微型站5分钟与半小时数据

jinpengyong

2020-09-08 adde1ed1a99622c80a95dea83e294711d295c55c

 src/main/java/com/moral/service/impl/HistoryMinutelyServiceImpl.java

@@ -1,543 +1,871 @@
package com.moral.service.impl;



import static com.moral.common.bean.Constants.NULL_VALUE;

import static org.springframework.util.ObjectUtils.isEmpty;



import java.math.BigDecimal;

import java.math.RoundingMode;

import java.time.LocalDate;

import java.time.temporal.TemporalAdjusters;

import java.util.ArrayList;

import java.util.Arrays;

import java.util.Calendar;

import java.util.Collections;

import java.util.Comparator;

import java.util.Date;

import java.util.HashMap;

import java.util.HashSet;

import java.util.Iterator;

import java.util.LinkedHashMap;

import java.util.List;

import java.util.Map;

import java.util.Map.Entry;

import java.util.Set;

import java.util.TreeSet;

import java.util.concurrent.Callable;

import java.util.concurrent.CompletionService;

import java.util.concurrent.ExecutorCompletionService;

import java.util.concurrent.ExecutorService;

import java.util.concurrent.Executors;

import java.util.stream.Collectors;



import javax.annotation.Resource;



import com.moral.common.util.ReportTimeFormat;

import com.moral.entity.charts.DataCondition;

import com.moral.entity.charts.LineChartCriteria;

import com.moral.entity.charts.PairData;

import com.moral.entity.charts.TimePeriod;

import org.apache.commons.lang3.time.DateUtils;

import org.springframework.stereotype.Service;

import org.springframework.util.ObjectUtils;



import com.alibaba.fastjson.JSON;

import com.alibaba.fastjson.TypeReference;

import com.moral.common.util.CalculateUtils;

import com.moral.common.util.ResourceUtil;

import com.moral.common.util.ValidateUtil;

import com.moral.entity.Device;

import com.moral.entity.Sensor;

import com.moral.mapper.DeviceMapper;

import com.moral.mapper.HistoryMinutelyMapper;

import com.moral.mapper.SensorMapper;

import com.moral.service.HistoryMinutelyService;



@Service

@SuppressWarnings({ "unchecked", "rawtypes", "unused" })

public class HistoryMinutelyServiceImpl implements HistoryMinutelyService {



   @Resource

   private HistoryMinutelyMapper historyMinutelyMapper;



   @Resource

   private DeviceMapper deviceMapper;



   @Resource

   private SensorMapper sensorMapper;



   // volatile



   @Override

   public Map<String, Object> getDayAQIByDevice(Map<String, Object> parameters) {

      ValidateUtil.notNull(parameters.get("mac"), "param.is.null");

      LocalDate localDate = LocalDate.now();

      // 昨日00:00:00

      parameters.put("start", localDate.minusDays(1));

		
      // 今日00:00:00

      parameters.put("end", localDate);

      String[] macKeys = { "e1", "e2", "e10", "e11", "e15", "e16" };

      String sensorKeyColumn = "";

      for (int i = 0; i < macKeys.length; i++) {

         sensorKeyColumn += "AVG(json -> '$." + macKeys[i] + "[0]') " + macKeys[i];

         if (i != macKeys.length -1) {

            sensorKeyColumn += " ,";

         } 
      }

      parameters.put("sensorKeyColumn", sensorKeyColumn);

      Map<String, Double> average = historyMinutelyMapper.getSersionAvgByDevice(parameters);

      return getAQIByDataMap(average);

   }



   private Map<String, Object> getAQIByDataMap(Map<String, Double> average) {

      Map<String, Object> resultMap = new HashMap<String, Object>();

      if (isEmpty(average)) {

         resultMap.put("AQI", "N/V");

      } else {

         String[] IAQIValues = ResourceUtil.getArrValue("IAQI");

         Set<Double> IAQIs = new HashSet<Double>();

         for (Map.Entry<String, Double> entry : average.entrySet()) {

            double minMacKey = 0, maxMacKey = 0, minIAQI = 0, maxIAQI = 0;

            String[] macKeyValues = ResourceUtil.getArrValue(entry.getKey());

            Double avg = entry.getValue();

            if (isEmpty(avg)) {

               IAQIs.add(null);

            } else {

               int index = -1;

               for (int i = 0; i < macKeyValues.length; i++) {

                  if (avg <= Double.valueOf(macKeyValues[i])) {

                     if (i == 0) {

                        index = i;

                     } else {

                        index = i - 1;

                     }

                     break;

                  }

               }

               if (index == -1) {

                  IAQIs.add(Double.MAX_VALUE);

               } else {

                  minMacKey = Double.valueOf(macKeyValues[index]);

                  maxMacKey = Double.valueOf(macKeyValues[index + 1]);

                  minIAQI = Double.valueOf(IAQIValues[index]);

                  maxIAQI = Double.valueOf(IAQIValues[index + 1]);

                  Double result = CalculateUtils.calculateIAQI(maxIAQI, minIAQI, maxMacKey, minMacKey, avg);

                  IAQIs.add(result);

               }

            }

         }

         IAQIs.remove(null);

         if (isEmpty(IAQIs)) {

            resultMap.put("AQI", "N/V");

         } else {

            Double AQI = Collections.max(IAQIs);

            if (AQI == Double.MAX_VALUE) {

               resultMap.put("AQI", IAQIValues[IAQIValues.length - 1]);

            } else {

               resultMap.put("AQI", String.format("%.0f", AQI));

            }

         }

      }

      return resultMap;

   }



   @Override

   public Map<String, List<Object>> getCompareReport(Map<String, Object> parameters) throws Exception {

      Map<String, List<Object>> resultMap = new HashMap<String, List<Object>>();

      List<Map<String, Object>> list = JSON.parseObject((String)parameters.remove("items"), new TypeReference<List<Map<String, Object>>>() {});

		
      String type = (String) parameters.get("type");

      parameters.putAll(getElementByType(type));

      Integer timeLength = Integer.valueOf(parameters.remove("timeLength").toString());

      if ("month".equals(type)) {

         for (Map<String, Object> map : list) {

            String[] formatTime = map.get("formatTime").toString().split("-");

            LocalDate localDate = LocalDate.of(Integer.valueOf(formatTime[0]), Integer.valueOf(formatTime[1]), 1);

            int lengthOfMonth = localDate.lengthOfMonth();

            if (lengthOfMonth > timeLength) {

               timeLength = lengthOfMonth;

            }

         }

      }

		
      List<Object> timeList = new ArrayList<Object>();

      for (int i = 0; i < timeLength; i++) {

         timeList.add(i, String.format("%02d", "day".equals(type) || "hour".equals(type) ? i : i + 1));

      }

      parameters.put("timeList", timeList);

		
      ExecutorService threadPool = Executors.newCachedThreadPool();

      CompletionService<Map<String, List<Object>>> cs = new ExecutorCompletionService<Map<String, List<Object>>>(threadPool);

      for (int i = 0; i < list.size(); i++) {

         Map<String, Object> map = list.get(i);

         map.put("part", i);

         if (ObjectUtils.isEmpty(map.get("mac"))) {

            map.remove("mac");

