昆山，沧州大数据预测O3

jinpengyong

2020-10-09 c60311f48e7ec07c56a4df31536f795ba62751ce

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

@@ -1,13 +1,14 @@
package com.moral.service.impl;

import java.text.DecimalFormat;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.ArrayList;
import java.util.Calendar;
import java.util.Collections;
import java.util.Date;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.List;
import java.util.Map;
import java.util.Set;
@@ -18,16 +19,20 @@
import org.springframework.stereotype.Service;
import org.springframework.web.client.RestTemplate;

import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONObject;
import com.moral.entity.Area;
import com.moral.entity.City;
import com.moral.entity.MonitorPoint;
import com.moral.entity.Province;
import com.moral.mapper.AQIMapper;
import com.moral.mapper.AreaMapper;
import com.moral.mapper.CityMapper;
import com.moral.mapper.DeviceMapper;
import com.moral.mapper.ForecastWeatherMapper;
import com.moral.mapper.HistoryHourlyMapper;
import com.moral.mapper.MonitorPointMapper;
import com.moral.mapper.ProvinceMapper;
import com.moral.mapper.RealWeatherMapper;
import com.moral.service.ForecastWeatherService;
import com.moral.util.Dom4jUtils;

@@ -49,136 +54,752 @@
    @Resource
    private ProvinceMapper provinceMapper;

    @Resource
    private RealWeatherMapper realWeatherMapper;

    @Resource
    private AQIMapper aqiMapper;

    @Resource
    private DeviceMapper deviceMapper;

    @Resource
    private HistoryHourlyMapper historyHourlyMapper;

    @Override
    public void insertForecastWeather() throws ParseException {
    public int insertForecastWeatherNew() throws ParseException {
        Calendar c = Calendar.getInstance();
        SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");
        SimpleDateFormat sdf1 = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
        String now = sdf.format(c.getTime());
        String today = sdf.format(c.getTime());
        DecimalFormat df = new DecimalFormat("0.0");
        c.add(Calendar.DAY_OF_MONTH, 1);
        String nextDay = sdf.format(c.getTime());
        c.setTime(c.getTime());
        c.add(Calendar.DAY_OF_MONTH, 1);
        String nextNextDay = sdf.format(c.getTime());

        String nextNextDay = sdf.format(c.getTime()) + " 00";
        RestTemplate restTemplate = new RestTemplate();
        List<MonitorPoint> monitorPointList = monitorPointMapper.getMonitorPointList();

        Set<Map<String, Object>> hashSet = new HashSet<>();
        List<Map<String, Object>> resultList = new ArrayList<>();
        for (MonitorPoint monitorPoint : monitorPointList) {
            Map<String, Object> hashMap1 = new HashMap<>();
            Map<String, Object> hashMap = new HashMap<>();
            Integer areaCode = monitorPoint.getAreaCode();
            Integer cityCode = monitorPoint.getCityCode();
            Integer provinceCode = monitorPoint.getProvinceCode();
            String parentName;
            String name1;
            Integer code;
            Integer parentCode;
            if (areaCode != null) {
                Area area = areaMapper.getAreaByAreaCode(areaCode);
                City city = cityMapper.getCityByCityCode(cityCode);
                name1 = area.getAreaName();
                parentName = city.getCityName();
                parentCode = cityCode;
                code = areaCode;
                if ("市辖区".equals(name1)) {
                    name1 = parentName;
                    Province province = provinceMapper.getProvinceByProvinceCode(provinceCode);
                    parentName = province.getProvinceName();
                    parentCode = provinceCode;
                    code = cityCode;
                }
            } else {
                if (cityCode != null) {
                    City city = cityMapper.getCityByCityCode(cityCode);
                    name1 = city.getCityName();
                    code = cityCode;
                    Province province = provinceMapper.getProvinceByProvinceCode(provinceCode);
                    parentName = province.getProvinceName();
                    parentCode = provinceCode;
                    if ("市辖区".equals(name1)) {
                        name1 = parentName;
                        code = provinceCode;
                    }
                } else {
                    code = provinceCode;
                    Province province = provinceMapper.getProvinceByProvinceCode(provinceCode);
                    name1 = province.getProvinceName();
                    parentCode = provinceCode;
                    parentName = name1;
                }
            }
            hashMap.put("name1", name1);
            hashMap.put("parentName", parentName);
            hashMap.put("cityCode", code);
            hashMap.put("parentCode", parentCode);
            hashSet.add(hashMap);
        }

