cjl
2023-10-13 f976feb7ae339c006af150b30802f7edfc8d966f
screen-job/src/main/java/com/moral/api/service/impl/CityAqiYearlyServiceImpl.java
@@ -2,13 +2,13 @@
import com.alibaba.fastjson.JSONObject;
import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
import com.baomidou.mybatisplus.core.conditions.update.UpdateWrapper;
import com.moral.api.entity.CityAqiDaily;
import com.moral.api.entity.CityAqiYearly;
import com.moral.api.mapper.CityAqiYearlyMapper;
import com.moral.api.service.CityAqiDailyService;
import com.moral.api.service.CityAqiYearlyService;
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;
@@ -19,14 +19,11 @@
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;
/**
 * <p>
@@ -48,8 +45,12 @@
    @Override
    public void insertCityAqiYearly() {
        //需要均值计算的因子
        List<String> sensors = Arrays.asList("PM2_5", "PM10", "SO2", "NO2");
        /*
         * 年均值算法
         * PM2.5,PM10,CO,日均值95百分位
         * SO2,NO2,日均值98百分位
         * O3,日最大值90百分位
         * */
        //开始时间,去年1号
        Date start = DateUtils.getFirstDayOfLastYear();
@@ -58,75 +59,86 @@
        //结束时间,本年1号
        Date end = DateUtils.getDate(DateUtils.getDateAddYear(DateUtils.dateToDateString(start, DateUtils.yyyy), 1), DateUtils.yyyy);
        //如果是1月1号,先删除去年数据
        //不是1月1号,统计的是本年累计值,先删除本年数据
        String monthAndDay = DateUtils.dateToDateString(new Date(), DateUtils.MM_dd_EN);
        UpdateWrapper<CityAqiYearly> cityAqiYearlyUpdateWrapper = new UpdateWrapper<>();
        if ("01-01".equals(monthAndDay)) {
            cityAqiYearlyUpdateWrapper.eq("time", start);
        } else {
            start = end;
            end = DateUtils.getDate(DateUtils.getDateAddYear(DateUtils.dateToDateString(start, DateUtils.yyyy), 1), DateUtils.yyyy);
            lastLastYear = DateUtils.getDate(DateUtils.getDateAddYear(DateUtils.dateToDateString(start, DateUtils.yyyy), -1), DateUtils.yyyy);
            cityAqiYearlyUpdateWrapper.eq("time", start);
        }
        cityAqiYearlyMapper.delete(cityAqiYearlyUpdateWrapper);
        //获取所有城市aqi小时数据
        //获取所有城市aqi日数据
        QueryWrapper<CityAqiDaily> wrapper = new QueryWrapper<>();
        wrapper.select("city_code", "time", "value")
                .ge("time", DateUtils.dateToDateString(start))
                .lt("time", DateUtils.dateToDateString(end));
                .ge("time", start)
                .lt("time", end);
        List<Map<String, Object>> monthlyData = cityAqiDailyService.listMaps(wrapper);
        if (monthlyData.size() == 0) {
            return;
        }
        //按city_code分组
        Map<String, List<Map<String, Object>>> data = monthlyData.parallelStream().collect(Collectors.groupingBy(o -> o.get("city_code").toString()));
        Map<String, List<Map<String, Object>>> data = monthlyData.stream()
                .collect(Collectors.groupingBy(o -> o.get("city_code").toString()));
        //上年数据
        QueryWrapper<CityAqiYearly> queryWrapper = new QueryWrapper<>();
        queryWrapper.select("city_code", "value")
                .eq("time", lastLastYear);
        //获取上年数据
        List<CityAqiYearly> lastCityAqiYearlyList = cityAqiYearlyMapper.selectList(queryWrapper);
        Map<Integer, CityAqiYearly> lastYearData = new HashMap<>();
        for (CityAqiYearly cityAqiYearly : lastCityAqiYearlyList) {
            lastYearData.put(cityAqiYearly.getCityCode(), cityAqiYearly);
        }
        List<CityAqiYearly> cityAqiYearlyList = new ArrayList<>();
        Date finalStart = start;
        data.forEach((cityCode, value) -> {