         }

         map.put("time", map.remove("formatTime"));

         map.putAll(parameters);

         cs.submit(new Callable<Map<String, List<Object>>>() {

            @Override

            public Map<String, List<Object>> call() throws Exception {

               return getMonitorPointOrDeviceAvgData4Compare(map);

            }

         });

      }

		
      List<Object> dataList = new ArrayList<Object>();

      for (Map<String, Object> map : list) {

         dataList.add(cs.take().get());

      }

      Map[] maps = new HashMap[list.size()];

      Set<String> sensors = new TreeSet<String>(new Comparator<String>() {

         @Override

         public int compare(String o1, String o2) {

            return Integer.compare(Integer.valueOf(o1.split("-")[0].replace("e", "")), Integer.valueOf(o2.split("-")[0].replace("e", "")));

         }

      });

      for (Object object : dataList) {

         Map<String, Object> map = (Map<String, Object>)object;

         for (String key : map.keySet()) {

            if (key.startsWith("data")) {

               int index = Integer.valueOf(key.replace("data", ""));

               maps[index] = map;

            }

            if (key.startsWith("sensors")) {

               sensors.addAll((List<String>) map.get(key));

            }

         }

      }

      resultMap.put("times", timeList);

      resultMap.put("datas", Arrays.asList(maps));

      resultMap.put("sensors", new ArrayList<Object>(sensors));

      return resultMap;

   }



	
   public Map<String, List<Object>> getMonitorPointOrDeviceAvgData4Compare(Map<String, Object> parameters) throws Exception {

      Map<String, List<Object>> resultMap = new HashMap<String, List<Object>>();



      List<Map<String, Object>> resultList = getMonitorPointOrDeviceAvgData(parameters);

		
      List<Object> timeList = (List<Object>) parameters.get("timeList");



      List<Object> dataList = new ArrayList<Object>();

      Set<String> sensors = new TreeSet<String>(new Comparator<String>() {

         @Override

         public int compare(String o1, String o2) {

            return Integer.compare(Integer.valueOf(o1.split("-")[0].replace("e", "")), Integer.valueOf(o2.split("-")[0].replace("e", "")));

         }

      });

      sensors.addAll((Set<String>)parameters.get("sensors"));

      Map<String, Double[]> doubleMap = new LinkedHashMap<String, Double[]>();

      for (Map<String, Object> map : resultList) {

         String time = map.get("time").toString();

         time = time.substring(time.length() - 2);

         int index = timeList.indexOf(time);

         for (String sensor : sensors) {

            String[] split = sensor.split("-");

            String sensorKey = split[0];

            if (map.containsKey(sensorKey)) {

               Double[] doubles;

               if (doubleMap.containsKey(sensor)) {

                  doubles = doubleMap.get(sensor);

               } else {

                  doubles = new Double[timeList.size()];

               }

               doubles[index] = (Double) map.get(sensorKey);

               doubleMap.put(sensor, doubles);

					
            }

         }

      }

      dataList.add(doubleMap);

      String part = parameters.get("part").toString();

      resultMap.put("data" + part, dataList);

      resultMap.put("sensors" + part, new ArrayList<Object>(sensors));

      return resultMap;

   }

	
   @Override

   public List<Map<String, Object>> getMonitorPointOrDeviceAvgData(Map<String, Object> parameters) throws Exception {

      List<Map<String, Object>> resultList ;



      String type = (String) parameters.get("type");

      if (!parameters.containsKey("field")) {

         parameters.putAll(getElementByType(type));

      }

      String time = (String) parameters.get("time");

      String format = (String) parameters.get("format");

      Integer field = Integer.valueOf(parameters.get("field").toString());

      Date start = DateUtils.parseDate(time, format), end = null ;

      if (parameters.containsKey("timeb")) {

         end = DateUtils.parseDate((String)parameters.get("timeb"), format);

      } else {

         Calendar instance = Calendar.getInstance();

         instance.setTime(start);

         instance.add(field, 1);

         end = instance.getTime();

      }

      parameters.put("start", start);

      parameters.put("end", end);



      if (parameters.containsKey("sensorKey")) {

         List<String> sensors;

         try {

            sensors = JSON.parseObject((String)parameters.get("sensors"), new TypeReference<List<String>>() {});

            parameters.put("sensors", new HashSet<String>(sensors));

         } catch (Exception e) {

            sensors = new ArrayList<String>();

            sensors.add((String)parameters.get("sensorKey"));

         }

         String sensorKeyColumn = "";

         for (int i = 0; i < sensors.size(); i++) {

            String sensorKey = sensors.get(i).split("-")[0];

            sensorKeyColumn += "AVG(json -> '$." + sensorKey + "[0]') " + sensorKey;

            if (i != sensors.size() - 1) {

               sensorKeyColumn += " ,";

            } 
				
         }

         parameters.put("sensorKeyColumn", sensorKeyColumn);

      }



      //sensorKeys.clear();

      // 监控点平均值

      if (!parameters.containsKey("mac")) {

         resultList = new ArrayList<Map<String,Object>>();

         Integer monitorPointId = Integer.valueOf(parameters.get("monitorPointId").toString());

         List<Map<String, Object>> deviceVersions = deviceMapper.getDeviceVersionIdByMonitorPoint(monitorPointId);

         ExecutorService threadPool = Executors.newCachedThreadPool();

         CompletionService<List<Map<String, Object>>> cs = new ExecutorCompletionService<List<Map<String, Object>>>(threadPool);

         List<Map<String, Object>> list = new ArrayList<Map<String,Object>>();

         for (Map<String, Object> map : deviceVersions) {

            cs.submit(new Callable<List<Map<String, Object>>>() {

               @Override

               public List<Map<String, Object>> call() throws Exception {

                  Map<String, Object> parameter = new HashMap<String, Object>(parameters);

                  Integer deviceVersionId = (Integer) map.get("deviceVersionId");

                  if (!parameter.containsKey("sensorKeyColumn")) {

                     List<Map<String, Object>> sensors = sensorMapper.getSensorsByDeviceVersionId(deviceVersionId);

                     String sensorKeyColumn = getSensorKeyColumnBySensors(sensors, parameters);

                     parameter.put("sensorKeyColumn", sensorKeyColumn);

                  }

                  List<String> macs = deviceMapper.getDeviceMacByMonitorPointAndDeviceVersion(monitorPointId, deviceVersionId);

                  if (ObjectUtils.isEmpty(macs) || macs.contains("null") ) {

                     return new ArrayList<Map<String,Object>>();

                  }else {

                     parameter.put("macs", macs);

                     return historyMinutelyMapper.getMonitorPointOrDeviceAvgData(parameter);

                  }

               }

            });

         }

         for (Map<String, Object> map : deviceVersions) {

            list.addAll(cs.take().get());

         }

         Map<String, Map<String, Number[]>> result = new LinkedHashMap<String, Map<String, Number[]>>();

         for (Map<String, Object> map : list) {

            time = (String) map.remove("time");

            Map<String, Number[]> times = new HashMap<String, Number[]>();

            if (result.containsKey(time)) {

               times = (Map<String, Number[]>) result.get(time);

            } 
            for (Map.Entry<String,Object> entry  : map.entrySet()) {

               String sensorKey = entry.getKey();

               Number[] doubles = new Number[3];

               Double sum = (Double) entry.getValue();

