package com.moral.api.service.impl; 
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import com.alibaba.fastjson.JSONObject; 
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import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper; 
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import com.baomidou.mybatisplus.extension.conditions.query.LambdaQueryChainWrapper; 
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import com.moral.api.dto.MonitoringStationDTO; 
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import com.moral.api.entity.*; 
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import com.moral.api.mapper.DeviceMapper; 
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import com.moral.api.mapper.HistoryMonthlyMapper; 
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import com.moral.api.mapper.MonitorPointMapper; 
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import com.moral.api.mapper.SensorMapper; 
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import com.moral.api.pojo.form.device.MonitorPointQueryForm; 
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import com.moral.api.service.DeviceService; 
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import com.moral.api.service.HistoryDailyService; 
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import com.moral.api.service.HistoryHourlyService; 
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import com.moral.api.service.HistoryMonthlyService; 
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import com.moral.api.service.MonitorPointService; 
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import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl; 
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import com.moral.api.service.OrganizationService; 
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import com.moral.constant.Constants; 
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import com.moral.util.ComprehensiveIndexUtils; 
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import com.moral.util.DateUtils; 
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import com.moral.util.RegionCodeUtils; 
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import org.apache.commons.collections4.CollectionUtils; 
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import org.springframework.beans.factory.annotation.Autowired; 
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import org.springframework.stereotype.Service; 
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import springfox.documentation.schema.Entry; 
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import java.math.BigDecimal; 
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import java.util.*; 
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import java.util.stream.Collectors; 
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/** 
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 * <p> 
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 * 服务实现类 
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 * </p> 
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 * 
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 * @author moral 
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 * @since 2021-07-01 
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 */ 
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@Service 
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public class MonitorPointServiceImpl extends ServiceImpl<MonitorPointMapper, MonitorPoint> implements MonitorPointService { 
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    @Autowired 
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    MonitorPointMapper monitorPointMapper; 
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    @Autowired 
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    OrganizationService organizationService; 
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    @Autowired 
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    DeviceService deviceService; 
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    @Autowired 
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    DeviceMapper deviceMapper; 
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    @Autowired 
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    SensorMapper sensorMapper; 
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    @Autowired 
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    HistoryHourlyService historyHourlyService; 
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    @Autowired 
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    HistoryDailyService historyDailyService; 
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    @Autowired 
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    HistoryMonthlyService historyMonthlyService; 
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    @Autowired 
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    HistoryMonthlyMapper historyMonthlyMapper; 
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    @Override 
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    public List<MonitorPoint> queryByOrgIdAndRegionCode(MonitorPointQueryForm form) { 
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        //取参 
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        Integer organizationId = form.getOrganizationId(); 
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        Integer regionCode = form.getRegionCode(); 
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        String region = null; 
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        if (regionCode != null && organizationId!=24) { 
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            region = RegionCodeUtils.regionCodeConvertToName(regionCode); 
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        } 
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//        if (regionCode != null) { 
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//            region = RegionCodeUtils.regionCodeConvertToName(regionCode); 
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//        } 
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       /* //查询子组织 
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        List<Organization> childrenOrganization = organizationService.getChildrenOrganizationsById(organizationId); 
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        for (Organization organization : childrenOrganization) { 
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            organizationIds.add(organization.getId()); 
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        } 
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        organizationIds.add(organizationId);*/ 
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        //查询站点 
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        QueryWrapper<MonitorPoint> queryMonitorPointsWrapper = new QueryWrapper<>(); 
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        //如果region不为空,就查询当前组织,所选城市下所有站点及设备信息 
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        //如果region为空,则查询当前组织下所有的站点和设备 
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        List<Integer> organizationIds = deviceMapper.deviceOrgIdList(organizationId); 
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        if (region != null){ 
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            queryMonitorPointsWrapper.eq(region, regionCode); 
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        } 
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        queryMonitorPointsWrapper.in("organization_id", organizationIds); 
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        queryMonitorPointsWrapper.eq("is_delete", Constants.NOT_DELETE); 
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        List<MonitorPoint> monitorPoints = monitorPointMapper.selectList(queryMonitorPointsWrapper); 
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        //查询站点对应的设备 
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        for (MonitorPoint monitorPoint : monitorPoints) { 
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            List<Device> devices = deviceService.getDevicesByMonitorPointId(monitorPoint.getId()); 