        Map<String, Object> smap = new HashMap<>();
        smap.put("name1", "苏州市");
        smap.put("parentName", "江苏省");
        smap.put("cityCode", 320500);
        smap.put("parentCode", 320000);
        hashSet.add(smap);

        Map<String, Object> bmap = new HashMap<>();
        bmap.put("name1", "北京市");
        bmap.put("parentName", "北京市");
        bmap.put("cityCode", 110000);
        bmap.put("parentCode", 110000);
        hashSet.add(bmap);

        Map<String, Object> cz = new HashMap<>();
        Set<Map<String, Object>> set = new HashSet<>();
        cz.put("name1", "沧州市");
        cz.put("parentName", "河北省");
        cz.put("cityCode", 130900);
        cz.put("parentCode", 130000);
        set.add(cz);

        Map<String, Object> ks = new HashMap<>();
        ks.put("name1", "昆山市");
        ks.put("parentName", "苏州市");
        ks.put("cityCode", 320583);
        ks.put("parentCode", 320500);
        set.add(ks);

        List<Element> elements = Dom4jUtils.readDocument();
        String cityID;
        for (Map<String, Object> map : set) {
            String name1 = map.get("name1").toString();
            for (Element element : elements) {
                String name2 = element.element("name").getText();
                String parentName = map.get("parentName").toString();
                if (name2.equals("大丰市")) {
                    name2 = "大丰区";
                }
                if (name1.equals(name2)) {
                    cityID = element.element("Fweathercn").getText();
                    map.put("cityID", cityID);
                    break;
                }
                if (name2.endsWith(name1)) {
                    if (name2.startsWith(parentName)) {
                        cityID = element.element("Fweathercn").getText();
                        map.put("cityID", cityID);
                        break;
                    }
                }
            }
        }
        int count = 0;
        for (Map<String, Object> map : set) {
            String id = map.get("cityID").toString();
            Map<String, Object> dataMap = restTemplate.getForObject("https://api.heweather.net/v7/weather/72h?key=da05c6c4852d4f7aa3364a9236ee9e26&gzip=n&location={1}", Map.class, id);
            if (dataMap == null) {
                return count;
            }
            String json = JSONObject.toJSONString(dataMap);
            dataMap = (Map<String, Object>) JSONObject.parse(json);
            List<Map<String, Object>> nextDayList = new ArrayList<>();
            String string = dataMap.get("hourly").toString();
            List<Map<String, Object>> hourlyList = (List<Map<String, Object>>) JSONObject.parse(string);
            for (Map<String, Object> hourlyMap : hourlyList) {
                //逐小时预报时间
                String fxTime = hourlyMap.get("fxTime").toString().split("\\+")[0].replace("T", " ") + ":00";
                hourlyMap.remove("fxTime");
                //icon为不需要字段
                hourlyMap.remove("icon");
                hourlyMap.put("time", fxTime);
                //天气
                String text = hourlyMap.get("text").toString();
                //风速km/h->m/s
                Double windSpeed = Double.valueOf(hourlyMap.get("windSpeed").toString());
                windSpeed = windSpeed * 1000 / 3600;
                hourlyMap.put("windSpeed", df.format(windSpeed));
                String condition = "";
                if ("晴".equals(text)) {
                    condition = "100";
                } else if ("雾".equals(text)) {
                    condition = "90";
                } else if ("多云".equals(text)) {
                    condition = "80";
                } else if ("霾".equals(text)) {
                    condition = "70";
                } else if ("阴".equals(text) || "扬沙".equals(text) || "浮尘".equals(text) || "".equals(text)) {
                    condition = "60";
                } else if ("阵雨".equals(text)) {
                    condition = "45";
                } else if ("雷阵雨".equals(text)) {
                    condition = "40";
                } else if ("雷阵雨转小雨".equals(text) || "阵雨转小雨".equals(text)) {
                    condition = "30";
                } else if ("小雨".equals(text)) {
                    condition = "20";
                } else if ("雨".equals(text)) {
                    condition = "10";
                } else if ("雷阵雨转中雨".equals(text)) {
                    condition = "5";
                } else if ("雷阵雨转大雨".equals(text)) {
                    condition = "4";
                } else if ("中雨".equals(text) || "大雨".equals(text) || "暴雨".equals(text)
                        || "小雪".equals(text) || "中雪".equals(text) || "大雪".equals(text)
                        || "雨夹雪".equals(text) || "雨夹雪（伴有冰雹）".equals(text) || "暴雪".equals(text)
                ) {
                    condition = "0";
                } else {
                    condition = "50";
                }
                hourlyMap.put("condition", condition);