               Integer count = 1;

               if (times.containsKey(sensorKey)) {

                  doubles = times.get(sensorKey);

                  sum = (Double) doubles[0] + sum;

                  count = (Integer) doubles[1] + 1;

               } 
               doubles[0] = sum;

               doubles[1] = count;

               doubles[2] = new BigDecimal(sum / count).setScale(3, RoundingMode.HALF_UP).doubleValue();

               times.put(sensorKey, doubles);

            }

            result.put(time, times);

         }

         Iterator<Entry<String, Map<String, Number[]>>> iterator = result.entrySet().iterator();

         while(iterator.hasNext()){  
            Entry<String, Map<String, Number[]>> entry = iterator.next();

            String resultTime = entry.getKey();

            Map<String, Number[]> value = entry.getValue();

            Map<String, Object> resultMap = new HashMap<String, Object>();

            resultMap.put("time", resultTime);

            for (String sensorKey : value.keySet()) {

               resultMap.put(sensorKey, value.get(sensorKey)[2]);

            }

            resultList.add(resultMap);

         }

      // 设备 平均值	
      } else {

         // 所有传感器

         if (!parameters.containsKey("sensorKeyColumn")) {

            String mac = (String) parameters.get("mac");

            Device device = new Device();

            device.setMac(mac);

            device = deviceMapper.selectOne(device);

            List<Map<String, Object>> sensors = sensorMapper.getSensorsByDeviceVersionId(device.getDeviceVersionId());

            String sensorKeyColumn = getSensorKeyColumnBySensors(sensors,parameters);

            parameters.put("sensorKeyColumn", sensorKeyColumn);

				
         }

         resultList = historyMinutelyMapper.getMonitorPointOrDeviceAvgData(parameters);

      }

      return resultList;

   }



   private String getSensorKeyColumnBySensors(List<Map<String, Object>> sensors,Map<String, Object> parameters) {

      String sensorKeyColumn = "";

      Set<String> sensorKeys = new HashSet<String>();

      if (parameters.containsKey("sensors")) {

         sensorKeys = (Set<String>) parameters.get("sensors");

      }

      for (int i = 0; i < sensors.size(); i++) {

         String sensorKey = (String) sensors.get(i).get("sensor_key");

         String name = (String) sensors.get(i).get("name");

         String unit = (String) sensors.get(i).get("unit");

         sensorKeyColumn += "AVG(json -> '$." + sensorKey + "[0]') " + sensorKey;

         if (i != sensors.size() - 1) {

            sensorKeyColumn += " ,";

         } 
         sensorKeys.add(sensorKey + "-" + name + "-" + unit );

         parameters.put("sensors", sensorKeys);

      }

      return sensorKeyColumn;

   }



   @Override

   public Map<String, Object> getMonthAverageBySensor(Map<String, Object> parameters) {

      ValidateUtil.notNull(parameters.get("mac"), "param.is.null");

      ValidateUtil.notNull(parameters.get("macKey"), "param.is.null");

      Map<String, Object> result = new HashMap<String, Object>();

      LocalDate end = LocalDate.now(),start;

      // 每月一日的数据取上月的数据

      if (1 == end.getDayOfMonth()) {

         // 上个月1日00:00:00

         start = end.plusDays(-1).with(TemporalAdjusters.firstDayOfMonth());

      } else {

         // 这个月1日00:00:00

         start = end.with(TemporalAdjusters.firstDayOfMonth());

      }

      parameters.put("start", start);

      parameters.put("end", end);

      String sensorKey = (String) parameters.get("macKey");

      String sensorKeyColumn = "AVG(json -> '$." + sensorKey + "[0]') " + sensorKey;

      parameters.put("sensorKeyColumn", sensorKeyColumn);



      Map<String, Double> average = historyMinutelyMapper.getSersionAvgByDevice(parameters);

      if (isEmpty(average)) {

         result.put("average", NULL_VALUE);

      } else {

         result.put("average", String.format("%.2f", average.get(sensorKey)));

      }

      return result;

   }



   /**

    * 根据线性表单的条件规则，获取多条线性表单数据

    * @param lineChartCriteria

    * @return

    */

   @Override

   public Map<String, List<List<Double>>> queryLineChartDateByCrieria(LineChartCriteria lineChartCriteria){

       Map<String,List<List<Double>>> listMap = new HashMap<>();

      List<String> sensorKeys = lineChartCriteria.getSensorKeys();

      List<DataCondition> dataConditionList = lineChartCriteria.getDataConditions();

      TimePeriod timePeriod = lineChartCriteria.getTimePeriod();

      sensorKeys.forEach(sensorKey -> {

         listMap.put(sensorKey,new ArrayList<List<Double>>(dataConditionList.size()));

      });

      dataConditionList.forEach(dataCondition -> {

         Map<String,List<Double>> dataMap =  queryOneLineChartDateByCrieria(sensorKeys,timePeriod,dataCondition);

         // 数据装载

         listMap.forEach( (sensorKey,list) -> {

            List<Double> rowData = dataMap.get(sensorKey);

            list.add(rowData);

         });

      });

      return  listMap;

   }



   /**

    * 根据线性表单的条件规则，获取一条线性表单数据,包含 所有检测项目

    * @param sensorKeys

    * @param timePeriod

    * @param dataCondition

    * @return

    */

   public Map<String,List<Double>> queryOneLineChartDateByCrieria(List<String> sensorKeys, TimePeriod timePeriod, DataCondition dataCondition){

      List<String> timeList = ReportTimeFormat.makeTimeList(timePeriod);

      List<Map<String,Object>> lineChartDatas = historyMinutelyMapper.selectLineChartDateByCrieria(sensorKeys,timePeriod,dataCondition);

      Map<String,List<Double>> lineChartDatasWithEmpty = new HashMap<>();

      // lineChartDatasWithEmpty 初始化

      sensorKeys.forEach(sensorKey -> {

         lineChartDatasWithEmpty.put(sensorKey,timeList.stream().map(time -> {

            Double data = null;

            return data;

         }).collect(Collectors.toList()));

      });

      // m 为查询data的index，此处要防止m越界

      int m = 0;

      int dataLength = lineChartDatas.size()-1;

      m = dataLength>-1?0:-1;

      if(m >-1){

         for(int n =0;n<timeList.size();n++){

             if(m>-1) {

                String time = timeList.get(n);

                Map<String,Object> rowData = lineChartDatas.get(m);

                String keyTime = rowData.get("format_time").toString();

                if(time.equals(keyTime)){

                   // list to map

                   int finalN = n;

                   sensorKeys.forEach(sensorKey -> {

                       Object value = rowData.get(sensorKey);

                      List<Double> lineChartDatasWithEmptyTemp = lineChartDatasWithEmpty.get(sensorKey);

                      if(finalN < lineChartDatasWithEmptyTemp.size()){

                         Double sensorValue = value!= null?new Double(value.toString()):null;

                         lineChartDatasWithEmptyTemp.set(finalN,sensorValue);

                      }

                   });

                   // 置为 -1，防止越界

                   m = m<dataLength ? m+1 : -1;

                }

             }

         }

      }

      return  lineChartDatasWithEmpty;

