eta_chart_lib/services/data/chart_info.go

package data

import (
	"encoding/json"
	"errors"
	"eta/eta_chart_lib/models"
	"eta/eta_chart_lib/models/data_manage"
	"eta/eta_chart_lib/services/alarm_msg"
	"eta/eta_chart_lib/utils"
	"fmt"
	"github.com/shopspring/decimal"
	"math"
	"sort"
	"strconv"
	"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, seasonExtraConfig 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
	case utils.CHART_TYPE_RADAR:
		var barConfig data_manage.RadarChartInfoReq
		if extraConfigStr == `` {
			errMsg = "雷达图未配置"
			err = errors.New(errMsg)
			return
		}
		err = json.Unmarshal([]byte(extraConfigStr), &barConfig)
		if err != nil {
			errMsg = "雷达图配置异常"
			err = errors.New(errMsg)
			return
		}
		extraConfig = barConfig
	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, seasonExtraConfig)
	if err != nil {
		return
	}

	// 特殊图形数据处理
	switch chartType {
	case 2: // 季节性图
		if seasonExtraConfig != "" {
			// 季节性图计算不管图上数据时间，拿所有数据
			_, tempEdbList, e := getEdbDataMapList(chartInfoId, chartType, calendar, "1990-01-01", "", mappingList, seasonExtraConfig)
			if e != nil {
				err = e
				return
			}
			dataResp, err = SeasonChartData(tempEdbList, seasonExtraConfig)
		} else {
			// 兼容无配置的老图
			dataResp = new(models.SeasonChartResp)
		}
	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
		}
	case utils.CHART_TYPE_RADAR: //雷达图
		radarConf := extraConfig.(data_manage.RadarChartInfoReq)
		xEdbIdValue, dataResp, err = RadarChartData(mappingList, edbDataListMap, radarConf)
	}

	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, seasonExtraConfig string) (edbDataListMap map[int][]*models.EdbDataList, edbList []*models.ChartEdbInfoMapping, err error) {
	edbDataListMap, edbList, err = getEdbDataMapList(chartInfoId, chartType, calendar, startDate, endDate, mappingList, seasonExtraConfig)
	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, seasonExtraConfig string) (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
		item.EdbAliasName = v.EdbAliasName

		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
		item.IsConvert = v.IsConvert
		item.ConvertType = v.ConvertType
		item.ConvertValue = v.ConvertValue
		item.ConvertUnit = v.ConvertUnit
		item.ConvertEnUnit = v.ConvertEnUnit

		var startDateReal string
		var diffSeconds int64
		if chartType == 2 { //季节性图
			startDateReal = startDate
			if len(mappingList) > 1 {
				item.IsAxis = v.IsAxis
			}
		} 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.SubSource, 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
		}
		if v.IsConvert == 1 {
			switch v.ConvertType {
			case 1:
				for i, data := range dataList {
					dataList[i].Value = data.Value * v.ConvertValue
				}
				//item.MaxData = item.MaxData * v.ConvertValue
				//item.MinData = item.MinData * v.ConvertValue
			case 2:
				for i, data := range dataList {
					dataList[i].Value = data.Value / v.ConvertValue
				}
				//item.MaxData = item.MaxData / v.ConvertValue
				//item.MinData = item.MinData / v.ConvertValue
			case 3:
				for i, data := range dataList {
					dataList[i].Value = math.Log(data.Value) / math.Log(v.ConvertValue)
				}
				//item.MaxData = math.Log(item.MaxData) / math.Log(v.ConvertValue)
				//item.MinData = math.Log(item.MinData) / math.Log(v.ConvertValue)
			}
		}

		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 && item.IsAxis == 1 {
			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
			}
			if calendar == "农历" {
				if len(dataList) <= 0 {
					result := new(models.EdbDataResult)
					item.DataList = result
				} else {
					result, tmpErr := models.AddCalculateQuarterV6(dataList)
					if tmpErr != nil {
						err = errors.New("获取农历数据失败,Err:" + tmpErr.Error())
						return
					}
					quarterDataList, tErr := GetSeasonEdbInfoDataListByXDateNong(result, latestDate, seasonExtraConfig, calendarPreYear)
					if tErr != nil {
						err = errors.New("获取季节性图表数据失败,Err:" + tErr.Error())
						return
					}
					item.DataList = quarterDataList
				}

			} else {
				quarterDataList, tErr := GetSeasonEdbInfoDataListByXDate(dataList, latestDate, seasonExtraConfig)
				if tErr != nil {
					err = errors.New("获取季节性图表数据失败,Err:" + tErr.Error())
					return
				}
				item.DataList = quarterDataList
			}
		} else if chartType == 2 && item.IsAxis == 0 {
			// 右轴数据处理，只要最新一年
			latestDate, tmpErr := time.Parse(utils.FormatDate, v.LatestDate)
			if tmpErr != nil {
				//item.DataList = dataList
				item.IsNullData = true
				edbList = append(edbList, item)
				continue
				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
			}
			newDataList := make([]*models.EdbDataList, 0)
			for _, v := range dataList {
				dataTime, e := time.Parse(utils.FormatDate, v.DataTime)
				if e != nil {
					err = errors.New("季节性图处理右轴指标数据转换日期失败,Err:" + e.Error())
					return
				}
				if dataTime.Year() == latestDate.Year() {
					newDataList = append(newDataList, v)
				}
			}
			item.DataList = newDataList
		} else if chartType == 7 || chartType == utils.CHART_TYPE_RADAR { //柱方图
			//item.DataList = dataList
		} else {
			item.DataList = dataList
		}
		edbList = append(edbList, item)
	}

