cjl
2024-04-23 65b70cf13a2ec91013d876771be878c165cae3a4
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package com.moral.api.service.impl;
 
import com.alibaba.fastjson.JSON;
import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
import com.moral.api.entity.*;
import com.moral.api.mapper.DeviceMapper;
import com.moral.api.mapper.HistoryMonthlyMapper;
import com.moral.api.mapper.OrganizationMapper;
import com.moral.api.pojo.dto.dataDisplay.HeatMapDTO;
import com.moral.api.pojo.dto.dataDisplay.MonitorPointDataDisplayDTO;
import com.moral.api.pojo.dto.dataDisplay.SensorComparisonDisplayDTO;
import com.moral.api.pojo.form.dataDisplay.MonitorPointDataDisplayForm;
import com.moral.api.pojo.form.dataDisplay.SensorComparisonDisplayForm;
import com.moral.api.pojo.vo.historyMonthly.HistoryResultVo;
import com.moral.api.service.*;
import com.moral.api.utils.GetCenterPointFromListOfCoordinates;
import com.moral.api.utils.StringUtils;
import com.moral.constant.Constants;
import com.moral.constant.SeparateTableType;
import com.moral.pojo.AQI;
import com.moral.util.*;
import lombok.extern.slf4j.Slf4j;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
import org.springframework.util.ObjectUtils;
 
import java.util.*;
import java.util.stream.Collectors;
 
 
/**
 * @ClassName DataDisplayServiceImpl
 * @Description TODO
 * @Author 陈凯裕
 * @Date 2021/9/26 9:55
 * @Version TODO
 **/
@Service
@Slf4j
public class DataDisplayServiceImpl implements DataDisplayService {
 
    @Autowired
    DeviceService deviceService;
    @Autowired
    HistoryDailyService historyDailyService;
    @Autowired
    HistoryHourlyService historyHourlyService;
    @Autowired
    HistoryMonthlyMapper historyMonthlyMapper;
    @Autowired
    HistoryWeeklyService historyWeeklyService;
    @Autowired
    HistoryMonthlyService historyMonthlyService;
    @Autowired
    OrganizationMapper organizationMapper;
 
    @Autowired
    DeviceMapper deviceMapper;
 
    @Override
    public List<MonitorPointDataDisplayDTO> getMonitorPointDisplayData(MonitorPointDataDisplayForm form) {
        //取参
//        Integer monitorPointId = form.getMacs();
        List<String> macs = form.getMacs();
        String reportType = form.getReportType();
        Date startTime = form.getStartTime();
        Date endTime = form.getEndTime();
        //根据站点id获取站点下所有的设备
//        List<Device> devices = deviceService.getDevicesByMonitorPointId(monitorPointId);
        QueryWrapper<Device> deviceQueryWrapper = new QueryWrapper<>();
        deviceQueryWrapper.eq("is_delete",Constants.NOT_DELETE);
        deviceQueryWrapper.in("mac", macs);
        List<Device> devices = deviceMapper.selectList(deviceQueryWrapper);
        Map<String, Device> deviceMap = new HashMap<>();
//        List<String> ListMacs = new ArrayList<>();
        devices.forEach(value -> {
//            ListMacs.add(value.getMac());
            deviceMap.put(value.getMac(), value);
        });
        List<MonitorPointDataDisplayDTO> dtos = new ArrayList<>();
        if (reportType == null) {//处理自定义请求
            Map<String, List<HistoryDaily>> macDataMap = new HashMap<>();//key为mac
            //获取数据
            macs.forEach(value -> {
                //查询数据
                List<HistoryDaily> datas = historyDailyService.getHistoryDailyByMacAndTimeSlot(value, startTime, endTime);
                //如果查询到的数据不为空
                if (datas.size() != 0)
                    macDataMap.put(value, datas);
            });
            //如果都没有数据则不进行计算
            if (macDataMap.size() != 0)
                dtos = calculateCustomData(macDataMap, deviceMap, startTime, endTime);
        }
        //处理小时报表请求,默认取上一个小时的值
        else if (reportType.equals(Constants.HOURLY_REPORT)) {
            Map<String, List<HistoryHourly>> macDataMap = new HashMap<>();
            //获取数据
            macs.forEach(value -> {
                List<HistoryHourly> datas = historyHourlyService.getValueByMacAndTime(value, startTime, endTime);
                if (datas.size() != 0)
                    macDataMap.put(value,datas);
            });
            if (macDataMap.size() != 0)
                dtos = calculateReportData(macDataMap, deviceMap, reportType, startTime);
        }
        //处理日报请求,默认获取昨天的值
        else if (reportType.equals(Constants.DAILY_REPORT)) {
            Map<String, List<HistoryDaily>> macDataMap = new HashMap<>();
            //获取数据
            macs.forEach(value -> {
                List<HistoryDaily> datas = historyDailyService.getHistoryDailyByMacAndTimeSlot(value, startTime, endTime);
                if (datas.size() != 0)
                    macDataMap.put(value,datas);
            });
 
            if (macDataMap.size() != 0)
                dtos = calculateReportData(macDataMap, deviceMap, reportType, startTime);
        }
        //处理周报请求,默认获取上周的值
        else if (reportType.equals(Constants.WEEKLY_REPORT)) {
            //获取数据
            Map<String, HistoryWeekly> macDataMap = historyWeeklyService.getHistoryWeeklyByMacsAndDate(macs, startTime);
            if (macDataMap.size() != 0)
                dtos = calculateReportData(macDataMap, deviceMap, reportType, startTime, endTime);
        }
        //处理月报请求
        else if (reportType.equals(Constants.MONTHLY_REPORT)) {
            //月报需要获取一个月每天的数据用来算综合指数,其他数据从月表中取出
            Map<String, List<HistoryDaily>> macDataDailyMap = new HashMap<>();
            Map<String, List<HistoryMonthly>> macDataMonthlyMap = new HashMap<>();
            macs.forEach(mac -> {
                QueryWrapper<HistoryMonthly> wrapper = new QueryWrapper<>();
                wrapper.eq("mac",mac);
                wrapper.between("time",startTime,endTime);
                List<HistoryMonthly> monthlyList = historyMonthlyMapper.selectList(wrapper);
                if (!ObjectUtils.isEmpty(monthlyList))
                    macDataMonthlyMap.put(mac, monthlyList);
            });
            macs.forEach(mac -> {
                List<HistoryDaily> dailyDatas = historyDailyService.getHistoryDailyByMacAndTimeSlot(mac, startTime, endTime);
                if (!ObjectUtils.isEmpty(dailyDatas))
                    macDataDailyMap.put(mac, dailyDatas);
            });
            if (macDataMonthlyMap.size() != 0)
                dtos = calculateReportData(macDataMonthlyMap, deviceMap, reportType, startTime);
            //注入综合指数
            injectComprehensiveIndex(dtos, macDataDailyMap);
        }
        return dtos;
    }
 
