        }
        //计算比例
        List<Map<String,Object>> valueMap = new ArrayList<>();
        List<Map<String, Object>> valueMap = new ArrayList<>();
        Set<Map.Entry<String, Integer>> entries = pollutionDaysMap.entrySet();
        Iterator<Map.Entry<String, Integer>> iterator = entries.iterator();
        Integer totalDays = 0;
        while(iterator.hasNext()){
        while (iterator.hasNext()) {
            Map.Entry<String, Integer> entry = iterator.next();
            Map<String,Object> pollutionMap = new HashMap<>();
            Map<String, Object> pollutionMap = new HashMap<>();
            String pollution = entry.getKey();
            Integer days = entry.getValue();
            Double proportionTmp = MathUtils.division(Double.valueOf(days),Double.valueOf(cityAqiDailies.size()),3);
            Double proportionD = MathUtils.mul(proportionTmp,100);
            String proportion = proportionD.toString()+"%";
            pollutionMap.put("proportion",proportion);
            pollutionMap.put("pollution",pollution);
            pollutionMap.put("days",days);
            Double proportionTmp = MathUtils.division(Double.valueOf(days), Double.valueOf(cityAqiDailies.size()), 3);
            Double proportionD = MathUtils.mul(proportionTmp, 100);
            String proportion = proportionD.toString() + "%";
            pollutionMap.put("proportion", proportion);
            pollutionMap.put("pollution", pollution);
            pollutionMap.put("days", days);
            valueMap.add(pollutionMap);
            totalDays+=days;
            totalDays += days;
        }
        //封装返回对象
        PieChartOfPollutionLevelDTO dto = new PieChartOfPollutionLevelDTO();
        dto.setTime(time);
        dto.setValues(valueMap);
        dto.setTotalDays(totalDays);
        return dto;
        PieChartOfPollutionLevelVO VO = new PieChartOfPollutionLevelVO();
        VO.setTime(time);
        VO.setValues(valueMap);
        VO.setTotalDays(totalDays);
        return VO;
    }

    @Override
    public List<MonthlyPollutionLevel> queryBarChartOfPollutionLevels(ChartOfPollutionLevelForm form) {
        //取参
        Integer regionCode = form.getRegionCode();
        Date startDate = form.getStartDate();
        Date endDate = form.getEndDate();
        //查询数据
        QueryWrapper<CityAqiDaily> wrapper = new QueryWrapper<>();
        wrapper.eq("city_code", regionCode);
        wrapper.between("time", startDate, endDate);
        wrapper.orderByAsc("time");
        List<CityAqiDaily> cityAqiDailies = cityAqiDailyMapper.selectList(wrapper);
        //如果数据的时间有重复则去重
        Map<String, CityAqiDaily> tmpMap = new LinkedHashMap<>();
        for (CityAqiDaily cityAqiDaily : cityAqiDailies) {
            String tmpTime = DateUtils.dateToDateString(cityAqiDaily.getTime(), "yyyy-MM-dd");
            tmpMap.put(tmpTime, cityAqiDaily);
        }
        cityAqiDailies = new ArrayList<CityAqiDaily>(tmpMap.values());
        //按照月份对数据进行分类
        Map<String, List<CityAqiDaily>> monthlyDataMap = new LinkedHashMap<>();
        cityAqiDailies.forEach(value -> {
            String month = DateUtils.dateToDateString(value.getTime(), "yyyy-MM");
            List<CityAqiDaily> dataList = monthlyDataMap.get(month);
            if (ObjectUtils.isEmpty(dataList))
                dataList = new ArrayList<>();
            dataList.add(value);
            monthlyDataMap.put(month, dataList);
        });
        //计算污染天数和比例
        List<MonthlyPollutionLevel> monthlyPollutionLevels = new ArrayList<>();
        Set<Map.Entry<String, List<CityAqiDaily>>> monthlyEntries = monthlyDataMap.entrySet();
        Iterator<Map.Entry<String, List<CityAqiDaily>>> monthlyIterator = monthlyEntries.iterator();
        while (monthlyIterator.hasNext()) {
            Map.Entry<String, List<CityAqiDaily>> monthlyEntry = monthlyIterator.next();
            List<CityAqiDaily> monthlyValues = monthlyEntry.getValue();
            //用于统计各个污染等级的天数
            Map<String, Integer> pollutionDaysMap = new LinkedHashMap<>();
            pollutionDaysMap.put(Constants.EXCELLENT_WEATHER_CODE, 0);
            pollutionDaysMap.put(Constants.GOOD_WEATHER_CODE, 0);
            pollutionDaysMap.put(Constants.MILD_WEATHER_CODE, 0);
            pollutionDaysMap.put(Constants.MIDDLE_WEATHER_CODE, 0);
            pollutionDaysMap.put(Constants.SERIOUS_WEATHER_CODE, 0);
            pollutionDaysMap.put(Constants.SERVER_WEATHER_CODE, 0);
            for (CityAqiDaily cityAqiDaily : monthlyValues) {
                Map<String, Object> valueMap = JSON.parseObject(cityAqiDaily.getValue(), Map.class);
                if (valueMap.get("AQI") == null)
                    continue;
                Integer aqi = Integer.valueOf(valueMap.get("AQI").toString());
                //计算AQI污染等级
                String pollutionClass = AQIUtils.classCodeOfPollutionByAqi(aqi);
                Integer days = pollutionDaysMap.get(pollutionClass);
                pollutionDaysMap.put(pollutionClass, days + 1);
            }