                String hour = fxTime.split(" ")[0];
                String hour1 = fxTime.split(":")[0];
                if (hour.equals(nextDay)) {
                    nextDayList.add(hourlyMap);
                }
                if (hour1.equals(nextNextDay)) {
                    nextDayList.add(hourlyMap);
                }
            }
            nextDayList.remove(0);
            map.put("data", nextDayList);
        }

        //today:今天
        c.setTime(sdf.parse(today));
        c.add(Calendar.YEAR, -3);
        Date start = c.getTime();
        Date end = sdf.parse(today);
        int timeUnits1 = c.get(Calendar.YEAR);
        int timeUnits2 = timeUnits1 + 1;
        int timeUnits3 = timeUnits1 + 2;
        int timeUnits4 = timeUnits1 + 3;
        //当天前15天 70%,当天前45天15%,其他 15%
        c.setTime(end);
        c.add(Calendar.DAY_OF_MONTH, -15);
        //前15天分割时间
        Date slicedTime1 = c.getTime();
        //前45天分割时间
        c.add(Calendar.DAY_OF_MONTH, -30);
        Date slicedTime2 = c.getTime();
        for (Map<String, Object> map : set) {
            String cityCode = map.get("cityCode").toString();
            ArrayList<Map<String, Object>> dataList = (ArrayList<Map<String, Object>>) map.get("data");
            for (Map<String, Object> dataMap : dataList) {
                Map<String, Object> hashMap = new HashMap<>();
                List<String> hours = new ArrayList<>();
                hashMap.put("cityCode", cityCode);
                hashMap.put("start", start);
                hashMap.put("end", end);
                hashMap.put("typeFormat", "%Y-%m-%d %H:%i:%s");
                Integer condition = Integer.valueOf(dataMap.get("condition").toString());
                Double temp = Double.valueOf(dataMap.get("temp").toString());
                Integer pressure = Integer.valueOf(dataMap.get("pressure").toString());
                String time = dataMap.get("time").toString();
                //当前小时
                hours.add(time.substring(11, 13));
                c.setTime(sdf1.parse(time));
                //前1小时
                c.add(Calendar.HOUR_OF_DAY, -1);
                hours.add(sdf1.format(c.getTime()).substring(11, 13));
                //前2小时
                c.add(Calendar.HOUR_OF_DAY, -1);
                String sHour = sdf1.format(c.getTime()).substring(11, 13);
                //后1小时
                c.add(Calendar.HOUR_OF_DAY, 3);
                hours.add(sdf1.format(c.getTime()).substring(11, 13));
                //后2小时
                c.add(Calendar.HOUR_OF_DAY, 1);
                String eHour = sdf1.format(c.getTime()).substring(11, 13);
                hashMap.put("hours", hours);
                hashMap.put("score", 50);
                if (condition > 50) {
                    hashMap.put("condition", 0);
                } else {
                    hashMap.put("condition", 1);
                }
                List<Integer> years = new ArrayList<>();
                Collections.addAll(years, timeUnits1, timeUnits2, timeUnits3, timeUnits4);
                List<String> samples = getSample(hashMap, years);
                if (samples.size() > 100) {
                    hashMap.put("startTemp", temp - 1.0);
                    hashMap.put("endTemp", temp + 1.0);
                    samples = getSample(hashMap, years);
                    if (samples.size() > 100) {
                        hashMap.put("startPressure", pressure - 5);
                        hashMap.put("endPressure", pressure + 5);
                        samples = getSample(hashMap, years);
                    }
                }
                hashMap.put("slicedTime1", slicedTime1);
                hashMap.put("slicedTime2", slicedTime2);
                hashMap.put("nowTemp", temp);
                hashMap.put("sHour", sHour);
                hashMap.put("eHour", eHour);
                Map<String, List<String>> sectionTimesMap = getSectionTimes(hashMap, samples, years);
                Map<String, Object> params = new HashMap<>();
                params.put("cityCode", cityCode);
                params.put("typeFormat", "%Y-%m-%d %H:%i:%s");
                List<String> times1 = sectionTimesMap.get("times1");
                List<String> times2 = sectionTimesMap.get("times2");
                List<String> times3 = sectionTimesMap.get("times3");
                Double avg1 = getAvgO3(params, times1);
                Double avg2 = getAvgO3(params, times2);
                Double avg3 = getAvgO3(params, times3);
                Double resultO3 = avg1 * 0.7 + avg2 * 0.15 + avg3 * 0.15;
                dataMap.put("O3C", String.valueOf(Math.round(resultO3)));
            }