    @Override
    public List<SensorComparisonDisplayDTO> getSensorComparisonDisplayData(SensorComparisonDisplayForm form) {
        //取参
        List<String> sensors = form.getSensors();
        Date startDate = form.getStartDate();
        Date endDate = form.getEndDate();
        String mac = form.getMac();
        String reportType = form.getReportType();
        Map<String, String> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json
        //处理日报数据
        if (reportType.equals(Constants.DAILY_REPORT)) {
            List<HistoryHourly> hourlies = historyHourlyService.getValueByMacAndTime(mac, startDate, endDate);
            for (HistoryHourly historyHourly : hourlies) {
                Date time = historyHourly.getTime();
                String dateStr = DateUtils.dateToDateString(time, "yyyy-MM-dd HH");
                String value = historyHourly.getValue();
                timeValueMap.put(dateStr, value);
            }
            //如果数据不足则需要补足一天24小时的时间。
            for (int i = 0; i < 24; i++) {
                //构造时间
                String time = DateUtils.dateToDateString(startDate, "yyyy-MM-dd");
                if (i < 10)
                    time = time + " 0" + i;
                else
                    time = time + " " + i;
                if (timeValueMap.get(time) == null)
                    timeValueMap.put(time, null);
            }
        }
        //处理月报数据
        else if (reportType.equals(Constants.MONTHLY_REPORT)) {
            List<HistoryDaily> dailies = historyDailyService.getHistoryDailyByMacAndTimeSlot(mac, startDate, endDate);
            for (HistoryDaily historyDaily : dailies) {
                Date time = historyDaily.getTime();
                String dateStr = DateUtils.dateToDateString(time, "yyyy-MM-dd");
                String value = historyDaily.getValue();
                timeValueMap.put(String.valueOf(dateStr), value);
            }
            //如果数据不足则需要补足一个月的时间。
            int days = DateUtils.getMonthDay(startDate);
            for (int i = 1; i <= days; i++) {
                //构造时间
                String time = DateUtils.dateToDateString(startDate, "yyyy-MM");
                if (i < 10)
                    time = time + "-0" + i;
                else
                    time = time + "-" + i;
                if (timeValueMap.get(time) == null)
                    timeValueMap.put(time, null);
            }
        } else
            return null;
        //时间排序
        timeValueMap = sortMapByTime(timeValueMap, reportType);
        //封装返回数据
        List<SensorComparisonDisplayDTO> dtos = new ArrayList<>();
        for (String sensor : sensors) {
            SensorComparisonDisplayDTO dto = new SensorComparisonDisplayDTO();
            List<Map<String, Object>> dtoTimeValueList = new ArrayList<>();
            dto.setSensorCode(sensor);
            timeValueMap.forEach((time, valueJson) -> {
                Map<String, Object> listMap = new HashMap<>();
                //如果对应时间没有数据,则放入空
                if (valueJson == null) {
                    listMap.put("time", time);
                    listMap.put("value", "");
                    dtoTimeValueList.add(listMap);
                    return;
                }
                Map<String, Object> valueMap = JSON.parseObject(valueJson, Map.class);
                Object sensorValueObject = valueMap.get(sensor);
                //如果数据中没有该因子,则放入空
                if (sensorValueObject == null) {
                    listMap.put("time", time);
                    listMap.put("value", "");
                    dtoTimeValueList.add(listMap);
                    return;
                }
                //如果是小时数据需要判断标记位
                if (reportType.equals(Constants.DAILY_REPORT)) {
                    //如果标记位不为N,则放入空
                    if (!Constants.NORMAL_FLAG.equals(valueMap.get(sensor + "-Flag"))) {
                        listMap.put("time", time);
                        listMap.put("value", "");
                        dtoTimeValueList.add(listMap);
                        return;
                    }
                }
                //取出数据
                Double sensorValue = Double.parseDouble(sensorValueObject.toString());
                //封装数据
                listMap.put("time", time);
                listMap.put("value", sensorValue);
                dtoTimeValueList.add(listMap);
            });
            dto.setTimeValueList(dtoTimeValueList);
            dtos.add(dto);
        }
        return dtos;
    }
 
    public static void main(String[] args) {
        List<String> sensors = new ArrayList<>();
        sensors.add("a34004");
        sensors.add("a34002");
        sensors.add("a21026");
        StringBuilder str = new StringBuilder();
        for(String s : sensors){
            str.append(" avg(JSON_EXTRACT( value, '$"+s+"' )) pm,");
        }
        str.deleteCharAt(str.length() - 1);
        System.out.println(str.toString());
 
    }
 
 
    @Override
    public List<SensorComparisonDisplayDTO> getSensorComparisonDisplayDataV2(Map<String, Object> params) {
        //取参
        List<String> sensors = (List<String>) params.get("sensorCodes");
        /*Date startDate = form.getStartDate();
        Date endDate = form.getEndDate();*/
        //所选时间
        List<String> times = (List<String>) params.get("times");
        String startTime = times.get(0);
        String endTime = times.get(1);
        boolean type = subStr(params.get("mac").toString());
        String mac = type?params.get("mac").toString().substring(0, params.get("mac").toString().indexOf(",avg")):params.get("mac").toString();
        List<String> macList = new ArrayList<>();
        if(type){
            macList = deviceService.getMacMonitorPointId(Integer.parseInt(mac));
        }else {
            macList.add(mac);
        }
 
        String reportType = params.get("reportType").toString();
        Map<String, String> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json
        //处理月数据
        if (reportType.equals(Constants.MONTHLY_REPORT)) {
            //封装返回数据
            List<SensorComparisonDisplayDTO> dtos = new ArrayList<>();
 