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            monitorPoint.setDevices(devices); 
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        } 
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        return monitorPoints; 
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    } 
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    @Override 
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    public List<MonitorPoint> queryAllMonitorPoints(Integer organizationId) { 
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        //查询子组织 
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        List<Organization> childrenOrganization = organizationService.getChildrenOrganizationsById(organizationId); 
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        List<Integer> organizationIds = new ArrayList<>(); 
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        for (Organization organization : childrenOrganization) { 
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            organizationIds.add(organization.getId()); 
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        } 
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        organizationIds.add(organizationId); 
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        //查询站点 
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        QueryWrapper<MonitorPoint> queryMonitorPointsWrapper = new QueryWrapper<>(); 
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        queryMonitorPointsWrapper.select("id","name"); 
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        queryMonitorPointsWrapper.in("organization_id",organizationIds); 
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        queryMonitorPointsWrapper.eq("is_delete", Constants.NOT_DELETE); 
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        List<MonitorPoint> monitorPoints = monitorPointMapper.selectList(queryMonitorPointsWrapper); 
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        return monitorPoints; 
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    } 
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    @Override 
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    public List<Map<String, Object>> getHourlyDataByMonitorPoint(Map map) { 
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        int monitorPointId = Integer.parseInt(map.get("monitorPointId").toString()); 
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        QueryWrapper<MonitorPoint> monitorPointQueryWrapper = new QueryWrapper<>(); 
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        monitorPointQueryWrapper.eq("is_delete",Constants.NOT_DELETE); 
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        monitorPointQueryWrapper.eq("id",monitorPointId); 
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        MonitorPoint monitorPoint = monitorPointMapper.selectOne(monitorPointQueryWrapper); 
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        QueryWrapper<Device> deviceQueryWrapper = new QueryWrapper<>(); 
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        deviceQueryWrapper.eq("is_delete",Constants.NOT_DELETE); 
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        deviceQueryWrapper.eq("monitor_point_id",monitorPointId); 
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        List<Device> devices = deviceMapper.selectList(deviceQueryWrapper); 
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        if (devices.size()<=0){ 
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            return null; 
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        } 
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        String[] sensors = map.remove("sensors").toString().split(","); 
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        List<String> sensorsList = Arrays.asList(sensors); 
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        String startTime = map.get("startTime").toString(); 
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        String endTime = map.get("endTime").toString(); 
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        Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_HH_EN); 
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        Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_HH_EN); 
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        List<Map<String,Object>> resultList = new ArrayList<>(); 
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        for (Device device:devices) { 
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            List<HistoryHourly> hourlies = historyHourlyService.getValueByMacAndTime(device.getMac(), DateUtils.getDate(map.get("startTime").toString(), DateUtils.yyyy_MM_dd_HH_EN), DateUtils.getDate(map.get("endTime").toString(), DateUtils.yyyy_MM_dd_HH_EN)); 
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            for (String sensor:sensorsList) { 
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                Map<String, Object> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json 
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                timeValueMap.put("监测站点",monitorPoint.getName()); 
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                timeValueMap.put("name",device.getName()); 
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                QueryWrapper<Sensor> sensorQueryWrapper = new QueryWrapper<>(); 
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                sensorQueryWrapper.eq("is_delete",Constants.NOT_DELETE); 
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                sensorQueryWrapper.eq("code",sensor); 
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                Sensor sensorEntity = sensorMapper.selectOne(sensorQueryWrapper); 
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                timeValueMap.put("sensor",sensorEntity.getName()); 
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                for (HistoryHourly historyHourly : hourlies) { 
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                    Date time = historyHourly.getTime(); 
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                    String dateStr = DateUtils.dateToDateString(time, "yyyy-MM-dd HH"); 
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                    String value = historyHourly.getValue(); 
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                    JSONObject jsonObject = JSONObject.parseObject(value); 
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                    if (jsonObject.containsKey(sensor)){ 
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                        timeValueMap.put(dateStr, jsonObject.get(sensor).toString()); 
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                    } 
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                } 
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                //补上无数据时间 
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                Date middleDate = startDate; 
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                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){ 
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                    if (timeValueMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN)) == null) 
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                        timeValueMap.put(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN), null); 
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                    middleDate = DateUtils.addHours(middleDate,1); 
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                } 
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                resultList.add(timeValueMap); 
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            } 
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        } 
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        return resultList; 
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    } 
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    /** 
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     * 监测站点数据导出 