   }

	
   private Map<String, Object> getElementByType(Object type){

      Map<String, Object> resultMap = new HashMap<String, Object>();

      switch (type.toString()) {

      case "year":

         resultMap.put("format", "yyyy");

         resultMap.put("typeFormat", "%Y-%m");

         resultMap.put("timeLength", 12);

         resultMap.put("field", Calendar.YEAR);

         break;

      case "month":

         resultMap.put("format", "yyyy-MM");

         resultMap.put("typeFormat", "%Y-%m-%d");

         resultMap.put("timeLength", 28);

         resultMap.put("field", Calendar.MONTH);

         break;

      case "day":

         resultMap.put("format", "yyyy-MM-dd");

         resultMap.put("typeFormat", "%Y-%m-%d %H");

         resultMap.put("timeLength", 24);

         resultMap.put("field", Calendar.DATE);

         break;

      case "hour":

         resultMap.put("format", "yyyy-MM-dd HH");

         resultMap.put("typeFormat", "%Y-%m-%d %H:%i");

         resultMap.put("timeLength", 60);

         resultMap.put("field", Calendar.HOUR);

         break;

      }

      return resultMap;

   }

}

package com.moral.service.impl;

import java.math.BigDecimal;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.time.Instant;
import java.time.LocalDate;
import java.time.LocalDateTime;
import java.time.ZoneId;
import java.time.ZonedDateTime;
import java.time.format.DateTimeFormatter;
import java.time.temporal.TemporalAdjusters;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Calendar;
import java.util.Collections;
import java.util.Comparator;
import java.util.Date;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.LinkedHashMap;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
import java.util.Set;
import java.util.TreeSet;
import java.util.concurrent.Callable;
import java.util.concurrent.CompletionService;
import java.util.concurrent.ExecutorCompletionService;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.stream.Collectors;

import javax.annotation.Resource;

import org.apache.commons.collections.CollectionUtils;
import org.apache.commons.lang3.time.DateUtils;
import org.springframework.stereotype.Service;
import org.springframework.util.ObjectUtils;

import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.TypeReference;
import com.moral.common.util.CalculateUtils;
import com.moral.common.util.ParameterUtils;
import com.moral.common.util.ReportTimeFormat;
import com.moral.common.util.ResourceUtil;
import com.moral.common.util.ValidateUtil;
import com.moral.entity.Area;
import com.moral.entity.City;
import com.moral.entity.MonitorPoint;
import com.moral.entity.Province;
import com.moral.entity.Sensor;
import com.moral.entity.charts.DataCondition;
import com.moral.entity.charts.LineChartCriteria;
import com.moral.entity.charts.TimePeriod;
import com.moral.mapper.AlarmDailyMapper;
import com.moral.mapper.AreaMapper;
import com.moral.mapper.CityMapper;
import com.moral.mapper.DeviceMapper;
import com.moral.mapper.HistoryMapper;
import com.moral.mapper.HistoryMinutelyMapper;
import com.moral.mapper.MonitorPointMapper;
import com.moral.mapper.ProvinceMapper;
import com.moral.mapper.SensorMapper;
import com.moral.service.HistoryMinutelyService;

import static com.moral.common.bean.Constants.NULL_VALUE;
import static org.springframework.util.ObjectUtils.isEmpty;

@Service
@SuppressWarnings({"unchecked", "unused", "rawtypes"})
public class HistoryMinutelyServiceImpl implements HistoryMinutelyService {

    @Resource
    private HistoryMinutelyMapper historyMinutelyMapper;

    @Resource
    private HistoryMapper historyMapper;

    @Resource
    private DeviceMapper deviceMapper;

    @Resource
    private SensorMapper sensorMapper;

    @Resource
    private AlarmDailyMapper alarmDailyMapper;

    @Resource
    private AreaMapper areaMapper;

    @Resource
    private ProvinceMapper provinceMapper;

    @Resource
    private CityMapper cityMapper;

    @Resource
    private MonitorPointMapper monitorPointMapper;

    @Override
    public Map<String, Object> getDayAQIByDevice(Map<String, Object> parameters) {
        //ValidateUtil.notNull(parameters.get("mac"), "param.is.null");
        LocalDate time = LocalDate.now();
        int year = time.getYear();
        int month = time.getMonthValue();
        int day = time.getDayOfMonth();
        if (day == 1) {
            if (month == 1) {
                month = 12;
                year = year - 1;
            } else {
                month = month - 1;
            }
        }
        String monthStr = month < 10 ? ("0" + month) : month + "";
        String yearAndMonth = year + monthStr;
        // 昨日00:00:00
        parameters.put("start", time.minusDays(1));

        // 今日00:00:00
        parameters.put("end", time);
        parameters.put("yearAndMonth", yearAndMonth);
        parameters.put("sensorKeys", Arrays.asList("e1", "e2", "e10", "e11", "e15", "e16"));
        Map<String, Double> average = historyMinutelyMapper.getSersionAvgByDevice(parameters);
        return getAQIByDataMap(average);
    }

    @Override
    public Map<String, Object> getHourAQIByDevice(Map<String, Object> parameters) {
        //ValidateUtil.notNull(parameters.get("mac"), "param.is.null");
        LocalDate localDate = LocalDate.now();
        // 昨日00:00:00
        //parameters.put("start", localDate.minusDays(1));

        Calendar calendar = Calendar.getInstance();
        calendar.setTime(new Date());
        calendar.set(Calendar.HOUR, calendar.get(Calendar.HOUR) - 1);
        int hour = calendar.get(Calendar.HOUR) - 1;

        // 今日00:00:00
        parameters.put("end", localDate);
        parameters.put("sensorKeys", Arrays.asList("e1", "e2", "e10", "e11", "e15", "e16"));
        Map<String, Double> average = historyMinutelyMapper.getSersionAvgByDevice(parameters);
        return getAQIByDataMap(average);
    }

    private Map<String, Object> getAQIByDataMap(Map<String, Double> average) {
        Map<String, Object> resultMap = new HashMap<String, Object>();
        if (isEmpty(average)) {
            resultMap.put("AQI", "N/V");
        } else {
            String[] IAQIValues = ResourceUtil.getArrValue("IAQI");
            Set<Double> IAQIs = new HashSet<Double>();
            for (Map.Entry<String, Double> entry : average.entrySet()) {
                double minMacKey = 0, maxMacKey = 0, minIAQI = 0, maxIAQI = 0;
                String[] macKeyValues = ResourceUtil.getArrValue(entry.getKey());
                Double avg = entry.getValue();
                if (isEmpty(avg)) {
                    IAQIs.add(null);
                } else {
                    int index = -1;
                    for (int i = 0; i < macKeyValues.length; i++) {
                        if (avg <= Double.valueOf(macKeyValues[i])) {
                            if (i == 0) {
                                index = i;
                            } else {
                                index = i - 1;
                            }
                            break;
                        }
                    }
                    if (index == -1) {
                        IAQIs.add(Double.MAX_VALUE);
                    } else {
                        minMacKey = Double.valueOf(macKeyValues[index]);
                        maxMacKey = Double.valueOf(macKeyValues[index + 1]);
                        minIAQI = Double.valueOf(IAQIValues[index]);
                        maxIAQI = Double.valueOf(IAQIValues[index + 1]);
                        Double result = CalculateUtils.calculateIAQI(maxIAQI, minIAQI, maxMacKey, minMacKey, avg);
                        IAQIs.add(result);
                    }
                }
            }
            IAQIs.remove(null);
            if (isEmpty(IAQIs)) {
                resultMap.put("AQI", "N/V");
            } else {
                Double AQI = Collections.max(IAQIs);
                if (AQI == Double.MAX_VALUE) {
                    resultMap.put("AQI", IAQIValues[IAQIValues.length - 1]);
                } else {
                    resultMap.put("AQI", String.format("%.0f", AQI));
                }
            }
        }
        return resultMap;
    }