            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_EN);
            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_EN);
            for(String s : sensors){
                SensorComparisonDisplayDTO dto = new SensorComparisonDisplayDTO();
                if(s.equals("a00e12") || s.equals("a00e03")){
                    dto.setCode("1");
                }else if (s.equals("a01006")){
                    dto.setCode("2");
                }else if (s.equals("a99054") || s.equals("a21005")){
                    dto.setCode("3");
                }else {
                    dto.setCode("0");
                }
                List<Map<String, Object>> dtoTimeValueList = new ArrayList<>();
                String str = "  ROUND(avg(JSON_EXTRACT( value, '$."+s+"' )),2) value ";
                List<HistoryResultVo> monthlies = historyMonthlyMapper.listAll(str.toString(),macList,startTime.substring(0,7)+"-01 00:00:00",endTime.substring(0,7)+"-01 00:00:00");
                Map<String, List<HistoryResultVo>> prodMap= monthlies.stream().collect(Collectors.groupingBy(HistoryResultVo::getTime));
                //补上无数据时间
                Date middleDate = startDate;
                while (DateUtils.compareDateStr(DateUtils.dateToDateString(endDate,DateUtils.yyyy_MM_EN),DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_EN),DateUtils.yyyy_MM_EN)<=0){
                    Map<String, Object> resultMap = new LinkedHashMap<>();
                    resultMap.put("time",DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_EN));
                    if (prodMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_EN)) == null){
                        resultMap.put("value",null);
                    }else {
                        List<HistoryResultVo> resultList = prodMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_EN));
                        resultMap.put("value", resultList.get(0).getValue());
                    }
                    dtoTimeValueList.add(resultMap);
                    middleDate = DateUtils.addMonths(middleDate,1);
                }
 
                dto.setTimeValueList(dtoTimeValueList);
                dtos.add(dto);
            }
 
            return dtos;
 
        }
        //处理小时数据
        else if (reportType.equals(Constants.HOURLY_REPORT)) {
            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_HH_EN);
            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_HH_EN);
            List<HistoryHourly> hourlies = historyHourlyService.getValueByMacAndTime(mac, startDate, endDate);
            for (HistoryHourly historyHourly : hourlies) {
                Date time = historyHourly.getTime();
                String dateStr = DateUtils.dateToDateString(time, "yyyy-MM-dd HH");
                String value = historyHourly.getValue();
                timeValueMap.put(dateStr, value);
            }
            //补上无数据时间
            Date middleDate = startDate;
            while (DateUtils.compareDateStr(DateUtils.dateToDateString(endDate,DateUtils.yyyy_MM_dd_HH_EN),DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN),DateUtils.yyyy_MM_dd_HH_EN)<=0){
                if (timeValueMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN)) == null)
                    timeValueMap.put(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN), null);
                middleDate = DateUtils.addHours(middleDate,1);
            }
        }
        //处理日数据
        else if (reportType.equals(Constants.DAILY_REPORT)) {
            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_EN);
            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_EN);
            List<HistoryDaily> dailies = historyDailyService.getHistoryDailyByMacAndTimeSlot(mac, startDate, endDate);
            for (HistoryDaily historyDaily : dailies) {
                Date time = historyDaily.getTime();
                String dateStr = DateUtils.dateToDateString(time, "yyyy-MM-dd");
                String value = historyDaily.getValue();
                timeValueMap.put(String.valueOf(dateStr), value);
            }
            //补上无数据时间
            Date middleDate = startDate;
            while (DateUtils.compareDateStr(DateUtils.dateToDateString(endDate,DateUtils.yyyy_MM_dd_EN),DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_EN),DateUtils.yyyy_MM_dd_EN)<=0){
                if (timeValueMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_EN)) == null)
                    timeValueMap.put(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_EN), null);
                middleDate = DateUtils.addDays(middleDate,1);
            }
        } else
            return null;
        //时间排序
        //timeValueMap = sortMapByTime(timeValueMap, reportType);
        //封装返回数据
        List<SensorComparisonDisplayDTO> dtos = new ArrayList<>();
        for (String sensor : sensors) {
            SensorComparisonDisplayDTO dto = new SensorComparisonDisplayDTO();
            List<Map<String, Object>> dtoTimeValueList = new ArrayList<>();
            if(sensor.equals("a00e12") || sensor.equals("a00e03")){
                dto.setCode("1");
            }else if (sensor.equals("a01006")){
                dto.setCode("2");
            }else if (sensor.equals("a99054") || sensor.equals("a21005")){
                dto.setCode("3");
            }else {
                dto.setCode("0");
            }
            dto.setSensorCode(sensor);
            timeValueMap.forEach((time, valueJson) -> {
                Map<String, Object> listMap = new HashMap<>();
                //如果对应时间没有数据,则放入空
                if (valueJson == null) {
                    listMap.put("time", time);
                    listMap.put("value", "");
                    dtoTimeValueList.add(listMap);
                    return;
                }
                Map<String, Object> valueMap = JSON.parseObject(valueJson, Map.class);
                Object sensorValueObject = valueMap.get(sensor);
                //如果数据中没有该因子,则放入空
                if (sensorValueObject == null) {
                    listMap.put("time", time);
                    listMap.put("value", "");
                    dtoTimeValueList.add(listMap);
                    return;
                }
                //如果是小时数据需要判断标记位
                if (reportType.equals(Constants.HOURLY_REPORT)) {
                    //如果标记位不为N,则放入空
                    if (!Constants.NORMAL_FLAG.equals(valueMap.get(sensor + "-Flag"))) {
                        listMap.put("time", time);
                        listMap.put("value", "");
                        dtoTimeValueList.add(listMap);
                        return;
                    }
                }
                //取出数据
                Double sensorValue = Double.parseDouble(sensorValueObject.toString());
                //封装数据
                listMap.put("time", time);
                listMap.put("value", sensorValue);
                dtoTimeValueList.add(listMap);
            });
            Collections.sort(dtoTimeValueList, new Comparator<Map<String, Object>>() {
                public int compare(Map<String, Object> o1, Map<String, Object> o2) {
                    String id1 = (String) o1.get("time");
                    String id2 = (String) o2.get("time");
                    return id1.compareTo(id2);
                }
 