            //计算比例
            List<PollutionDaysAndProportion> pollutionDaysAndProportions = new ArrayList<>();
            Set<Map.Entry<String, Integer>> entries = pollutionDaysMap.entrySet();
            Iterator<Map.Entry<String, Integer>> iterator = entries.iterator();
            while (iterator.hasNext()) {
                Map.Entry<String, Integer> entry = iterator.next();
                String pollution = entry.getKey();
                Integer days = entry.getValue();
                Double proportionTmp = MathUtils.division(Double.valueOf(days), Double.valueOf(monthlyValues.size()), 3);
                Double proportionD = MathUtils.mul(proportionTmp, 100);
                String proportion = proportionD.toString() + "%";
                PollutionDaysAndProportion pollutionDaysAndProportion = new PollutionDaysAndProportion();
                pollutionDaysAndProportion.setDays(days);
                pollutionDaysAndProportion.setPollutionLevel(pollution);
                pollutionDaysAndProportion.setProportion(proportion);
                pollutionDaysAndProportions.add(pollutionDaysAndProportion);
            }
            //封装返回对象
            MonthlyPollutionLevel monthlyPollutionLevel = new MonthlyPollutionLevel();
            monthlyPollutionLevel.setPollutionDaysAndProportions(pollutionDaysAndProportions);
            monthlyPollutionLevel.setTime(monthlyEntry.getKey());
            monthlyPollutionLevels.add(monthlyPollutionLevel);
        }
        return monthlyPollutionLevels;
    }

    @Override
    public Map<String, Map<String, Object>> oneYearsData(Map map) {
        int city_code = Integer.parseInt(map.get("cityCode").toString());
        String year = map.get("year").toString();
        String startTime = year + "-01-01 00:00:00";
        String endTime = year + "-12-31 23:59:59";
        QueryWrapper<CityAqiDaily> cityAqiDailyQueryWrapper = new QueryWrapper<>();
        cityAqiDailyQueryWrapper.eq("city_code", city_code);
        cityAqiDailyQueryWrapper.between("time", startTime, endTime);
        List<CityAqiDaily> cityAqiDailies = cityAqiDailyMapper.selectList(cityAqiDailyQueryWrapper);
        Map<String, Map<String, Object>> resultMap = new HashMap<>();
        for (int i = 1; i < 13; i++) {
            Map<String, Object> monthMap = new HashMap<>();
            String month = null;
            if (i < 10) {
                month = "0" + i;
            } else {
                month = String.valueOf(i);
            }
            String monthDate = year + "-" + month;
            String monthFirstDay = year + "-" + month + "-01";
            int monthDay = DateUtils.getMonthDay(monthFirstDay);
            for (int j = 1; j < monthDay + 1; j++) {
                String day = null;
                if (j < 10) {
                    day = "0" + j;
                } else {
                    day = String.valueOf(j);
                }
                String dayDate = year + "-" + month + "-" + day;
                monthMap.put(dayDate, null);
            }
            resultMap.put(monthDate, monthMap);
        }
        SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
        for (CityAqiDaily cityAqiDaily : cityAqiDailies) {
            String time = sdf.format(cityAqiDaily.getTime());
            String monthDate = time.substring(0, 7);
            String dayDate = time.substring(0, 10);
            Double PM2_5 = null;
            Double PM10 = null;
            Double SO2 = null;
            Double NO2 = null;
            Double CO = null;
            Double O3 = null;
            String primaryPollutant = null;
            String AQI = null;
            String value = cityAqiDaily.getValue();
            JSONObject jsonObject = new 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("SO2"))) {
                SO2 = (Double.parseDouble(jsonObject.get("SO2").toString()));
            }
            if (!ObjectUtils.isEmpty(jsonObject.get("NO2"))) {
                NO2 = (Double.parseDouble(jsonObject.get("NO2").toString()));
            }
            if (!ObjectUtils.isEmpty(jsonObject.get("CO"))) {
                CO = (Double.parseDouble(jsonObject.get("CO").toString()));
            }
            if (!ObjectUtils.isEmpty(jsonObject.get("O3"))) {
                O3 = (Double.parseDouble(jsonObject.get("O3").toString()));
            }
            if (!ObjectUtils.isEmpty(jsonObject.get("primaryPollutant"))) {
                primaryPollutant = jsonObject.get("primaryPollutant").toString();
            }
            if (!ObjectUtils.isEmpty(jsonObject.get("AQI"))) {
                AQI = jsonObject.get("AQI").toString();
            }
            Map<String, Object> valueMap = new HashMap<>();
            valueMap.put("PM2_5", PM2_5);
            valueMap.put("PM10", PM10);
            valueMap.put("SO2", SO2);
            valueMap.put("NO2", NO2);
            valueMap.put("CO", CO);
            valueMap.put("O3", O3);
            valueMap.put("AQI", AQI);
            valueMap.put("primaryPollutant", primaryPollutant);
            Map<String, Object> monthMap = new HashMap<>();
            monthMap = resultMap.get(monthDate);
            monthMap.put(dayDate, valueMap);
            resultMap.put(monthDate, monthMap);
        }
        return resultMap;
    }


