eta_chart_lib/services/data/chart_info.go

package data

import (
	"encoding/json"
	"errors"
	"fmt"
	"github.com/shopspring/decimal"
	"hongze/eta_server/eta_chart_lib/models"
	"hongze/eta_server/eta_chart_lib/models/data_manage"
	"hongze/eta_server/eta_chart_lib/services/alarm_msg"
	"hongze/eta_server/eta_chart_lib/utils"
	"math"
	"sort"
	"time"
)

// GetFrequencyEn 获取频度的英文版
func GetFrequencyEn(frequency string) (frequencyEn string) {
	switch frequency {
	case "日度":
		frequencyEn = "day"
		return
	case "周度":
		frequencyEn = "week"
		return
	case "旬度":
		frequencyEn = "ten days"
		return
	case "月度":
		frequencyEn = "month"
		return
	case "季度":
		frequencyEn = "quarter"
		return
	case "年度":
		frequencyEn = "year"
		return
	}
	return
}

func GetLeadUnitEn(unit string) (unitEn string) {
	switch unit {
	case "天":
		unitEn = "day"
		return
	case "周":
		unitEn = "week"
		return
	case "月":
		unitEn = "month"
		return
	case "季":
		unitEn = "quarter"
		return
	case "年":
		unitEn = "year"
		return
	}
	return
}

// GetChartEdbData 获取图表的指标数据
func GetChartEdbData(chartInfoId, chartType int, calendar, startDate, endDate string, mappingList []*models.ChartEdbInfoMapping, extraConfigStr string) (edbList []*models.ChartEdbInfoMapping, xEdbIdValue []int, yDataList []models.YData, dataResp interface{}, err error, errMsg string) {
	edbList = make([]*models.ChartEdbInfoMapping, 0)
	// 指标对应的所有数据
	xEdbIdValue = make([]int, 0)
	yDataList = make([]models.YData, 0)
	var extraConfig interface{}
	switch chartType {
	case 7: // 柱形图
		var barConfig data_manage.BarChartInfoReq
		if extraConfigStr == `` {
			errMsg = "柱方图未配置"
			err = errors.New(errMsg)
			return
		}
		err = json.Unmarshal([]byte(extraConfigStr), &barConfig)
		if err != nil {
			errMsg = "柱方图配置异常"
			err = errors.New(errMsg)
			return
		}
		extraConfig = barConfig
	case 10: // 截面散点图
		var tmpExtraConfig data_manage.SectionScatterReq
		if extraConfigStr == `` {
			errMsg = "截面散点图未配置"
			err = errors.New(errMsg)
			return
		}
		err = json.Unmarshal([]byte(extraConfigStr), &tmpExtraConfig)
		if err != nil {
			errMsg = "截面散点配置异常"
			err = errors.New(errMsg)
			return
		}
		extraConfig = tmpExtraConfig
	default:
		xEdbIdValue = make([]int, 0)
		yDataList = make([]models.YData, 0)
	}

	// 指标对应的所有数据
	edbDataListMap, edbList, err := getEdbDataMapList(chartInfoId, chartType, calendar, startDate, endDate, mappingList)
	if err != nil {
		return
	}

	// 特殊图形数据处理
	switch chartType {
	case 7: // 柱形图
		barChartConf := extraConfig.(data_manage.BarChartInfoReq)
		xEdbIdValue, yDataList, err = BarChartData(mappingList, edbDataListMap, barChartConf.DateList, barChartConf.Sort)

		for _, v := range edbList {
			// 指标别名
			if barChartConf.EdbInfoIdList != nil && len(barChartConf.EdbInfoIdList) > 0 {
				for _, reqEdb := range barChartConf.EdbInfoIdList {
					if v.EdbInfoId == reqEdb.EdbInfoId {
						v.EdbAliasName = reqEdb.Name
					}
				}
			}
		}
	case 10: // 截面散点图
		sectionScatterConf := extraConfig.(data_manage.SectionScatterReq)
		xEdbIdValue, dataResp, err = GetSectionScatterChartData(mappingList, edbDataListMap, sectionScatterConf)