            });
            dto.setTimeValueList(dtoTimeValueList);
            dtos.add(dto);
        }
        return dtos;
    }
    @Override
    public List<SensorComparisonDisplayDTO> getSensorComparisonDisplayDataV3(Map<String, Object> params) {
        //取参
        List<String> sensors = (List<String>) params.get("sensorCodes");
        //所选时间
        List<String> times = (List<String>) params.get("times");
        String startTime = times.get(0);
        String endTime = times.get(1);
        boolean type = subStr(params.get("mac").toString());
        String mac = type?params.get("mac").toString().substring(0, params.get("mac").toString().indexOf(",avg")):params.get("mac").toString();
        List<String> macList = new ArrayList<>();
        if(type){
            macList = deviceService.getMacMonitorPointId(Integer.parseInt(mac));
        }else {
            macList.add(mac);
        }
        String reportType = params.get("reportType").toString();
        List<SensorComparisonDisplayDTO> dtos = new ArrayList<>();
        Date startDate = null;
        Date endDate = null;
        if (reportType.equals(Constants.MONTHLY_REPORT)) {
            startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_EN);
            endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_EN);
        }  else if (reportType.equals(Constants.HOURLY_REPORT)) {
            startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_HH_EN);
            endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_HH_EN);
        } else if (reportType.equals(Constants.DAILY_REPORT)) {
            startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_EN);
            endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_EN);
        }
        for(String s : sensors){
            SensorComparisonDisplayDTO dto = new SensorComparisonDisplayDTO();
            if(s.equals("a00e12") || s.equals("a00e03")){
                dto.setCode("1");
            }else if (s.equals("a01006")){
                dto.setCode("2");
            }else if (s.equals("a99054") || s.equals("a21005")){
                dto.setCode("3");
            }else {
                dto.setCode("0");
            }
            List<Map<String, Object>> dtoTimeValueList = new ArrayList<>();
            String str = "  ROUND(avg(JSON_EXTRACT( value, '$."+s+"' )),2) value ";
            List<HistoryResultVo> historyResultVos = new ArrayList<>();
            if (reportType.equals(Constants.MONTHLY_REPORT)) {
                historyResultVos = historyMonthlyMapper.listAll(str,macList,startTime.substring(0,7)+"-01 00:00:00",endTime.substring(0,7)+"-01 00:00:00");
            }  else if (reportType.equals(Constants.HOURLY_REPORT)) {
                historyResultVos = historyHourlyService.getAvgValueByMacAndTime(macList,str, startDate, endDate);
            } else if (reportType.equals(Constants.DAILY_REPORT)) {
                historyResultVos = historyDailyService.listAvgResult(str,macList,DateUtils.dateToDateString(startDate,DateUtils.yyyy_MM_dd_EN) ,DateUtils.dateToDateString(endDate,DateUtils.yyyy_MM_dd_EN) );
            }
            Map<String, List<HistoryResultVo>> prodMap= historyResultVos.stream().collect(Collectors.groupingBy(HistoryResultVo::getTime));
            Date middleDate = startDate;
            while(DateUtils.isTimeBeforE(endDate,middleDate)){
                Map<String, Object> resultMap = new LinkedHashMap<>();
                if (reportType.equals(Constants.MONTHLY_REPORT)) {
                    resultMap.put("time",DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_EN));
                    if (prodMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_EN)) == null){
                        resultMap.put("value",null);
                    }else {
                        List<HistoryResultVo> resultList = prodMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_EN));
                        resultMap.put("value", resultList.get(0).getValue());
                    }
                    dtoTimeValueList.add(resultMap);
                    middleDate = DateUtils.addMonths(middleDate,1);
                }else if(reportType.equals(Constants.HOURLY_REPORT)) {
                    resultMap.put("time",DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN));
                    if (prodMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN)) == null){
                        resultMap.put("value",null);
                    }else {
                        List<HistoryResultVo> resultList = prodMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN));
                        resultMap.put("value", resultList.get(0).getValue());
                    }
                    dtoTimeValueList.add(resultMap);
                    middleDate = DateUtils.addHours(middleDate,1);
                }else if(reportType.equals(Constants.DAILY_REPORT)){
                    resultMap.put("time",DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_EN));
                    if (prodMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_EN)) == null){
                        resultMap.put("value",null);
                    }else {
                        List<HistoryResultVo> resultList = prodMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_EN));
                        resultMap.put("value", resultList.get(0).getValue());
                    }
                    dtoTimeValueList.add(resultMap);
                    middleDate = DateUtils.addDays(middleDate,1);
                }
            }
            dto.setSensorCode(s);
            dto.setTimeValueList(dtoTimeValueList);
            dtos.add(dto);
        }
       return dtos;
    }
 
    /**
     * 热力图显示
     * @param code
     * @param startTime
     * @param type
     * @return
     */
    @Override
    public List<HeatMapDTO> getHeatMapData(String code, String startTime, String type, String form) {
        HashMap<String, Object> map = new HashMap<>();
        map.put("start",startTime);
        map.put("type","$."+ type);
 
        ArrayList<Integer> list = new ArrayList<>();
 
//        ArrayList<Map<String, Object>> rsHeatMap = new ArrayList<>();
        ArrayList<HeatMapDTO> rsHeatMap = new ArrayList<>();
        if (form.equals("hour")){ //小时
            Date date1 = DateUtils.getDate(startTime, DateUtils.yyyy_MM_dd_HH_EN);
            List<String> tableNames = MybatisPLUSUtils.getTableNamesByWrapper(date1, date1, SeparateTableType.MONTH);
//                for (Integer integer : list) {
                    map.put("organizationIds",list);
                    map.put("tableName",tableNames.get(0));
//                    List<Map<String, Object>> heatMap = deviceMapper.getHeatMap(map);
                   List<HeatMapDTO> heatMap = deviceMapper.getHeatMap(map);
                    rsHeatMap.addAll(heatMap);
//            }
 
        }else { //天
//            for (Integer integer : list) {
                map.put("organizationIds",list);
//                List<Map<String, Object>> heatMap = deviceMapper.getHeatMap(map);
                List<HeatMapDTO> heatMap = deviceMapper.getHeatMap(map);
                rsHeatMap.addAll(heatMap);
//            }
        }
 
        return distrinList(rsHeatMap);
    }
 
    @Override
    public List<HeatMapDTO> getHeatMapDataV2(Integer id, String startTime, String type, String form) {
        HashMap<String, Object> map = new HashMap<>();
        map.put("start",startTime);
        map.put("type","$."+ type);
        ArrayList<Integer> list = new ArrayList<>();
        list.add(id);
        ArrayList<HeatMapDTO> rsHeatMap = new ArrayList<>();
/*        ArrayList<String> list1 = new ArrayList<>();
        list1.add("腾鳌镇政府");
        list1.add("西四镇政府");
        list1.add("孤山镇政府");
        list1.add("英落镇政府");
        list1.add("马风镇朱红村");*/
 
        if (form.equals("hour")){ //小时
//            String[] split = startTime.split("-");
//            String s = "_" + split[0] + split[1];
            String dateString = DateUtils.stringToDateString(startTime, DateUtils.yyyy_MM_dd_HH_EN, DateUtils.yyyyMM_EN);
            map.put("organizationIds",list);
            map.put("tableName","_"+dateString);
 
