From dad9ebf1e6bfd86e7d4ce9cb976a8f24422c4cf7 Mon Sep 17 00:00:00 2001
From: lizijie <lzjiiie@163.com>
Date: Tue, 28 Dec 2021 15:30:55 +0800
Subject: [PATCH] 获取设备一天24小时平均值、最小值、最大值接口

---
 screen-api/src/main/java/com/moral/api/service/impl/ProfessionServiceImpl.java |  522 ++++++++++++++++++++++++++++++++++++++-------------------
 1 files changed, 344 insertions(+), 178 deletions(-)

diff --git a/screen-api/src/main/java/com/moral/api/service/impl/ProfessionServiceImpl.java b/screen-api/src/main/java/com/moral/api/service/impl/ProfessionServiceImpl.java
index fa708b8..104c9f0 100644
--- a/screen-api/src/main/java/com/moral/api/service/impl/ProfessionServiceImpl.java
+++ b/screen-api/src/main/java/com/moral/api/service/impl/ProfessionServiceImpl.java
@@ -13,16 +13,23 @@
 import java.util.HashSet;
 import java.util.List;
 import java.util.Map;
+import java.util.OptionalDouble;
 import java.util.Set;
+import java.util.function.Supplier;
 import java.util.stream.Collectors;
+import java.util.stream.DoubleStream;
+import java.util.stream.Stream;
 
+import com.alibaba.fastjson.JSONObject;
 import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
 import com.moral.api.entity.CityAqi;
 import com.moral.api.entity.CityAqiDaily;
 import com.moral.api.entity.CityAqiMonthly;
 import com.moral.api.entity.Device;
 import com.moral.api.entity.HistoryDaily;
+import com.moral.api.entity.HistoryHourly;
 import com.moral.api.entity.HistoryMonthly;
+import com.moral.api.entity.Organization;
 import com.moral.api.entity.Sensor;
 import com.moral.api.service.CityAqiDailyService;
 import com.moral.api.service.CityAqiMonthlyService;
@@ -169,91 +176,111 @@
     private List<Map<String, Object>> professionContributionOfYear(Integer orgId, List<String> professions, String time, String sensorCode) {
         List<Map<String, Object>> result = new ArrayList<>();
 
+        //������������������������������
+        QueryWrapper<Organization> organizationQueryWrapper = new QueryWrapper<>();
+        organizationQueryWrapper.select("location_level_code")
+                .eq("id", orgId);
+        Integer locationLevelCode = organizationService.getOne(organizationQueryWrapper).getLocationLevelCode();
+
         //���������������������������
         List allMacs = getMacsByOrgId(orgId);
 
         List<String> timeLag = DateUtils.getTimeLag(time);
+
+        //���������������������������
+        QueryWrapper<CityAqiMonthly> cityAqiMonthlyQueryWrapper = new QueryWrapper<>();
+        cityAqiMonthlyQueryWrapper.select("time", "value")
+                .eq("city_code", locationLevelCode)
+                .likeRight("time", time);
+        List<Map<String, Object>> cityAqis = cityAqiMonthlyService.listMaps(cityAqiMonthlyQueryWrapper);
+        Map<String, Object> cityAqiMap = new HashMap<>();
+        if (!ObjectUtils.isEmpty(cityAqis)) {
+            for (Map<String, Object> cityAqi : cityAqis) {
+                cityAqiMap.put(cityAqi.get("time").toString().substring(0, 7), cityAqi.get("value"));
+            }
+        }
+
+
+        //���������������������������������
+        List<HistoryMonthly> allDeviceData = historyMonthlyService.getValueByMacs(allMacs, time);
+        //���time������
+        Map<String, List<HistoryMonthly>> allDeviceDataMap = allDeviceData.stream()
+                .collect(Collectors.groupingBy(o -> DateUtils.dateToDateString(o.getTime()).substring(0, 7)));
+
+
         for (String yearMonth : timeLag) {
             Map<String, Object> resultMap = new HashMap<>();
-            resultMap.put("time", yearMonth.split("-")[1]);
-            yearMonth = yearMonth + "-01 00:00:00";
+            resultMap.put("time", yearMonth);
 