		// 这个数据没有必要返回给前端
		for _, v := range edbList {
			v.DataList = nil
		}
	}

	return
}

// GetEdbDataMapList 获取指标最后的基础数据
func GetEdbDataMapList(chartInfoId, chartType int, calendar, startDate, endDate string, mappingList []*models.ChartEdbInfoMapping) (edbDataListMap map[int][]*models.EdbDataList, edbList []*models.ChartEdbInfoMapping, err error) {
	edbDataListMap, edbList, err = getEdbDataMapList(chartInfoId, chartType, calendar, startDate, endDate, mappingList)
	return
}

// getEdbDataMapList 获取指标最后的基础数据
func getEdbDataMapList(chartInfoId, chartType int, calendar, startDate, endDate string, mappingList []*models.ChartEdbInfoMapping) (edbDataListMap map[int][]*models.EdbDataList, edbList []*models.ChartEdbInfoMapping, err error) {
	// 指标对应的所有数据
	edbDataListMap = make(map[int][]*models.EdbDataList)

	for _, v := range mappingList {
		//fmt.Println("v:", v.EdbInfoId)
		item := new(models.ChartEdbInfoMapping)
		item.EdbInfoId = v.EdbInfoId
		item.SourceName = v.SourceName
		item.Source = v.Source
		item.EdbCode = v.EdbCode
		item.EdbName = v.EdbName
		item.EdbType = v.EdbType
		item.EdbNameEn = v.EdbNameEn
		item.Frequency = v.Frequency
		item.FrequencyEn = GetFrequencyEn(v.Frequency)
		if v.Unit != `无` {
			item.Unit = v.Unit
		}
		item.UnitEn = v.UnitEn
		item.StartDate = v.StartDate
		item.EndDate = v.EndDate
		item.ModifyTime = v.ModifyTime
		item.EdbInfoCategoryType = v.EdbInfoCategoryType
		item.PredictChartColor = v.PredictChartColor

		if chartInfoId <= 0 {
			item.IsAxis = 1
			item.LeadValue = 0
			item.LeadUnit = ""
			//item.ChartEdbMappingId = 0
			item.ChartInfoId = 0
			item.IsOrder = false
			item.EdbInfoType = 1
			item.ChartStyle = ""
			item.ChartColor = ""
			item.ChartWidth = 0
			item.MaxData = v.MaxValue
			item.MinData = v.MinValue
		} else {
			item.IsAxis = v.IsAxis
			item.EdbInfoType = v.EdbInfoType
			item.LeadValue = v.LeadValue
			item.LeadUnit = v.LeadUnit
			item.LeadUnitEn = GetLeadUnitEn(v.LeadUnit)
			//item.ChartEdbMappingId = v.ChartEdbMappingId
			item.ChartInfoId = v.ChartInfoId
			item.ChartStyle = v.ChartStyle
			item.ChartColor = v.ChartColor
			item.ChartWidth = v.ChartWidth
			item.IsOrder = v.IsOrder
			item.MaxData = v.MaxData
			item.MinData = v.MinData
		}
		item.LatestValue = v.LatestValue
		item.LatestDate = v.LatestDate
		item.UniqueCode = v.UniqueCode
		item.MoveLatestDate = v.LatestDate

		var startDateReal string
		var diffSeconds int64
		if chartType == 2 { //季节性图
			startDateReal = startDate
		} else {
			if v.EdbInfoType == 0 && v.LeadUnit != "" && v.LeadValue > 0 { //领先指标
				var startTimeRealTemp time.Time
				startDateParse, _ := time.Parse(utils.FormatDate, startDate)
				switch v.LeadUnit {
				case "天":
					startTimeRealTemp = startDateParse.AddDate(0, 0, -v.LeadValue)
				case "月":
					startTimeRealTemp = startDateParse.AddDate(0, -v.LeadValue, 0)
				case "季":
					startTimeRealTemp = startDateParse.AddDate(0, -3*v.LeadValue, 0)
				case "周":
					startTimeRealTemp = startDateParse.AddDate(0, 0, -7*v.LeadValue)
				case "年":
					startTimeRealTemp = startDateParse.AddDate(-v.LeadValue, 0, 0)
				}
				if startTimeRealTemp.Before(startDateParse) {
					startDateReal = startTimeRealTemp.Format(utils.FormatDate)
					diffSeconds = (int64(startTimeRealTemp.UnixNano()) - int64(startDateParse.UnixNano())) / 1e6
				} else {
					startDateReal = startDate
					diffSeconds = 0
				}