            List<HeatMapDTO> heatMap = deviceMapper.getHeatMapV1(map);
            //过滤数据
            List<HeatMapDTO> collect1 = heatMap.stream().filter(d -> d.getTime() != null).collect(Collectors.toList());
            if (ObjectUtils.isEmpty(collect1)){
                return null;
            }
            for (HeatMapDTO heatMapDTO : heatMap) {
//                if (list1.contains(heatMapDTO.getName())){
                    if (type.equals("a34002") || type.equals("a21026")){
                        heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?49.0:heatMapDTO.getCount());
                    }else if (type.equals("a34004")){
                        heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?20.0:heatMapDTO.getCount());
                    }else if (type.equals("a21004")){
                        heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?20.0:heatMapDTO.getCount());
                    }else if (type.equals("a21005")){
                        heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?1.0:heatMapDTO.getCount());
                    }else if (type.equals("a05024")){
                        heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?138.0:heatMapDTO.getCount());
                    }else {
                        heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?0.2:heatMapDTO.getCount());
                    }
//                }else {
//                    if (ObjectUtils.isEmpty(heatMapDTO.getCount())){
//                        heatMapDTO.setCount(0.0);
//                    }
//                }
            }
 
            getHeatMap(heatMap,type);
            rsHeatMap.addAll(heatMap);
        }else { //天
            map.put("organizationIds",list);
            List<HeatMapDTO> heatMap = deviceMapper.getHeatMapV1(map);
            List<HeatMapDTO> collect1 = heatMap.stream().filter(d -> d.getTime() != null).collect(Collectors.toList());
            if (ObjectUtils.isEmpty(collect1)){
                return null;
            }
            for (HeatMapDTO heatMapDTO : heatMap) {
                if (type.equals("a34002") || type.equals("a21026")){
                    heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?49.0:heatMapDTO.getCount());
                }else if (type.equals("a34004")){
                    heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?34.0:heatMapDTO.getCount());
                }else if (type.equals("a21004")){
                    heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?39.0:heatMapDTO.getCount());
                }else if (type.equals("a21005")){
                    heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?1.9:heatMapDTO.getCount());
                }else if (type.equals("a05024")){
                    heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?100.0:heatMapDTO.getCount());
                }else {
                    heatMapDTO.setCount(ObjectUtils.isEmpty(heatMapDTO.getCount())?0.4:heatMapDTO.getCount());
                }
            }
            getHeatMap(heatMap,type);
            rsHeatMap.addAll(heatMap);
        }
        if (id==71){
            for (int i = 0; i <6; i++) {
                HeatMapDTO heatMapDTO = new HeatMapDTO();
                heatMapDTO.setCount(0.0);
                if (i==0){
                    heatMapDTO.setLat(40.590436);
                    heatMapDTO.setLng(122.861935);
                    heatMapDTO.setMac("1111");
                    heatMapDTO.setName("1111");
                }else if (i==1){
                    heatMapDTO.setLat(40.636617);
                    heatMapDTO.setLng(123.101544);
                    heatMapDTO.setMac("2222");
                    heatMapDTO.setName("2222");
                }else if (i==2){
                    heatMapDTO.setLat(40.890881);
                    heatMapDTO.setLng(122.910687);
                    heatMapDTO.setMac("3333");
                    heatMapDTO.setName("3333");
                }else if (i==3){
                    heatMapDTO.setLat(40.682129);
                    heatMapDTO.setLng(123.105836);
                    heatMapDTO.setMac("4444");
                    heatMapDTO.setName("4444");
                }else if (i==4){
                    heatMapDTO.setLat(40.890037);
                    heatMapDTO.setLng(123.021151);
                    heatMapDTO.setMac("5555");
                    heatMapDTO.setName("5555");
                }else {
                    heatMapDTO.setLat(41.051333);
                    heatMapDTO.setLng(122.505864);
                    heatMapDTO.setMac("6666");
                    heatMapDTO.setName("6666");
                }
                rsHeatMap.add(heatMapDTO);
            }
        }
       if (id==73){
           //亭湖区
           double lat =33.414538;
           double lng =120.066616;
           for (int i = 0; i <11 ; i++) {
               for (int j = 0; j < 20; j++) {
                   HeatMapDTO heatMapDTO = new HeatMapDTO();
                   heatMapDTO.setCount(0.0);
                   heatMapDTO.setLat(lat);
                   heatMapDTO.setLng(lng);
                   heatMapDTO.setName("1");
                   heatMapDTO.setMac(i+"1"+j);
                   rsHeatMap.add(heatMapDTO);
                   lng=lng+0.01;
                   if (j==19){
                       lng=120.066616;
                   }
               }
               lat =lat-0.01;
           }
           //大丰区
           double lat1 =33.214555;
           double lng1 =120.416805;
           for (int i = 0; i < 11 ; i++) {
               for (int j = 0; j < 10; j++) {
                   HeatMapDTO heatMapDTO = new HeatMapDTO();
                   heatMapDTO.setCount(0.0);
                   heatMapDTO.setLat(lat1);
                   heatMapDTO.setLng(lng1);
                   heatMapDTO.setName("2");
                   heatMapDTO.setMac(i+"2"+j);
                   rsHeatMap.add(heatMapDTO);
                   lng1=lng1+0.004;
                   if (j==9){
                       lng1=120.416805;
                   }
               }
               lat1 =lat1-0.0022;
           }
       }
        return distrinList(rsHeatMap);
    }
 
    //数据处理
    private void getHeatMap(List<HeatMapDTO> heatMap,String type) {
        //数据过滤
        List<HeatMapDTO> collect1 = heatMap.stream().filter(d -> d.getGroupId() != null).collect(Collectors.toList());
        if (ObjectUtils.isEmpty(collect1)){
            return;
        }
        //数据分类
        Map<Integer, List<HeatMapDTO>> collect = collect1.parallelStream().collect(Collectors.groupingBy(o ->o.getGroupId()));
        Set<Integer> integers = collect.keySet();
        int i = 0 ;
        for (Integer integer : integers) {
            ArrayList<Double> doubleArrayList = new ArrayList<>();
            ArrayList<GeoCoordinate> geoCoordinates = new ArrayList<>();
            List<HeatMapDTO> heatMapDTOS = collect.get(integer);
            for (HeatMapDTO heatMapDTO : heatMapDTOS) {
                GeoCoordinate geoCoordinate = new GeoCoordinate();
                doubleArrayList.add(heatMapDTO.getCount());
//                heatMapDTO.setCount(heatMapDTO.getCount());
                if (type.equals("a21026")){
                    heatMapDTO.setCount(1.0);
                }else {
                    heatMapDTO.setCount(0.0);
                }
 