            List<Map<String, Object>> resultList = new ArrayList<>();
            for (Map<String, Object> dataMap : dataList) {
                Map<String, Object> resultMap = new HashMap<>();
                String time = dataMap.remove("time").toString();
                Map<String, Object> params = new HashMap<>();
                params.put("cityCode", cityCode);
                params.put("time", sdf1.parse(time));
                String beam = forecastWeatherMapper.getBeam(params);
                if (beam != null) {
                    dataMap.put("beam",beam.replace("\"",""));
                }
                resultMap.put("cityCode", cityCode);
                resultMap.put("time", time);
                resultMap.put("json", JSONObject.toJSONString(dataMap));
                resultList.add(resultMap);
            }
            Map<String, Object> parameters = new HashMap<>();
            parameters.put("start",sdf1.parse(nextDay + " 01:00:00"));
            c.setTime(sdf1.parse(nextDay + " 01:00:00"));
            c.add(Calendar.DAY_OF_MONTH, 1);
            parameters.put("end", c.getTime());
            parameters.put("cityCode", cityCode);
            forecastWeatherMapper.deleteByTime(parameters);
            count = count + forecastWeatherMapper.insertForecastWeather(resultList);
        }
        return count;
    }

    private List<String> getSample(Map<String, Object> params, List<Integer> years) {
        List<String> samples = new ArrayList<>();
        if (years.size() > 0) {
            for (Integer year : years) {
                params.put("timeUnits", year);
                samples.addAll(realWeatherMapper.getSampleFromHistoryWeather(params));
            }
        }
        samples.addAll(realWeatherMapper.getSampleFromRealWeather(params));
        return samples;
    }

    private Double getAvgO3(Map<String, Object> params, List<String> times) {
        List<String> values = new ArrayList<>();
        for (String time : times) {
            String s = time.substring(0, 4);
            params.put("time", time);
            String O3 = aqiMapper.getO3ByTime(params);
            if (O3 == null) {
                params.put("timeUnits", s);
                O3 = aqiMapper.getO3FromHistory(params);
            }
            if (O3 != null) {
                values.add(O3.replace("\"", ""));
            }
        }
        Double sum = 0.0;
        for (String value : values) {
            sum += Double.valueOf(value);
        }
        return sum / values.size();
    }

    private Map<String, List<String>> getSectionTimes(Map<String, Object> params, List<String> samples, List<Integer> years) throws ParseException {
        Map<String, List<String>> hashMap = new HashMap<>();
        //当天前15天
        List<String> times1 = new ArrayList<>();
        //45-15
        List<String> times2 = new ArrayList<>();
        //其他
        List<String> times3 = new ArrayList<>();
        SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
        Date slicedTime1 = (Date) (params.get("slicedTime1"));
        Date slicedTime2 = (Date) (params.get("slicedTime2"));
        Double nowTemp = Double.valueOf(params.get("nowTemp").toString());
        ArrayList<String> hours = (ArrayList<String>) params.get("hours");
        for (String sample : samples) {
            Date samTime = sdf.parse(sample);
            if (samTime.getTime() >= slicedTime1.getTime()) {
                times1.add(sample);
            } else if (samTime.getTime() >= slicedTime2.getTime()) {
                times2.add(sample);
            } else {
                times3.add(sample);
            }
        }
        hashMap.put("times1", times1);
        hashMap.put("times2", times2);
        hashMap.put("times3", times3);
        for (String key : hashMap.keySet()) {
            List<String> values = hashMap.get(key);
            if (values.size() == 0) {
                params.put("startTemp", nowTemp - 2.0);
                params.put("endTemp", nowTemp + 2.0);
                if ("times1".equals(key) || "times2".equals(key)) {
                    years = new ArrayList<>();
                    values = getSample(params, years);
                } else {
                    values = getSample(params, years);
                }


                if (values.size() == 0) {
                    hours.add(params.get("sHour").toString());
                    hours.add(params.get("eHour").toString());
                    params.put("hours", hours);
                    if ("times1".equals(key) || "times2".equals(key)) {
                        years = new ArrayList<>();
                        values = getSample(params, years);
                    } else {
                        values = getSample(params, years);
                    }
                }
                hashMap.put(key, values);
            }
        }
        return hashMap;
    }