    @Override
    public Map<String, List> getCompareReport(Map<String, Object> parameters) throws Exception {
        Map<String, List> resultMap = new HashMap<String, List>();
        List<Map<String, Object>> list = JSON.parseObject((String) parameters.remove("items"), new TypeReference<List<Map<String, Object>>>() {
        });

        String type = (String) parameters.get("type");
        // parameters.putAll(getElementByType(type));
        ParameterUtils.getElementByType(parameters);
        Integer timeLength = Integer.valueOf(parameters.remove("timeLength").toString());
        if ("month".equals(type)) {
            for (Map<String, Object> map : list) {
                String[] formatTime = map.get("formatTime").toString().split("-");
                LocalDate localDate = LocalDate.of(Integer.valueOf(formatTime[0]), Integer.valueOf(formatTime[1]), 1);
                int lengthOfMonth = localDate.lengthOfMonth();
                if (lengthOfMonth > timeLength) {
                    timeLength = lengthOfMonth;
                }
            }
        }

        List<Object> timeList = new ArrayList<Object>();
        for (int i = 0; i < timeLength; i++) {
            timeList.add(String.format("%02d", "day".equals(type) || "hour".equals(type) ? i : i + 1));
        }
        parameters.put("timeList", timeList);

        ExecutorService threadPool = Executors.newCachedThreadPool();
        CompletionService<Map<String, Object>> cs = new ExecutorCompletionService<Map<String, Object>>(threadPool);
        for (int i = 0; i < list.size(); i++) {
            Map<String, Object> map = list.get(i);
            map.put("part", i);
            if (ObjectUtils.isEmpty(map.get("mac"))) {
                map.remove("mac");
            }
            map.put("time", map.remove("formatTime"));
            map.putAll(parameters);
            cs.submit(new Callable<Map<String, Object>>() {
                @Override
                public Map<String, Object> call() throws Exception {
                    return getMonitorPointOrDeviceAvgData4Compare(map);
                }
            });
        }

        List<Object> dataList = new ArrayList<Object>();
        for (Map<String, Object> map : list) {
            dataList.add(cs.take().get());
        }
        Object[] datas = new Object[list.size()];
        Object[] deviceCounts = new Object[list.size()];
        Object[] alarmDatas = new Object[list.size()];
        Set<String> sensors = new TreeSet<String>(new Comparator<String>() {
            @Override
            public int compare(String o1, String o2) {
                return o1.split("-")[0].compareTo(o2.split("-")[0]);
                //return Integer.compare(Integer.valueOf(o1.split("-")[0].replace("e", "")), Integer.valueOf(o2.split("-")[0].replace("e", "")));
            }
        });
        Map<String, Double> sortMap = new HashMap<String, Double>();
        for (Object object : dataList) {
            Map<String, Object> map = (Map<String, Object>) object;
            for (String key : map.keySet()) {
                int index = Integer.valueOf(key.substring(key.length() - 1));
                String actual = key.substring(0, key.length() - 1);
                Object obj = map.get(key);
                switch (actual) {
                    case "data":
                        datas[index] = obj;
                        break;
                    case "deviceCount":
                        deviceCounts[index] = obj;
                        break;
                    case "alarmData":
                        alarmDatas[index] = obj;
                        if (!ObjectUtils.isEmpty(obj)) {
                            Map<String, BigDecimal> mapData = (Map<String, BigDecimal>) obj;
                            BigDecimal sum = mapData.remove("sum");
                            for (Entry<String, BigDecimal> entry : mapData.entrySet()) {
                                if (!"name".equals(entry.getKey())) {
                                    sortMap.put(entry.getKey() + "-" + index, new BigDecimal(100).multiply(entry.getValue())
                                            .divide(sum, 2, BigDecimal.ROUND_HALF_UP).doubleValue());

                                }
                            }
                        }
                        break;
                    case "sensors":
                        sensors.addAll((List<String>) obj);
                        break;
                }
            }
        }
        List<Map.Entry<String, Double>> sortList = new ArrayList<Map.Entry<String, Double>>(sortMap.entrySet());
        Collections.sort(sortList, new Comparator<Map.Entry<String, Double>>() {
            @Override
            public int compare(Entry<String, Double> o1, Entry<String, Double> o2) {
                if (o2.getValue().compareTo(o1.getValue()) == 0) {
                    String[] key1 = o1.getKey().split("-");
                    String[] key2 = o2.getKey().split("-");
//               String sensor1  = key1[0].replace("e", "");
//               String sensor2  = key2[0].replace("e", "");
//               if (Integer.valueOf(sensor1).compareTo(Integer.valueOf(sensor2)) == 0) {
//                  return Integer.compare(Integer.valueOf(key1[1]), Integer.valueOf(key2[1]));
//               }
//               return Integer.valueOf(sensor1).compareTo(Integer.valueOf(sensor2));
                    if (key1[0].compareTo(key2[0]) == 0) {
                        return Integer.compare(Integer.valueOf(key1[1]), Integer.valueOf(key2[1]));
                    } else {
                        return key1[0].compareTo(key2[0]);
                    }
                } else {
                    return o2.getValue().compareTo(o1.getValue());
                }
            }

        });
        resultMap.put("times", timeList);
        resultMap.put("datas", Arrays.asList(datas));
        resultMap.put("deviceCounts", Arrays.asList(deviceCounts));
        resultMap.put("alarmDatas", Arrays.asList(alarmDatas));
        resultMap.put("sensors", new ArrayList<Object>(sensors));
        resultMap.put("sortList", sortList);
        return resultMap;
    }


    public Map<String, Object> getMonitorPointOrDeviceAvgData4Compare(Map<String, Object> parameters) throws Exception {
        Map<String, Object> resultMap = new HashMap<String, Object>();
        List<Map<String, Object>> resultList = getMonitorPointOrDeviceAvgData(parameters);
        List<Object> timeList = (List<Object>) parameters.get("timeList");
        List<String> sensors = (List<String>) parameters.get("sensors");
        String part = parameters.get("part").toString();
        Map<String, Double[]> doubleMap = new LinkedHashMap<String, Double[]>();
        for (Map<String, Object> map : resultList) {
            String time = map.get("time").toString();
            time = time.substring(time.length() - 2);
            int index = timeList.indexOf(time);
            for (String sensor : sensors) {
                String[] split = sensor.split("-");
                String sensorKey = split[0];
                if (map.containsKey(sensorKey)) {
                    Double[] doubles;
                    if (doubleMap.containsKey(sensor)) {
                        doubles = doubleMap.get(sensor);
                    } else {
                        doubles = new Double[timeList.size()];
                    }
                    doubles[index] = (Double) map.get(sensorKey);
                    doubleMap.put(sensor, doubles);
                }
            }
        }