	return
}

// GetSeasonEdbInfoDataListByXDate 季节性图的指标数据根据横轴展示
func GetSeasonEdbInfoDataListByXDate(dataList []*models.EdbDataList, latestDate time.Time, seasonExtraConfig string) (quarterDataListSort models.QuarterDataList, err error) {
	xStartDate := "01-01"
	xEndDate := "12-31"
	jumpYear := 0
	legends := make([]models.SeasonChartLegend, 0)
	var seasonExtra models.SeasonExtraItem
	if seasonExtraConfig != "" {
		err = json.Unmarshal([]byte(seasonExtraConfig), &seasonExtra)
		if err != nil {
			return
		}
	}

	if seasonExtra.XStartDate != "" {
		xStartDate = seasonExtra.XStartDate
		xEndDate = seasonExtra.XEndDate
		jumpYear = seasonExtra.JumpYear
		legends = seasonExtra.ChartLegend
	}

	length := len(dataList)
	if length == 0 {
		return
	}
	legendMap := make(map[string]string, 0)
	if len(legends) > 0 {
		for _, v := range legends {
			legendMap[v.Name] = v.Value
		}
	}
	latestDateStr := latestDate.Format(utils.FormatDate)

	//判断横轴的两个时间之间是不是跨年了，如果跨年了，则横轴截止年份比起始年份+1，如果不跨年，截止年份等于起始年份
	//根据数据确定最早的年份，和最近年份
	//根据横轴的日期，汇总所有的年份
	startDate := dataList[0].DataTime
	startDateT, tmpErr := time.Parse(utils.FormatDate, startDate)
	if tmpErr != nil {
		err = tmpErr
		return
	}
	startYear := startDateT.Year()
	//获取数据的最新日期
	lastDate := dataList[length-1].DataTime
	lastDateT, tmpErr := time.Parse(utils.FormatDate, lastDate)
	if tmpErr != nil {
		err = tmpErr
		return
	}
	endYear := lastDateT.Year()
	nowYear := time.Now().Year()
	chartLegendMaxYear := 0
	dataMap := make(map[string]models.QuarterXDateItem, 0)

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

	//整理出日期
	idx := 1
	chartLegendMap := make(map[string]int, 0)
	for currentStartYear := startYear; currentStartYear <= endYear; currentStartYear++ {
		startStr := fmt.Sprintf("%d-%s", currentStartYear, xStartDate)
		currentEndYear := currentStartYear
		if jumpYear == 1 {
			currentEndYear = currentStartYear + 1
		}
		endStr := fmt.Sprintf("%d-%s", currentEndYear, xEndDate)
		name := fmt.Sprintf("%s_%s", startStr, endStr)
		showName := fmt.Sprintf("%d_%d", currentStartYear, currentEndYear)

		startT, tEr := time.Parse(utils.FormatDate, startStr)
		if tEr != nil {
			err = tEr
			return
		}

		endT, tEr := time.Parse(utils.FormatDate, endStr)
		if tEr != nil {
			err = tEr
			return
		}

		if lastDateT.Before(startT) {
			//如果最新的日期在起始日之前，则跳出循环
			break
		}

		if endT.Year() > nowYear {
			//如果最新的日期比真实年份要大，则数据全部按照最大的年份补齐
			nowYear = endT.Year()
		}

		item := models.QuarterXDateItem{
			StartDate: startT,
			EndDate:   endT,
			ShowName:  showName,
		}
		chartLegendMaxYear = endT.Year()
		dataMap[name] = item
		chartLegendMap[name] = idx
		idx++
		fmt.Println("年份" + showName + "日期" + startStr + " " + endStr)
		if lastDateT.Before(endT) {
			//如果最新的日期在起始日之前，则跳出循环
			break
		}
	}
	lenYear := len(dataMap)
	if chartLegendMaxYear > endYear {
		chartLegendMaxYear = endYear
	}
	for k, v := range dataMap {
		if i, ok := chartLegendMap[k]; ok {
			//v.ChartLegend = strconv.Itoa(endYear - lenYear + i)
			v.ChartLegend = strconv.Itoa(chartLegendMaxYear - lenYear + i)
		}
		dataMap[k] = v
	}

	for _, v := range dataList {
		dataTimeT, _ := time.Parse(utils.FormatDate, v.DataTime)
		year := dataTimeT.Year()
		newItemDate := dataTimeT.AddDate(nowYear-year, 0, 0)
		for k, dateItem := range dataMap {
			tmpVal := models.EdbDataList{
				EdbDataId:     v.EdbDataId,
				EdbInfoId:     v.EdbInfoId,
				DataTime:      v.DataTime,
				DataTimestamp: v.DataTimestamp,
				Value:         v.Value,
			}
			if (dateItem.StartDate.Before(dataTimeT) && dateItem.EndDate.After(dataTimeT)) || dateItem.StartDate == dataTimeT || dateItem.EndDate == dataTimeT {
				if jumpYear == 1 {
					//计算前一年最大的日期, 只补齐数据到去年
					beforeYearMaxDate := fmt.Sprintf("%d-12-31", dateItem.StartDate.Year())
					beforeYearMaxDateT, _ := time.Parse(utils.FormatDate, beforeYearMaxDate)
					if dataTimeT.Before(beforeYearMaxDateT) || dataTimeT == beforeYearMaxDateT {
						newItemDate = dataTimeT.AddDate(nowYear-year-1, 0, 0)
					} else {
						newItemDate = dataTimeT.AddDate(nowYear-year, 0, 0)
					}
				} else {
					newItemDate = dataTimeT.AddDate(nowYear-year, 0, 0)
				}
				timestamp := newItemDate.UnixNano() / 1e6
				tmpVal.DataTimestamp = timestamp
				tmpV := &tmpVal
				if findVal, ok := quarterMap[k]; !ok {
					findVal = append(findVal, tmpV)
					quarterMap[k] = findVal
				} else {
					findVal = append(findVal, tmpV)
					quarterMap[k] = findVal
				}