    @Override
    public int insertForecastWeather() throws ParseException {
        Calendar c = Calendar.getInstance();
        SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");
        SimpleDateFormat sdf1 = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
        DecimalFormat df = new DecimalFormat("0.0");
        c.add(Calendar.DAY_OF_MONTH, 1);
        String nextDay = sdf.format(c.getTime());
        c.setTime(c.getTime());
        Date start = sdf1.parse(nextDay + " 01:00:00");
        c.add(Calendar.DAY_OF_MONTH, 1);
        String nextNextDay = sdf.format(c.getTime()) + " 00";
        Date end = sdf1.parse(sdf.format(c.getTime()) + " 01:00:00");
        RestTemplate restTemplate = new RestTemplate();
        List<MonitorPoint> monitorPointList = monitorPointMapper.getMonitorPointList();
        Set<Map<String, Object>> hashSet = new HashSet<>();
        for (MonitorPoint monitorPoint : monitorPointList) {
            Map<String, Object> hashMap = new HashMap<>();
            Integer areaCode = monitorPoint.getAreaCode();
            Integer cityCode = monitorPoint.getCityCode();
            Integer provinceCode = monitorPoint.getProvinceCode();
            String parentName = "";
            String name1 = "";
            Integer code = 0;
            Integer parentCode = 0;
            if (areaCode != null) {
                Area area = areaMapper.getAreaByAreaCode(areaCode);
                City city = cityMapper.getCityByCityCode(cityCode);
                name1 = area.getAreaName();
                parentName = city.getCityName();
                parentCode = city.getCityCode();
                code = areaCode;
                if ("市辖区".equals(name1)) {
                    name1 = parentName;
                    parentName = provinceMapper.getProvinceByProvinceCode(provinceCode).getProvinceName();
                    Province province = provinceMapper.getProvinceByProvinceCode(provinceCode);
                    parentName = province.getProvinceName();
                    parentCode = province.getProvinceCode();
                    code = cityCode;
                }
            } else {
                City city = cityMapper.getCityByCityCode(cityCode);
                name1 = city.getCityName();
                parentName = provinceMapper.getProvinceByProvinceCode(provinceCode).getProvinceName();
                Province province = provinceMapper.getProvinceByProvinceCode(provinceCode);
                parentName = province.getProvinceName();
                code = cityCode;
                parentCode = province.getProvinceCode();
                if ("市辖区".equals(name1)) {
                    name1 = parentName;
                    parentName = "";
                    code = provinceCode;
                }
            }
            hashMap.put("name1", name1);
            hashMap.put("parentName", parentName);
            hashMap.put("cityCode", code);
            hashMap.put("parentCode", parentCode);
            hashSet.add(hashMap);
            hashMap1.put("monitorPointId", monitorPoint.getId());
            hashMap1.put("name", name1);
            resultList.add(hashMap1);
        }

        Map<String, Object> bmap = new HashMap<>();
        bmap.put("name1", "北京市");
        bmap.put("parentName", "北京市");
        bmap.put("cityCode", 110000);
        bmap.put("parentCode", 110000);
        hashSet.add(bmap);
        Map<String, Object> smap = new HashMap<>();
        smap.put("name1", "苏州市");
        smap.put("parentName", "江苏省");
        smap.put("cityCode", 320500);
        smap.put("parentCode", 320000);
        hashSet.add(smap);

        List<Element> elements = Dom4jUtils.readDocument();
        String cityID = "101190404";
        List<Map<String, Object>> insertList = new ArrayList<>();
        for (Map<String, Object> map : hashSet) {
            Map<String, Object> hashMap = new HashMap<>();
            String name1 = map.get("name1").toString();
            hashMap.put("name", name1);
            for (Element element : elements) {
                String name2 = element.element("name").getText();
                String parentName = map.get("parentName").toString();
                if (name2.equals("大丰市")) {
                    name2 = "大丰区";
                }
                if (name1.equals(name2)) {
                    cityID = element.element("Fid").getText();
                    cityID = element.element("Fweathercn").getText();
                    map.put("cityID", cityID);
                    break;
                }
                if (name2.endsWith(name1)) {
                    if (name2.startsWith(parentName)) {
                        cityID = element.element("Fid").getText();
                        cityID = element.element("Fweathercn").getText();
                        map.put("cityID", cityID);
                        break;
                    }
                }
            }
            Map<String, Object> map1 = restTemplate.getForObject("https://yiketianqi.com/api?version=v9&appid=68884517&appsecret=kqUYTBk3&cityid={1}", Map.class, cityID);
            if (map1 == null) {
                map1=new HashMap<>();
        }

