package com.moral.api.service.impl; import com.alibaba.fastjson.JSONObject; import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper; import com.moral.api.entity.CityAqiDaily; import com.moral.api.entity.CityAqiMonthly; import com.moral.api.mapper.CityAqiMonthlyMapper; import com.moral.api.service.CityAqiDailyService; import com.moral.api.service.CityAqiMonthlyService; import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl; import com.moral.constant.Constants; import com.moral.util.AmendUtils; import com.moral.util.ComprehensiveIndexUtils; import com.moral.util.DateUtils; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.stereotype.Service; import org.springframework.util.ObjectUtils; import java.text.DecimalFormat; import java.util.ArrayList; import java.util.Arrays; import java.util.Date; import java.util.HashMap; import java.util.List; import java.util.Map; import java.util.OptionalDouble; import java.util.stream.Collectors; import java.util.stream.DoubleStream; /** *

* 城市aqi月数据表 服务实现类 *

* * @author moral * @since 2021-11-04 */ @Service public class CityAqiMonthlyServiceImpl extends ServiceImpl implements CityAqiMonthlyService { @Autowired private CityAqiMonthlyMapper cityAqiMonthlyMapper; @Autowired private CityAqiDailyService cityAqiDailyService; @Override public void insertCityAqiMonthly() { //需要均值计算的因子 List sensors = Arrays.asList("PM2_5", "PM10", "SO2", "NO2"); //开始时间,上月1号 Date start = DateUtils.getFirstDayOfLastMonth(); //上上月 Date lastLastMonth = DateUtils.addMonths(start, -1); //结束时间,本月1号 Date end = DateUtils.addMonths(start, 1); //获取所有城市aqi小时数据 QueryWrapper wrapper = new QueryWrapper<>(); wrapper.select("city_code", "time", "value") .ge("time", DateUtils.dateToDateString(start)) .lt("time", DateUtils.dateToDateString(end)); List> monthlyData = cityAqiDailyService.listMaps(wrapper); if (monthlyData.size() == 0) { return; } //按city_code分组 Map>> data = monthlyData.parallelStream().collect(Collectors.groupingBy(o -> o.get("city_code").toString())); CityAqiMonthly cityAqiMonthly = new CityAqiMonthly(); data.forEach((cityCode, value) -> { Map jsonMap = new HashMap<>(); cityAqiMonthly.setCityCode(Integer.parseInt(cityCode)); cityAqiMonthly.setTime(start); Map params = new HashMap<>(); List> temp = new ArrayList<>(); for (Map map : value) { Map sensorsValue = JSONObject.parseObject(map.get("value").toString(), Map.class); Map tempMap = new HashMap<>(); tempMap.put(Constants.SENSOR_CODE_CO, sensorsValue.get("CO")); tempMap.put(Constants.SENSOR_CODE_O3, sensorsValue.get("O3")); Map hashMap = new HashMap<>(); hashMap.put("value", JSONObject.toJSONString(tempMap)); temp.add(hashMap); } params.put("data", temp); //1. CO 95百分位计算并修约 Map coAvgOfWeekOrMonth = AmendUtils.getCOAvgOfWeekOrMonth(params); if (!ObjectUtils.isEmpty(coAvgOfWeekOrMonth)) { jsonMap.put("CO", coAvgOfWeekOrMonth.get(Constants.SENSOR_CODE_CO)); } //2. O3 90百分位计算并修约 Map o3AvgOfWeekOrMonth = AmendUtils.getO3AvgOfWeekOrMonth(params); if (!ObjectUtils.isEmpty(o3AvgOfWeekOrMonth)) { jsonMap.put("O3", o3AvgOfWeekOrMonth.get(Constants.SENSOR_CODE_O3)); } sensors.forEach(sensor -> { OptionalDouble optionalDouble = value.parallelStream().flatMapToDouble(v -> { Map dataValue = JSONObject.parseObject((String) v.get("value"), Map.class); double aDouble = Double.parseDouble(dataValue.get(sensor).toString()); return DoubleStream.of(aDouble); }).average(); if (optionalDouble.isPresent()) { //银行家算法修约 jsonMap.put(sensor, AmendUtils.sciCal(optionalDouble.getAsDouble(), 0)); } }); //本月月综指计算 Double compositeIndex = ComprehensiveIndexUtils.dailyData(jsonMap); jsonMap.put("compositeIndex", compositeIndex); //本月综指同上月对比 QueryWrapper queryWrapper = new QueryWrapper<>(); queryWrapper.select("value") .eq("city_code", cityCode) .eq("time", DateUtils.dateToDateString(lastLastMonth)); //获取上上月数据 CityAqiMonthly lastCityAqiMonthly = cityAqiMonthlyMapper.selectOne(queryWrapper); if (lastCityAqiMonthly != null) { Map map = JSONObject.parseObject(lastCityAqiMonthly.getValue(), Map.class); double lastCompositeIndex = Double.parseDouble(map.get("compositeIndex").toString()); DecimalFormat decimalFormat = new DecimalFormat("0.00%"); String format = decimalFormat.format((compositeIndex - lastCompositeIndex) / lastCompositeIndex); jsonMap.put("monthContrast", format); } cityAqiMonthly.setValue(JSONObject.toJSONString(jsonMap)); cityAqiMonthlyMapper.insert(cityAqiMonthly); }); } }