 
             //������������������������������
             Double allDeviceSum = null;
-            QueryWrapper<HistoryMonthly> historyMonthlyQueryWrapper = new QueryWrapper<>();
-            historyMonthlyQueryWrapper.select("SUM(`value`->'$." + sensorCode + "') AS result")
-                    .eq("time", yearMonth)
-                    .in("mac", allMacs);
-            Map<String, Object> allDeviceSumMap = historyMonthlyService.getMap(historyMonthlyQueryWrapper);
-            if (!ObjectUtils.isEmpty(allDeviceSumMap)) {
-                allDeviceSum = (Double) allDeviceSumMap.get("result");
+            List<HistoryMonthly> historyMonthlyList = allDeviceDataMap.get(yearMonth);
+            if (!ObjectUtils.isEmpty(historyMonthlyList)) {
+                allDeviceSum = historyMonthlyList.stream().flatMapToDouble(v -> {
+                    Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
+                    Object o = dataValue.get(sensorCode);
+                    if (o == null) {
+                        return null;
+                    }
+                    double aDouble = Double.parseDouble(o.toString());
+                    return DoubleStream.of(aDouble);
+                }).sum();
             }
+            resultMap.put("allDeviceSum", allDeviceSum);
 
 
-            //������������
+            //���������
             Double cityValue = null;
-            //������������������������������
-            Integer locationLevelCode = organizationService.getById(orgId).getLocationLevelCode();
-            QueryWrapper<CityAqiMonthly> cityAqiMonthlyQueryWrapper = new QueryWrapper<>();
-            cityAqiMonthlyQueryWrapper.select("`value`->'$." + sensorCode + "' AS result")
-                    .eq("city_code", locationLevelCode)
-                    .eq("time", yearMonth);
-            Map<String, Object> cityValueMap = cityAqiMonthlyService.getMap(cityAqiMonthlyQueryWrapper);
-            if (!ObjectUtils.isEmpty(cityValueMap)) {
-                cityValue = (Double) cityValueMap.get("result");
+            if (cityAqiMap.get(yearMonth) != null) {
+                Map<String, Object> dataValue = JSONObject.parseObject(cityAqiMap.get(yearMonth).toString(), Map.class);
+                Object o = dataValue.get(sensorCode);
+                if (o != null) {
+                    cityValue = (Double) o;
+                }
             }
             resultMap.put("cityValue", cityValue);
-
-
-            for (String profession : professions) {
-                Map<String, Object> professionMap = new HashMap<>();
-
-                //���������������������
-                List<Device> devices = getDevicesOfProfessions(orgId, Collections.singletonList(profession));
-                List<String> professionMacs = devices.stream().map(Device::getMac).collect(Collectors.toList());
-
-
-                //������������������
-                Double professionSum = null;
-                historyMonthlyQueryWrapper.clear();
-                historyMonthlyQueryWrapper.select("SUM(`value`->'$." + sensorCode + "') AS result")
-                        .eq("time", yearMonth)
-                        .in("mac", professionMacs);
-                Map<String, Object> professionSumMap = historyMonthlyService.getMap(historyMonthlyQueryWrapper);
-                if (!ObjectUtils.isEmpty(professionSumMap)) {
-                    professionSum = (Double) professionSumMap.get("result");
-                }
-
-
-                //������������������
-                Double professionAvg = null;
-                historyMonthlyQueryWrapper.clear();
-                historyMonthlyQueryWrapper.select("AVG(`value`->'$." + sensorCode + "') AS result")
-                        .eq("time", yearMonth)
-                        .in("mac", professionMacs);
-                Map<String, Object> professionAvgMap = historyMonthlyService.getMap(historyMonthlyQueryWrapper);
-                if (!ObjectUtils.isEmpty(professionAvgMap)) {
-                    professionAvg = (Double) professionAvgMap.get("result");
-                }
-
-                //���������������������
-                String contributionRate = null;
-                NumberFormat numberFormat = NumberFormat.getInstance();
-                numberFormat.setMaximumFractionDigits(2);
-                if (professionSum != null && allDeviceSum != null) {
-                    contributionRate = numberFormat.format(professionSum / allDeviceSum * 100) + "%";
-                }
-
-                //������������
-                professionMap.put("value", professionAvg == null ? null : AmendUtils.sciCal(professionAvg, 0));
-                //���������������
-                professionMap.put("contributionRate", contributionRate);
-
-                resultMap.put(profession, professionMap);
-            }
             result.add(resultMap);
         }
+
+        for (String profession : professions) {
+            //���������������������
+            List<Device> professionDevices = getDevicesOfProfessions(orgId, Collections.singletonList(profession));
+            List<String> professionMacs = professionDevices.stream().map(Device::getMac).collect(Collectors.toList());
+
+
+            //������������������������������������
+            List<HistoryMonthly> professionDeviceData = historyMonthlyService.getValueByMacs(professionMacs, time);
+            //���time������
+            Map<String, List<HistoryMonthly>> professionDataMap = professionDeviceData.stream()
+                    .collect(Collectors.groupingBy(o -> DateUtils.dateToDateString(o.getTime()).substring(0, 7)));
+
+
+            for (Map<String, Object> map : result) {
+                Object allDeviceSum = map.get("allDeviceSum");
+                String resultTime = map.get("time").toString();
+                List<HistoryMonthly> historyMonthlyList = professionDataMap.get(resultTime);
+                //���������
+                String contributionRate = null;
+                Double professionAvg = null;
+                if (!ObjectUtils.isEmpty(historyMonthlyList)) {
+                    Supplier<Stream<HistoryMonthly>> streamSupplier = historyMonthlyList::stream;
+                    professionAvg = calculatedValueOfYear(streamSupplier, sensorCode, "avg");
+                    Double professionSum = calculatedValueOfYear(streamSupplier, sensorCode, "sum");
+                    //���������������������
+                    NumberFormat numberFormat = NumberFormat.getInstance();
+                    numberFormat.setMaximumFractionDigits(2);
+                    if (allDeviceSum != null) {
+                        contributionRate = numberFormat.format(professionSum / ((Double) allDeviceSum) * 100) + "%";
+                    }
+                }
+                Map<String, Object> professionMap = new HashMap<>();
+                professionMap.put("contributionRate", contributionRate);
+                professionMap.put("value", professionAvg == null ? null : AmendUtils.sciCal(professionAvg, 0));
+                map.put(profession, professionMap);
+            }
+        }
+        result.forEach(map -> map.remove("allDeviceSum"));
         return result;
     }
 