            Map<String, Object> jsonMap = new HashMap<>();
            CityAqiYearly cityAqiYearly = new CityAqiYearly();
            Map<String, Object> jsonMap = new HashMap<>();
            cityAqiYearly.setCityCode(Integer.parseInt(cityCode));
            cityAqiYearly.setTime(start);
            cityAqiYearly.setTime(finalStart);
            //PM2.5
            Double pm25Avg = AmendUtils.getAvgOfYear(value, "PM2_5");
            jsonMap.put("PM2_5", pm25Avg);
            Map<String, Object> params = new HashMap<>();
            List<Map<String, Object>> temp = new ArrayList<>();
            //PM10
            Double pm10Avg = AmendUtils.getAvgOfYear(value, "PM10");
            jsonMap.put("PM10", pm10Avg);
            for (Map<String, Object> map : value) {
                Map<String, Object> sensorsValue = JSONObject.parseObject(map.get("value").toString(), Map.class);
                Map<String, Object> tempMap = new HashMap<>();
                tempMap.put(Constants.SENSOR_CODE_CO, sensorsValue.get("PM2_5"));
                tempMap.put(Constants.SENSOR_CODE_O3, sensorsValue.get("O3"));
                Map<String, Object> 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<String, Object> coAvgOfWeekOrMonth = AmendUtils.getCOAvgOfWeekOrMonth(params);
            if (!ObjectUtils.isEmpty(coAvgOfWeekOrMonth)) {
                jsonMap.put("CO", coAvgOfWeekOrMonth.get(Constants.SENSOR_CODE_CO));
            }
            //SO2
            Double so2Avg = AmendUtils.getAvgOfYear(value, "SO2");
            jsonMap.put("SO2", so2Avg);
            //2. O3 90百分位计算并修约
            Map<String, Object> o3AvgOfWeekOrMonth = AmendUtils.getO3AvgOfWeekOrMonth(params);
            if (!ObjectUtils.isEmpty(o3AvgOfWeekOrMonth)) {
                jsonMap.put("O3", o3AvgOfWeekOrMonth.get(Constants.SENSOR_CODE_O3));
            }
            //NO2
            Double no2Avg = AmendUtils.getAvgOfYear(value, "NO2");
            jsonMap.put("NO2", no2Avg);
            sensors.forEach(sensor -> {
                OptionalDouble optionalDouble = value.parallelStream().flatMapToDouble(v -> {
                    Map<String, Object> 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));
                }
            });
            //CO
            Double coAvg = AmendUtils.getAvgOfYear(value, "CO");
            jsonMap.put("CO", coAvg);
            //O3
            Double o3Avg = AmendUtils.getAvgOfYear(value, "O3");
            jsonMap.put("O3", o3Avg);
            //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<CityAqiYearly> queryWrapper = new QueryWrapper<>();
            queryWrapper.select("value")
                    .eq("city_code", cityCode)
                    .eq("time", DateUtils.dateToDateString(lastLastYear));
            //获取上上月数据
            CityAqiYearly lastCityAqiYearly = cityAqiYearlyMapper.selectOne(queryWrapper);
            //上年数据同本年对比
            CityAqiYearly lastCityAqiYearly = lastYearData.get(Integer.parseInt(cityCode));
            if (lastCityAqiYearly != null) {
                Map<String, Object> map = JSONObject.parseObject(lastCityAqiYearly.getValue(), Map.class);
                double lastCompositeIndex = Double.parseDouble(map.get("compositeIndex").toString());
@@ -135,9 +147,8 @@
                jsonMap.put("yearContrast", format);
            }
            cityAqiYearly.setValue(JSONObject.toJSONString(jsonMap));
            cityAqiYearlyMapper.insert(cityAqiYearly);
            cityAqiYearlyList.add(cityAqiYearly);
        });
        cityAqiYearlyMapper.insertCityAqiYearly(cityAqiYearlyList);
    }
}