    @Override
    public List<CityPollutionLevel> queryAreaPollutionLevel(AreaPollutionLevelForm form) {
        //取参
        Integer regionCode = form.getRegionCode();
        Date startDate = form.getStartDate();
        Date endDate = form.getEndDate();
        //查询该市区下所有的县
        List<SysArea> allAreas = sysAreaService.getChildren(regionCode);
        //创建返回数据对象
        List<CityPollutionLevel> datas = new ArrayList<>();
        //遍历每个县级市 查询数据
        for (SysArea area : allAreas) {
            CityPollutionLevel cityPollutionLevel = calculateDaysByTimeAndSysArea(area, startDate, endDate);
            datas.add(cityPollutionLevel);
        }
        return datas;
    }

    @Override
    public List<CityPollutionLevel> querySpecialCitiesPollutionLevel(SpecialCitiesPollutionLevelForm form) {
        //取参
        Date startDate = form.getStartDate();
        Date endDate = form.getEndDate();
        List<SysArea> areas = specialCitiesProperties.getTwentyEightCities();
        //创建返回数据对象
        List<CityPollutionLevel> datas = new ArrayList<>();
        //遍历每个县级市 查询数据
        for (SysArea area : areas) {
            CityPollutionLevel cityPollutionLevel = calculateDaysByTimeAndSysArea(area, startDate, endDate);
            datas.add(cityPollutionLevel);
        }
        return datas;
    }

    @Override
    public List<CityAreaRangeVO> cityAreaRange(Integer regionCode, Date time) {
        //判断时间是否大于昨天，大于昨天返回null
        if (DateUtils.getYesterdayDate().getTime() < time.getTime())
            return null;
        //获取城市对应所有的县级市
        List<SysArea> allAreas = sysAreaService.getChildren(regionCode);
        //获取同比时间
        Date compareTime = DateUtils.addMonths(time, -12);
        //获取指定时间的月份开始结束时间
        Date startDate = DateUtils.getFirstDayOfMonth(time);
        Date endDate = DateUtils.getLastDayOfMonth(time);
        //获取同比时间的月份开始结束时间
        Date compareStartDate = DateUtils.getFirstDayOfMonth(compareTime);
        Date compareEndDate = DateUtils.getLastDayOfMonth(compareTime);
        //创建结果集
        List<CityAreaRangeVO> vos = new ArrayList<>();
        for (SysArea area : allAreas) {
            CityAreaRangeVO vo = new CityAreaRangeVO();
            Map<String, Object> data = new HashMap<>();
            Map<String, Object> compareData = new HashMap<>();
            //获取指定时间的数据
            QueryWrapper<CityAqiDaily> wrapper = new QueryWrapper<>();
            wrapper.eq("time", time);
            wrapper.eq("city_code", area.getAreaCode());
            List<CityAqiDaily> datas = cityAqiDailyMapper.selectList(wrapper);
            if (!ObjectUtils.isEmpty(datas))
                data = JSON.parseObject(datas.get(0).getValue(), Map.class);
            //获取同比时间的数据
            QueryWrapper<CityAqiDaily> compareWrapper = new QueryWrapper<>();
            compareWrapper.eq("time", compareTime);
            compareWrapper.eq("city_code", area.getAreaCode());
            List<CityAqiDaily> compareDatas = cityAqiDailyMapper.selectList(compareWrapper);
            if (!ObjectUtils.isEmpty(compareDatas))
                compareData = JSON.parseObject(compareDatas.get(0).getValue(), Map.class);
            if (ObjectUtils.isEmpty(compareDatas) && ObjectUtils.isEmpty(datas)) {
                vos.add(vo);
                continue;
            }
            //获取6参数以及综合指数相关数据
            ConcentrationAndPercent PM25 = getConcentrationAndPercent(data.get("PM2_5"), compareData.get("PM2_5"));
            ConcentrationAndPercent PM10 = getConcentrationAndPercent(data.get("PM10"), compareData.get("PM10"));
            ConcentrationAndPercent SO2 = getConcentrationAndPercent(data.get("SO2"), compareData.get("SO2"));
            ConcentrationAndPercent NO2 = getConcentrationAndPercent(data.get("NO2"), compareData.get("NO2"));
            ConcentrationAndPercent CO = getConcentrationAndPercent(data.get("CO"), compareData.get("CO"));
            ConcentrationAndPercent O3 = getConcentrationAndPercent(data.get("O3"), compareData.get("O3"));
            ConcentrationAndPercent compositeIndex = getConcentrationAndPercent(data.get("compositeIndex"), compareData.get("compositeIndex"));
            //获取优良天气和污染天气数据
            CityPollutionLevel days = calculateDaysByTimeAndSysArea(area, startDate, endDate);
            CityPollutionLevel compareDays = calculateDaysByTimeAndSysArea(area, compareStartDate, compareEndDate);
            Integer fineDays = null;
            Integer pollutionDays = null;
            Integer compareFineDays = null;
            Integer comparePollutionDays = null;
            if (days != null) {
                fineDays = days.getExcellentWeatherDays() + days.getGoodWeatherDays();
                pollutionDays = days.getMildWeatherDays() + days.getServerWeatherDays() + days.getSeriousWeatherDays() + days.getMiddleWeatherDays();
            }
            if (compareDays != null) {
                compareFineDays = compareDays.getExcellentWeatherDays() + compareDays.getGoodWeatherDays();
                comparePollutionDays = compareDays.getMildWeatherDays() + compareDays.getServerWeatherDays() + compareDays.getSeriousWeatherDays() + compareDays.getMiddleWeatherDays();
            }
            ConcentrationAndPercent fineDaysData = getFineDaysConcentrationAndPercent(fineDays, compareFineDays);
            ConcentrationAndPercent pollutionDaysData = getFineDaysConcentrationAndPercent(pollutionDays, comparePollutionDays);
            //封装对象
            vo.setCityName(area.getAreaName());
            vo.setCompositeIndex(compositeIndex);
            vo.setPM10(PM10);
            vo.setPM25(PM25);
            vo.setNO2(NO2);
            vo.setSO2(SO2);
            vo.setO3(O3);
            vo.setCO(CO);
            vo.setFineDays(fineDaysData);
            vo.setServerDays(pollutionDaysData);
            vos.add(vo);
        }
        //对数据进行排名
        vos.sort(Comparator.comparing(value -> Double.valueOf(value.getCompositeIndex().getConcentration())));
        for(int i =1;i<vos.size()+1;i++){
            vos.get(i-1).setRange(i);
        }
        return vos;
    }