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     * 
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     * @param params 
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     * @return 
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     */ 
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    @Override 
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    public List<Map<String, Object>> getHourlyDataDataV3(Map<String, Object> params) { 
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        List<String> macs = (List<String>) params.remove("macs"); 
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        List<String> times = (List<String>) params.remove("times"); 
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        String type = params.get("type").toString(); 
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        String startTime = times.get(0); 
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        String endTime = times.get(1); 
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//        String[] macs = params.remove("macs").toString().split(","); 
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//        List<String> macsList = Arrays.asList(macs); 
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        QueryWrapper<Device> queryWrapper = new QueryWrapper<>(); 
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        queryWrapper.eq("is_delete",Constants.NOT_DELETE); 
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        queryWrapper.in("mac", macs); 
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        List<Device> devices = deviceMapper.selectList(queryWrapper); 
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        if (devices.size()<=0){ 
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            return null; 
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        } 
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        String[] sensors = params.remove("sensors").toString().split(","); 
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        List<String> sensorsList = Arrays.asList(sensors); 
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        List<Map<String,Object>> resultList = new ArrayList<>(); 
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//        List<String> sensorsList = (List<String>) params.remove("sensors"); 
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//        String startTime = params.get("startTime").toString(); 
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//        String endTime = params.get("endTime").toString(); 
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        if (type.equals("hours")){ 
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            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_HH_EN); 
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            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_HH_EN); 
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            for (Device device:devices) { 
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                List<HistoryHourly> hourlies = historyHourlyService.getValueByMacAndTime(device.getMac(), DateUtils.getDate(startTime, DateUtils.yyyy_MM_dd_HH_EN), DateUtils.getDate(endTime, DateUtils.yyyy_MM_dd_HH_EN)); 
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                for (String sensor:sensorsList) { 
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                    Map<String, Object> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json 
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                    QueryWrapper<MonitorPoint> monitorPointQueryWrapper = new QueryWrapper<>(); 
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                    monitorPointQueryWrapper.eq("is_delete",Constants.NOT_DELETE); 
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                    monitorPointQueryWrapper.eq("id",device.getMonitorPointId()); 
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                    MonitorPoint monitorPoint = monitorPointMapper.selectOne(monitorPointQueryWrapper); 
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                    timeValueMap.put("监测站点",monitorPoint.getName()); 
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                    timeValueMap.put("name",device.getName()); 
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                    QueryWrapper<Sensor> sensorQueryWrapper = new QueryWrapper<>(); 
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                    sensorQueryWrapper.eq("is_delete",Constants.NOT_DELETE); 
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                    sensorQueryWrapper.eq("code",sensor); 
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                    Sensor sensorEntity = sensorMapper.selectOne(sensorQueryWrapper); 
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                    timeValueMap.put("sensor",sensorEntity.getName()); 
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                    for (HistoryHourly historyHourly : hourlies) { 
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                        Date time = historyHourly.getTime(); 
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                        String dateStr = DateUtils.dateToDateString(time, "yyyy-MM-dd HH"); 
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                        String value = historyHourly.getValue(); 
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                        JSONObject jsonObject = JSONObject.parseObject(value); 
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                        if (jsonObject.containsKey(sensor)){ 
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                            timeValueMap.put(dateStr, jsonObject.get(sensor).toString()); 
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                        } 
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                    } 
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                    //补上无数据时间 
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                    Date middleDate = startDate; 
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                    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){ 
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                        if (timeValueMap.get(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN)) == null) 
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                            timeValueMap.put(DateUtils.dateToDateString(middleDate,DateUtils.yyyy_MM_dd_HH_EN), null); 
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                        middleDate = DateUtils.addHours(middleDate,1); 
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                    } 
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                    resultList.add(timeValueMap); 
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                } 
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            } 
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        } else  if("day".equals(type)){ 
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            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_HH_EN); 
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            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_HH_EN); 
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            List<HistoryDaily> historyDailyByMacAndTimeSlot = historyDailyService.getHistoryDailyByMacAndTimeSlot(macs, startDate, endDate); 
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            Map<String,Map<String,Object>> map = resultMap(historyDailyByMacAndTimeSlot,new ArrayList<>()); 
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            Map<Integer,String> pointMap = pointMap(devices); 
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            Map<String,String> sensorMap = sensorMap(sensorsList); 
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            for (Device device:devices) { 
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                for (String sensor:sensorsList) { 