				// 预测指标的开始日期也要偏移
				{
					day, tmpErr := utils.GetDaysBetween2Date(utils.FormatDate, startDate, startDateReal)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					moveLatestDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, item.MoveLatestDate, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					item.MoveLatestDate = moveLatestDateTime.AddDate(0, 0, day).Format(utils.FormatDate)
				}
			} else {
				startDateReal = startDate
			}
		}
		//fmt.Println("line 1011 chart:", v.Source, v.EdbInfoId, startDateReal, endDate)
		calendarPreYear := 0
		if calendar == "农历" {
			newStartDateReal, err := time.Parse(utils.FormatDate, startDateReal)
			if err != nil {
				fmt.Println("time.Parse:" + err.Error())
			}
			calendarPreYear = newStartDateReal.Year() - 1
			newStartDateReal = newStartDateReal.AddDate(-1, 0, 0)
			startDateReal = newStartDateReal.Format(utils.FormatDate)
		}
		dataList := make([]*models.EdbDataList, 0)
		//fmt.Println("chart:", v.Source, v.EdbInfoId, startDateReal, endDate)

		switch v.EdbInfoCategoryType {
		case 0:
			dataList, err = models.GetEdbDataList(v.Source, v.EdbInfoId, startDateReal, endDate)
		case 1:
			_, dataList, _, _, err, _ = GetPredictDataListByPredictEdbInfoId(v.EdbInfoId, startDateReal, endDate, false)
		default:
			err = errors.New(fmt.Sprint("获取失败,指标类型异常", v.EdbInfoCategoryType))
		}
		if err != nil {
			return
		}
		edbDataListMap[v.EdbInfoId] = dataList

		if diffSeconds != 0 && v.EdbInfoType == 0 {
			dataListLen := len(dataList)
			for i := 0; i < dataListLen; i++ {
				dataList[i].DataTimestamp = dataList[i].DataTimestamp - diffSeconds
			}
		}

		if chartType == 2 {
			latestDateStr := v.LatestDate //实际数据的截止日期
			latestDate, tmpErr := time.Parse(utils.FormatDate, v.LatestDate)
			if tmpErr != nil {
				err = errors.New(fmt.Sprint("获取最后实际数据的日期失败,Err:" + tmpErr.Error() + ";LatestDate:" + v.LatestDate))
				return
			}
			latestDateYear := latestDate.Year() //实际数据截止年份

			if calendar == "农历" {
				if len(dataList) <= 0 {
					result := new(models.EdbDataResult)
					item.DataList = result
				} else {
					result, tmpErr := models.AddCalculateQuarterV5(dataList)
					if tmpErr != nil {
						err = errors.New("获取农历数据失败,Err:" + tmpErr.Error())
						return
					}

					// 处理季节图的截止日期
					for k, edbDataItems := range result.List {
						var cuttingDataTimestamp int64

						// 切割的日期时间字符串
						cuttingDataTimeStr := latestDate.AddDate(0, 0, edbDataItems.BetweenDay).Format(utils.FormatDate)
						//如果等于最后的实际日期，那么遍历找到该日期对应的时间戳，并将其赋值为 切割时间戳
						if edbDataItems.Year >= latestDateYear {
							for _, tmpData := range edbDataItems.Items {
								if tmpData.DataTime == cuttingDataTimeStr {
									cuttingDataTimestamp = tmpData.DataTimestamp
									break
								}
							}
						}
						edbDataItems.CuttingDataTimestamp = cuttingDataTimestamp
						result.List[k] = edbDataItems
					}

					if result.List[0].Year != calendarPreYear {
						itemList := make([]*models.EdbDataList, 0)
						items := new(models.EdbDataItems)
						//items.Year = calendarPreYear
						items.Items = itemList

						newResult := new(models.EdbDataResult)
						newResult.List = append(newResult.List, items)
						newResult.List = append(newResult.List, result.List...)
						item.DataList = newResult
					} else {
						item.DataList = result
					}
				}