    @Override
    public List<CityPollutionLevel> queryProvinceCitiesPollutionLevel(ProvinceCitiesPollutionLevelForm form) {
        //取参
        Date startDate = form.getStartDate();
        Date endDate = form.getEndDate();
        Integer regionCode = form.getRegionCode();
        //查询省下所有的市
        List<SysArea> allCities = sysAreaService.getChildren(regionCode);
        //创建返回数据对象
        List<CityPollutionLevel> datas = new ArrayList<>();
        //遍历每个县级市 查询数据
        for (SysArea city : allCities) {
            CityPollutionLevel cityPollutionLevel = calculateDaysByTimeAndSysArea(city, startDate, endDate);
            datas.add(cityPollutionLevel);
        }
        return datas;
    }

    @Override
    public CityPollutionLevel calculateDaysByTimeAndSysArea(SysArea area, Date startDate, Date endDate) {
        //查询数据
        QueryWrapper<CityAqiDaily> wrapper = new QueryWrapper<>();
        wrapper.eq("city_code", area.getAreaCode());
        wrapper.between("time", startDate, endDate);
        wrapper.orderByAsc("time");
        List<CityAqiDaily> cityAqiDailies = cityAqiDailyMapper.selectList(wrapper);
        if (ObjectUtils.isEmpty(cityAqiDailies))
            return null;
        //如果数据的时间有重复则去重
        Map<String, CityAqiDaily> tmpMap = new LinkedHashMap<>();
        for (CityAqiDaily cityAqiDaily : cityAqiDailies) {
            String tmpTime = DateUtils.dateToDateString(cityAqiDaily.getTime(), "yyyy-MM-dd");
            tmpMap.put(tmpTime, cityAqiDaily);
        }
        cityAqiDailies = new ArrayList<CityAqiDaily>(tmpMap.values());
        //用于统计各个污染等级的天数
        Map<String, Integer> pollutionDaysMap = new LinkedHashMap<>();
        pollutionDaysMap.put(Constants.EXCELLENT_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.GOOD_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.MILD_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.MIDDLE_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.SERIOUS_WEATHER_CODE, 0);
        pollutionDaysMap.put(Constants.SERVER_WEATHER_CODE, 0);
        for (CityAqiDaily cityAqiDaily : cityAqiDailies) {
            Map<String, Object> valueMap = JSON.parseObject(cityAqiDaily.getValue(), Map.class);
            if (valueMap.get("AQI") == null)
                continue;
            Integer aqi = Integer.valueOf(valueMap.get("AQI").toString());
            //计算AQI污染等级
            String pollutionClass = AQIUtils.classCodeOfPollutionByAqi(aqi);
            Integer days = pollutionDaysMap.get(pollutionClass);
            pollutionDaysMap.put(pollutionClass, days + 1);
        }
        //封装对象
        CityPollutionLevel cityPollutionLevel = new CityPollutionLevel();
        cityPollutionLevel.setRegionName(area.getAreaName());
        cityPollutionLevel.setExcellentWeatherDays(pollutionDaysMap.get(Constants.EXCELLENT_WEATHER_CODE));
        cityPollutionLevel.setGoodWeatherDays(pollutionDaysMap.get(Constants.GOOD_WEATHER_CODE));
        cityPollutionLevel.setMildWeatherDays(pollutionDaysMap.get(Constants.MILD_WEATHER_CODE));
        cityPollutionLevel.setMiddleWeatherDays(pollutionDaysMap.get(Constants.MIDDLE_WEATHER_CODE));
        cityPollutionLevel.setSeriousWeatherDays(pollutionDaysMap.get(Constants.SERIOUS_WEATHER_CODE));
        cityPollutionLevel.setServerWeatherDays(pollutionDaysMap.get(Constants.SERVER_WEATHER_CODE));
        return cityPollutionLevel;
    }