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                    Date ks = DateUtils.getDate(startTime,"yyyy-MM-dd"); 
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                    Date js = DateUtils.getDateOfDay(DateUtils.getDate(endTime,"yyyy-MM-dd"),1); 
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                    Map<String, Object> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json 
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                    timeValueMap.put("监测站点",pointMap.get(device.getMonitorPointId())); 
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                    timeValueMap.put("name",device.getName()); 
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                    timeValueMap.put("sensor",sensorMap.get(sensor)); 
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                    ArrayList<Double> doubleArrayList = new ArrayList<>(); 
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                    while (DateUtils.isTimeBefor(js,ks)){ 
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                        String c = DateUtils.dateToDateString(ks,"yyyy-MM-dd"); 
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                        String k = c+"_"+device.getMac(); 
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                        if(map.containsKey(k)){ 
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                            Object o = map.get(k).get(sensor); 
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                            timeValueMap.put(c,Objects.nonNull(o)?Double.valueOf(o.toString()):0); 
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                            if(Objects.nonNull(o)&& (!Double.valueOf(o.toString()).equals(0d))){ 
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                                doubleArrayList.add(Double.valueOf(o.toString())); 
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                            } 
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                        }else { 
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                            timeValueMap.put(c,0); 
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                        } 
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                        ks = DateUtils.getDateOfDay(ks,1); 
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                    } 
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                    Double ListAvg = doubleArrayList.stream().collect(Collectors.averagingDouble(Double::doubleValue)); 
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                    double rsAvg = new BigDecimal(ListAvg).setScale(3, BigDecimal.ROUND_HALF_UP).doubleValue(); 
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                    timeValueMap.put("累计值",rsAvg); 
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                    resultList.add(timeValueMap); 
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                } 
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            } 
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        }else { 
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            QueryWrapper<HistoryMonthly> HistoryMonthlyWrapper = new QueryWrapper<>(); 
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            HistoryMonthlyWrapper.in("mac",devices.stream().map(Device::getMac).collect(Collectors.toList())); 
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            HistoryMonthlyWrapper.between("time",startTime,endTime); 
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            List<HistoryMonthly> historyMonthlyList = historyMonthlyMapper.selectList(HistoryMonthlyWrapper); 
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            Map<String,Map<String,Object>> map = resultMap(new ArrayList<>(),historyMonthlyList); 
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            Map<Integer,String> pointMap = pointMap(devices); 
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            Map<String,String> sensorMap = sensorMap(sensorsList); 
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            for (Device device:devices) { 
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                for (String sensor:sensorsList) { 
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                    Date ks = DateUtils.getDate(startTime,"yyyy-MM"); 
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                    Date js = DateUtils.addMonths(DateUtils.getDate(endTime,"yyyy-MM"),1); 
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                    Map<String, Object> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json 
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                    timeValueMap.put("监测站点",pointMap.get(device.getMonitorPointId())); 
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                    timeValueMap.put("name",device.getName()); 
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                    timeValueMap.put("sensor",sensorMap.get(sensor)); 
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                    while (DateUtils.isTimeBefor(js,ks)){ 
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                        String c = DateUtils.dateToDateString(ks,"yyyy-MM"); 
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                        String k = c+"_"+device.getMac(); 
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                        if(map.containsKey(k)){ 
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                            Object o = map.get(k).get(sensor); 
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                            timeValueMap.put(c,Objects.nonNull(o)?Double.valueOf(o.toString()):0); 
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                        }else { 
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                            timeValueMap.put(c,0); 
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                        } 
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                        ks = DateUtils.addMonths(ks,1); 
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                    } 
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                    resultList.add(timeValueMap); 
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                } 
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            } 
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        } 
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        return resultList; 
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    } 
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    @Override 
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    public List<Map<String, Object>> getHourlyDataDataV3Excel(Map<String, Object> params) { 
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        List<String> macs = (List<String>) params.remove("macs"); 
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        List<String> times = (List<String>) params.remove("times"); 
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        String type = params.get("type").toString(); 
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        String startTime = times.get(0); 
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        String endTime = times.get(1); 
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//        String[] macs = params.remove("macs").toString().split(","); 
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//        List<String> macsList = Arrays.asList(macs); 
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        QueryWrapper<Device> queryWrapper = new QueryWrapper<>(); 
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        queryWrapper.eq("is_delete",Constants.NOT_DELETE); 
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        queryWrapper.in("mac", macs); 
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        List<Device> devices = deviceMapper.selectList(queryWrapper); 
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        if (devices.size()<=0){ 
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            return null; 