@@ -261,156 +288,225 @@
     private List<Map<String, Object>> professionContributionOfMonth(Integer orgId, List<String> professions, String time, String sensorCode) {
         List<Map<String, Object>> result = new ArrayList<>();
 
+        //������������������������������
+        QueryWrapper<Organization> organizationQueryWrapper = new QueryWrapper<>();
+        organizationQueryWrapper.select("location_level_code")
+                .eq("id", orgId);
+        Integer locationLevelCode = organizationService.getOne(organizationQueryWrapper).getLocationLevelCode();
+
         //���������������������������
         List allMacs = getMacsByOrgId(orgId);
 
+        //������������
         List<String> timeLag = DateUtils.getTimeLag(time);
+
+
+        //���������������������������
+        QueryWrapper<CityAqiDaily> cityAqiDailyQueryWrapper = new QueryWrapper<>();
+        cityAqiDailyQueryWrapper.select("time", "value")
+                .eq("city_code", locationLevelCode)
+                .likeRight("time", time);
+        List<Map<String, Object>> cityAqis = cityAqiDailyService.listMaps(cityAqiDailyQueryWrapper);
+        Map<String, Object> cityAqiMap = new HashMap<>();
+        if (!ObjectUtils.isEmpty(cityAqis)) {
+            for (Map<String, Object> cityAqi : cityAqis) {
+                cityAqiMap.put(cityAqi.get("time").toString().substring(0, 10), cityAqi.get("value"));
+            }
+        }
+
+
+        //���������������������������������
+        List<HistoryDaily> allDeviceData = historyDailyService.getValueByMacs(allMacs, time);
+        //���time������
+        Map<String, List<HistoryDaily>> allDeviceDataMap = allDeviceData.stream()
+                .collect(Collectors.groupingBy(o -> DateUtils.dateToDateString(o.getTime()).substring(0, 10)));
+
+
         for (String yearMonthDay : timeLag) {
             Map<String, Object> resultMap = new HashMap<>();
-            resultMap.put("time", yearMonthDay.split("-")[2]);
-            yearMonthDay = yearMonthDay + " 00:00:00";
-
+            resultMap.put("time", yearMonthDay);
 