				if v.DataTime == latestDateStr {
					dateItem.CuttingDataTimestamp = timestamp
					dataMap[k] = dateItem
				}
				//break
			}
		}
	}
	for k, v := range dataMap {
		itemList := quarterMap[k]
		quarterItem := new(models.QuarterData)
		quarterItem.Years = v.ShowName
		quarterItem.Year = v.ChartLegend
		quarterItem.ChartLegend = v.ChartLegend
		if le, ok := legendMap[v.ShowName]; ok {
			if le != strconv.Itoa(v.StartDate.Year()) && le != strconv.Itoa(v.EndDate.Year()) {
				quarterItem.ChartLegend = le
			}
		}
		quarterItem.DataList = itemList
		quarterItem.CuttingDataTimestamp = v.CuttingDataTimestamp

		//如果等于最后的实际日期，那么将切割时间戳记录
		if quarterItem.CuttingDataTimestamp == 0 {
			//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 latestDate.Before(v.StartDate) && len(itemList) > 0 {
				quarterItem.CuttingDataTimestamp = itemList[0].DataTimestamp - 100
			}
		}
		quarterDataList = append(quarterDataList, quarterItem)
	}

	if len(quarterDataList) > 0 {
		quarterDataListSort = quarterDataList
		sort.Sort(quarterDataListSort)
	}
	return
}

// GetSeasonEdbInfoDataListByXDateNong 季节性图的指标数据根据横轴选择农历时展示
func GetSeasonEdbInfoDataListByXDateNong(result *models.EdbDataResult, latestDate time.Time, seasonExtraConfig string, calendarPreYear int) (quarterDataListSort models.QuarterDataList, err error) {
	xStartDate := "01-01"
	xEndDate := "12-31"
	jumpYear := 0
	legends := make([]models.SeasonChartLegend, 0)
	var seasonExtra models.SeasonExtraItem
	if seasonExtraConfig != "" {
		err = json.Unmarshal([]byte(seasonExtraConfig), &seasonExtra)
		if err != nil {
			return
		}
	}

	if seasonExtra.XStartDate != "" {
		xStartDate = seasonExtra.XStartDate
		xEndDate = seasonExtra.XEndDate
		jumpYear = seasonExtra.JumpYear
		legends = seasonExtra.ChartLegend
	}

	length := len(result.List)
	if length == 0 {
		return
	}
	legendMap := make(map[string]string, 0)
	if len(legends) > 0 {
		for _, v := range legends {
			legendMap[v.Name] = v.Value
		}
	}
	latestDateYear := latestDate.Year()
	//判断横轴的两个时间之间是不是跨年了，如果跨年了，则横轴截止年份比起始年份+1，如果不跨年，截止年份等于起始年份
	//根据数据确定最早的年份，和最近年份
	//根据横轴的日期，汇总所有的年份

	startYear := result.List[0].Year
	/*if jumpYear == 1 {
		if startYear != calendarPreYear {
			startYear = startYear - 1
		}
	}*/

	itemLength := len(result.List[length-1].Items)
	//获取数据的最新日期
	lastDate := result.List[length-1].Items[itemLength-1].DataTime
	maxY := result.List[length-1].Year
	lastDateT, tmpErr := time.Parse(utils.FormatDate, lastDate)
	if tmpErr != nil {
		err = tmpErr
		return
	}
	endYear := lastDateT.Year()
	nowYear := time.Now().Year()
	chartLegendMaxYear := 0
	dataMap := make(map[string]models.QuarterXDateItem, 0)

	quarterDataList := make([]*models.QuarterData, 0)
	resultData := make([]*models.QuarterData, 0)
	quarterMap := make(map[string][]*models.EdbDataList, 0)

	//整理出日期
	var startTmpT, endTmpT time.Time
	idx := 1
	chartLegendMap := make(map[string]int, 0)
	for currentStartYear := startYear; currentStartYear <= endYear; currentStartYear++ {
		startStr := fmt.Sprintf("%d-%s", currentStartYear, xStartDate)
		currentEndYear := currentStartYear
		if jumpYear == 1 {
			currentEndYear = currentStartYear + 1
		}
		endStr := fmt.Sprintf("%d-%s", currentEndYear, xEndDate)
		showName := fmt.Sprintf("%d_%d", currentStartYear, currentEndYear)

		startT, tEr := time.Parse(utils.FormatDate, startStr)
		if tEr != nil {
			err = tEr
			return
		}

		endT, tEr := time.Parse(utils.FormatDate, endStr)
		if tEr != nil {
			err = tEr
			return
		}