			} else {
				currentYear := time.Now().Year()

				quarterDataList := make([]*models.QuarterData, 0)
				quarterMap := make(map[int][]*models.EdbDataList)
				var quarterArr []int

				for _, v := range dataList {
					itemDate, tmpErr := time.Parse(utils.FormatDate, v.DataTime)
					if tmpErr != nil {
						err = errors.New("季度指标日期转换,Err:" + tmpErr.Error() + ";DataTime:" + v.DataTime)
						return
					}
					year := itemDate.Year()
					newItemDate := itemDate.AddDate(currentYear-year, 0, 0)
					timestamp := newItemDate.UnixNano() / 1e6
					v.DataTimestamp = timestamp
					if findVal, ok := quarterMap[year]; !ok {
						quarterArr = append(quarterArr, year)
						findVal = append(findVal, v)
						quarterMap[year] = findVal
					} else {
						findVal = append(findVal, v)
						quarterMap[year] = findVal
					}
				}
				for _, v := range quarterArr {
					itemList := quarterMap[v]
					quarterItem := new(models.QuarterData)
					quarterItem.Year = v
					quarterItem.DataList = itemList

					//如果等于最后的实际日期，那么将切割时间戳记录
					if v == latestDateYear {
						var cuttingDataTimestamp int64
						for _, tmpData := range itemList {
							if tmpData.DataTime == latestDateStr {
								cuttingDataTimestamp = tmpData.DataTimestamp
								break
							}
						}
						quarterItem.CuttingDataTimestamp = cuttingDataTimestamp
					} else if v > latestDateYear {
						//如果大于最后的实际日期，那么第一个点就是切割的时间戳
						if len(itemList) > 0 {
							quarterItem.CuttingDataTimestamp = itemList[0].DataTimestamp - 100
						}
					}
					quarterDataList = append(quarterDataList, quarterItem)
				}
				item.DataList = quarterDataList
			}
		} else if chartType == 7 { //柱方图
			//item.DataList = dataList
		} else {
			item.DataList = dataList
		}
		edbList = append(edbList, item)
	}

	return
}

// BarChartData 柱方图的数据处理
func BarChartData(mappingList []*models.ChartEdbInfoMapping, edbDataListMap map[int][]*models.EdbDataList, barChartInfoDateList []data_manage.BarChartInfoDateReq, barChartInfoSort data_manage.BarChartInfoSortReq) (edbIdList []int, yDataList []models.YData, err error) {
	// 指标数据数组（10086:{"2022-12-02":100.01,"2022-12-01":102.3}）
	edbDataMap := make(map[int]map[string]float64)
	for edbInfoId, edbDataList := range edbDataListMap {
		edbDateData := make(map[string]float64)
		for _, edbData := range edbDataList {
			edbDateData[edbData.DataTime] = edbData.Value
		}
		edbDataMap[edbInfoId] = edbDateData
	}

	// edbIdList 指标展示顺序；x轴的指标顺序
	edbIdList = make([]int, 0)
	//Sort int    `description:"排序类型，0：默认，1：升序，2：降序"`
	dateData := make(map[int]float64)
	if barChartInfoSort.Sort == 0 {
		for _, v := range mappingList {
			edbIdList = append(edbIdList, v.EdbInfoId)
		}
	} else {
		lenBarChartInfoDateList := len(barChartInfoDateList)
		if barChartInfoSort.DateIndex >= lenBarChartInfoDateList {
			err = errors.New("排序日期异常")
			return
		}

		notDataEdbIdList := make([]int, 0) //没有数据的指标id
		// 日期配置
		barChartInfoDate := barChartInfoDateList[barChartInfoSort.DateIndex]
		for edbInfoId, dataList := range edbDataListMap {
			if len(dataList) <= 0 {
				// 没有数据的指标id
				notDataEdbIdList = append(notDataEdbIdList, edbInfoId)
				continue
			}
			findDate := barChartInfoDate.Date
			switch barChartInfoDate.Type {
			case 1: //最新值
				findDate = dataList[len(dataList)-1].DataTime
			case 2: //近期几天
				findDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[len(dataList)-1].DataTime, time.Local)
				if tmpErr != nil {
					err = tmpErr
					return
				}
				findDateTime = findDateTime.AddDate(0, 0, -barChartInfoDate.Value)