             //������������������������������
             Double allDeviceSum = null;
-            QueryWrapper<HistoryDaily> historyDailyQueryWrapper = new QueryWrapper<>();
-            historyDailyQueryWrapper.select("SUM(`value`->'$." + sensorCode + "') AS result")
-                    .eq("time", yearMonthDay)
-                    .in("mac", allMacs);
-            Map<String, Object> allDeviceSumMap = historyDailyService.getMap(historyDailyQueryWrapper);
-            if (!ObjectUtils.isEmpty(allDeviceSumMap)) {
-                allDeviceSum = (Double) allDeviceSumMap.get("result");
+            List<HistoryDaily> historyDailyList = allDeviceDataMap.get(yearMonthDay);
+            if (!ObjectUtils.isEmpty(historyDailyList)) {
+                allDeviceSum = historyDailyList.stream().flatMapToDouble(v -> {
+                    Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
+                    Object o = dataValue.get(sensorCode);
+                    if (o == null) {
+                        return null;
+                    }
+                    double aDouble = Double.parseDouble(o.toString());
+                    return DoubleStream.of(aDouble);
+                }).sum();
             }
+            resultMap.put("allDeviceSum", allDeviceSum);
 
 
-            //������������
+            //���������
             Double cityValue = null;
-            //������������������������������
-            Integer locationLevelCode = organizationService.getById(orgId).getLocationLevelCode();
-            QueryWrapper<CityAqiDaily> cityAqiDailyQueryWrapper = new QueryWrapper<>();
-            cityAqiDailyQueryWrapper.select("`value`->'$." + sensorCode + "' AS result")
-                    .eq("city_code", locationLevelCode)
-                    .eq("time", yearMonthDay);
-            Map<String, Object> cityValueMap = cityAqiDailyService.getMap(cityAqiDailyQueryWrapper);
-            if (!ObjectUtils.isEmpty(cityValueMap)) {
-                cityValue = (Double) cityValueMap.get("result");
+            if (cityAqiMap.get(yearMonthDay) != null) {
+                Map<String, Object> dataValue = JSONObject.parseObject(cityAqiMap.get(yearMonthDay).toString(), Map.class);
+                Object o = dataValue.get(sensorCode);
+                if (o != null) {
+                    cityValue = (Double) o;
+                }
             }
             resultMap.put("cityValue", cityValue);
-
-
-
-            for (String profession : professions) {
-                Map<String, Object> professionMap = new HashMap<>();
-
-                //���������������������
-                List<Device> devices = getDevicesOfProfessions(orgId, Collections.singletonList(profession));
-                List<String> professionMacs = devices.stream().map(Device::getMac).collect(Collectors.toList());
-
-
-                //������������������
-                Double professionSum = null;
-                historyDailyQueryWrapper.clear();
-                historyDailyQueryWrapper.select("SUM(`value`->'$." + sensorCode + "') AS result")
-                        .eq("time", yearMonthDay)
-                        .in("mac", professionMacs);
-                Map<String, Object> professionSumMap = historyDailyService.getMap(historyDailyQueryWrapper);
-                if (!ObjectUtils.isEmpty(professionSumMap)) {
-                    professionSum = (Double) professionSumMap.get("result");
-                }
-
-
-                //������������������
-                Double professionAvg = null;
-                historyDailyQueryWrapper.clear();
-                historyDailyQueryWrapper.select("AVG(`value`->'$." + sensorCode + "') AS result")
-                        .eq("time", yearMonthDay)
-                        .in("mac", professionMacs);
-                Map<String, Object> professionAvgMap = historyDailyService.getMap(historyDailyQueryWrapper);
-                if (!ObjectUtils.isEmpty(professionAvgMap)) {
-                    professionAvg = (Double) professionAvgMap.get("result");
-                }
-
-
-                //���������������������
-                String contributionRate = null;
-                NumberFormat numberFormat = NumberFormat.getInstance();
-                numberFormat.setMaximumFractionDigits(2);
-                if (professionSum != null && allDeviceSum != null) {
-                    contributionRate = numberFormat.format(professionSum / allDeviceSum * 100) + "%";
-                }
-
-                //������������
-                professionMap.put("value", professionAvg == null ? null : AmendUtils.sciCal(professionAvg, 0));
-                //���������������
-                professionMap.put("contributionRate", contributionRate);
-
-                resultMap.put(profession, professionMap);
-            }
             result.add(resultMap);
         }
+
+        for (String profession : professions) {
+            //���������������������
+            List<Device> professionDevices = getDevicesOfProfessions(orgId, Collections.singletonList(profession));
+            List<String> professionMacs = professionDevices.stream().map(Device::getMac).collect(Collectors.toList());
+
+
+            //������������������������������������
+            List<HistoryDaily> professionDeviceData = historyDailyService.getValueByMacs(professionMacs, time);
+            //���time������
+            Map<String, List<HistoryDaily>> professionDataMap = professionDeviceData.stream()
+                    .collect(Collectors.groupingBy(o -> DateUtils.dateToDateString(o.getTime()).substring(0, 10)));
+
+
+            for (Map<String, Object> map : result) {
+                Object allDeviceSum = map.get("allDeviceSum");
+                String resultTime = map.get("time").toString();
+                List<HistoryDaily> historyDailyList = professionDataMap.get(resultTime);
+                //���������
+                String contributionRate = null;
+                Double professionAvg = null;
+                if (!ObjectUtils.isEmpty(historyDailyList)) {
+                    Supplier<Stream<HistoryDaily>> streamSupplier = historyDailyList::stream;
+                    professionAvg = calculatedValueOfMonth(streamSupplier, sensorCode, "avg");
+                    Double professionSum = calculatedValueOfMonth(streamSupplier, sensorCode, "sum");
+                    //���������������������
+                    NumberFormat numberFormat = NumberFormat.getInstance();
+                    numberFormat.setMaximumFractionDigits(2);
+                    if (allDeviceSum != null) {
+                        contributionRate = numberFormat.format(professionSum / ((Double) allDeviceSum) * 100) + "%";
+                    }
+                }
+                Map<String, Object> professionMap = new HashMap<>();
+                professionMap.put("contributionRate", contributionRate);
+                professionMap.put("value", professionAvg == null ? null : AmendUtils.sciCal(professionAvg, 0));
+                map.put(profession, professionMap);
+            }
+        }
+        result.forEach(map -> map.remove("allDeviceSum"));
         return result;
     }
 