    @Override
    public List<String> airQualityBulletin(String regionCode, Date time) {
        List<String> result = new ArrayList<>();
        //查询日数据
        QueryWrapper<CityAqiDaily> dailyWrapper = new QueryWrapper<>();
        dailyWrapper.eq("city_code", regionCode);
        dailyWrapper.eq("time", time);
        CityAqiDaily cityAqiDaily = cityAqiDailyMapper.selectOne(dailyWrapper);
        if (cityAqiDaily == null)
            return null;
        Map<String, Object> dailyDataMap = JSON.parseObject(cityAqiDaily.getValue(), Map.class);
        //获取年月日
        int year = DateUtils.getYear(time);
        int month = DateUtils.getMonth(time);
        int day = DateUtils.getDay(time);
        //获取简报title
        String title = getBulletinTitle(month + "", day + "");
        if (title == null)
            return null;
        //获取简报第一段文字
        String paragraphOne = getParagraphOne(month + "", day + "", dailyDataMap);
        if (paragraphOne == null)
            return null;
        //获取第二段文字
        List<String> paragraphTwoAndFour = getParagraphTwoAndFour(year + "", month + "", day + "", regionCode, time);
        if (paragraphTwoAndFour == null)
            return null;
        String paragraphTwo = paragraphTwoAndFour.get(0);
        //获取简报第三段文字
        String paragraphThree = getParagraphThree(month + "", day + "", regionCode, time);
        if (paragraphThree == null)
            return null;
        //获取第四段文字
        String paragraphFour = paragraphTwoAndFour.get(1);
        result.add(title);
        result.add(paragraphOne);
        result.add(paragraphTwo);
        result.add(paragraphThree);
        result.add(paragraphFour);
        return result;
    }

    //获取简报title信息
    private String getBulletinTitle(String month, String day) {
        String title = bulletinProperties.getTitle();
        title = title.replace("{month}", month);
        title = title.replace("{day}", day);
        return title;
    }

    //获取简报第一段信息
    private String getParagraphOne(String month, String day, Map<String, Object> dailyData) {
        //计算污染等级
        String pollutionLevelDescribe = AQIUtils.classOfPollutionByAqi(Integer.parseInt(dailyData.get("AQI").toString()));
        String pollutionLevel = AQIUtils.classCodeOfPollutionByAqi(Integer.parseInt(dailyData.get("AQI").toString()));
        //计算未超标因子数目
        int standardCount = AQIUtils.standardCount(dailyData);
        String paragraphOne = bulletinProperties.getParagraphOne();
        paragraphOne = paragraphOne.replace("{month}", month);
        paragraphOne = paragraphOne.replace("{day}", day);
        paragraphOne = paragraphOne.replace("{pollutionLevel}", pollutionLevel);
        paragraphOne = paragraphOne.replace("{pollutionLevelDescribe}", pollutionLevelDescribe);
        paragraphOne = paragraphOne.replace("{standardCount}", standardCount + "");
        paragraphOne = paragraphOne.replace("{PM2.5}", dailyData.get("PM2_5").toString());
        paragraphOne = paragraphOne.replace("{SO2}", dailyData.get("SO2").toString());
        paragraphOne = paragraphOne.replace("{NO2}", dailyData.get("NO2").toString());
        paragraphOne = paragraphOne.replace("{CO}", dailyData.get("CO").toString());
        paragraphOne = paragraphOne.replace("{O3}", dailyData.get("O3").toString());
        paragraphOne = paragraphOne.replace("{PM10}", dailyData.get("PM10").toString());
        return paragraphOne;
    }