				lenData := len(dataList) - 1

				for i := lenData; i >= 0; i-- {
					currDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[i].DataTime, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					if currDateTime.Equal(findDateTime) || currDateTime.Before(findDateTime) {
						findDate = dataList[i].DataTime
						break
					}
				}
			case 3: // 固定日期
				//最早的日期
				minDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[0].DataTime, time.Local)
				if tmpErr != nil {
					err = tmpErr
					return
				}
				//寻找固定日期的数据
				findDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, barChartInfoDate.Date, time.Local)
				if tmpErr != nil {
					err = tmpErr
					return
				}
				for tmpDateTime := findDateTime; tmpDateTime.After(minDateTime) || tmpDateTime.Equal(minDateTime); tmpDateTime = tmpDateTime.AddDate(0, 0, -1) {
					tmpDate := tmpDateTime.Format(utils.FormatDate)
					if _, ok := edbDataMap[edbInfoId][tmpDate]; ok { //如果能找到数据，那么就返回
						findDate = tmpDate
						break
					}
				}
			default:
				err = errors.New(fmt.Sprint("日期类型异常,Type:", barChartInfoDate.Type))
				return
			}
			if tmpValue, ok := edbDataMap[edbInfoId][findDate]; ok {
				dateData[edbInfoId] = tmpValue
			} else {
				// 没有数据的指标id
				notDataEdbIdList = append(notDataEdbIdList, edbInfoId)
			}
		}

		//Sort int    `description:"排序类型，0：默认，1：升序，2：降序"`
		// 排序
		dateDataSort := utils.NewMapSorter(dateData)
		sort.Sort(dateDataSort)
		if barChartInfoSort.Sort == 1 {
			// 先将没有数据的指标id放在最前面
			if len(notDataEdbIdList) > 0 {
				edbIdList = append(edbIdList, notDataEdbIdList...)
			}
			for _, v := range dateDataSort {
				edbIdList = append(edbIdList, v.Key)
			}
		} else {
			for i := len(dateDataSort) - 1; i >= 0; i-- {
				edbIdList = append(edbIdList, dateDataSort[i].Key)
			}
			// 再将没有数据的指标id放在最后面
			if len(notDataEdbIdList) > 0 {
				edbIdList = append(edbIdList, notDataEdbIdList...)
			}
		}
	}

	yDataList = make([]models.YData, 0) //y轴的数据列表

	for _, barChartInfoDate := range barChartInfoDateList {
		var maxDate time.Time

		findDataList := make([]float64, 0) // 当前日期的数据值
		for _, edbInfoId := range edbIdList {
			findDate := barChartInfoDate.Date     //需要的日期值
			dataList := edbDataListMap[edbInfoId] //指标的所有数据值
			if len(dataList) <= 0 {
				// 没有数据的指标id
				findDataList = append(findDataList, 0)
				continue
			}
			switch barChartInfoDate.Type {
			case 1: //最新值
				dataList := edbDataListMap[edbInfoId]
				findDate = dataList[len(dataList)-1].DataTime
			case 2: //近期几天
				findDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[len(dataList)-1].DataTime, time.Local)
				if tmpErr != nil {
					err = tmpErr
					return
				}
				findDateTime = findDateTime.AddDate(0, 0, -barChartInfoDate.Value)

				lenData := len(dataList) - 1
				for i := lenData; i >= 0; i-- {
					currDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[i].DataTime, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					if currDateTime.Equal(findDateTime) || currDateTime.Before(findDateTime) {
						findDate = dataList[i].DataTime
						break
					}
				}
			case 3: // 固定日期
				//最早的日期
				minDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[0].DataTime, time.Local)
				if tmpErr != nil {
					err = tmpErr
					return
				}
				//寻找固定日期的数据
				findDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, barChartInfoDate.Date, time.Local)
				if tmpErr != nil {
					err = tmpErr
					return
				}
				for tmpDateTime := findDateTime; tmpDateTime.After(minDateTime) || tmpDateTime.Equal(minDateTime); tmpDateTime = tmpDateTime.AddDate(0, 0, -1) {
					tmpDate := tmpDateTime.Format(utils.FormatDate)
					if _, ok := edbDataMap[edbInfoId][tmpDate]; ok { //如果能找到数据，那么就返回
						findDate = tmpDate
						break
					}
				}
			default:
				err = errors.New(fmt.Sprint("日期类型异常,Type:", barChartInfoDate.Type))
				return
			}
			findDateTime, _ := time.ParseInLocation(utils.FormatDate, findDate, time.Local)
			if maxDate.IsZero() {
				maxDate = findDateTime
			} else {
				if findDateTime.After(maxDate) {
					maxDate = findDateTime
				}
			}
			if tmpValue, ok := edbDataMap[edbInfoId][findDate]; ok {
				findDataList = append(findDataList, tmpValue)
			} else {
				findDataList = append(findDataList, 0)
			}
		}