                geoCoordinate.setLongitude(heatMapDTO.getLng());
                geoCoordinate.setLatitude(heatMapDTO.getLat());
                geoCoordinates.add(geoCoordinate);
            }
            if (!ObjectUtils.isEmpty(doubleArrayList)){
                HeatMapDTO heatMapDTO = new HeatMapDTO();
                //计算均值集合
                double asDouble = doubleArrayList.stream().mapToDouble(Double::valueOf).max().getAsDouble();
                //获取中心点
                GeoCoordinate centerPoint = GetCenterPointFromListOfCoordinates.getCenterPoint(geoCoordinates);
//                double rsCode = asDouble - (doubleArrayList.size()*10);
                double rsCode = asDouble - doubleArrayList.size()-1;
//                log.info(asDouble+"-----"+rsCode);
//                heatMapDTO.setCount(rsCode);
                heatMapDTO.setCount(rsCode);
//                heatMapDTO.setSum(asDouble);
                heatMapDTO.setLng(centerPoint.getLongitude());
                heatMapDTO.setLat(centerPoint.getLatitude());
                heatMapDTO.setMac(i+"");
                heatMapDTO.setName(integer+"");
                heatMap.add(heatMapDTO);
                i++;
            }
        }
    }
 
    /**
     * 字段去重
     * @param responseList
     * @return
     */
    private List<HeatMapDTO> distrinList(List<HeatMapDTO> responseList){
        List<HeatMapDTO> rsMap = new ArrayList<>();
        Set<String> keysSet = new HashSet<String>();
        for (HeatMapDTO heatMapDTO : responseList) {
            String keys = String.valueOf(heatMapDTO.getMac());
            int beforeSize = keysSet.size();
            keysSet.add(keys);
            int afterSize = keysSet.size();
            if(afterSize == beforeSize + 1){
                rsMap.add(heatMapDTO);
            }
        }
        return rsMap;
 
 
    }
 
    /**
     * @Description: 根据时间进行排序
     * @Param: [timeValueMap, reportType]
     * @return: java.util.Map<java.lang.String               ,               java.lang.String>
     * @Author: 陈凯裕
     * @Date: 2021/11/3
     */
    private Map<String, String> sortMapByTime(Map<String, String> timeValueMap, String reportType) {
        List<Map.Entry<String, String>> entries = new ArrayList(timeValueMap.entrySet());
        Collections.sort(entries, new Comparator<Map.Entry<String, String>>() {
            @Override
            public int compare(Map.Entry<String, String> o1, Map.Entry<String, String> o2) {
                if (Constants.DAILY_REPORT.equals(reportType)) {
                    String atime = o1.getKey();
                    String btime = o2.getKey();
                    atime = atime.substring(11, 13);
                    btime = btime.substring(11, 13);
                    return Integer.parseInt(atime) - Integer.parseInt(btime);
                } else if (Constants.MONTHLY_REPORT.equals(reportType)) {
                    String atime = o1.getKey();
                    String btime = o2.getKey();
                    atime = atime.substring(8, 10);
                    btime = btime.substring(8, 10);
                    return Integer.parseInt(atime) - Integer.parseInt(btime);
                }
                return 0;
            }
        });
        Map<String, String> sortedMap = new LinkedHashMap<>();
        for (Map.Entry<String, String> entry : entries) {
            sortedMap.put(entry.getKey(), entry.getValue());
        }
        return sortedMap;
    }
 
    /**
     * @Description: 计算自定义报表的数据
     * @Param: [macDatasMap] key为mac,value为数据集合,数据为日数据
     * @return: void
     * @Author: 陈凯裕
     * @Date: 2021/9/26
     */
    private List<MonitorPointDataDisplayDTO> calculateCustomData(Map<String, List<HistoryDaily>> macDataMap, Map<String, Device> deviceMap, Date startDate, Date endDate) {
        List<MonitorPointDataDisplayDTO> dtos = new ArrayList<>();
        macDataMap.forEach((key, value) -> {
            MonitorPointDataDisplayDTO dto = new MonitorPointDataDisplayDTO();
            dto.setMac(key);
            //获取设备名称
            String deviceName = deviceMap.get(key).getName();
            //拼接时间
            String startTime = DateUtils.dateToDateString(startDate, "yyyy-MM-dd");
            String endTime = DateUtils.dateToDateString(endDate, "yyyy-MM-dd");
            String time = startTime + " - " + endTime;
            //计算数据个数
            Double PM25Num = 0d;
            Double PM10Num = 0d;
            Double SO2Num = 0d;
            Double NO2Num = 0d;
            Double CONum = 0d;
            Double O3Num = 0d;
            Double TVOCNum = 0d;
            //计算PM2.5,PM10,SO2,NO2,CO,O3,TVOC总值,
            Double PM25Sum = 0d;
            Double PM10Sum = 0d;
            Double SO2Sum = 0d;
            Double NO2Sum = 0d;
            Double COSum = 0d;
            Double O3Sum = 0d;
            Double TVOCSum = 0d;
            for (HistoryDaily historyDaily : value) {
                //获取数据map
                Map<String, Object> valueMap = JSON.parseObject(historyDaily.getValue(), Map.class);
                Object SO2 = valueMap.get("a21026");
                Object NO2 = valueMap.get("a21004");
                Object PM10 = valueMap.get("a34002");
                Object PM25 = valueMap.get("a34004");
                Object CO = valueMap.get("a21005");
                Object O3 = valueMap.get("a05024");
                Object TVOC = valueMap.get("a99054");
                if (SO2 != null) {
                    SO2Sum = MathUtils.add(SO2Sum, Double.valueOf(SO2.toString()));
                    SO2Num++;
                }
                if (NO2 != null) {
                    NO2Sum = MathUtils.add(NO2Sum, Double.valueOf(NO2.toString()));
                    NO2Num++;
                }
                if (PM10 != null) {
                    PM10Sum = MathUtils.add(PM10Sum, Double.valueOf(PM10.toString()));
                    PM10Num++;
                }
                if (CO != null) {
                    COSum = MathUtils.add(COSum, Double.valueOf(CO.toString()));
                    CONum++;
                }
                if (PM25 != null) {
                    PM25Sum = MathUtils.add(PM25Sum, Double.valueOf(PM25.toString()));
                    PM25Num++;
                }
                if (O3 != null) {
                    O3Sum = MathUtils.add(O3Sum, Double.valueOf(O3.toString()));
                    O3Num++;
                }
                if (TVOC != null) {
                    TVOCSum = MathUtils.add(TVOCSum, Double.valueOf(TVOC.toString()));
                    TVOCNum++;
                }
            }
            //计算PM2.5均值
            if (PM25Num != 0d) {
                Double PM25D = AmendUtils.sciCal(PM25Sum / PM25Num, 0);
                int PM25Avg = new Double(PM25D).intValue();
                dto.setA34004(PM25Avg);
            }
            //计算PM10均值
            if (PM10Num != 0d) {
                Double PM10D = AmendUtils.sciCal(PM10Sum / PM10Num, 0);
                int PM10Avg = new Double(PM10D).intValue();
                dto.setA34002(PM10Avg);
            }
            //计算SO2均值
            if (SO2Num != 0d) {
                Double SO2D = AmendUtils.sciCal(SO2Sum / SO2Num, 0);
                int SO2Avg = new Double(SO2D).intValue();
                dto.setA21026(SO2Avg);
            }
            //计算NO2均值
            if (NO2Num != 0d) {
                Double NO2D = AmendUtils.sciCal(NO2Sum / NO2Num, 0);
                int NO2Avg = new Double(NO2D).intValue();
                dto.setA21004(NO2Avg);
            }
            //计算CO均值,保留两位小数
            if (CONum != 0d) {
                Double COAvg = AmendUtils.sciCal(COSum / CONum, 2);
                dto.setA21005(COAvg);
            }
            //计算O3均值
            if (O3Num != 0d) {
                Double O3D = AmendUtils.sciCal(O3Sum / O3Num, 0);
                int O3Avg = new Double(O3D).intValue();
                dto.setA05024(O3Avg);
            }
            //计算TVOC均值,保留两位小数
            if (TVOCNum != 0d) {
                Double TVOCAvg = AmendUtils.sciCal(TVOCSum / TVOCNum, 2);
                dto.setA99054(TVOCAvg);
            }
            //计算AQI
            Map<String,Object> sixParamMap = new HashMap<>();
            sixParamMap.put("a05024",dto.getA05024());
            sixParamMap.put("a21004",dto.getA21004());
            sixParamMap.put("a21005",dto.getA21005());
            sixParamMap.put("a34002",dto.getA34002());
            sixParamMap.put("a34004",dto.getA34004());
            sixParamMap.put("a21026",dto.getA21026());
            AQI aqi = AQIUtils.dailyAQI(sixParamMap);
            dto.setAQI(aqi.getAQIValue());
            dto.setDeviceName(deviceName);
            dto.setTime(time);
            dtos.add(dto);
        });
        return dtos;
    }
 