        Object deviceCount;
        if (parameters.containsKey("deviceCount")) {
            deviceCount = parameters.remove("deviceCount");
        } else {
            deviceCount = deviceMapper.getDeviceCountByRegion(parameters);
        }

        resultMap.put("deviceCount" + part, deviceCount);
        resultMap.put("data" + part, doubleMap);
        resultMap.put("sensors" + part, sensors);
        Object type = parameters.get("type");
        if ("year".equals(type) || "month".equals(type)) {
            parameters.put("sensorKeys", Arrays.asList("e1", "e2", "e10", "e11", "e15", "e16"));
            List<Map<String, Object>> alarmData = alarmDailyMapper.getAlarmData(parameters);
            if (!ObjectUtils.isEmpty(alarmData)) {
                resultMap.put("alarmData" + part, alarmDailyMapper.getAlarmData(parameters).get(0));
            }
        }
        return resultMap;
    }

    @Override
    public List<Map<String, Object>> getMonitorPointOrDeviceAvgData(Map<String, Object> parameters) throws Exception {
        convertQueryParam(parameters);
        if (!ObjectUtils.isEmpty(parameters.get("compensate"))) {
            parameters.put("timeUnits", "10min");
        }
        return historyMinutelyMapper.getMonitorPointOrDeviceAvgData(parameters);
    }

    @Override
    public void convertQueryParam(Map<String, Object> parameters) throws ParseException {
        if (!parameters.containsKey("field")) {
            // String type = (String) parameters.get("type");
            // parameters.putAll(getElementByType(type));
            ParameterUtils.getElementByType(parameters);
            if (parameters.containsKey("timeUnits")) {
                if ("minutely".equals(parameters.get("timeUnits"))) {
                    if (parameters.containsKey("time")) {
                        String[] timeStr = parameters.get("time").toString().split("-");
                        int year = Integer.valueOf(timeStr[0]);
                        int month = Integer.valueOf(timeStr[1]);
                        if (year >= 2020) {
                            String yearAndMonth;
                            if (month < 10) {
                                yearAndMonth = "minutely_" + year + "0" + month;
                            } else {
                                yearAndMonth = "minutely_" + year + month;
                            }
                            parameters.put("timeUnits", yearAndMonth);
                        }
                    }
                }
            }
        }
        String time = (String) parameters.get("time");
        String format = (String) parameters.get("format");
        Integer field = Integer.valueOf(parameters.get("field").toString());
        Date start = DateUtils.parseDate(time, format), end = null;
        if (parameters.containsKey("timeb")) {
            end = DateUtils.parseDate((String) parameters.get("timeb"), format);
        } else {
            Calendar instance = Calendar.getInstance();
            instance.setTime(start);
            instance.add(field, 1);
            end = instance.getTime();
        }
        parameters.put("start", start);
        parameters.put("end", end);

        List<String> sensorKeys = new ArrayList<String>();
        List<String> sensors = new ArrayList<String>();
        if (parameters.containsKey("sensors")) {
            try {
                sensors = JSON.parseObject((String) parameters.get("sensors"), new TypeReference<List<String>>() {
                });
                for (String sensor : sensors) {
                    sensorKeys.add(sensor.split("-")[0]);
                }
            } catch (Exception e) {
                sensorKeys = sensors = (List<String>) parameters.remove("sensors");
            }
        } else {
            List<Sensor> sensorList = sensorMapper.getSensorsByCriteria(parameters);
            for (Sensor sensor : sensorList) {
                sensorKeys.add(sensor.getSensorKey());
                String string = sensor.getSensorKey() + "-" + sensor.getName() + "-" + sensor.getUnit();
                if (parameters.containsKey("description")) {
                    string += "-" + sensor.getDescription();
                }
                sensors.add(string);
            }
        }
        parameters.put("sensorKeys", sensorKeys);
        parameters.put("sensors", sensors);
    }

    @Override
    public Map<String, Object> getMonthAverageBySensor(Map<String, Object> parameters) {
        //ValidateUtil.notNull(parameters.get("mac"), "param.is.null");
        Object sensorKey = parameters.remove("macKey");
        ValidateUtil.notNull(sensorKey, "param.is.null");
        Map<String, Object> result = new HashMap<String, Object>();
        LocalDate end = LocalDate.now(), start;
        // 每月一日的数据取上月的数据
        if (1 == end.getDayOfMonth()) {
            // 上个月1日00:00:00
            start = end.plusDays(-1).with(TemporalAdjusters.firstDayOfMonth());
        } else {
            // 这个月1日00:00:00
            start = end.with(TemporalAdjusters.firstDayOfMonth());
        }
        parameters.put("start", start);
        parameters.put("end", end);
        parameters.put("sensorKeys", Arrays.asList(sensorKey));

        Map<String, Double> average = historyMinutelyMapper.getSersionAvgByDevice(parameters);
        if (isEmpty(average)) {
            result.put("average", NULL_VALUE);
        } else {
            result.put("average", String.format("%.2f", average.get(sensorKey)));
        }
        return result;
    }

    @Override
    public Map<String, Object> getAverageBySensor(Map<String, Object> parameters) {
        //ValidateUtil.notNull(parameters.get("mac"), "param.is.null");
        Object sensorKey = parameters.remove("macKey");
        ValidateUtil.notNull(sensorKey, "param.is.null");
        Map<String, Object> result = new HashMap<String, Object>();
        LocalDate end = LocalDate.now(), start;
        // 每月一日的数据取上月的数据
        if (1 == end.getDayOfMonth()) {
            // 上个月1日00:00:00
            start = end.plusDays(-1).with(TemporalAdjusters.firstDayOfMonth());
        } else {
            // 这个月1日00:00:00
            start = end.with(TemporalAdjusters.firstDayOfMonth());
        }
        parameters.put("start", start);
        parameters.put("end", end);
        parameters.put("sensorKeys", Arrays.asList(sensorKey));

        Map<String, Double> average = historyMinutelyMapper.getAvgByDevice(parameters);
        if (isEmpty(average)) {
            result.put("average", NULL_VALUE);
        } else {
            result.put("average", String.format("%.2f", average.get(sensorKey)));
        }
        return result;
    }

    /**
     * 根据线性表单的条件规则，获取多条线性表单数据
     *
     * @param lineChartCriteria
     * @return
     */
    @Override
    public Map<String, List<List<Double>>> queryLineChartDateByCrieria(LineChartCriteria lineChartCriteria) {
        Map<String, List<List<Double>>> listMap = new HashMap<>();
        List<String> sensorKeys = lineChartCriteria.getSensorKeys();
        List<DataCondition> dataConditionList = lineChartCriteria.getDataConditions();
        TimePeriod timePeriod = lineChartCriteria.getTimePeriod();
        sensorKeys.forEach(sensorKey -> {
            listMap.put(sensorKey, new ArrayList<List<Double>>(dataConditionList.size()));
        });
        dataConditionList.forEach(dataCondition -> {
            Map<String, List<Double>> dataMap = queryOneLineChartDateByCrieria(sensorKeys, timePeriod, dataCondition);
            // 数据装载
            listMap.forEach((sensorKey, list) -> {
                List<Double> rowData = dataMap.get(sensorKey);
                list.add(rowData);
            });
        });
        return listMap;
    }