		yDate := "0000-00-00"
		if !maxDate.IsZero() {
			yDate = maxDate.Format(utils.FormatDate)
		}
		yDataList = append(yDataList, models.YData{
			Date:  yDate,
			Value: findDataList,
			Color: barChartInfoDate.Color,
			Name:  barChartInfoDate.Name,
		})
	}

	return
}

// ChartInfoRefreshV2 图表刷新
// @author Roc
// @datetime 2022-09-16 10:15:38
// @description 将原来自己写的一套获取所有关联指标，然后刷新指标逻辑 改成  只获取使用的指标id，然后遍历去调用“指标刷新服务”
func ChartInfoRefreshV2(chartInfoId int) (err error) {
	var errmsg string
	defer func() {
		if err != nil {
			go alarm_msg.SendAlarmMsg("ChartInfoRefresh:"+errmsg, 3)
			//go utils.SendEmail(utils.APPNAME+"【"+utils.RunMode+"】"+"失败提醒", "ChartInfoRefresh:"+errmsg, utils.EmailSendToUsers)
			fmt.Println("ChartInfoRefresh Err:" + errmsg)
		}
	}()
	edbMappingList, err := data_manage.GetChartEdbMappingList(chartInfoId)
	if err != nil {
		errmsg = "获取需要刷新的指标失败:Err:" + err.Error()
		return
	}

	edbIdList := make([]int, 0)
	for _, v := range edbMappingList {
		edbIdList = append(edbIdList, v.EdbInfoId)
	}

	// 批量刷新
	err, errmsg = EdbInfoRefreshAllFromBase(edbIdList, false)
	if err != nil {
		return
	}

	return
}

// GetSectionScatterChartData 柱方图的数据处理
func GetSectionScatterChartData(mappingList []*models.ChartEdbInfoMapping, edbDataListMap map[int][]*models.EdbDataList, extraConfig data_manage.SectionScatterReq) (edbIdList []int, chartDataResp data_manage.SectionScatterInfoResp, err error) {
	// 指标数据数组（10086:{"2022-12-02":100.01,"2022-12-01":102.3}）
	edbDataMap := make(map[int]map[string]float64)
	for edbInfoId, edbDataList := range edbDataListMap {
		edbDateData := make(map[string]float64)
		for _, edbData := range edbDataList {
			edbDateData[edbData.DataTime] = edbData.Value
		}
		edbDataMap[edbInfoId] = edbDateData
	}

	// edbIdList 指标展示顺序；x轴的指标顺序
	edbIdList = make([]int, 0)
	edbMappingMap := make(map[int]*models.ChartEdbInfoMapping)
	for _, v := range mappingList {
		edbIdList = append(edbIdList, v.EdbInfoId)
		edbMappingMap[v.EdbInfoId] = v
	}
	//SectionScatterSeriesInfoResp

	dataListResp := make([]data_manage.SectionScatterSeriesItemResp, 0) //y轴的数据列表

	for _, seriesItem := range extraConfig.SeriesList {
		var maxDate time.Time
		// 系列中的指标数据
		tmpSeriesEdbInfoList := make([]data_manage.SectionScatterEdbItemResp, 0)

		var minXVal, maxXVal, minYVal, maxYVal float64
		for _, edbConf := range seriesItem.EdbInfoList {
			tmpItem := data_manage.SectionScatterEdbItemResp{
				IsShow: edbConf.IsShow,
				Name:   edbConf.Name,
				NameEn: edbConf.NameEn,
			} //单个坐标点的数据