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        } 
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        String[] sensors = params.remove("sensors").toString().split(","); 
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        List<String> sensorsList = Arrays.asList(sensors); 
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        List<Map<String,Object>> resultList = new ArrayList<>(); 
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//        List<String> sensorsList = (List<String>) params.remove("sensors"); 
 | 
//        String startTime = params.get("startTime").toString(); 
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//        String endTime = params.get("endTime").toString(); 
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        if (type.equals("hours")){ 
 | 
            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_HH_EN); 
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            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_HH_EN); 
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            List<HistoryHourly> hourlies = historyHourlyService.getValueByMacAndTime(macs, DateUtils.getDate(startTime, DateUtils.yyyy_MM_dd_HH_EN), DateUtils.getDate(endTime, DateUtils.yyyy_MM_dd_HH_EN)); 
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            Map<String,Map<String,Object>> map = resultMap(hourlies); 
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            Map<Integer,String> pointMap = pointMap(devices); 
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            Map<String,String> sensorMap = sensorMap(sensorsList); 
 | 
  
 | 
            for (Device device:devices) { 
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                Date ks = DateUtils.getDate(startTime,"yyyy-MM-dd HH"); 
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                Date js = DateUtils.getDateAddHour(DateUtils.getDate(endTime,"yyyy-MM-dd HH"),1); 
 | 
                while (DateUtils.isTimeBefor(js,ks)){ 
 | 
                    Map<String, Object> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json 
 | 
                    timeValueMap.put("监测站点",pointMap.get(device.getMonitorPointId())); 
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                    timeValueMap.put("name",device.getName()); 
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                    String c = DateUtils.dateToDateString(ks,DateUtils.yyyy_MM_dd_HH_EN); 
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                    timeValueMap.put("日期",c); 
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                    for (String sensor:sensorsList) { 
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                        String k = c+"_"+device.getMac(); 
 | 
                        Double num = 0d; 
 | 
                        if(map.containsKey(k)){ 
 | 
                            Object o = map.get(k).get(sensor); 
 | 
                            num = Objects.nonNull(o)?Double.valueOf(o.toString()):0d; 
 | 
                        } 
 | 
                        timeValueMap.put(sensorMap.get(sensor),num); 
 | 
                    } 
 | 
                    resultList.add(timeValueMap); 
 | 
                    ks = DateUtils.getDateAddHour(ks,1); 
 | 
                } 
 | 
            } 
 | 
        } else  if("day".equals(type)){ 
 | 
            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_HH_EN); 
 | 
            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_HH_EN); 
 | 
            List<HistoryDaily> historyDailyByMacAndTimeSlot = historyDailyService.getHistoryDailyByMacAndTimeSlot(macs, startDate, endDate); 
 | 
            Map<String,Map<String,Object>> map = resultMap(historyDailyByMacAndTimeSlot,new ArrayList<>()); 
 | 
            Map<Integer,String> pointMap = pointMap(devices); 
 | 
            Map<String,String> sensorMap = sensorMap(sensorsList); 
 | 
            for (Device device:devices) { 
 | 
                Date ks = DateUtils.getDate(startTime,"yyyy-MM-dd"); 
 | 
                Date js = DateUtils.getDateOfDay(DateUtils.getDate(endTime,"yyyy-MM-dd"),1); 
 | 
                String nameSite = pointMap.get(device.getMonitorPointId()); 
 | 
                String name = device.getName(); 
 | 
                Map<String, Object> timeValueMap = new LinkedHashMap<>(); 
 | 
                Map<String,ArrayList<Double>> listMap = new HashMap<>(); 
 | 
                int numCount = 0; 
 | 
                while (DateUtils.isTimeBefor(js,ks)){ 
 | 
                    timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json 
 | 
                    timeValueMap.put("监测站点",nameSite); 
 | 
                    timeValueMap.put("name",name); 
 | 
                    String c = DateUtils.dateToDateString(ks,"yyyy-MM-dd"); 
 | 
                    timeValueMap.put("日期",c); 
 | 
                    for (String sensor:sensorsList) { 
 | 
                        String k = c+"_"+device.getMac(); 
 | 
                        Double num = 0d; 
 | 
                        if(map.containsKey(k)){ 
 | 
                            Object o = map.get(k).get(sensor); 
 | 
                            num = Objects.nonNull(o)?Double.valueOf(o.toString()):0d; 
 | 
                            if(Objects.nonNull(num)&& !num.equals(0d)){ 
 | 
                                ArrayList<Double> doubleArrayList = Objects.isNull(listMap.get(numCount+"_"+sensorMap.get(sensor)))?new ArrayList<>():listMap.get(numCount+"_"+sensorMap.get(sensor)); 
 | 
                                doubleArrayList.add(num); 
 | 
                                listMap.put(numCount+"_"+sensorMap.get(sensor),doubleArrayList); 
 | 
                            } 
 | 
                        } 
 | 
                        timeValueMap.put(sensorMap.get(sensor),num); 
 | 
                    } 
 | 
                     resultList.add(timeValueMap); 
 | 
                     ks = DateUtils.getDateOfDay(ks,1); 
 | 
                } 
 | 
                timeValueMap = new LinkedHashMap<>(); 
 | 
                timeValueMap.put("监测站点",nameSite); 
 | 
                timeValueMap.put("name",name); 
 | 
                timeValueMap.put("日期","累计值"); 
 | 
                for(int z = 0 ;z< sensorsList.size();z++){ 
 | 
                    double rsAvg = 0L; 
 | 
                    String son = numCount+"_"+sensorMap.get(sensorsList.get(z)); 
 | 
                    if(listMap.containsKey(numCount+"_"+sensorMap.get(sensorsList.get(z)))){ 
 | 
                        if(son.contains("臭氧")){ 
 | 
                            rsAvg = percentile(listMap.get(numCount+"_"+sensorMap.get(sensorsList.get(z))),90d); 
 | 
                        }else if(son.contains("一氧化碳")){ 
 | 
                            rsAvg = percentile(listMap.get(numCount+"_"+sensorMap.get(sensorsList.get(z))),95d); 
 | 
                        }else { 
 | 
                            Double ListAvg = listMap.get(numCount+"_"+sensorMap.get(sensorsList.get(z))).stream().collect(Collectors.averagingDouble(Double::doubleValue)); 
 | 
                            rsAvg = new BigDecimal(ListAvg).setScale(3, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
                        } 
 | 
                    } 
 | 
                    timeValueMap.put(sensorMap.get(sensorsList.get(z)),rsAvg); 
 | 
                } 
 | 
                resultList.add(timeValueMap); 
 | 
                numCount++; 
 | 
            } 
 | 
  
 | 
        }else { 
 | 
            QueryWrapper<HistoryMonthly> HistoryMonthlyWrapper = new QueryWrapper<>(); 
 | 
            HistoryMonthlyWrapper.in("mac",devices.stream().map(Device::getMac).collect(Collectors.toList())); 
 | 
            HistoryMonthlyWrapper.between("time",startTime,endTime); 
 | 
            List<HistoryMonthly> historyMonthlyList = historyMonthlyMapper.selectList(HistoryMonthlyWrapper); 
 | 
            Map<String,Map<String,Object>> map = resultMap(new ArrayList<>(),historyMonthlyList); 
 | 
            Map<Integer,String> pointMap = pointMap(devices); 
 | 
            Map<String,String> sensorMap = sensorMap(sensorsList); 
 | 
            for (Device device:devices) { 
 | 
                Date ks = DateUtils.getDate(startTime,"yyyy-MM"); 
 | 
                Date js = DateUtils.addMonths(DateUtils.getDate(endTime,"yyyy-MM"),1); 
 | 