 
    /**
     * @Description: 计算时报,日报, 周报,月报的数据(只包含6参和AQI,TVOC)
     * @Param: [macDataMap, deviceMap, startDate]
     * @return: java.util.List<com.moral.api.pojo.dto.dataDisplay.MonitorPointDataDisplayDTO>
     * @Author: 陈凯裕
     * @Date: 2021/9/28
     */
    private <T> List<MonitorPointDataDisplayDTO> calculateReportData(Map<String, T> macDataMap, Map<String, Device> deviceMap, String reportType, Date... date) {
        List<MonitorPointDataDisplayDTO> dtos = new ArrayList<>();
        Set<String> strings = macDataMap.keySet();
        for (String key : strings) {
            if (reportType.equals("0")){
                List<HistoryHourly> t = (List<HistoryHourly>)macDataMap.get(key);
                for (HistoryHourly historyHourly : t) {
                    MonitorPointDataDisplayDTO dto = new MonitorPointDataDisplayDTO();
                    String value = historyHourly.getValue();
                    Map map = JSON.parseObject(value, Map.class);
                    String time = DateUtils.dateToDateString(historyHourly.getTime(), "yyyy-MM-dd HH:00:00");
                    injectDataToDto(map, false, dto, reportType);
                    dto.setTime(time);
                    dto.setMac(key);
                    dto.setDeviceName(deviceMap.get(key).getName());
                    dtos.add(dto);
                }
            }
            if (reportType.equals("1")){
                List<HistoryDaily> t = (List<HistoryDaily>)macDataMap.get(key);
                for (HistoryDaily historyDaily : t) {
                    MonitorPointDataDisplayDTO dto = new MonitorPointDataDisplayDTO();
                    String value = historyDaily.getValue();
                    Map map = JSON.parseObject(value, Map.class);
                    String time = DateUtils.dateToDateString(historyDaily.getTime(), "yyyy-MM-dd");
                    injectDataToDto(map, false, dto, reportType);
                    dto.setTime(time);
                    dto.setMac(key);
                    dto.setDeviceName(deviceMap.get(key).getName());
                    dtos.add(dto);
                }
 
            }
            if (reportType.equals("2")){
                HistoryWeekly historyWeekly = (HistoryWeekly)macDataMap.get(key);
                    MonitorPointDataDisplayDTO dto = new MonitorPointDataDisplayDTO();
                    String value = historyWeekly.getValue();
                    Map map = JSON.parseObject(value, Map.class);
                    String time = DateUtils.dateToDateString(historyWeekly.getTime(), "yyyy-MM-dd");
                    injectDataToDto(map, false, dto, reportType);
                    dto.setTime(time);
                    dto.setMac(key);
                    dto.setDeviceName(deviceMap.get(key).getName());
                    dtos.add(dto);
 
            }
            if (reportType.equals("3")){
                List<HistoryMonthly> t = (List<HistoryMonthly>)macDataMap.get(key);
                for (HistoryMonthly historyMonthly : t) {
                    MonitorPointDataDisplayDTO dto = new MonitorPointDataDisplayDTO();
                    String value = historyMonthly.getValue();
                    Map map = JSON.parseObject(value, Map.class);
                    String time = DateUtils.dateToDateString(historyMonthly.getTime(), "yyyy-MM");
                    injectDataToDto(map, false, dto, reportType);
                    dto.setTime(time);
                    dto.setMac(key);
                    dto.setDeviceName(deviceMap.get(key).getName());
                    dtos.add(dto);
                }
            }
        }
 