    /**
     * 根据线性表单的条件规则，获取一条线性表单数据,包含 所有检测项目
     *
     * @param sensorKeys
     * @param timePeriod
     * @param dataCondition
     * @return
     */
    public Map<String, List<Double>> queryOneLineChartDateByCrieria(List<String> sensorKeys, TimePeriod timePeriod, DataCondition dataCondition) {
        List<String> timeList = ReportTimeFormat.makeTimeList(timePeriod);
        Instant instant = timePeriod.getStartTime().toInstant();
        ZonedDateTime zdt = instant.atZone(ZoneId.systemDefault());
        LocalDate localDate = zdt.toLocalDate();
        int year = localDate.getYear();
        int month = localDate.getMonthValue();
        String timeUnits;
        if (year < 2020) {
            timeUnits = "minutely";
        } else {
            if (month < 10) {
                timeUnits = "minutely_" + year + "0" + month;
            } else {
                timeUnits = "minutely_" + year + month;
            }
        }
        List<Map<String, Object>> lineChartDatas = historyMinutelyMapper.selectLineChartDateByCrieria(sensorKeys, timePeriod, timeUnits, dataCondition);
        Map<String, List<Double>> lineChartDatasWithEmpty = new HashMap<>();
        // lineChartDatasWithEmpty 初始化
        sensorKeys.forEach(sensorKey -> {
            lineChartDatasWithEmpty.put(sensorKey, timeList.stream().map(time -> {
                Double data = null;
                return data;
            }).collect(Collectors.toList()));
        });
        // m 为查询data的index，此处要防止m越界
        int m = 0;
        int dataLength = lineChartDatas.size() - 1;
        m = dataLength > -1 ? 0 : -1;
        if (m > -1) {
            for (int n = 0; n < timeList.size(); n++) {
                if (m > -1) {
                    String time = timeList.get(n);
                    Map<String, Object> rowData = lineChartDatas.get(m);
                    String keyTime = rowData.get("format_time").toString();
                    if (time.equals(keyTime)) {
                        // list to map
                        int finalN = n;
                        sensorKeys.forEach(sensorKey -> {
                            Object value = rowData.get(sensorKey);
                            List<Double> lineChartDatasWithEmptyTemp = lineChartDatasWithEmpty.get(sensorKey);
                            if (finalN < lineChartDatasWithEmptyTemp.size()) {
                                Double sensorValue = value != null ? new Double(value.toString()) : null;
                                lineChartDatasWithEmptyTemp.set(finalN, sensorValue);
                            }
                        });
                        // 置为 -1，防止越界
                        m = m < dataLength ? m + 1 : -1;
                    }
                }
            }
        }
        return lineChartDatasWithEmpty;
    }

    private Map<String, Object> getElementByType(Object type) {
        Map<String, Object> resultMap = new HashMap<String, Object>();
        switch (type.toString()) {
            case "year":
                resultMap.put("format", "yyyy");
                resultMap.put("typeFormat", "%Y-%m");
                resultMap.put("timeLength", 12);
                resultMap.put("field", Calendar.YEAR);
                break;
            case "month":
                resultMap.put("format", "yyyy-MM");
                resultMap.put("typeFormat", "%Y-%m-%d");
                resultMap.put("timeLength", 28);
                resultMap.put("field", Calendar.MONTH);
                break;
            case "day":
                resultMap.put("format", "yyyy-MM-dd");
                resultMap.put("typeFormat", "%Y-%m-%d %H");
                resultMap.put("timeLength", 24);
                resultMap.put("field", Calendar.DATE);
                break;
            case "hour":
                resultMap.put("format", "yyyy-MM-dd HH");
                resultMap.put("typeFormat", "%Y-%m-%d %H:%i");
                resultMap.put("timeLength", 60);
                resultMap.put("field", Calendar.HOUR);
                break;
        }
        return resultMap;
    }

    /*
     * @description 查询无人机在时间段内的sensor值
     * @author ZhuDongming
     * @date 2019-07-25 09:21:45
     * @param parameters
     * @return
     */
    @Override
    public List<List<Map<String, Object>>> getSensorData(Map<String, Object> parameters) {
        String startTime = parameters.get("startTime").toString();
        DateTimeFormatter dateTimeFormatter = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss");
        LocalDateTime startTimeLocalDateTime = LocalDateTime.parse(startTime, dateTimeFormatter);
        int year = startTimeLocalDateTime.getYear();
        int month = startTimeLocalDateTime.getMonthValue();
        String monthStr = month < 10 ? ("0" + month) : month + "";
        String yearAndMonth = year + monthStr;
        List<Sensor> sensors = sensorMapper.getSensorsByMac(parameters);
        List<String> sensorKeys = new ArrayList<>();
        for (Sensor sensor : sensors) {
            sensorKeys.add(sensor.getSensorKey());
        }
        parameters.put("sensorKeys", sensorKeys);
        List<Map<String, Object>> listMap = null;
        if (year <= 2019) {
            listMap = historyMinutelyMapper.getSensorData(parameters);
        } else {
            parameters.put("yearAndMonth", yearAndMonth);
            listMap = historyMinutelyMapper.getSensorData2020(parameters);
        }
        List<List<Map<String, Object>>> listMaps = new ArrayList<>();
        List<Map<String, Object>> listMapAvg = new ArrayList<>();
        List<Map<String, Object>> listMapMin = new ArrayList<>();
        List<Map<String, Object>> listMapMax = new ArrayList<>();
        if (CollectionUtils.isNotEmpty(listMap)) {
            for (Map<String, Object> map : listMap) {
                Map<String, Object> mapAvg = new LinkedHashMap<>();
                Map<String, Object> mapMin = new LinkedHashMap<>();
                Map<String, Object> mapMax = new LinkedHashMap<>();
                mapAvg.put("time", map.get("time"));
                mapMin.put("time", map.get("time"));
                mapMax.put("time", map.get("time"));
                for (Entry<String, Object> entry : map.entrySet()) {
                    for (Sensor sensor : sensors) {
                        if (sensor.getSensorKey().equals(entry.getKey())) {
                            mapAvg.put(entry.getKey(), new BigDecimal(entry.getValue().toString()).stripTrailingZeros().toPlainString() + sensor.getUnit());
                        } else if (("min" + sensor.getSensorKey()).equals(entry.getKey())) {
                            mapMin.put(entry.getKey().substring(3), new BigDecimal(entry.getValue().toString().replace("\"", "")).stripTrailingZeros().toPlainString());
                        } else if (("max" + sensor.getSensorKey()).equals(entry.getKey())) {
                            mapMax.put(entry.getKey().substring(3), new BigDecimal(entry.getValue().toString().replace("\"", "")).stripTrailingZeros().toPlainString());
                        }
                    }
                }
                if ("0°".equals(mapAvg.get("e76")) || "0".equals(mapMin.get("e76")) || "0".equals(mapMax.get("e76")) || "0°".equals(mapAvg.get("e77")) || "0".equals(mapMin.get("e77")) || "0".equals(mapMax.get("e77"))) {
                    continue;
                }
                listMapAvg.add(mapAvg);
                listMapMin.add(mapMin);
                listMapMax.add(mapMax);
            }
            listMaps.add(listMapAvg);
            listMaps.add(listMapMin);
            listMaps.add(listMapMax);
        }
        return listMaps;
    }