		if lastDateT.Before(startT) {
			//如果最新的日期在起始日之前，则跳出循环
			break
		}
		if endT.Year() > nowYear {
			//如果最新的日期比真实年份要大，则数据全部按照最大的年份补齐
			nowYear = endT.Year()
		}
		item := models.QuarterXDateItem{
			StartDate: startT,
			EndDate:   endT,
			ShowName:  showName,
		}
		chartLegendMaxYear = endT.Year()
		dataMap[showName] = item
		fmt.Println("年份" + showName + "日期" + startStr + " " + endStr)
		startTmpT = startT
		endTmpT = endT
		chartLegendMap[showName] = idx
		idx++
		if lastDateT.Before(endT) {
			//如果最新的日期在起始日之前，则跳出循环
			break
		}
	}
	lenYear := len(dataMap)
	if chartLegendMaxYear > endYear {
		chartLegendMaxYear = endYear
	}
	for k, v := range dataMap {
		if i, ok := chartLegendMap[k]; ok {
			//v.ChartLegend = strconv.Itoa(endYear - lenYear + i)
			v.ChartLegend = strconv.Itoa(chartLegendMaxYear - lenYear + i)
		}
		dataMap[k] = v
	}

	yearDataListMap := make(map[int]*models.EdbDataItems, 0)

	for _, lv := range result.List {
		yearDataListMap[lv.Year] = lv
	}

	//判断哪些点应该落在同一条时间线上
	/*maxY := lastDateT.Year()
	changeFlag := false
	if lastDateT.Month() >= 11 {
		maxY = maxY + 1
	}
	if maxY < nowYear {
		changeFlag = true
		maxY = nowYear
	}*/
	/*endTmp := fmt.Sprintf("%d-%s", maxY, xEndDate)
	endTmpT, _ := time.Parse(utils.FormatDate, endTmp)
	minY := maxY
	if jumpYear == 1 {
		minY = maxY - 1
	}
	startTmp := fmt.Sprintf("%d-%s", minY, xStartDate)
	startTmpT, _ := time.Parse(utils.FormatDate, startTmp)*/

	fmt.Println("横轴截取日" + startTmpT.Format(utils.FormatDate) + " " + endTmpT.Format(utils.FormatDate))
	fmt.Printf("lastDateT.Year() 为%d \n", lastDateT.Year())
	fmt.Printf("maxY 为%d \n", maxY)
	for name, dateItem := range dataMap {
		tY := dateItem.EndDate.Year()
		if lastDateT.Month() >= 11 {
			if maxY > endTmpT.Year() {
				tY = tY + 1
			}
		}
		lv, ok1 := yearDataListMap[tY]
		fmt.Printf("name %s yearDataListMap[%d]\n", name, tY)
		if !ok1 {
			continue
		}
		for _, item := range lv.Items {
			tmpVal := models.EdbDataList{
				EdbDataId:     item.EdbDataId,
				EdbInfoId:     item.EdbInfoId,
				DataTime:      item.DataTime,
				DataTimestamp: item.DataTimestamp,
				Value:         item.Value,
			}
			dataTimeT, _ := time.Parse(utils.FormatDate, item.DataTime)
			if (startTmpT.Before(dataTimeT) && endTmpT.After(dataTimeT)) || startTmpT == dataTimeT || endTmpT == dataTimeT {
				tmpV := &tmpVal
				if findVal, ok := quarterMap[name]; !ok {
					findVal = append(findVal, tmpV)
					quarterMap[name] = findVal
				} else {
					findVal = append(findVal, tmpV)
					quarterMap[name] = findVal
				}
				if lv.Year >= latestDateYear {
					// 切割的日期时间字符串
					cuttingDataTimeStr := latestDate.AddDate(0, 0, lv.BetweenDay).Format(utils.FormatDate)
					if item.DataTime == cuttingDataTimeStr {
						dateItem.CuttingDataTimestamp = tmpVal.DataTimestamp
						dataMap[name] = dateItem
					}
				}
			}
		}
	}

	for k, v := range dataMap {
		itemList := quarterMap[k]
		quarterItem := new(models.QuarterData)
		quarterItem.Years = v.ShowName
		quarterItem.Year = v.ChartLegend
		quarterItem.ChartLegend = v.ChartLegend
		if le, ok := legendMap[v.ShowName]; ok {
			if le != strconv.Itoa(v.StartDate.Year()) && le != strconv.Itoa(v.EndDate.Year()) {
				quarterItem.ChartLegend = le
			}
		}
		quarterItem.DataList = itemList
		quarterItem.CuttingDataTimestamp = v.CuttingDataTimestamp
		//如果等于最后的实际日期，那么将切割时间戳记录
		if quarterItem.CuttingDataTimestamp == 0 {
			//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 latestDate.Before(v.StartDate) && len(itemList) > 0 {
				quarterItem.CuttingDataTimestamp = itemList[0].DataTimestamp - 100
			}
		}
		quarterDataList = append(quarterDataList, quarterItem)
	}

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

		newResult := make([]*models.QuarterData, 0)
		newResult = append(newResult, items)
		newResult = append(newResult, quarterDataList...)
		resultData = newResult
	} else {
		resultData = quarterDataList
	}

	if len(quarterDataList) > 0 {
		quarterDataListSort = resultData
		sort.Sort(quarterDataListSort)
	}
	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
}