        c.setTime(new Date());
        Date endTime = sdf.parse(sdf.format(c.getTime()));
        c.add(Calendar.MONTH, -2);
        Date startTime = sdf.parse(sdf.format(c.getTime()));
        int count = 0;
        for (Map<String, Object> map : hashSet) {
            String id = map.get("cityID").toString();
            Map<String, Object> dataMap = restTemplate.getForObject("https://api.heweather.net/v7/weather/72h?key=da05c6c4852d4f7aa3364a9236ee9e26&gzip=n&location={1}", Map.class, id);
            if (dataMap == null) {
                return count;
            }
            String json = JSONObject.toJSONString(dataMap);
            dataMap = (Map<String, Object>) JSONObject.parse(json);
            List<Map<String, Object>> nextDayList = new ArrayList<>();
            String string = dataMap.get("hourly").toString();
            List<Map<String, Object>> hourlyList = (List<Map<String, Object>>) JSONObject.parse(string);
            for (Map<String, Object> hourlyMap : hourlyList) {
                String hour = hourlyMap.get("fxTime").toString().split("T")[0];
                String hour1 = hourlyMap.get("fxTime").toString().split("\\+")[0].split(":")[0].replace("T", " ");
                if (hour.equals(nextDay)) {
                    nextDayList.add(hourlyMap);
                }
                if (hour1.equals(nextNextDay)) {
                    nextDayList.add(hourlyMap);
                }
            }
            nextDayList.remove(0);
            for (Map<String, Object> nextDayMap : nextDayList) {
                //风速km/h->m/s
                Double windSpeed = Double.valueOf(nextDayMap.get("windSpeed").toString());
                windSpeed = windSpeed * 1000 / 3600;
                nextDayMap.put("windSpeed", df.format(windSpeed));
                String text = nextDayMap.get("text").toString();
                String condition = "";
                if ("晴".equals(text)) {
                    condition = "100";
                } else if ("雾".equals(text)) {
                    condition = "90";
                } else if ("多云".equals(text)) {
                    condition = "80";
                } else if ("霾".equals(text)) {
                    condition = "70";
                } else if ("阴".equals(text) || "扬沙".equals(text) || "浮尘".equals(text) || "".equals(text)) {
                    condition = "60";
                } else if ("阵雨".equals(text)) {
                    condition = "45";
                } else if ("雷阵雨".equals(text)) {
                    condition = "40";
                } else if ("雷阵雨转小雨".equals(text) || "阵雨转小雨".equals(text)) {
                    condition = "30";
                } else if ("小雨".equals(text)) {
                    condition = "20";
                } else if ("雨".equals(text)) {
                    condition = "10";
                } else if ("雷阵雨转中雨".equals(text)) {
                    condition = "5";
                } else if ("雷阵雨转大雨".equals(text)) {
                    condition = "4";
                } else if ("中雨".equals(text) || "大雨".equals(text) || "暴雨".equals(text)
                        || "小雪".equals(text) || "中雪".equals(text) || "大雪".equals(text)
                        || "雨夹雪".equals(text) || "雨夹雪（伴有冰雹）".equals(text) || "暴雪".equals(text)
                ) {
                    condition = "0";
                } else {
                    condition = "50";
                }
                nextDayMap.put("condition", condition);
            }
            map.put("data", nextDayList);
        }

            List<Map<String, Object>> dataList = (ArrayList<Map<String, Object>>) map1.get("data");
            List<Map<String, Object>> arrayList = new ArrayList<>();