     private List<Map<String, Object>> professionContributionOfDay(Integer orgId, List<String> professions, String time, String sensorCode) {
         List<Map<String, Object>> result = new ArrayList<>();
 
+        //������������������������������
+        QueryWrapper<Organization> organizationQueryWrapper = new QueryWrapper<>();
+        organizationQueryWrapper.select("location_level_code")
+                .eq("id", orgId);
+        Integer locationLevelCode = organizationService.getOne(organizationQueryWrapper).getLocationLevelCode();
+
         //���������������������������
         List allMacs = getMacsByOrgId(orgId);
 
+        //���������������
         List<String> timeLag = DateUtils.getTimeLag(time);
+
+
+        //������������������������������
+        QueryWrapper<CityAqi> cityAqiQueryWrapper = new QueryWrapper<>();
+        cityAqiQueryWrapper.select("time", "value")
+                .eq("city_code", locationLevelCode)
+                .likeRight("time", time);
+        List<Map<String, Object>> cityAqis = cityAqiService.listMaps(cityAqiQueryWrapper);
+        Map<String, Object> cityAqiMap = new HashMap<>();
+        if (!ObjectUtils.isEmpty(cityAqis)) {
+            for (Map<String, Object> cityAqi : cityAqis) {
+                cityAqiMap.put(cityAqi.get("time").toString().substring(0, 13), cityAqi.get("value"));
+            }
+        }
+
+
+        //������������������������������������
+        List<HistoryHourly> allDeviceData = historyHourlyService.getValueByMacs(allMacs, time);
+        //���time������
+        Map<String, List<HistoryHourly>> allDeviceDataMap = allDeviceData.stream()
+                .collect(Collectors.groupingBy(o -> DateUtils.dateToDateString(o.getTime()).substring(0, 13)));
+
+
         for (String yearMonthDayHour : timeLag) {
             Map<String, Object> resultMap = new HashMap<>();
-            resultMap.put("time", yearMonthDayHour.split(" ")[1]);
-            yearMonthDayHour = yearMonthDayHour + ":00:00";
+            resultMap.put("time", yearMonthDayHour);
 