    //获取简报第二段和第四段信息
    private List<String> getParagraphTwoAndFour(String year, String month, String day, String regionCode, Date time) {
        List<String> result = new ArrayList<>();
        String paragraphTwo = bulletinProperties.getParagraphTwo();
        String paragraphFour = bulletinProperties.getParagraphFour();
        Date startTime = DateUtils.getFirstDayOfYear(time);
        Date endTime = time;
        Date compareStartTime = DateUtils.addMonths(startTime, -12);
        Date compareEndTime = DateUtils.addMonths(endTime, -12);
        SysArea area = new SysArea();
        area.setAreaCode(Integer.parseInt(regionCode));
        //查询年度优良天气
        CityPollutionLevel days = calculateDaysByTimeAndSysArea(area, startTime, endTime);
        //查询对比年度优良天气
        CityPollutionLevel compareDays = calculateDaysByTimeAndSysArea(area, compareStartTime, compareEndTime);
        if (days == null || compareDays == null)
            return null;
        //查询年度数据
        List<CityAqiYearly> yearDataList = cityAqiYearlyService.getCityAqiYearlyByRegionCodeAndTime(Integer.parseInt(regionCode), startTime, endTime);
        List<CityAqiYearly> compareYearDataList = cityAqiYearlyService.getCityAqiYearlyByRegionCodeAndTime(Integer.parseInt(regionCode), compareStartTime, compareEndTime);
        if (ObjectUtils.isEmpty(yearDataList) || ObjectUtils.isEmpty(compareYearDataList))
            return null;
        CityAqiYearly yearData = yearDataList.get(0);
        CityAqiYearly compareYearData = compareYearDataList.get(0);
        Map<String, Object> dataMap = JSON.parseObject(yearData.getValue(), Map.class);
        Map<String, Object> compareDataMap = JSON.parseObject(compareYearData.getValue(), Map.class);
        //封装第二段信息
        String yearPM_5 = dataMap.get("PM2_5").toString();
        String fineDays = days.getExcellentWeatherDays() + days.getGoodWeatherDays() + "";
        int allDays = DateUtils.getDays(startTime, endTime) + 1;
        paragraphTwo = paragraphTwo.replace("{year}", year);
        paragraphTwo = paragraphTwo.replace("{yearPM2.5}", yearPM_5);
        paragraphTwo = paragraphTwo.replace("{fineDays}", fineDays);
        paragraphTwo = paragraphTwo.replace("{days}", allDays + "");
        result.add(paragraphTwo);

        //封装第四段信息
        //获取综合指数数据
        Double compositeIndex = Double.valueOf(dataMap.get("compositeIndex").toString());
        Double compareCompositeIndex = Double.valueOf(compareDataMap.get("compositeIndex").toString());
        //获取综合指数上升下降变量
        String yoyYearCompositeIndexUpDown = getUpOrDown(compositeIndex, compareCompositeIndex);
        //获取综合指数同比差值比例变量
        String yoyYearCompositeIndex = calculateComparePerPositive(compositeIndex, compareCompositeIndex).toString();

        //获取年度PM2.5
        Double PM2_5 = Double.valueOf(dataMap.get("PM2_5").toString());
        Double comparePM2_5 = Double.valueOf(compareDataMap.get("PM2_5").toString());
        //获取PM2.5上升下降变量
        String yoyYearPM2_5UpDown = getUpOrDown(PM2_5, comparePM2_5);
        //获取PM2.5同比差值比例变量
        String yoyYearPM2_5 = calculateComparePerPositive(PM2_5, comparePM2_5).toString();

        //获取年度优良天数
        int yearFineDays = days.getExcellentWeatherDays() + days.getGoodWeatherDays();
        //获取同比年度优良天数
        int compareYearFineDays = compareDays.getExcellentWeatherDays() + days.getGoodWeatherDays();
        //获取优良天数差值
        int yoyYearFineDaysInt = yearFineDays - compareYearFineDays;
        String yoyYearFineDays = yoyYearFineDaysInt > 0 ? yoyYearFineDaysInt + "" : yoyYearFineDaysInt * (-1) + "";
        //获取优良天增加减少变量
        String yoyYearFineDaysUpDown = getIncreaseOrDecrease(yearFineDays, compareYearFineDays);
        //获取年度污染天数
        int yearPollutionDays = days.getMildWeatherDays() + days.getMiddleWeatherDays() + days.getSeriousWeatherDays() + days.getServerWeatherDays();
        //获取年度优良天气占比
        String yearFineDaysPer = String.valueOf(MathUtils.division(yearFineDays * 100, allDays, 2));

        //获取168城市综合指数排名和综合指数变化率排名
        List<Integer> oneSixEightRanges = rangeByCities(compositeIndex,
                calculateCompare(compositeIndex, compareCompositeIndex),
                startTime, endTime, compareStartTime, compareEndTime,
                specialCitiesProperties.getOneSixEightCities());

        //获取28城市综合指数排名和综合指数变化率排名
        List<Integer> twentyEightRanges = rangeByCities(compositeIndex,
                calculateCompare(compositeIndex, compareCompositeIndex),
                startTime, endTime, compareStartTime, compareEndTime,
                specialCitiesProperties.getTwentyEightCities());