        for (Map<String, Object> map : hashSet) {
            List<Map<String, Object>> resultList = new ArrayList<>();
            String cityCode = map.get("cityCode").toString();
            map.put("startTime", startTime);
            map.put("endTime", endTime);
            map.put("typeFormat", "%Y-%m-%d %H:%i:%s");
            Map<String, Object> map1 = new HashMap<>();
            map1.put("typeFormat", "%Y-%m-%d %H:%i:%s");
            map1.put("cityCode", Integer.valueOf(cityCode));
            //根据city_code获取所有monitorPoint
            Map<String, Object> params = new HashMap<>();
            if (cityCode.endsWith("0000")) {
                params.put("provinceCode", Integer.valueOf(cityCode));
            } else if (cityCode.endsWith("00")) {
                params.put("cityCode", Integer.valueOf(cityCode));
            } else {
                params.put("areaCode", Integer.valueOf(cityCode));
            }
            List<Integer> pointList = new ArrayList<>();
            if (cityCode.equals("130900")) {
                pointList.add(48);
            } else {
                pointList = monitorPointMapper.getMonitorList(params);
            }
            List<String> macList = deviceMapper.getMacsByMonitorPointIds(pointList);
            if (macList.size() != 0) {
                map.put("macs", macList);
            }
            ArrayList<Map<String, Object>> dataList = (ArrayList<Map<String, Object>>) map.get("data");
            for (Map<String, Object> dataMap : dataList) {
                String date = dataMap.get("date").toString();
                ArrayList<Map<String, Object>> list = (ArrayList<Map<String, Object>>) dataMap.get("hours");
                if (date.equals(now)) {
                    for (int i = list.size() - 7; i < list.size(); i++) {
                        Map<String, Object> resultMap = list.get(i);
                        arrayList.add(resultMap);
                Map<String, Object> hashMap = new HashMap<>();
                hashMap.put("cityCode", cityCode);
                String time = dataMap.get("fxTime").toString().split("\\+")[0].replace("T", " ") + ":00";
                int hour = Integer.valueOf(time.substring(11, 13));
                map.put("time", hour);
                hashMap.put("time", sdf1.parse(time));
                String nextDayTemp = dataMap.get("temp").toString();
                String nextDayCloud = dataMap.get("cloud").toString();
                Integer condition = Integer.valueOf(dataMap.get("condition").toString());
                Integer value = 0;
                if (condition >= 80) {
                    value = 80;
                } else if (condition >= 40) {
                    value = 40;
                } else if (condition >= 0) {
                    value = 0;
                }
                map.put("condition", value);
                List<Map<String, Object>> tempAndCloudList = realWeatherMapper.getTempAndCloud(map);
                List<String> times = new ArrayList<>();
                for (Map<String, Object> tempAndCloudMap : tempAndCloudList) {
                    times.add(tempAndCloudMap.get("time").toString());
                }
                map.put("times", times);
                map1.put("times", times);
                map1.put("time", hour);
                List<Map<String, Object>> O3List = new ArrayList<>();
                List<Map<String, Object>> beamList = new ArrayList<>();
                if (times.size() != 0) {
                    O3List = aqiMapper.getO3(map1);
                    if (O3List.size() == 0) {
                        map1.put("cityCode", Integer.valueOf(map.get("parentCode").toString()));
                        O3List = aqiMapper.getO3(map1);
                    }
                    if (map.get("macs") != null) {
                        beamList = historyHourlyMapper.getBeamByMacs(map);
                    }
                }
                if (date.equals(nextDay)) {
                    for (int i = 0; i < 17; i++) {
                        Map<String, Object> resultMap = list.get(i);
                        arrayList.add(resultMap);
                    }
                }
            }
            hashMap.put("data", arrayList);
            insertList.add(hashMap);
        }

        for (Map<String, Object> resultMap : resultList) {
            List<Map<String, Object>> list = new ArrayList<>();
            String monitorPointId = resultMap.get("monitorPointId").toString();
            for (Map<String, Object> insertMap : insertList) {
                if (resultMap.get("name").equals(insertMap.get("name"))) {
                    ArrayList<Map<String, Object>> dataList = (ArrayList<Map<String, Object>>) insertMap.get("data");
                    for (Map<String, Object> dataMap : dataList) {
                        dataMap.remove("wea_img");
                        Map<String, Object> map = new HashMap<>();
                        map.put("monitorPointId", Integer.valueOf(monitorPointId));
                        String hour = dataMap.get("hours").toString().replaceAll("[\u4e00-\u9fa5]+", "");
                        Date date = sdf1.parse(nextDay + " " + hour + ":00:00");
                        if (hour.equals("00")) {
                            date = sdf1.parse(nextNextDay + " 00:00:00");
                for (Map<String, Object> tempAndCloudMap : tempAndCloudList) {
                    String time1 = tempAndCloudMap.get("time").toString();
                    for (Map<String, Object> beamMap : beamList) {
                        if (beamList.size() != 0) {
                            String time2 = beamMap.get("time").toString();
                            if (time1.equals(time2)) {
                                tempAndCloudMap.putAll(beamMap);
                            }
                        }
                        map.put("time", date);
                        String json = JSONObject.toJSONString(dataMap);
                        map.put("json", json);
                        list.add(map);
                    }
                }
            }