                while (DateUtils.isTimeBefor(js,ks)){ 
 | 
                    Map<String, Object> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json 
 | 
                    timeValueMap.put("监测站点",pointMap.get(device.getMonitorPointId())); 
 | 
                    timeValueMap.put("name",device.getName()); 
 | 
                    String c = DateUtils.dateToDateString(ks,"yyyy-MM"); 
 | 
                    timeValueMap.put("日期",c); 
 | 
                    for (String sensor:sensorsList) { 
 | 
                        String k = c+"_"+device.getMac(); 
 | 
                        Double num = 0d; 
 | 
                        if(map.containsKey(k)){ 
 | 
                            Object o = map.get(k).get(sensor); 
 | 
                            num = Objects.nonNull(o)?Double.valueOf(o.toString()):0d; 
 | 
                        } 
 | 
                        timeValueMap.put(sensorMap.get(sensor),num); 
 | 
                    } 
 | 
                    resultList.add(timeValueMap); 
 | 
                    ks = DateUtils.addMonths(ks,1); 
 | 
                } 
 | 
                /*for (String sensor:sensorsList) { 
 | 
                    Date ks = DateUtils.getDate(startTime,"yyyy-MM"); 
 | 
                    Date js = DateUtils.addMonths(DateUtils.getDate(endTime,"yyyy-MM"),1); 
 | 
                    Map<String, Object> timeValueMap = new LinkedHashMap<>();//key为time,value为数据的json 
 | 
                    timeValueMap.put("监测站点",pointMap.get(device.getMonitorPointId())); 
 | 
                    timeValueMap.put("name",device.getName()); 
 | 
                    timeValueMap.put("sensor",sensorMap.get(sensor)); 
 | 
                    while (DateUtils.isTimeBefor(js,ks)){ 
 | 
                        String c = DateUtils.dateToDateString(ks,"yyyy-MM"); 
 | 
                        String k = c+"_"+device.getMac(); 
 | 
                        if(map.containsKey(k)){ 
 | 
                            Object o = map.get(k).get(sensor); 
 | 
                            timeValueMap.put(c,Objects.nonNull(o)?Double.valueOf(o.toString()):0); 
 | 
                        }else { 
 | 
                            timeValueMap.put(c,0); 
 | 
                        } 
 | 
                        ks = DateUtils.addMonths(ks,1); 
 | 
                    } 
 | 
                    resultList.add(timeValueMap); 
 | 
                }*/ 
 | 
            } 
 | 
        } 
 | 
        return resultList; 
 | 
    } 
 | 
    @Override 
 | 
    public List<MonitoringStationDTO> listMonitoringStationDTO(Map<String, Object> params, int reportType, String startTime, String endTime) { 
 | 
       // List<String> macs = Arrays.asList(mac.split(",")); 
 | 
        List<String> macs = (List<String>) params.remove("mac"); 
 | 
        List<MonitoringStationDTO> resultList = new ArrayList<>(); 
 | 
  
 | 
        if(reportType == 1||reportType == 4){ 
 | 
            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_EN); 
 | 
            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_EN); 
 | 
            List<HistoryDaily> historyDailyByMacAndTimeSlot = historyDailyService.getHistoryDailyByMacAndTimeSlot(macs, startDate, endDate); 
 | 
            resultList = resultList(historyDailyByMacAndTimeSlot); 
 | 
        }else if(reportType == 2){ 
 | 
            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_EN); 
 | 
            Date endDate = DateUtils.addDays(startDate,6); 
 | 
            List<HistoryDaily> historyDailyByMacAndTimeSlot = historyDailyService.getHistoryDailyByMacAndTimeSlot(macs, startDate, endDate); 
 | 
            resultList = resultList(historyDailyByMacAndTimeSlot); 
 | 
        }else if(reportType == 3){ 
 | 
            Date startDate = DateUtils.getDate(startTime,DateUtils.yyyy_MM_dd_EN); 
 | 
            Date endDate = DateUtils.getDate(endTime,DateUtils.yyyy_MM_dd_EN); 
 | 
            QueryWrapper<HistoryMonthly> HistoryMonthlyWrapper = new QueryWrapper<>(); 
 | 
            HistoryMonthlyWrapper.in("mac",macs); 
 | 
            HistoryMonthlyWrapper.between("time",startDate,endDate); 
 | 
            List<HistoryMonthly> historyMonthlyList = historyMonthlyMapper.selectList(HistoryMonthlyWrapper); 
 | 
            List<HistoryDaily> historyDailies = new ArrayList<>(); 
 | 
            for(HistoryMonthly h : historyMonthlyList) { 
 | 
                HistoryDaily historyDaily = new HistoryDaily(); 
 | 
                historyDaily.setMac(h.getMac()); 
 | 
                historyDaily.setTime(h.getTime()); 
 | 
                historyDaily.setValue(h.getValue()); 
 | 
                historyDailies.add(historyDaily); 
 | 
            } 
 | 
            resultList = resultList(historyDailies); 
 | 
        } 
 | 
        return resultList; 
 | 
    } 
 | 
  
 | 
  
 | 
    private List<MonitoringStationDTO> resultList(List<HistoryDaily> historyDailyByMacAndTimeSlot){ 
 | 
        List<MonitoringStationDTO> list = new ArrayList<>(); 
 | 
        if(CollectionUtils.isEmpty(historyDailyByMacAndTimeSlot)){ 
 | 
            return list; 
 | 
        } 
 | 
        Map<String,Map<String,ArrayList<Double>>> resultMap = new HashMap<>(); 
 | 
        for(HistoryDaily h : historyDailyByMacAndTimeSlot) { 
 | 
            JSONObject jsonObject = JSONObject.parseObject(h.getValue()); 
 | 
            Map<String, Object> map = jsonObject.getInnerMap(); 
 | 
            Map<String,ArrayList<Double>> maps = Objects.nonNull(resultMap.get(h.getMac()))?resultMap.get(h.getMac()):new HashMap<>(); 
 | 
            if(Objects.nonNull(map.get("a34004"))){ 
 | 
                ArrayList<Double> numResult = Objects.nonNull(maps.get("PM2_5"))?maps.get("PM2_5"):new ArrayList<>(); 
 | 
                numResult.add(Double.parseDouble(map.get("a34004").toString())); 
 | 
                maps.put("PM2_5",numResult); 
 | 
            } 
 | 
            if(Objects.nonNull(map.get("a05024"))){ 
 | 
                ArrayList<Double> numResult = Objects.nonNull(maps.get("O3"))?maps.get("O3"):new ArrayList<>(); 
 | 
                numResult.add(Double.parseDouble(map.get("a05024").toString())); 
 | 
                maps.put("O3",numResult); 
 | 
            } 
 | 
            if(Objects.nonNull(map.get("a34002"))){ 
 | 
                ArrayList<Double> numResult = Objects.nonNull(maps.get("PM10"))?maps.get("PM10"):new ArrayList<>(); 
 | 
                numResult.add(Double.parseDouble(map.get("a34002").toString())); 
 | 
                maps.put("PM10",numResult); 
 | 
            } 
 | 
            if(Objects.nonNull(map.get("a21026"))){ 
 | 
                ArrayList<Double> numResult = Objects.nonNull(maps.get("SO2"))?maps.get("SO2"):new ArrayList<>(); 
 | 
                numResult.add(Double.parseDouble(map.get("a21026").toString())); 
 | 
                maps.put("SO2",numResult); 
 | 
            } 
 | 
            if(Objects.nonNull(map.get("a21004"))){ 
 | 
                ArrayList<Double> numResult = Objects.nonNull(maps.get("NO2"))?maps.get("NO2"):new ArrayList<>(); 
 | 
                numResult.add(Double.parseDouble(map.get("a21004").toString())); 
 | 
                maps.put("NO2",numResult); 
 | 
            } 
 | 
            if(Objects.nonNull(map.get("a21005"))){ 
 | 
                ArrayList<Double> numResult = Objects.nonNull(maps.get("CO"))?maps.get("CO"):new ArrayList<>(); 
 | 
                numResult.add(Double.parseDouble(map.get("a21005").toString())); 
 | 
                maps.put("CO",numResult); 
 | 
            } 
 | 
            if(Objects.nonNull(map.get("a99054"))){ 
 | 
                ArrayList<Double> numResult = Objects.nonNull(maps.get("TVOC"))?maps.get("TVOC"):new ArrayList<>(); 
 | 
                numResult.add(Double.parseDouble(map.get("a99054").toString())); 
 | 
                maps.put("TVOC",numResult); 
 | 
            } 
 | 
            resultMap.put(h.getMac(),maps); 
 | 
        } 
 | 
        for(Map.Entry entry : resultMap.entrySet()){ 
 | 
            boolean dimension = false; 
 | 
            String mapKey = (String) entry.getKey(); 
 | 
            Map<String,ArrayList<Double>> mapValue = (Map<String,ArrayList<Double>>)entry.getValue(); 
 | 
            Map<String, Object> data = new HashMap<>(); 
 | 
            if(mapValue.containsKey("PM2_5")){ 
 | 
                Double ListAvg = mapValue.get("PM2_5").stream().collect(Collectors.averagingDouble(Double::doubleValue)); 
 | 