// RadarChartData 雷达图的数据处理
func RadarChartData(mappingList []*models.ChartEdbInfoMapping, edbDataListMap map[int][]*models.EdbDataList, extraConfig data_manage.RadarChartInfoReq) (edbIdList []int, chartDataResp data_manage.RadarChartInfoResp, 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)
	for _, v := range mappingList {
		edbIdList = append(edbIdList, v.EdbInfoId)
	}
	chartDateList := extraConfig.DateList

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

	for _, chartDate := range chartDateList {
		var maxDate time.Time

		findDataList := make([]float64, 0) // 当前日期的数据值
		for _, edbInfoId := range edbIdList {
			findDate := chartDate.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 chartDate.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, -chartDate.Value)

				lenData := len(dataList) - 1
				for i := lenData; i >= 0; i-- {
					currDateTime, e := time.ParseInLocation(utils.FormatDate, dataList[i].DataTime, time.Local)
					if e != nil {
						err = e
						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, chartDate.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:", chartDate.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 {
				tmpValue, _ = decimal.NewFromFloat(tmpValue).Round(4).Float64()
				findDataList = append(findDataList, tmpValue)
			} else {
				findDataList = append(findDataList, 0)
			}
		}

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

	chartDataResp = data_manage.RadarChartInfoResp{
		YDataList:   yDataList,
		XEdbIdValue: edbIdList,
	}
	return
}

// GetChartEdbDataV2 获取图表的指标数据
func GetChartEdbDataV2(chartInfoId, chartType int, calendar, startDate, endDate string, mappingList []*models.ChartEdbInfoMapping, extraConfigStr, seasonExtraConfig string, chartInfoData ChartInfoDataShow) (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
	case utils.CHART_TYPE_RADAR:
		var barConfig data_manage.RadarChartInfoReq
		if extraConfigStr == `` {
			errMsg = "雷达图未配置"
			err = errors.New(errMsg)
			return
		}
		err = json.Unmarshal([]byte(extraConfigStr), &barConfig)
		if err != nil {
			errMsg = "雷达图配置异常"
			err = errors.New(errMsg)
			return
		}
		extraConfig = barConfig
	default:
		xEdbIdValue = make([]int, 0)
		yDataList = make([]models.YData, 0)
	}

	// 指标对应的所有数据
	edbDataListMap, edbList, err := chartInfoData.GetEdbDataMapList(chartInfoId, chartType, calendar, startDate, endDate, mappingList, seasonExtraConfig)
	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
		}
	case utils.CHART_TYPE_RADAR: //雷达图
		radarConf := extraConfig.(data_manage.RadarChartInfoReq)
		xEdbIdValue, dataResp, err = RadarChartData(mappingList, edbDataListMap, radarConf)
	}

	return
}

// SeasonChartData 季节性图的数据处理
func SeasonChartData(dataList []*models.ChartEdbInfoMapping, seasonExtraConfig string) (dataResp models.SeasonChartResp, err error) {
	var seasonConfig models.SeasonExtraItem
	err = json.Unmarshal([]byte(seasonExtraConfig), &seasonConfig)
	if err != nil {
		err = errors.New("季节性图配置异常, Err:" + err.Error())
		return
	}

	for _, mappingItem := range dataList {
		if mappingItem.IsAxis == 0 {
			continue
		}
		quarterDataList, ok := mappingItem.DataList.(models.QuarterDataList)
		if !ok {
			continue
		}
		// 上下限区间
		if seasonConfig.MaxMinLimits.Year > 0 {
			startYear := time.Now().AddDate(-seasonConfig.MaxMinLimits.Year, 0, 0).Year()
			dataResp.MaxMinLimits.List = make([]*models.MaxMinLimitsData, 0)
			dataTimeMap := make(map[time.Time]time.Time)
			dataTimeList := make([]string, 0)
			maxValueMap := make(map[time.Time]float64)
			minValueMap := make(map[time.Time]float64)

			maxMinDataList := make([]*models.MaxMinLimitsData, 0)
			var startDateStr string
			var endDateStr string
			var newDate time.Time

			startDateStr = fmt.Sprintf("%d-%s", time.Now().Year(), seasonConfig.XStartDate)
			endDateStr = fmt.Sprintf("%d-%s", time.Now().Year(), seasonConfig.XEndDate)
			startDate, e := time.Parse(utils.FormatDate, startDateStr)
			if e != nil {
				err = e
				return
			}
			endDate, e := time.Parse(utils.FormatDate, endDateStr)
			if e != nil {
				err = e
				return
			}
			// 日度 周度插值
			for _, v := range quarterDataList {
				if mappingItem.Frequency == "日度" || mappingItem.Frequency == "周度" {
					handleDataMap := make(map[string]float64)
					dataTimeList, _, err = HandleDataByLinearRegressionToList(v.DataList, handleDataMap)
					if err != nil {
						err = errors.New("插值处理数据异常, Err:" + err.Error())
						return
					}
					// 不包含当年
					if v.ChartLegend == strconv.Itoa(time.Now().Year()) {
						continue
					}
					for _, date := range dataTimeList {
						dateTime, e := time.Parse(utils.FormatDate, date)
						if e != nil {
							err = errors.New("时间格式化异常, Err:" + e.Error())
							return
						}
						if dateTime.Year() < startYear {
							continue
						}
						// 不包含2月29号
						if dateTime.Month() == 2 && dateTime.Day() == 29 {
							continue
						}
						newDate = dateTime.AddDate(time.Now().Year()-dateTime.Year(), 0, 0)
						if seasonConfig.JumpYear == 1 {
							if startDate.After(endDate) {
								// 如果跨年且不到一年
								// 全年截取一部分
								if newDate.Before(startDate.AddDate(0, 0, 1)) && newDate.After(endDate) {
									continue
								}
								if newDate.After(startDate.AddDate(0, 0, -1)) {
									// 减一年
									newDate = dateTime.AddDate(time.Now().Year()-dateTime.Year()-1, 0, 0)
								}
								// 处理上下限列表
								if value, ok := maxValueMap[newDate]; ok {
									if value < handleDataMap[date] {
										maxValueMap[newDate] = handleDataMap[date]
									}
								} else {
									maxValueMap[newDate] = handleDataMap[date]
								}