            for (Map<String, Object> map : list) {
                String json = map.get("json").toString();
                Map<String, Object> jsonMap = JSON.parseObject(json, Map.class);
                Iterator<String> iterator = jsonMap.keySet().iterator();
                while (iterator.hasNext()) {
                    if (iterator.next().equals("hours")) {
                        iterator.remove();
                        json = JSONObject.toJSONString(jsonMap);
                        map.put("json",json);
                for (Map<String, Object> tempAndCloudMap : tempAndCloudList) {
                    String time1 = tempAndCloudMap.get("time").toString();
                    for (Map<String, Object> O3Map : O3List) {
                        if (O3List.size() != 0) {
                            String time3 = O3Map.get("time").toString();
                            if (time1.equals(time3)) {
                                tempAndCloudMap.putAll(O3Map);
                            }
                        }
                    }
                }

                double tempSum = 0.0;//温度和
                double O3Sum = 0.0;//O3和
                double sum1 = 0.0;//
                double sum2 = 0.0;

                double cloudSum = 0.0;//温度和
                double beamSum = 0.0;//O3和
                double sum3 = 0.0;//
                double sum4 = 0.0;
                int size = tempAndCloudList.size();
                Map<String, Object> cmap = new HashMap<>();
                cmap.put("time", hour);
                for (Map<String, Object> listMap : tempAndCloudList) {
                    //O3
                    double temp = Double.valueOf(listMap.get("temp").toString().replace("\"", "").split("\\.")[0]);
                    if (listMap.get("O3") != null) {
                        double O3 = Double.valueOf(listMap.get("O3").toString().replace("\"", "").split("\\.")[0]);
                        tempSum = tempSum + temp;
                        O3Sum = O3Sum + O3;
                        sum1 = sum1 + temp * O3;
                        sum2 = sum2 + temp * temp;
                    }
                    //光照
                    double cloud = Double.valueOf(listMap.get("cloud").toString().replace("\"", "").split("\\.")[0]);
                    if (listMap.get("beam") != null) {
                        double beam = Double.valueOf(listMap.get("beam").toString().replace("\"", "").split("\\.")[0]);
                        cloudSum = cloudSum + cloud;
                        beamSum = beamSum + beam;
                        sum3 = sum3 + cloud * beam;
                        sum4 = sum4 + cloud * cloud;
                    }
                }

                if (tempSum != 0.0) {
                    double tempAvg = tempSum / size;
                    double O3Avg = O3Sum / size;
                    double b = (sum1 - size * tempAvg * O3Avg) / (sum2 - size * tempAvg * tempAvg);
                    double a = O3Avg - (b * tempAvg);
                    cmap.put("a", a);
                    cmap.put("b", b);
                }

                if (cloudSum != 0.0) {
                    double cloudAvg = cloudSum / size;
                    double beamAvg = beamSum / size;
                    double n = (sum3 - size * cloudAvg * beamAvg) / (sum4 - size * cloudAvg * cloudAvg);
                    double m = beamAvg - (n * cloudAvg);
                    cmap.put("m", m);
                    cmap.put("n", n);
                }
                if (cmap.get("a") != null) {
                    Double a = Double.valueOf(cmap.get("a").toString());
                    Double b = Double.valueOf(cmap.get("b").toString());
                    double O3C = b * Double.valueOf(nextDayTemp) + a;
                    if (O3C < 1.0) {
                        O3C = 1.0;
                    }
                    dataMap.put("O3C", String.valueOf(Math.round(O3C)));
                }
                if (cmap.get("m") != null) {
                    Double m = Double.valueOf(cmap.get("m").toString());
                    Double n = Double.valueOf(cmap.get("n").toString());
                    double beam = n * Double.valueOf(nextDayCloud) + m;
                    if (beam < 1.0) {
                        beam = 0.0;
                    }
                    dataMap.put("beam", String.valueOf(Math.round(beam)));
                }
                dataMap.remove("icon");
                dataMap.remove("fxTime");
                hashMap.put("json", JSONObject.toJSONString(dataMap));
                resultList.add(hashMap);
            }
            forecastWeatherMapper.insertForecastWeather(list);
            Map<String, Object> parameters = new HashMap<>();
            parameters.put("start", start);
            parameters.put("end", end);
            parameters.put("cityCode", cityCode);
            forecastWeatherMapper.deleteByTime(parameters);
            count = count + forecastWeatherMapper.insertForecastWeather(resultList);
        }
        return count;
    }
}