    @Override
    public List<Map<String, Object>> getDevicesAvgDataToExcel(Map<String, Object> parameters) throws Exception {
        if ("month".equals(parameters.get("type"))) {
            parameters.put("timeUnits", "daily");
            parameters.put("typeFormat", "%Y-%m-%d");
            String time = parameters.get("time") + "-01T00:00:00";
            LocalDateTime value = LocalDateTime.parse(time);
            LocalDateTime start = value.with(TemporalAdjusters.firstDayOfMonth());
            LocalDateTime end = value.with(TemporalAdjusters.lastDayOfMonth());
            parameters.put("start", start);
            parameters.put("end", end);
            int day = end.getDayOfMonth();
            List<String> timeList = new ArrayList<>();
            for (int i = 0; i <= day - 1; i++) {
                timeList.add(start.plusDays(i).format(DateTimeFormatter.ofPattern("yyyy-MM-dd")));
            }
            parameters.put("timeList", timeList);
        } else if ("day".equals(parameters.get("type"))) {
            String time = parameters.get("time") + "T00:00:00";
            LocalDateTime value = LocalDateTime.parse(time);
            LocalDateTime end = value.plusHours(23);
            parameters.put("timeUnits", "hourly");
            parameters.put("typeFormat", "%Y-%m-%d %H:%i");
            parameters.put("start", time);
            parameters.put("end", end);
            List<String> timeList = new ArrayList<>();
            for (int i = 0; i <= 23; i++) {
                timeList.add(value.plusHours(i).format(DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm")));
            }
            parameters.put("timeList", timeList);
        }
        return historyMinutelyMapper.getDevicesAvgDataToExcel(parameters);
    }

    @Override
    public List<Map<String, Object>> getDevicesSensorsAvgDataToExcel(Map<String, Object> parameters) throws Exception {
        if ("month".equals(parameters.get("type"))) {
            parameters.put("timeUnits", "daily");
            parameters.put("typeFormat", "%Y-%m-%d");
            String time = parameters.get("time") + "-01T00:00:00";
            LocalDateTime value = LocalDateTime.parse(time);
            LocalDateTime start = value.with(TemporalAdjusters.firstDayOfMonth());
            LocalDateTime end = value.with(TemporalAdjusters.lastDayOfMonth());
            parameters.put("start", start);
            parameters.put("end", end);
            int day = end.getDayOfMonth();
            List<String> timeList = new ArrayList<>();
            for (int i = 0; i <= day - 1; i++) {
                timeList.add(start.plusDays(i).format(DateTimeFormatter.ofPattern("yyyy-MM-dd")));
            }
            parameters.put("timeList", timeList);
        } else if ("day".equals(parameters.get("type"))) {
            String time = parameters.get("time") + "T00:00:00";
            LocalDateTime value = LocalDateTime.parse(time);
            LocalDateTime end = value.plusHours(23);
            parameters.put("timeUnits", "hourly");
            parameters.put("typeFormat", "%Y-%m-%d %H:%i");
            parameters.put("start", time);
            parameters.put("end", end);
            List<String> timeList = new ArrayList<>();
            for (int i = 0; i <= 23; i++) {
                timeList.add(value.plusHours(i).format(DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm")));
            }
            parameters.put("timeList", timeList);
        }
        return historyMinutelyMapper.getDevicesSensorsAvgDataToExcel(parameters);
    }


    @Override
    public List<Map<String, Object>> get5MinutesOrHalfHour(Map<String, Object> parameters) throws ParseException {
        if (parameters.get("city") == null) {
            return new ArrayList<Map<String, Object>>();
        }
        String string = parameters.get("time").toString();
        String year = string.substring(0, 4);
        String[] split = string.substring(5).split("-");
        String month = split[0];
        String day = split[1];
        if (split[0].length() < 2) {
            month = 0 + split[0];
        }
        if (split[1].length() < 2) {
            day = 0 + split[1];
        }
        String time = year + "-" + month + "-" + day;
        String cityName = parameters.get("city").toString();
        SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
        String type = parameters.get("type").toString();
        String range = parameters.get("range").toString();
        Area area = areaMapper.getAreaByName(cityName);
        Integer code;
        String name;
        if (area == null) {
            City city = cityMapper.getCityByName(cityName);
            if (city == null) {
                Province province = provinceMapper.getProvinceByName(cityName);
                code = province.getProvinceCode();
                name = province.getProvinceName();
            } else {
                code = city.getCityCode();
                name = city.getCityName();
            }
        } else {
            code = area.getAreaCode();
            name = area.getAreaName();
        }
        parameters.put("cityCode", code);
        parameters.put("name", name);
        Map<String, Object> map = new HashMap<>();
        if (code.toString().endsWith("0000")) {
            map.put("provinceCode", code);
        } else if (code.toString().endsWith("00")) {
            map.put("cityCode", code);
        } else {
            map.put("areaCode", code);
        }
        //List<String> sensorKeys = sensorMapper.getSensorKeys();

        List<String> sensorKeys = new ArrayList<String>();
        Collections.addAll(sensorKeys, "e1", "e2", "e3", "e4", "e5", "e6", "e7", "e10", "e11", "e12", "e13", "e14", "e15"
                , "e16", "e17", "e18", "e21", "e23", "e25", "e26", "e27", "e28", "e31", "e33", "e45", "e49", "e97", "e98", "e102");

        String timeUnits = "minutely_" + time.substring(0, 7).replace("-", "");
        map.put("sensorKeys", sensorKeys);
        map.put("timeUnits", timeUnits);
        Calendar cal = Calendar.getInstance();
        List<Map<String, Object>> resultList = new ArrayList<>();
        int seg;
        long startTime;
        long endTime;
        int minuteChange;
        if ("m".equals(type)) {
            cal.setTime(sdf.parse(time + " 00:05:00"));
            startTime = cal.getTimeInMillis();
            cal.add(Calendar.DAY_OF_MONTH, 1);
            endTime = cal.getTimeInMillis();
            seg = 5 * 60 * 1000;
            minuteChange = -5;
        } else {
            cal.setTime(sdf.parse(time + " 00:30:00"));
            startTime = cal.getTimeInMillis();
            cal.add(Calendar.DAY_OF_MONTH, 1);
            endTime = cal.getTimeInMillis();
            seg = 30 * 60 * 1000;
            minuteChange = -30;
        }
        for (long time1 = startTime; time1 < endTime; time1 += seg) {
            Date end = new Date(time1);
            cal.setTime(end);
            cal.add(Calendar.MINUTE, minuteChange);
            Date start = cal.getTime();
            map.put("start", start);
            map.put("end", end);
            Map<String, Object> dataMap = historyMinutelyMapper.get5MiutesOrHalfHourByDay(map);
            if (dataMap == null) {
                break;
            }
            dataMap.put("time", sdf.format(end));
            dataMap.put("city", name);
            Set<String> set = dataMap.keySet();
            Iterator<String> it = set.iterator();
            List<String> listKey = new ArrayList<>();
            while (it.hasNext()) {
                String key = it.next();
                if (dataMap.get(key) == null || "".equals(dataMap.get(key))) {
                    listKey.add(key);
                }
            }
            for (String key : listKey) {
                dataMap.remove(key);
            }
            resultList.add(dataMap);
        }
        return resultList;
    }
}