								if value, ok := minValueMap[newDate]; ok {
									if value > handleDataMap[date] {
										minValueMap[newDate] = handleDataMap[date]
									}
								} else {
									minValueMap[newDate] = handleDataMap[date]
								}

								dataTimeMap[newDate] = newDate
							} else {
								// 如果跨年且大于等于一年
								// double后截取
								if newDate.After(startDate) {
									// 处理上下限列表
									if value, ok := maxValueMap[newDate]; ok {
										if value < handleDataMap[date] {
											maxValueMap[newDate] = handleDataMap[date]
										}
									} else {
										maxValueMap[newDate] = handleDataMap[date]
									}

									if value, ok := minValueMap[newDate]; ok {
										if value > handleDataMap[date] {
											minValueMap[newDate] = handleDataMap[date]
										}
									} else {
										minValueMap[newDate] = handleDataMap[date]
									}

									dataTimeMap[newDate] = newDate
								}

								newDate = dateTime.AddDate(time.Now().Year()-dateTime.Year()+1, 0, 0)
								newEndDate := endDate.AddDate(1, 0, 0)
								if newDate.Before(newEndDate) {
									// 处理上下限列表
									if value, ok := maxValueMap[newDate]; ok {
										if value < handleDataMap[date] {
											maxValueMap[newDate] = handleDataMap[date]
										}
									} else {
										maxValueMap[newDate] = handleDataMap[date]
									}

									if value, ok := minValueMap[newDate]; ok {
										if value > handleDataMap[date] {
											minValueMap[newDate] = handleDataMap[date]
										}
									} else {
										minValueMap[newDate] = handleDataMap[date]
									}

									dataTimeMap[newDate] = newDate
								}

							}
						} else {
							// 如果不跨年 正常获取
							// 获取当前日期所在区间
							// 处理上下限列表
							if value, ok := maxValueMap[newDate]; ok {
								if value < handleDataMap[date] {
									maxValueMap[newDate] = handleDataMap[date]
								}
							} else {
								maxValueMap[newDate] = handleDataMap[date]
							}

							if value, ok := minValueMap[newDate]; ok {
								if value > handleDataMap[date] {
									minValueMap[newDate] = handleDataMap[date]
								}
							} else {
								minValueMap[newDate] = handleDataMap[date]
							}

							dataTimeMap[newDate] = newDate
						}
					}
				} else {
					// 旬度、月度、季度、半年度 不插值，需要先把日期列表和数据map取出来
					for _, vv := range v.DataList {
						dateTime, e := time.Parse(utils.FormatDate, vv.DataTime)
						if e != nil {
							err = errors.New("时间格式化异常, Err:" + e.Error())
							return
						}

						// 不包含当年
						if v.ChartLegend == strconv.Itoa(time.Now().Year()) {
							continue
						}

						if dateTime.Year() < startYear {
							continue
						}
						// 月度的2月29号日期改为2月28日
						if dateTime.Month() == 2 && dateTime.Day() == 29 {
							dateTime = dateTime.AddDate(0, 0, -1)
						}
						newDate = dateTime.AddDate(time.Now().Year()-dateTime.Year(), 0, 0)
						if seasonConfig.JumpYear == 1 {
							if startDate.After(endDate) {
								// 如果跨年且不到一年
								// 全年截取一部分
								if newDate.Before(startDate.AddDate(0, 0, 1)) && newDate.After(endDate) {
									continue
								}
								if newDate.After(startDate.AddDate(0, 0, -1)) {
									// 减一年
									newDate = dateTime.AddDate(time.Now().Year()-dateTime.Year()-1, 0, 0)
								}
								// 处理上下限列表
								if value, ok := maxValueMap[newDate]; ok {
									if value < vv.Value {
										maxValueMap[newDate] = vv.Value
									}
								} else {
									maxValueMap[newDate] = vv.Value
								}

								if value, ok := minValueMap[newDate]; ok {
									if value > vv.Value {
										minValueMap[newDate] = vv.Value
									}
								} else {
									minValueMap[newDate] = vv.Value
								}

								dataTimeMap[newDate] = newDate
							} else {
								// 如果跨年且大于等于一年
								// double后截取
								if newDate.After(startDate) {
									// 处理上下限列表
									if value, ok := maxValueMap[newDate]; ok {
										if value < vv.Value {
											maxValueMap[newDate] = vv.Value
										}
									} else {
										maxValueMap[newDate] = vv.Value
									}

									if value, ok := minValueMap[newDate]; ok {
										if value > vv.Value {
											minValueMap[newDate] = vv.Value
										}
									} else {
										minValueMap[newDate] = vv.Value
									}