                double rsAvg = new BigDecimal(ListAvg).setScale(2, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
                data.put("PM2_5",rsAvg); 
 | 
            }else { 
 | 
                data.put("PM2_5",0); 
 | 
                dimension = true; 
 | 
            } 
 | 
            if(mapValue.containsKey("PM10")){ 
 | 
                Double ListAvg = mapValue.get("PM10").stream().collect(Collectors.averagingDouble(Double::doubleValue)); 
 | 
                double rsAvg = new BigDecimal(ListAvg).setScale(0, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
                data.put("PM10",rsAvg); 
 | 
            }else { 
 | 
                data.put("PM10",0); 
 | 
                dimension = true; 
 | 
            } 
 | 
            if(mapValue.containsKey("SO2")){ 
 | 
                Double ListAvg = mapValue.get("SO2").stream().collect(Collectors.averagingDouble(Double::doubleValue)); 
 | 
                double rsAvg = new BigDecimal(ListAvg).setScale(0, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
                data.put("SO2",rsAvg); 
 | 
            }else { 
 | 
                data.put("SO2",0); 
 | 
                dimension = true; 
 | 
            } 
 | 
            if(mapValue.containsKey("NO2")){ 
 | 
                Double ListAvg = mapValue.get("NO2").stream().collect(Collectors.averagingDouble(Double::doubleValue)); 
 | 
                double rsAvg = new BigDecimal(ListAvg).setScale(0, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
                data.put("NO2",rsAvg); 
 | 
            }else { 
 | 
                data.put("NO2",0); 
 | 
                dimension = true; 
 | 
            } 
 | 
            if(mapValue.containsKey("CO")){ 
 | 
                Double ListAvg = percentile(mapValue.get("CO"),95d); 
 | 
                double rsAvg = new BigDecimal(ListAvg).setScale(3, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
                data.put("CO",rsAvg); 
 | 
            }else { 
 | 
                data.put("CO",0); 
 | 
                dimension = true; 
 | 
            } 
 | 
            if(mapValue.containsKey("O3")){ 
 | 
                Double ListAvg = percentile(mapValue.get("O3"),90d); 
 | 
                double rsAvg = new BigDecimal(ListAvg).setScale(0, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
                data.put("O3",rsAvg); 
 | 
            }else { 
 | 
                data.put("O3",0); 
 | 
                dimension = true; 
 | 
            } 
 | 
            if(mapValue.containsKey("TVOC")){ 
 | 
                Double ListAvg = mapValue.get("TVOC").stream().collect(Collectors.averagingDouble(Double::doubleValue)); 
 | 
                double rsAvg = new BigDecimal(ListAvg).setScale(3, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
                data.put("TVOC",rsAvg); 
 | 
            }else { 
 | 
                data.put("TVOC",0); 
 | 
                dimension = true; 
 | 
            } 
 | 
            Double resultNum = ComprehensiveIndexUtils.dailyData(data); 
 | 
            if(dimension){ 
 | 
                resultNum = 0d; 
 | 
            } 
 | 
            MonitoringStationDTO monitoringStationDTO = new MonitoringStationDTO(); 
 | 
            monitoringStationDTO.setPM25(BigDecimal.valueOf(Double.parseDouble(data.get("PM2_5").toString()))); 
 | 
            monitoringStationDTO.setO3(BigDecimal.valueOf(Double.parseDouble(data.get("O3").toString()))); 
 | 
            monitoringStationDTO.setTovc(BigDecimal.valueOf(Double.parseDouble(data.get("TVOC").toString()))); 
 | 
            monitoringStationDTO.setComposite(BigDecimal.valueOf(resultNum)); 
 | 
            monitoringStationDTO.setSO2(BigDecimal.valueOf(Double.parseDouble(data.get("SO2").toString()))); 
 | 
            monitoringStationDTO.setNO2(BigDecimal.valueOf(Double.parseDouble(data.get("NO2").toString()))); 
 | 
            monitoringStationDTO.setPM10(BigDecimal.valueOf(Double.parseDouble(data.get("PM10").toString()))); 
 | 
            monitoringStationDTO.setCO(BigDecimal.valueOf(Double.parseDouble(data.get("CO").toString()))); 
 | 
            monitoringStationDTO.setMac(mapKey); 
 | 
            list.add(monitoringStationDTO); 
 | 
        } 
 | 
        List<MonitoringStationDTO> compositeListResult = fun3(list,0); 
 | 
        List<MonitoringStationDTO> compositeList = fun3(list,1); 
 | 
        List<MonitoringStationDTO> pM25List = fun3(list,2); 
 | 
        List<MonitoringStationDTO> o3List = fun3(list,3); 
 | 
        List<MonitoringStationDTO> tovcList = fun3(list,4); 
 | 
        List<MonitoringStationDTO> SO2List = fun3(list,5); 
 | 
        List<MonitoringStationDTO> NO2cList = fun3(list,6); 
 | 
        List<MonitoringStationDTO> PM10List = fun3(list,7); 
 | 
        List<MonitoringStationDTO> COList = fun3(list,8); 
 | 
        List<MonitoringStationDTO> resultList = new ArrayList<>(); 
 | 
        LambdaQueryChainWrapper<Device> wrapper = deviceService.lambdaQuery(); 
 | 
        wrapper.eq(Device::getIsDelete,0); 
 | 
        Map<String,String> deviceMap =  new HashMap<>(); 
 | 
        wrapper.list().forEach(it->deviceMap.put(it.getMac(),it.getName())); 
 | 
  
 | 
        for (MonitoringStationDTO m :compositeListResult ){ 
 | 
            MonitoringStationDTO monit = new MonitoringStationDTO(); 
 | 
            String mac = m.getMac(); 
 | 
            monit.setMac(mac); 
 | 
            monit.setName(deviceMap.get(mac)); 
 | 
            List<String> listComposite = compositeList.stream().map(MonitoringStationDTO::getMac).collect(Collectors.toList()); 
 | 
            monit.setComposite(listComposite.indexOf(mac) == -1?BigDecimal.ZERO:compositeList.get(listComposite.indexOf(mac)).getComposite()); 
 | 
            monit.setCompositeNum(listComposite.indexOf(mac) == -1?0:compositeList.get(listComposite.indexOf(mac)).getCompositeNum()); 
 | 
            List<String> listPM25 = pM25List.stream().map(MonitoringStationDTO::getMac).collect(Collectors.toList()); 
 | 
            List<String> listO3 = o3List.stream().map(MonitoringStationDTO::getMac).collect(Collectors.toList()); 
 | 
            List<String> listTovc = tovcList.stream().map(MonitoringStationDTO::getMac).collect(Collectors.toList()); 
 | 
            monit.setO3(listO3.indexOf(mac) == -1?BigDecimal.ZERO:o3List.get(listO3.indexOf(mac)).getO3()); 
 | 
            monit.setO3Num(listO3.indexOf(mac) == -1?0:o3List.get(listO3.indexOf(mac)).getO3Num()); 
 | 
            monit.setPM25(listPM25.indexOf(mac) == -1?BigDecimal.ZERO:pM25List.get(listPM25.indexOf(mac)).getPM25()); 
 | 
            monit.setPM25Num(listPM25.indexOf(mac) == -1?0:pM25List.get(listPM25.indexOf(mac)).getPM25Num()); 
 | 
            monit.setTovc(listTovc.indexOf(mac) == -1?BigDecimal.ZERO:tovcList.get(listTovc.indexOf(mac)).getTovc()); 
 | 
            monit.setTOVCNum(listTovc.indexOf(mac) == -1?0:tovcList.get(listTovc.indexOf(mac)).getTOVCNum()); 
 | 
            List<String> listSO2 = SO2List.stream().map(MonitoringStationDTO::getMac).collect(Collectors.toList()); 
 | 
            monit.setSO2(listSO2.indexOf(mac) == -1?BigDecimal.ZERO:SO2List.get(listSO2.indexOf(mac)).getSO2()); 
 | 
            monit.setSO2Num(listSO2.indexOf(mac) == -1?0:SO2List.get(listSO2.indexOf(mac)).getSO2Num()); 
 | 
            List<String> listNO2 = NO2cList.stream().map(MonitoringStationDTO::getMac).collect(Collectors.toList()); 
 | 
            monit.setNO2(listNO2.indexOf(mac) == -1?BigDecimal.ZERO:NO2cList.get(listNO2.indexOf(mac)).getNO2()); 
 | 
            monit.setNO2Num(listNO2.indexOf(mac) == -1?0:NO2cList.get(listNO2.indexOf(mac)).getNO2Num()); 
 | 
            List<String> listPM10 = PM10List.stream().map(MonitoringStationDTO::getMac).collect(Collectors.toList()); 
 | 
            monit.setPM10(listPM10.indexOf(mac) == -1?BigDecimal.ZERO:PM10List.get(listPM10.indexOf(mac)).getPM10()); 
 | 
            monit.setPM10Num(listPM10.indexOf(mac) == -1?0:PM10List.get(listPM10.indexOf(mac)).getPM10Num()); 
 | 
            List<String> listCO = COList.stream().map(MonitoringStationDTO::getMac).collect(Collectors.toList()); 
 | 
            monit.setCO(listCO.indexOf(mac) == -1?BigDecimal.ZERO:COList.get(listCO.indexOf(mac)).getCO()); 
 | 
            monit.setCONum(listCO.indexOf(mac) == -1?0:COList.get(listCO.indexOf(mac)).getCONum()); 
 | 
  
 | 
            resultList.add(monit); 
 | 
        } 
 | 
        return resultList; 
 | 
    } 
 | 
  
 | 