			//X轴的数据
			{
				edbInfoId := edbConf.XEdbInfoId //X轴的指标
				edbMappingInfo, ok := edbMappingMap[edbInfoId]
				if !ok {
					continue
				}
				findDate := edbConf.XDate             //需要的日期值
				dataList := edbDataListMap[edbInfoId] //指标的所有数据值
				if len(dataList) <= 0 {
					// 没有数据的指标id
					//findDataList = append(findDataList, 0)
					continue
				}

				tmpItem.XEdbInfoId = edbInfoId
				tmpItem.XName = edbMappingInfo.EdbName
				tmpItem.XNameEn = edbMappingInfo.EdbNameEn

				switch edbConf.XDateType {
				case 1: //最新值
					dataList := edbDataListMap[edbInfoId]
					findDate = dataList[len(dataList)-1].DataTime
				case 2: //近期几天
					findDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[len(dataList)-1].DataTime, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					findDateTime = findDateTime.AddDate(0, 0, -edbConf.XDateValue)

					lenData := len(dataList) - 1
					for i := lenData; i >= 0; i-- {
						currDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[i].DataTime, time.Local)
						if tmpErr != nil {
							err = tmpErr
							return
						}
						if currDateTime.Equal(findDateTime) || currDateTime.Before(findDateTime) {
							findDate = dataList[i].DataTime
							break
						}
					}
				case 3: // 固定日期
					//最早的日期
					minDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[0].DataTime, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					//寻找固定日期的数据
					findDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, edbConf.XDate, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					for tmpDateTime := findDateTime; tmpDateTime.After(minDateTime) || tmpDateTime.Equal(minDateTime); tmpDateTime = tmpDateTime.AddDate(0, 0, -1) {
						tmpDate := tmpDateTime.Format(utils.FormatDate)
						if _, ok := edbDataMap[edbInfoId][tmpDate]; ok { //如果能找到数据，那么就返回
							findDate = tmpDate
							break
						}
					}
				default:
					err = errors.New(fmt.Sprint("日期类型异常,Type:", edbConf.XDate))
					return
				}
				findDateTime, _ := time.ParseInLocation(utils.FormatDate, findDate, time.Local)
				if maxDate.IsZero() {
					maxDate = findDateTime
				} else {
					if findDateTime.After(maxDate) {
						maxDate = findDateTime
					}
				}
				if tmpValue, ok := edbDataMap[edbInfoId][findDate]; ok {
					tmpItem.XDate = findDate
					tmpItem.XValue = tmpValue
				} else {
					continue
				}
			}

			//Y轴的数据
			{
				edbInfoId := edbConf.YEdbInfoId //Y轴的指标
				edbMappingInfo, ok := edbMappingMap[edbInfoId]
				if !ok {
					continue
				}
				findDate := edbConf.YDate             //需要的日期值
				dataList := edbDataListMap[edbInfoId] //指标的所有数据值
				if len(dataList) <= 0 {
					// 没有数据的指标id
					//findDataList = append(findDataList, 0)
					continue
				}

				tmpItem.YEdbInfoId = edbInfoId
				tmpItem.YName = edbMappingInfo.EdbName
				tmpItem.YNameEn = edbMappingInfo.EdbNameEn

				switch edbConf.YDateType {
				case 1: //最新值
					dataList := edbDataListMap[edbInfoId]
					findDate = dataList[len(dataList)-1].DataTime
				case 2: //近期几天
					findDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[len(dataList)-1].DataTime, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					findDateTime = findDateTime.AddDate(0, 0, -edbConf.YDateValue)

					lenData := len(dataList) - 1
					for i := lenData; i >= 0; i-- {
						currDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[i].DataTime, time.Local)
						if tmpErr != nil {
							err = tmpErr
							return
						}
						if currDateTime.Equal(findDateTime) || currDateTime.Before(findDateTime) {
							findDate = dataList[i].DataTime
							break
						}
					}
				case 3: // 固定日期
					//最早的日期
					minDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, dataList[0].DataTime, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					//寻找固定日期的数据
					findDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, edbConf.YDate, time.Local)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					for tmpDateTime := findDateTime; tmpDateTime.After(minDateTime) || tmpDateTime.Equal(minDateTime); tmpDateTime = tmpDateTime.AddDate(0, 0, -1) {
						tmpDate := tmpDateTime.Format(utils.FormatDate)
						if _, ok := edbDataMap[edbInfoId][tmpDate]; ok { //如果能找到数据，那么就返回
							findDate = tmpDate
							break
						}
					}
				default:
					err = errors.New(fmt.Sprint("日期类型异常,Type:", edbConf.YDate))
					return
				}
				findDateTime, _ := time.ParseInLocation(utils.FormatDate, findDate, time.Local)
				if maxDate.IsZero() {
					maxDate = findDateTime
				} else {
					if findDateTime.After(maxDate) {
						maxDate = findDateTime
					}
				}
				if tmpValue, ok := edbDataMap[edbInfoId][findDate]; ok {
					tmpItem.YDate = findDate
					tmpItem.YValue = tmpValue
				} else {
					continue
				}
			}