									dataTimeMap[newDate] = newDate
								}

								newDate = dateTime.AddDate(time.Now().Year()-dateTime.Year()+1, 0, 0)
								newEndDate := endDate.AddDate(1, 0, 0)
								if newDate.Before(newEndDate) {
									// 处理上下限列表
									if value, ok := maxValueMap[newDate]; ok {
										if value < vv.Value {
											maxValueMap[newDate] = vv.Value
										}
									} else {
										maxValueMap[newDate] = vv.Value
									}

									if value, ok := minValueMap[newDate]; ok {
										if value > vv.Value {
											minValueMap[newDate] = vv.Value
										}
									} else {
										minValueMap[newDate] = vv.Value
									}

									dataTimeMap[newDate] = newDate
								}

							}
						} else {
							// 如果不跨年 正常获取
							// 获取当前日期所在区间
							// 处理上下限列表
							if value, ok := maxValueMap[newDate]; ok {
								if value < vv.Value {
									maxValueMap[newDate] = vv.Value
								}
							} else {
								maxValueMap[newDate] = vv.Value
							}

							if value, ok := minValueMap[newDate]; ok {
								if value > vv.Value {
									minValueMap[newDate] = vv.Value
								}
							} else {
								minValueMap[newDate] = vv.Value
							}

							dataTimeMap[newDate] = newDate
						}

					}
				}
			}

			for _, v := range dataTimeMap {
				maxMinItem := &models.MaxMinLimitsData{}
				if maxValue, ok := maxValueMap[v]; ok {
					maxMinItem.MaxValue = maxValue
				} else {
					maxMinItem.MaxValue = minValueMap[v]
				}

				if minValue, ok := minValueMap[v]; ok {
					maxMinItem.MinValue = minValue
				} else {
					maxMinItem.MinValue = maxValueMap[v]
				}

				maxMinItem.DataTime = v.Format(utils.FormatDate)
				maxMinItem.DataTimestamp = v.UnixNano() / 1e6

				maxMinDataList = append(maxMinDataList, maxMinItem)

			}

			// 排序
			sort.Slice(maxMinDataList, func(i, j int) bool {
				return maxMinDataList[i].DataTime < maxMinDataList[j].DataTime
			})

			dataResp.MaxMinLimits.List = maxMinDataList
			dataResp.MaxMinLimits.Color = seasonConfig.MaxMinLimits.Color
			dataResp.MaxMinLimits.Legend = seasonConfig.MaxMinLimits.Legend
			dataResp.MaxMinLimits.IsShow = seasonConfig.MaxMinLimits.IsShow
			dataResp.MaxMinLimits.IsAdd = seasonConfig.MaxMinLimits.IsAdd
			dataResp.MaxMinLimits.Year = seasonConfig.MaxMinLimits.Year
		}

		// 自定义同期均线
		if seasonConfig.SamePeriodAverage.Year > 0 {
			handleDataMap := make(map[string]float64)
			dataTimeMap := make(map[time.Time]time.Time)
			dataTimeList := make([]string, 0)
			valueMap := make(map[time.Time]float64)
			averageDataList := make([]*models.SamePeriodAverageData, 0)
			for i := len(quarterDataList) - 1; i >= 0; i-- {
				// 插值成日度
				dataTimeList, _, err = HandleDataByLinearRegressionToList(quarterDataList[i].DataList, handleDataMap)
				if err != nil {
					err = errors.New("插值处理数据异常, Err:" + err.Error())
					return
				}
				for _, date := range dataTimeList {
					dateTime, e := time.Parse(utils.FormatDate, date)
					if e != nil {
						err = errors.New("时间格式化异常, Err:" + e.Error())
						return
					}
					startYear := time.Now().AddDate(-seasonConfig.SamePeriodAverage.Year, 0, 0).Year()
					if dateTime.Year() < startYear {
						continue
					}
					// 不包含2月29号
					if dateTime.Month() == 2 && dateTime.Day() == 29 {
						continue
					}
					// 不包含当年
					if quarterDataList[i].ChartLegend == strconv.Itoa(time.Now().Year()) {
						continue
					}
					newDate := dateTime.AddDate(time.Now().Year()-dateTime.Year(), 0, 0)
					// 处理均值
					if value, ok := valueMap[newDate]; ok {
						valueMap[newDate] = (handleDataMap[date] + value) / 2
					} else {
						valueMap[newDate] = handleDataMap[date]
					}

					dataTimeMap[newDate] = newDate
				}
			}

			for _, v := range dataTimeMap {
				averageItem := &models.SamePeriodAverageData{}
				if value, ok := valueMap[v]; ok {
					averageItem.Value = value
				}
				averageItem.DataTime = v.Format(utils.FormatDate)
				averageItem.DataTimestamp = v.UnixNano() / 1e6

				averageDataList = append(averageDataList, averageItem)

			}

			// 排序
			sort.Slice(averageDataList, func(i, j int) bool {
				return averageDataList[i].DataTime < averageDataList[j].DataTime
			})

			dataResp.SamePeriodAverage.List = averageDataList
			dataResp.SamePeriodAverage.Year = seasonConfig.SamePeriodAverage.Year
			dataResp.SamePeriodAverage.Color = seasonConfig.SamePeriodAverage.Color
			dataResp.SamePeriodAverage.Legend = seasonConfig.SamePeriodAverage.Legend
			dataResp.SamePeriodAverage.IsShow = seasonConfig.SamePeriodAverage.IsShow
			dataResp.SamePeriodAverage.LineType = seasonConfig.SamePeriodAverage.LineType
			dataResp.SamePeriodAverage.LineWidth = seasonConfig.SamePeriodAverage.LineWidth
			dataResp.SamePeriodAverage.IsAdd = seasonConfig.SamePeriodAverage.IsAdd