 
             //������������������������������
-            Double allDeviceSum = historyHourlyService.getSensorSumByMacs(sensorCode, allMacs, yearMonthDayHour);
+            Double allDeviceSum = null;
+            List<HistoryHourly> historyHourlyList = allDeviceDataMap.get(yearMonthDayHour);
+            if (!ObjectUtils.isEmpty(historyHourlyList)) {
+                allDeviceSum = historyHourlyList.stream().flatMapToDouble(v -> {
+                    Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
+                    Object o = dataValue.get(sensorCode);
+                    if (o == null) {
+                        return null;
+                    }
+                    double aDouble = Double.parseDouble(o.toString());
+                    return DoubleStream.of(aDouble);
+                }).sum();
+            }
+            resultMap.put("allDeviceSum", allDeviceSum);
 
 
-            //������������
+            //���������
             Double cityValue = null;
-            //������������������������������
-            Integer locationLevelCode = organizationService.getById(orgId).getLocationLevelCode();
-            QueryWrapper<CityAqi> cityAqiQueryWrapper = new QueryWrapper<>();
-            cityAqiQueryWrapper.select("`value`->'$." + sensorCode + "' AS result")
-                    .eq("city_code", locationLevelCode)
-                    .eq("time", yearMonthDayHour);
-            Map<String, Object> cityValueMap = cityAqiService.getMap(cityAqiQueryWrapper);
-            if (!ObjectUtils.isEmpty(cityValueMap)) {
-                cityValue = (Double) cityValueMap.get("result");
+            if (cityAqiMap.get(yearMonthDayHour) != null) {
+                Map<String, Object> dataValue = JSONObject.parseObject(cityAqiMap.get(yearMonthDayHour).toString(), Map.class);
+                Object o = dataValue.get(sensorCode);
+                if (o != null) {
+                    cityValue = (Double) o;
+                }
             }
             resultMap.put("cityValue", cityValue);
-
-
-            for (String profession : professions) {
-                Map<String, Object> professionMap = new HashMap<>();
-
-                //���������������������
-                List<Device> devices = getDevicesOfProfessions(orgId, Collections.singletonList(profession));
-                List<String> professionMacs = devices.stream().map(Device::getMac).collect(Collectors.toList());
-
-                //���������������������������������������������������
-                Double professionAvg = historyHourlyService.getSensorAvgByMacs(sensorCode, professionMacs, yearMonthDayHour);
-                Double professionSum = historyHourlyService.getSensorSumByMacs(sensorCode, professionMacs, yearMonthDayHour);
-
-                //���������������������
-                String contributionRate = null;
-                NumberFormat numberFormat = NumberFormat.getInstance();
-                numberFormat.setMaximumFractionDigits(2);
-                if (professionSum != null && allDeviceSum != null) {
-                    contributionRate = numberFormat.format(professionSum / allDeviceSum * 100) + "%";
-                }
-
-                //������������
-                professionMap.put("value", professionAvg == null ? null : AmendUtils.sciCal(professionAvg, 0));
-                //���������������
-                professionMap.put("contributionRate", contributionRate);
-
-                resultMap.put(profession, professionMap);
-            }
             result.add(resultMap);
         }
+
+        for (String profession : professions) {
+            //���������������������
+            List<Device> professionDevices = getDevicesOfProfessions(orgId, Collections.singletonList(profession));
+            List<String> professionMacs = professionDevices.stream().map(Device::getMac).collect(Collectors.toList());
+
+
+            //���������������������������������������
+            List<HistoryHourly> professionDeviceData = historyHourlyService.getValueByMacs(professionMacs, time);
+            //���time������
+            Map<String, List<HistoryHourly>> professionDataMap = professionDeviceData.stream()
+                    .collect(Collectors.groupingBy(o -> DateUtils.dateToDateString(o.getTime()).substring(0, 13)));
+
+
+            for (Map<String, Object> map : result) {
+                Object allDeviceSum = map.get("allDeviceSum");
+                String resultTime = map.get("time").toString();
+                List<HistoryHourly> historyHourlyList = professionDataMap.get(resultTime);
+                //���������
+                String contributionRate = null;
+                Double professionAvg = null;
+                if (!ObjectUtils.isEmpty(historyHourlyList)) {
+                    Supplier<Stream<HistoryHourly>> streamSupplier = historyHourlyList::stream;
+                    professionAvg = calculatedValueOfDay(streamSupplier, sensorCode, "avg");
+                    Double professionSum = calculatedValueOfDay(streamSupplier, sensorCode, "sum");
+                    //���������������������
+                    NumberFormat numberFormat = NumberFormat.getInstance();
+                    numberFormat.setMaximumFractionDigits(2);
+                    if (allDeviceSum != null) {
+                        contributionRate = numberFormat.format(professionSum / ((Double) allDeviceSum) * 100) + "%";
+                    }
+                }
+                Map<String, Object> professionMap = new HashMap<>();
+                professionMap.put("contributionRate", contributionRate);
+                professionMap.put("value", professionAvg == null ? null : AmendUtils.sciCal(professionAvg, 0));
+                map.put(profession, professionMap);
+            }
+        }
+        result.forEach(map -> map.remove("allDeviceSum"));
         return result;
     }
 