    public List<MonitoringStationDTO> fun3(List<MonitoringStationDTO> monList,int type) { 
 | 
        List<MonitoringStationDTO> resultList = new ArrayList<>(); 
 | 
        List<MonitoringStationDTO> compositeList = new ArrayList<>(); 
 | 
        Map<BigDecimal,List<MonitoringStationDTO>> map1 = new HashMap<>(); 
 | 
        if(type == 1){ 
 | 
            compositeList = monList.stream().filter(it->it.getComposite().compareTo(BigDecimal.ZERO)!=0).sorted(Comparator.comparing(MonitoringStationDTO::getComposite)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getComposite,LinkedHashMap::new,Collectors.toList())); 
 | 
        }else if(type == 0){ 
 | 
            compositeList = monList.stream().sorted(Comparator.comparing(MonitoringStationDTO::getComposite)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getComposite,LinkedHashMap::new,Collectors.toList())); 
 | 
        }else if(type == 2){ 
 | 
            compositeList = monList.stream().filter(it->it.getPM25().compareTo(BigDecimal.ZERO)!=0).sorted(Comparator.comparing(MonitoringStationDTO::getPM25)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getPM25,LinkedHashMap::new,Collectors.toList())); 
 | 
        }else if(type == 3){ 
 | 
            compositeList = monList.stream().filter(it->it.getO3().compareTo(BigDecimal.ZERO)!=0).sorted(Comparator.comparing(MonitoringStationDTO::getO3)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getO3,LinkedHashMap::new,Collectors.toList())); 
 | 
        }else if(type == 4){ 
 | 
            compositeList = monList.stream().filter(it->it.getTovc().compareTo(BigDecimal.ZERO)!=0).sorted(Comparator.comparing(MonitoringStationDTO::getTovc)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getTovc,LinkedHashMap::new,Collectors.toList())); 
 | 
        }else if(type == 5){ 
 | 
            compositeList = monList.stream().filter(it->it.getSO2().compareTo(BigDecimal.ZERO)!=0).sorted(Comparator.comparing(MonitoringStationDTO::getSO2)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getSO2,LinkedHashMap::new,Collectors.toList())); 
 | 
        }else if(type == 6){ 
 | 
            compositeList = monList.stream().filter(it->it.getNO2().compareTo(BigDecimal.ZERO)!=0).sorted(Comparator.comparing(MonitoringStationDTO::getNO2)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getNO2,LinkedHashMap::new,Collectors.toList())); 
 | 
        }else if(type == 7){ 
 | 
            compositeList = monList.stream().filter(it->it.getPM10().compareTo(BigDecimal.ZERO)!=0).sorted(Comparator.comparing(MonitoringStationDTO::getPM10)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getPM10,LinkedHashMap::new,Collectors.toList())); 
 | 
        }else if(type == 8){ 
 | 
            compositeList = monList.stream().filter(it->it.getCO().compareTo(BigDecimal.ZERO)!=0).sorted(Comparator.comparing(MonitoringStationDTO::getCO)).collect(Collectors.toList()); 
 | 
            map1 = compositeList.stream().collect(Collectors.groupingBy(MonitoringStationDTO::getCO,LinkedHashMap::new,Collectors.toList())); 
 | 
        } 
 | 
        int index = 1; 
 | 
        for (Map.Entry entry : map1.entrySet()) { 
 | 
            List<MonitoringStationDTO> mapValue = (List<MonitoringStationDTO>)entry.getValue(); 
 | 
            for(MonitoringStationDTO m : mapValue){ 
 | 
                MonitoringStationDTO stationDTO = new MonitoringStationDTO(); 
 | 
                stationDTO.setMac(m.getMac()); 
 | 
                if(type == 1){ 
 | 
                    stationDTO.setComposite(m.getComposite()); 
 | 
                    stationDTO.setCompositeNum(index); 
 | 
                }else if(type == 0){ 
 | 
                    stationDTO.setComposite(m.getComposite()); 
 | 
                    stationDTO.setCompositeNum(index); 
 | 
                }else if(type == 2){ 
 | 
                    stationDTO.setPM25(m.getPM25()); 
 | 
                    stationDTO.setPM25Num(index); 
 | 
                }else if(type == 3){ 
 | 
                    stationDTO.setO3(m.getO3()); 
 | 
                    stationDTO.setO3Num(index); 
 | 
                }else if(type == 4){ 
 | 
                    stationDTO.setTovc(m.getTovc()); 
 | 
                    stationDTO.setTOVCNum(index); 
 | 
                }else if(type == 5){ 
 | 
                    stationDTO.setSO2(m.getSO2()); 
 | 
                    stationDTO.setSO2Num(index); 
 | 
                }else if(type == 6){ 
 | 
                    stationDTO.setNO2(m.getNO2()); 
 | 
                    stationDTO.setNO2Num(index); 
 | 
                }else if(type == 7){ 
 | 
                    stationDTO.setPM10(m.getPM10()); 
 | 
                    stationDTO.setPM10Num(index); 
 | 
                }else if(type == 8){ 
 | 
                    stationDTO.setCO(m.getCO()); 
 | 
                    stationDTO.setCONum(index); 
 | 
                } 
 | 
                resultList.add(stationDTO); 
 | 
            } 
 | 
            index = index +mapValue.size(); 
 | 
        } 
 | 
        return resultList; 
 | 
    } 
 | 
  
 | 
    private Map<String,Map<String,Object>> resultMap(List<HistoryDaily> list , List<HistoryMonthly> historyMonthlyList){ 
 | 
        Map<String,Map<String,Object>> map = new HashMap<>(); 
 | 
        for(HistoryDaily h : list){ 
 | 
            String dateStr = DateUtils.dateToDateString( h.getTime(), "yyyy-MM-dd")+"_"+h.getMac(); 
 | 
            Map<String,Object> jsonMap = new HashMap<>(); 
 | 
            JSONObject jsonObject = JSONObject.parseObject(h.getValue()); 
 | 
            jsonMap = jsonObject.getInnerMap(); 
 | 
            map.put(dateStr,jsonMap); 
 | 
        } 
 | 
        for(HistoryMonthly h : historyMonthlyList){ 
 | 
            String dateStr = DateUtils.dateToDateString( h.getTime(), "yyyy-MM")+"_"+h.getMac(); 
 | 
            Map<String,Object> jsonMap = new HashMap<>(); 
 | 
            JSONObject jsonObject = JSONObject.parseObject(h.getValue()); 
 | 
            jsonMap = jsonObject.getInnerMap(); 
 | 
            map.put(dateStr,jsonMap); 
 | 
        } 
 | 
  
 | 
        return map; 
 | 
    } 
 | 
    private Map<String,Map<String,Object>> resultMap(List<HistoryHourly> list){ 
 | 
        Map<String,Map<String,Object>> map = new HashMap<>(); 
 | 
        for(HistoryHourly h : list){ 
 | 
            String dateStr = DateUtils.dateToDateString( h.getTime(), DateUtils.yyyy_MM_dd_HH_EN)+"_"+h.getMac(); 
 | 
            Map<String,Object> jsonMap = new HashMap<>(); 
 | 
            JSONObject jsonObject = JSONObject.parseObject(h.getValue()); 
 | 
            jsonMap = jsonObject.getInnerMap(); 
 | 
            map.put(dateStr,jsonMap); 
 | 
        } 
 | 
  
 | 
        return map; 
 | 
    } 
 | 
    private Map<String,String> sensorMap(List<String> sensorsList){ 
 | 
        Map<String,String> map = new HashMap<>(); 
 | 
        QueryWrapper<Sensor> sensorQueryWrapper = new QueryWrapper<>(); 
 | 
        sensorQueryWrapper.eq("is_delete",Constants.NOT_DELETE); 
 | 
        sensorQueryWrapper.in("code",sensorsList); 
 | 
         sensorMapper.selectList(sensorQueryWrapper).forEach(it->map.put(it.getCode(),it.getName())); 
 | 
        return map; 
 | 
    } 
 | 
  
 | 
    private Map<Integer,String> pointMap(List<Device> devices){ 
 | 
        Map<Integer,String> map = new HashMap<>(); 
 | 
        QueryWrapper<MonitorPoint> monitorPointQueryWrapper = new QueryWrapper<>(); 
 | 
        monitorPointQueryWrapper.eq("is_delete",Constants.NOT_DELETE); 
 | 
        monitorPointQueryWrapper.in("id",devices.stream().map(Device::getMonitorPointId).collect(Collectors.toList())); 
 | 
        monitorPointMapper.selectList(monitorPointQueryWrapper).forEach(it->map.put(it.getId(),it.getName())); 
 | 
        return map; 
 | 
    } 
 | 
    private Double percentile(List<Double> date,double num){ 
 | 
        if(CollectionUtils.isNotEmpty(date)&&date.size() == 1){ 
 | 
            return date.get(0); 
 | 
        } 
 | 
        Collections.sort(date); 
 | 
        double position = (num / 100) * (date.size() - 1); 
 | 
        int index = (int) position; 
 | 
        // 获取小数部分的位置索引 
 | 
        double fraction = position - index; 
 | 
  
 | 
        // 获取百分位值 
 | 
        double percentileValue = date.get(index) + fraction * (date.get(index + 1) - date.get(index)); 
 | 
        return new BigDecimal(percentileValue).setScale(3, BigDecimal.ROUND_HALF_UP).doubleValue(); 
 | 
    } 
 | 
  
 | 
} 
 |