        String compositeIndex28range = twentyEightRanges.get(0).toString();
        String compositeIndexPer28range = twentyEightRanges.get(1).toString();
        String compositeIndex168range = oneSixEightRanges.get(0).toString();
        String compositeIndexPer168range = oneSixEightRanges.get(1).toString();
        //封装返回信息
        paragraphFour = paragraphFour.replace("{month}", month);
        paragraphFour = paragraphFour.replace("{day}", day);
        paragraphFour = paragraphFour.replace("{yearCompositeIndex}", compositeIndex + "");
        paragraphFour = paragraphFour.replace("{yoyYearCompositeIndex}", yoyYearCompositeIndex);
        paragraphFour = paragraphFour.replace("{yoyYearCompositeIndexUpDown}", yoyYearCompositeIndexUpDown);
        paragraphFour = paragraphFour.replace("{yearPM2.5}", PM2_5 + "");
        paragraphFour = paragraphFour.replace("{yoyYearPM2.5UpDown}", yoyYearPM2_5UpDown);
        paragraphFour = paragraphFour.replace("{yoyYearPM2.5}", yoyYearPM2_5);
        paragraphFour = paragraphFour.replace("{yearFineDays}", yearFineDays + "");
        paragraphFour = paragraphFour.replace("{yearFineDaysPer}", yearFineDaysPer);
        paragraphFour = paragraphFour.replace("{yearPollutionDays}", yearPollutionDays + "");
        paragraphFour = paragraphFour.replace("{yoyYearFineDaysUpDown}", yoyYearFineDaysUpDown);
        paragraphFour = paragraphFour.replace("{yoyYearFineDays}", yoyYearFineDays);
        paragraphFour = paragraphFour.replace("{compositeIndex28range}", compositeIndex28range);
        paragraphFour = paragraphFour.replace("{compositeIndexPer28range}", compositeIndexPer28range);
        paragraphFour = paragraphFour.replace("{compositeIndex168range}", compositeIndex168range);
        paragraphFour = paragraphFour.replace("{compositeIndexPer168range}", compositeIndexPer168range);
        result.add(paragraphFour);
        return result;
    }

    //获取城市综合指数和综合指数变化率排名
    private List<Integer> rangeByCities(
            Double compositeIndex,
            Double compositeIndexPer,
            Date startTime,
            Date endTime,
            Date compareStartTime,
            Date compareEndTime, List<SysArea> areas) {
        List<Double> compositeIndexList = new ArrayList<>();
        List<Double> compositePerList = new ArrayList<>();
        for (SysArea sysArea : areas) {
            //获取数据
            List<CityAqiYearly> data = cityAqiYearlyService.getCityAqiYearlyByRegionCodeAndTime(sysArea.getAreaCode(), startTime, endTime);
            //获取对比数据
            List<CityAqiYearly> compareData = cityAqiYearlyService.getCityAqiYearlyByRegionCodeAndTime(sysArea.getAreaCode(), compareStartTime, compareEndTime);
            if (ObjectUtils.isEmpty(data) || ObjectUtils.isEmpty(compareData))
                continue;
            Map<String, Object> dataMap = JSON.parseObject(data.get(0).getValue(), Map.class);
            Map<String, Object> compareDataMap = JSON.parseObject(compareData.get(0).getValue(), Map.class);
            //获取综合指数
            compositeIndexList.add(Double.valueOf(dataMap.get("compositeIndex").toString()));
            //计算综合指数变化率
            Double per = calculateCompare(Double.valueOf(dataMap.get("compositeIndex").toString()), Double.valueOf(compareDataMap.get("compositeIndex").toString()));
            compositePerList.add(per);
        }
        Collections.sort(compositeIndexList);
        Collections.sort(compositePerList);
        Integer compositeIndexRange = compositeIndexList.indexOf(compositeIndex);
        Integer compositePerRange = compositePerList.indexOf(compositeIndexPer);
        return Arrays.asList((compositeIndexRange + 1), (compositePerRange + 1));
    }

    //获取简报第三段信息
    private String getParagraphThree(String month, String day, String regionCode, Date time) {
        String paragraphThree = bulletinProperties.getParagraphThree();
        //查询指定月度数据
        CityAqiMonthly monthlyData = cityAqiMonthlyService.getCityAqiMonthByRegionCodeAndTime(Integer.parseInt(regionCode), time);
        //查询同比月度指数
        Date compareTime = DateUtils.addMonths(time, -12);
        CityAqiMonthly compareMonthlyData = cityAqiMonthlyService.getCityAqiMonthByRegionCodeAndTime(Integer.parseInt(regionCode), compareTime);
        if (monthlyData == null || compareMonthlyData == null)
            return null;
        Map<String, Object> monthlyDataMap = JSON.parseObject(monthlyData.getValue(), Map.class);
        Map<String, Object> compareMonthlyDataMap = JSON.parseObject(compareMonthlyData.getValue(), Map.class);
        //查询优良天数
        Date endTime = time;
        Date startTime = DateUtils.getFirstDayOfMonth(time);
        Date compareStartTime = DateUtils.addMonths(startTime, -12);
        Date compareEndTime = DateUtils.addMonths(endTime, -12);
        SysArea area = new SysArea();
        area.setAreaCode(Integer.parseInt(regionCode));
        CityPollutionLevel days = calculateDaysByTimeAndSysArea(area, startTime, endTime);
        CityPollutionLevel compareDays = calculateDaysByTimeAndSysArea(area, compareStartTime, compareEndTime);
        if (days == null || compareDays == null)
            return null;
        //获取综合指数数据
        Double compositeIndex = Double.valueOf(monthlyDataMap.get("compositeIndex").toString());
        Double compareCompositeIndex = Double.valueOf(compareMonthlyDataMap.get("compositeIndex").toString());
        //获取综合指数上升下降变量
        String yoyMonthCompositeIndexUpDown = getUpOrDown(compositeIndex, compareCompositeIndex);
        //获取综合指数同比差值比例变量
        String yoyMonthCompositeIndex = calculateComparePerPositive(compositeIndex, compareCompositeIndex).toString();