			// 获取当前系列的X轴的最大最小值
			{
				if tmpItem.XValue < minXVal {
					minXVal = tmpItem.XValue
				}
				if tmpItem.XValue > maxXVal {
					maxXVal = tmpItem.XValue
				}
				if tmpItem.YValue < minYVal {
					minYVal = tmpItem.YValue
				}
				if tmpItem.YValue > maxYVal {
					maxYVal = tmpItem.YValue
				}
			}
			tmpSeriesEdbInfoList = append(tmpSeriesEdbInfoList, tmpItem)
		}

		trendLimitData := make([]data_manage.CoordinatePoint, 0) //趋势线的前后坐标点
		var trendLine, rSquare string
		// 生成线性方程式
		var a, b float64
		{
			coordinateData := make([]utils.Coordinate, 0)
			for _, tmpSeriesEdbInfo := range tmpSeriesEdbInfoList {
				tmpCoordinate1 := utils.Coordinate{
					X: tmpSeriesEdbInfo.XValue,
					Y: tmpSeriesEdbInfo.YValue,
				}
				coordinateData = append(coordinateData, tmpCoordinate1)
			}

			// 只有存在两个坐标点的时候,才能去计算线性方程和R平方
			if len(coordinateData) >= 2 {
				a, b = utils.GetLinearResult(coordinateData)
				if !math.IsNaN(a) || !math.IsNaN(b) {
					if b > 0 {
						trendLine = fmt.Sprintf("y=%sx+%s", utils.SubFloatToString(a, 4), utils.SubFloatToString(b, 4))
					} else {
						trendLine = fmt.Sprintf("y=%sx%s", utils.SubFloatToString(a, 4), utils.SubFloatToString(b, 4))
					}

					minYVal, _ = decimal.NewFromFloat(a).Mul(decimal.NewFromFloat(minXVal)).Add(decimal.NewFromFloat(b)).Round(4).Float64()
					maxYVal, _ = decimal.NewFromFloat(a).Mul(decimal.NewFromFloat(maxXVal)).Add(decimal.NewFromFloat(b)).Round(4).Float64()
				}

				// 计算R平方
				rSquare = fmt.Sprint(utils.CalculationDecisive(coordinateData))
			}

			trendLimitData = append(trendLimitData, data_manage.CoordinatePoint{
				X: minXVal,
				Y: minYVal,
			}, data_manage.CoordinatePoint{
				X: maxXVal,
				Y: maxYVal,
			})
		}

		dataListResp = append(dataListResp, data_manage.SectionScatterSeriesItemResp{
			Name:            seriesItem.Name,
			NameEn:          seriesItem.NameEn,
			Color:           seriesItem.Color,
			EdbInfoList:     tmpSeriesEdbInfoList,
			ShowTrendLine:   seriesItem.ShowTrendLine,
			ShowFitEquation: seriesItem.ShowFitEquation,
			ShowRSquare:     seriesItem.ShowRSquare,
			TrendLine:       trendLine,
			RSquare:         rSquare,
			TrendLimitData:  trendLimitData,
		})
	}

	chartDataResp = data_manage.SectionScatterInfoResp{
		XName:       extraConfig.XName,
		XNameEn:     extraConfig.XNameEn,
		XUnitName:   extraConfig.XUnitName,
		XUnitNameEn: extraConfig.XUnitNameEn,
		YName:       extraConfig.YName,
		YNameEn:     extraConfig.YNameEn,
		YUnitName:   extraConfig.YUnitName,
		YUnitNameEn: extraConfig.YUnitNameEn,
		XMinValue:   extraConfig.XMinValue,
		XMaxValue:   extraConfig.XMaxValue,
		YMinValue:   extraConfig.YMinValue,
		YMaxValue:   extraConfig.YMaxValue,
		DataList:    dataListResp,
	}
	return
}