//        macDataMap.forEach((key, valueObject) -> {
//            MonitorPointDataDisplayDTO dto = new MonitorPointDataDisplayDTO();
//            dto.setMac(key);
//            //数据的map
//            Map<String, Object> valueMap;
//            List<Map<String, Object>> list;
//            //获取对象的value属性值
//            Object valueO = ClassUtils.getPropertyValue(valueObject, "value");
//            if (valueO == null)
//                return;
//            String value = (String) valueO;
//            list = JSON.parseObject(value, List.class);
//            for (Map<String, Object> map : list) {
//                String o = map.get("value").toString();
//                valueMap = JSON.parseObject(o, Map.class);
//                injectDataToDto(valueMap, false, dto, reportType);
//                String deviceName = deviceMap.get(key).getName();
//                dto.setDeviceName(deviceName);
//                String startTime = DateUtils.dateToDateString((Date) map.get("time"), "yyyy-MM-dd HH:mm:ss");
//                dto.setTime(startTime);
//                dtos.add(dto);
//            }
            //获取设备名称
 
            //拼接时间,时报的时间需要精确到小时,日报精确到当天,周报需要含有开始和结束时间
//            String startTime = "";
//            if (valueObject instanceof HistoryHourly && date.length == 1)
//                startTime = DateUtils.dateToDateString(date[0], "yyyy-MM-dd HH:mm:ss");
//            else if (valueObject instanceof HistoryDaily && date.length == 1)
//                startTime = DateUtils.dateToDateString(date[0], "yyyy-MM-dd");
//            else if (valueObject instanceof HistoryWeekly && date.length == 2)
//                startTime = DateUtils.dateToDateString(date[0], "yyyy-MM-dd") + " -- " + DateUtils.dateToDateString(date[1], "yyyy-MM-dd");
//            else if (valueObject instanceof HistoryMonthly && date.length == 1)
//                startTime = DateUtils.dateToDateString(date[0], "yyyy-MM");
//            dto.setTime(startTime);
            //注入数据
//        });
        return dtos;
    }
 
 
    /**
     * @Description: 向DTO中注入因子数据,如果数据需要检测标记位,则flag传入true,否则传入false
     * @Param: [valueMap, flag, dto]
     * @return: void
     * @Author: 陈凯裕
     * @Date: 2021/9/28
     */
    private void injectDataToDto(Map<String, Object> valueMap, boolean flag, MonitorPointDataDisplayDTO dto, String reportType) {
        //注入CO
        String COFlag = (String) valueMap.get("a21005-Flag");
        Object COObject = valueMap.get("a21005");
        if ((flag == false || Constants.NORMAL_FLAG.equals(COFlag)) && COObject != null) {
            Double CO = Double.valueOf(COObject.toString());
            dto.setA21005(AmendUtils.sciCal(CO, 2));
        }
        //注入SO2
        String SO2Flag = (String) valueMap.get("a21026-Flag");
        Object SO2Object = valueMap.get("a21026");
        if ((flag == false || Constants.NORMAL_FLAG.equals(SO2Flag)) && SO2Object != null) {
            Double SO2 = Double.valueOf(SO2Object.toString());
            dto.setA21026(new Double(AmendUtils.sciCal(SO2, 0)).intValue());
        }
        //注入NO2
        String NO2Flag = (String) valueMap.get("a21004-Flag");
        Object NO2Object = valueMap.get("a21004");
        if ((flag == false || Constants.NORMAL_FLAG.equals(NO2Flag)) && NO2Object != null) {
            Double NO2 = Double.valueOf(NO2Object.toString());
            dto.setA21004(new Double(AmendUtils.sciCal(NO2, 0)).intValue());
        }
        //注入PM10
        String PM10Flag = (String) valueMap.get("a34002-Flag");
        Object PM10Object = valueMap.get("a34002");
        if ((flag == false || Constants.NORMAL_FLAG.equals(PM10Flag)) && PM10Object != null) {
            Double PM10 = Double.valueOf(PM10Object.toString());
            dto.setA34002(new Double(AmendUtils.sciCal(PM10, 0)).intValue());
        }
        //注入TVOC
        String TVOCFlag = (String) valueMap.get("a99054-Flag");
        Object TVOCObject = valueMap.get("a99054");
        if ((flag == false || Constants.NORMAL_FLAG.equals(TVOCFlag)) && TVOCObject != null) {
            Double TVOC = Double.valueOf(TVOCObject.toString());
            dto.setA99054(AmendUtils.sciCal(TVOC, 2));
        }
        //注入PM2.5
        String PM25Flag = (String) valueMap.get("a34004-Flag");
        Object PM25Object = valueMap.get("a34004");
        if ((flag == false || Constants.NORMAL_FLAG.equals(PM25Flag)) && PM25Object != null) {
            Double PM25 = Double.valueOf(PM25Object.toString());
            dto.setA34004(new Double(AmendUtils.sciCal(PM25, 0)).intValue());
        }
        //注入O3
        String O3Flag = (String) valueMap.get("a05024-Flag");
        Object O3Object = valueMap.get("a05024");
        if ((flag == false || Constants.NORMAL_FLAG.equals(O3Flag)) && O3Object != null) {
            Double O3 = Double.valueOf(O3Object.toString());
            dto.setA05024(new Double(AmendUtils.sciCal(O3, 0)).intValue());
        }
        //注入AQI
        Integer aqi;
        if (reportType.equals(Constants.HOURLY_REPORT)) {
            aqi = AQIUtils.hourlyAQI(valueMap).getAQIValue();
        } else {
            aqi = AQIUtils.dailyAQI(valueMap).getAQIValue();
        }
        dto.setAQI(aqi);
    }
 
 
    /**
     * @Description: 注入综合指数数据
     * @Param: [dtos, macDataDailyMap]
     * @return: void
     * @Author: 陈凯裕
     * @Date: 2021/9/29
     */
    private void injectComprehensiveIndex(List<MonitorPointDataDisplayDTO> dtos, Map<String, List<HistoryDaily>> macDataDailyMap) {
        Map<String, MonitorPointDataDisplayDTO> macDtoMap = new HashMap<>();
        dtos.forEach(value -> macDtoMap.put(value.getMac(), value));
        macDataDailyMap.forEach((key, value) -> {
            List<Map<String, Object>> list = new ArrayList<>();
            for (HistoryDaily historyDaily : value) {
                Map valueMap = JSON.parseObject(historyDaily.getValue(), Map.class);
                list.add(valueMap);
            }
            Double comIndex = ComprehensiveIndexUtils.monthData(list);
            MonitorPointDataDisplayDTO dto = macDtoMap.get(key);
            if (dto != null)
                dto.setComIndex(comIndex);
        });
    }
    private boolean subStr(String mac){
       if(StringUtils.isNotEmpty(mac)&&mac.contains(",avg")){
           return true;
       }
       return false;
    }
}