		}

		// 自定义同期标准差
		if seasonConfig.SamePeriodStandardDeviation.Year > 1 && seasonConfig.SamePeriodStandardDeviation.Multiple > 0 {
			startYear := time.Now().AddDate(-seasonConfig.SamePeriodStandardDeviation.Year, 0, 0).Year()

			// 先算均值，再算标准差
			handleDataMap := make(map[string]float64)
			dataTimeMap := make(map[time.Time]time.Time)
			dataTimeValueMap := make(map[time.Time][]float64)
			dataTimeList := make([]string, 0)
			valueMap := make(map[time.Time]float64)

			samePeriodStandardDeviationList := make([]*models.MaxMinLimitsData, 0)
			for i := len(quarterDataList) - 1; i > len(quarterDataList)-seasonConfig.SamePeriodAverage.Year-1 && i > 0; i-- {
				// 插值成日度
				dataTimeList, _, err = HandleDataByLinearRegressionToListV2(quarterDataList[i].DataList, handleDataMap)
				if err != nil {
					err = errors.New("插值处理数据异常, Err:" + err.Error())
					return
				}
				for _, date := range dataTimeList {
					dateTime, e := time.Parse(utils.FormatDate, date)
					if e != nil {
						err = errors.New("时间格式化异常, Err:" + e.Error())
						return
					}
					if dateTime.Year() < startYear {
						continue
					}
					// 不包含2月29号
					if dateTime.Month() == 2 && dateTime.Day() == 29 {
						continue
					}
					newDate := dateTime.AddDate(time.Now().Year()-dateTime.Year(), 0, 0)
					// 处理均值
					if value, ok := valueMap[newDate]; ok {
						valueMap[newDate] = (handleDataMap[date] + value) / 2
					} else {
						valueMap[newDate] = handleDataMap[date]
					}

					dataTimeMap[newDate] = newDate
					valueList := dataTimeValueMap[newDate]
					valueList = append(valueList, handleDataMap[date])
					dataTimeValueMap[newDate] = valueList
				}
			}

			for _, v := range dataTimeMap {
				valueList := dataTimeValueMap[v]
				stdev := utils.CalculateStandardDeviation(valueList)
				stdev, _ = decimal.NewFromFloat(stdev).Round(4).Float64()

				maxMinItem := &models.MaxMinLimitsData{}

				if value, ok := valueMap[v]; ok {
					maxMinItem.MaxValue = value + stdev*seasonConfig.SamePeriodStandardDeviation.Multiple
					maxMinItem.MinValue = value - stdev*seasonConfig.SamePeriodStandardDeviation.Multiple
				}

				maxMinItem.DataTime = v.Format(utils.FormatDate)
				maxMinItem.DataTimestamp = v.UnixNano() / 1e6

				samePeriodStandardDeviationList = append(samePeriodStandardDeviationList, maxMinItem)

			}

			// 排序
			sort.Slice(samePeriodStandardDeviationList, func(i, j int) bool {
				return samePeriodStandardDeviationList[i].DataTime < samePeriodStandardDeviationList[j].DataTime
			})

			dataResp.SamePeriodStandardDeviation.List = samePeriodStandardDeviationList
			dataResp.SamePeriodStandardDeviation.Color = seasonConfig.SamePeriodStandardDeviation.Color
			dataResp.SamePeriodStandardDeviation.Legend = seasonConfig.SamePeriodStandardDeviation.Legend
			dataResp.SamePeriodStandardDeviation.IsShow = seasonConfig.SamePeriodStandardDeviation.IsShow
			dataResp.SamePeriodStandardDeviation.Multiple = seasonConfig.SamePeriodStandardDeviation.Multiple
			dataResp.SamePeriodStandardDeviation.Year = seasonConfig.SamePeriodStandardDeviation.Year
			dataResp.SamePeriodStandardDeviation.IsAdd = seasonConfig.SamePeriodStandardDeviation.IsAdd
		}

		// 自定义右轴
		if seasonConfig.RightAxis.IndicatorType != 0 {
			if seasonConfig.RightAxis.IndicatorType == 1 {
				startTime, _ := time.Parse(utils.FormatDate, mappingItem.StartDate)
				for i := len(quarterDataList) - 1; i > len(quarterDataList)-2 && i > 0; i-- {
					var rightMappingItem models.ChartEdbInfoMapping
					rightMappingItem = *mappingItem
					// 计算同比值
					tbzDataList, minValue, maxValue, e := GetEdbDataTbzForSeason(mappingItem.Frequency, quarterDataList[i].DataList, startTime)
					if e != nil {
						err = errors.New("计算同比值失败, Err:" + e.Error())
						return
					}
					rightMappingItem.DataList = tbzDataList
					rightMappingItem.MaxData = maxValue
					rightMappingItem.MinData = minValue
					dataResp.RightAxis.EdbInfoList = append(dataResp.RightAxis.EdbInfoList, &rightMappingItem)
				}
			}
			dataResp.RightAxis.SeasonRightAxis = seasonConfig.RightAxis
		}
	}

	return
}