        //获取月度PM2.5
        Double PM2_5 = Double.valueOf(monthlyDataMap.get("PM2_5").toString());
        Double comparePM2_5 = Double.valueOf(compareMonthlyDataMap.get("PM2_5").toString());
        //获取PM2.5上升下降变量
        String yoyMonthPM2_5UpDown = getUpOrDown(PM2_5, comparePM2_5);
        //获取PM2.5同比差值比例变量
        String yoyMonthPM2_5 = calculateComparePerPositive(PM2_5, comparePM2_5).toString();

        //获取月度优良天数
        int monthFineDays = days.getExcellentWeatherDays() + days.getGoodWeatherDays();
        //获取同比月度优良天数
        int compareMonthFineDays = compareDays.getExcellentWeatherDays() + days.getGoodWeatherDays();
        //获取优良天数差值
        int yoyMonthFineDaysInt = monthFineDays - compareMonthFineDays;
        String yoyMonthFineDays = yoyMonthFineDaysInt > 0 ? yoyMonthFineDaysInt + "" : yoyMonthFineDaysInt * (-1) + "";
        //获取优良天增加减少变量
        String yoyMonthFineDaysUpDown = getIncreaseOrDecrease(monthFineDays, compareMonthFineDays);

        paragraphThree = paragraphThree.replace("{month}", month);
        paragraphThree = paragraphThree.replace("{day}", day);
        paragraphThree = paragraphThree.replace("{monthCompositeIndex}", compositeIndex.toString());
        paragraphThree = paragraphThree.replace("{yoyMonthCompositeIndex}", yoyMonthCompositeIndex);
        paragraphThree = paragraphThree.replace("{yoyMonthCompositeIndexUpDown}", yoyMonthCompositeIndexUpDown);
        paragraphThree = paragraphThree.replace("{monthPM2.5}", PM2_5.toString());
        paragraphThree = paragraphThree.replace("{yoyMonthPM2.5UpDown}", yoyMonthPM2_5UpDown);
        paragraphThree = paragraphThree.replace("{yoyMonthPM2.5}", yoyMonthPM2_5);
        paragraphThree = paragraphThree.replace("{monthFineDays}", monthFineDays + "");
        paragraphThree = paragraphThree.replace("{yoyMonthFineDaysUpDown}", yoyMonthFineDaysUpDown);
        paragraphThree = paragraphThree.replace("{yoyMonthFineDays}", yoyMonthFineDays);
        return paragraphThree;
    }

    //根据currentData和compareData的大小获取"上升","下降".currentData>compareData则返回上升
    private String getUpOrDown(Double currentData, Double compareData) {
        if (MathUtils.sub(currentData, compareData) > 0)
            return "上升";
        return "下降";
    }

    //根据当前优良天数和对比优良天数的大小获取"增加","减少".currentData>compareData则返回增加
    private String getIncreaseOrDecrease(int currentDays, int compareDays) {
        if (currentDays - compareDays > 0)
            return "增加";
        return "减少";
    }


    //计算同比上升/下降比例 公式（当前数据-同比数据）/同比数据 只返回正数
    private Double calculateComparePerPositive(Double currentData, Double compareData) {
        double tmp1 = MathUtils.sub(currentData, compareData);
        double result = MathUtils.mul(MathUtils.division(tmp1, compareData, 4), 100d);
        return result > 0 ? result : MathUtils.mul(result, -1d);
    }

    //计算同比上升/下降比例 公式（当前数据-同比数据）/同比数据
    private Double calculateCompare(Double currentData, Double compareData) {
        double tmp1 = MathUtils.sub(currentData, compareData);
        return MathUtils.mul(MathUtils.division(tmp1, compareData, 4), 100d);
    }


    //获取六参以及综合指数的指数 同比浓度 以及同比
    private ConcentrationAndPercent getConcentrationAndPercent(Object data, Object compareData) {
        ConcentrationAndPercent cap = new ConcentrationAndPercent();
        cap.setConcentration(data != null ? data.toString() : "-");
        cap.setCompareConcentration(compareData != null ? compareData.toString() : "-");
        if (data != null && compareData != null)
            cap.setPercent(calculateCompare(Double.valueOf(data.toString()), Double.valueOf(compareData.toString())) + "%");
        else
            cap.setPercent("-");
        return cap;
    }

    //获取污染天气和优良天的天数和同比
    private ConcentrationAndPercent getFineDaysConcentrationAndPercent(Integer days, Integer compareDays) {
        ConcentrationAndPercent cap = new ConcentrationAndPercent();
        cap.setConcentration(days != null ? days + "天" : "-");
        cap.setPercent(compareDays != null ? (days - compareDays) + "天" : "-");
        return cap;
    }


}