|  |  | 
 |  |  |         //获取所有城市aqi小时数据 | 
 |  |  |         QueryWrapper<CityAqi> 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>> dailyData = cityAqiService.listMaps(wrapper); | 
 |  |  |  | 
 |  |  |         if (dailyData.size() == 0) { | 
 |  |  |             return; | 
 |  |  |         } | 
 |  |  |         //按city_code分组 | 
 |  |  |         Map<String, List<Map<String, Object>>> data = dailyData.parallelStream().collect(Collectors.groupingBy(o -> o.get("city_code").toString())); | 
 |  |  |         Map<String, List<Map<String, Object>>> data = dailyData.stream() | 
 |  |  |                 .collect(Collectors.groupingBy(o -> o.get("city_code").toString())); | 
 |  |  |  | 
 |  |  |         List<CityAqiDaily> cityAqiDailies = new ArrayList<>(); | 
 |  |  |  | 
 |  |  |         data.forEach((cityCode, value) -> { | 
 |  |  |             Map<String, Object> jsonMap = new HashMap<>(); | 
 |  |  |             CityAqiDaily cityAqiDaily = new CityAqiDaily(); | 
 |  |  |             Map<String, Object> jsonMap = new HashMap<>(); | 
 |  |  |             cityAqiDaily.setCityCode(Integer.parseInt(cityCode)); | 
 |  |  |             cityAqiDaily.setTime(start); | 
 |  |  |             //O3日均值单独计算,滑动值算法 | 
 |  |  | 
 |  |  |             } | 
 |  |  |  | 
 |  |  |             sensors.forEach(sensor -> { | 
 |  |  |                 OptionalDouble optionalDouble = value.parallelStream().flatMapToDouble(v -> { | 
 |  |  |                 OptionalDouble optionalDouble = value.stream().flatMapToDouble(v -> { | 
 |  |  |                     Map<String, Object> dataValue = JSONObject.parseObject((String) v.get("value"), Map.class); | 
 |  |  |                     Object sensorValue = dataValue.get(sensor); | 
 |  |  |                     if (ObjectUtils.isEmpty(sensorValue)) { | 
 |  |  | 
 |  |  |             jsonMap.put("compositeIndex", compositeIndex); | 
 |  |  |  | 
 |  |  |             cityAqiDaily.setValue(JSONObject.toJSONString(jsonMap)); | 
 |  |  |             cityAqiDailyMapper.insert(cityAqiDaily); | 
 |  |  |             cityAqiDailies.add(cityAqiDaily); | 
 |  |  |         }); | 
 |  |  |         cityAqiDailyMapper.insertCityAqiDaily(cityAqiDailies); | 
 |  |  |     } | 
 |  |  | } |