@@ -424,5 +520,75 @@
         return deviceService.listObjs(deviceQueryWrapper);
     }
 
+    //������������������������������
+    private Double calculatedValueOfDay(Supplier<Stream<HistoryHourly>> supplier, String sensorCode, String type) {
+        DoubleStream doubleStream = supplier.get()
+                .flatMapToDouble(v -> {
+                    Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
+                    Object sensorValue = dataValue.get(sensorCode);
+                    if (ObjectUtils.isEmpty(sensorValue)) {
+                        return null;
+                    }
+                    double aDouble = Double.parseDouble(sensorValue.toString());
+                    return DoubleStream.of(aDouble);
+                });
+        Double result = null;
+        if ("avg".equals(type)) {
+            OptionalDouble optionalDouble = doubleStream.average();
+            if (optionalDouble.isPresent()) {
+                result = optionalDouble.getAsDouble();
+            }
+        } else if ("sum".equals(type)) {
+            result = doubleStream.sum();
+        }
+        return result;
+    }
 
+    //������������������������������
+    private Double calculatedValueOfMonth(Supplier<Stream<HistoryDaily>> supplier, String sensorCode, String type) {
+        DoubleStream doubleStream = supplier.get()
+                .flatMapToDouble(v -> {
+                    Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
+                    Object sensorValue = dataValue.get(sensorCode);
+                    if (ObjectUtils.isEmpty(sensorValue)) {
+                        return null;
+                    }
+                    double aDouble = Double.parseDouble(sensorValue.toString());
+                    return DoubleStream.of(aDouble);
+                });
+        Double result = null;
+        if ("avg".equals(type)) {
+            OptionalDouble optionalDouble = doubleStream.average();
+            if (optionalDouble.isPresent()) {
+                result = optionalDouble.getAsDouble();
+            }
+        } else if ("sum".equals(type)) {
+            result = doubleStream.sum();
+        }
+        return result;
+    }
+
+    //������������������������������
+    private Double calculatedValueOfYear(Supplier<Stream<HistoryMonthly>> supplier, String sensorCode, String type) {
+        DoubleStream doubleStream = supplier.get()
+                .flatMapToDouble(v -> {
+                    Map<String, Object> dataValue = JSONObject.parseObject(v.getValue(), Map.class);
+                    Object sensorValue = dataValue.get(sensorCode);
+                    if (ObjectUtils.isEmpty(sensorValue)) {
+                        return null;
+                    }
+                    double aDouble = Double.parseDouble(sensorValue.toString());
+                    return DoubleStream.of(aDouble);
+                });
+        Double result = null;
+        if ("avg".equals(type)) {
+            OptionalDouble optionalDouble = doubleStream.average();
+            if (optionalDouble.isPresent()) {
+                result = optionalDouble.getAsDouble();
+            }
+        } else if ("sum".equals(type)) {
+            result = doubleStream.sum();
+        }
+        return result;
+    }
 }

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