eta_index_lib/models/predict_edb_data_calculate_nhcc.go

package models

import (
	"errors"
	"eta/eta_index_lib/utils"
	"fmt"
	"github.com/beego/beego/v2/client/orm"
	"github.com/shopspring/decimal"
	"math"
	"strings"
	"time"
)

// EdbDataPredictCalculateNhcc 拟合残差数据结构体
type EdbDataPredictCalculateNhcc struct {
	EdbDataId     int `orm:"column(edb_data_id);pk"`
	EdbInfoId     int
	EdbCode       string
	DataTime      string
	Value         float64
	Status        int
	CreateTime    time.Time
	ModifyTime    time.Time
	DataTimestamp int64
}

// SavePredictCalculateNhcc 新增拟合残差数据
func SavePredictCalculateNhcc(req *EdbInfoCalculateBatchSaveReq, firstEdbInfo, secondEdbInfo *EdbInfo, edbCode, uniqueCode string, nhccDate NhccDate, sysUserId int, sysUserRealName, lang string) (edbInfo *EdbInfo, latestDateStr string, latestValue float64, err error) {
	o := orm.NewOrm()
	to, err := o.Begin()
	if err != nil {
		return
	}
	defer func() {
		if err != nil {
			fmt.Println("SavePredictCalculateNhcc,Err:" + err.Error())
			_ = to.Rollback()
		} else {
			_ = to.Commit()
		}
	}()
	var existItemA, existItemB *EdbInfoCalculateMapping
	if req.EdbInfoId <= 0 {
		edbInfo = &EdbInfo{
			EdbInfoType:      1,
			SourceName:       "预测拟合残差",
			Source:           utils.DATA_SOURCE_PREDICT_CALCULATE_NHCC,
			EdbCode:          edbCode,
			EdbName:          req.EdbName,
			EdbNameSource:    req.EdbName,
			Frequency:        req.Frequency,
			Unit:             req.Unit,
			StartDate:        firstEdbInfo.StartDate,
			EndDate:          firstEdbInfo.EndDate,
			ClassifyId:       req.ClassifyId,
			SysUserId:        sysUserId,
			SysUserRealName:  sysUserRealName,
			UniqueCode:       uniqueCode,
			CreateTime:       time.Now(),
			ModifyTime:       time.Now(),
			CalculateFormula: req.Formula,
			EdbNameEn:        req.EdbName,
			UnitEn:           req.Unit,
			EdbType:          2,
			Sort:             GetAddEdbMaxSortByClassifyId(req.ClassifyId, utils.PREDICT_EDB_INFO_TYPE),
		}
		newEdbInfoId, tmpErr := to.Insert(edbInfo)
		if tmpErr != nil {
			err = tmpErr
			return
		}
		edbInfo.EdbInfoId = int(newEdbInfoId)
		//第一个指标
		{
			existItemA = &EdbInfoCalculateMapping{
				EdbInfoCalculateMappingId: 0,
				EdbInfoId:                 edbInfo.EdbInfoId,
				Source:                    edbInfo.Source,
				SourceName:                edbInfo.SourceName,
				EdbCode:                   edbInfo.EdbCode,
				FromEdbInfoId:             firstEdbInfo.EdbInfoId,
				FromEdbCode:               firstEdbInfo.EdbCode,
				FromEdbName:               firstEdbInfo.EdbName,
				FromSource:                firstEdbInfo.Source,
				FromSourceName:            firstEdbInfo.SourceName,
				FromTag:                   "A",
				MoveValue:                 req.EdbInfoIdArr[0].MoveValue,
				Sort:                      1,
				CreateTime:                time.Now(),
				ModifyTime:                time.Now(),
			}
			insertId, tmpErr := to.Insert(existItemA)
			if tmpErr != nil {
				err = tmpErr
				return
			}
			existItemA.EdbInfoCalculateMappingId = int(insertId)
		}

		//第二个指标
		{
			existItemB = &EdbInfoCalculateMapping{
				EdbInfoCalculateMappingId: 0,
				EdbInfoId:                 edbInfo.EdbInfoId,
				Source:                    edbInfo.Source,
				SourceName:                edbInfo.SourceName,
				EdbCode:                   edbInfo.EdbCode,
				FromEdbInfoId:             secondEdbInfo.EdbInfoId,
				FromEdbCode:               secondEdbInfo.EdbCode,
				FromEdbName:               secondEdbInfo.EdbName,
				FromSource:                secondEdbInfo.Source,
				FromSourceName:            secondEdbInfo.SourceName,
				FromTag:                   "B",
				MoveValue:                 req.EdbInfoIdArr[1].MoveValue,
				Sort:                      1,
				CreateTime:                time.Now(),
				ModifyTime:                time.Now(),
			}
			insertId, tmpErr := to.Insert(existItemB)
			if tmpErr != nil {
				err = tmpErr
				return
			}
			existItemB.EdbInfoCalculateMappingId = int(insertId)
		}
	} else {
		edbInfo, err = GetEdbInfoById(req.EdbInfoId)
		if err != nil {
			return
		}
		latestDateStr = edbInfo.LatestDate
		latestValue = edbInfo.LatestValue
		nowEdbInfo := *edbInfo // 现在的指标信息

		//修改指标信息
		switch lang {
		case utils.EnLangVersion:
			edbInfo.EdbNameEn = req.EdbName
			edbInfo.UnitEn = req.Unit
		default:
			edbInfo.EdbName = req.EdbName
			edbInfo.Unit = req.Unit
			edbInfo.EdbNameSource = req.EdbName
		}
		edbInfo.Frequency = req.Frequency
		edbInfo.ClassifyId = req.ClassifyId
		edbInfo.CalculateFormula = req.Formula
		edbInfo.ModifyTime = time.Now()
		_, err = to.Update(edbInfo, "EdbName", "EdbNameSource", "Frequency", "Unit", "ClassifyId", "CalculateFormula", "ModifyTime", "EdbNameEn", "UnitEn")
		if err != nil {
			return
		}

		var existCondition string
		var existPars []interface{}
		existCondition += " AND edb_info_id=? "
		existPars = append(existPars, edbInfo.EdbInfoId)

		//查询出所有的关联指标
		var existList []*EdbInfoCalculateMapping
		existList, err = GetEdbInfoCalculateListByCondition(existCondition, existPars)
		if err != nil {
			err = fmt.Errorf("判断指标是否改变失败,Err:" + err.Error())
			return
		}
		for _, existItem := range existList {
			if existItem.FromTag == "A" {
				existItemA = existItem
			} else if existItem.FromTag == "B" {
				existItemB = existItem
			}
		}
		if existItemA == nil {
			err = errors.New("原自变量指标不存在")
			return
		}
		if existItemB == nil {
			err = errors.New("原因变量指标不存在")
			return
		}
		// 是否需要删除数据重新计算
		isNeedCalculateData := false

		// 如果截止日期变更，那么需要重新计算
		if req.Formula != nowEdbInfo.CalculateFormula {
			isNeedCalculateData = true
		}
		var isDeleteA, isDeleteB bool
		// 如果指标变了，那么需要删除关系
		{
			if existItemA.FromEdbInfoId != firstEdbInfo.EdbInfoId {
				//删除之前的A指标关联关系
				sql := ` DELETE FROM edb_info_calculate_mapping WHERE edb_info_id = ? and from_edb_info_id = ?`
				_, err = to.Raw(sql, edbInfo.EdbInfoId, existItemA.FromEdbInfoId).Exec()
				if err != nil {
					err = fmt.Errorf("删除指标A关联关系失败,Err:" + err.Error())
					return
				}
				isDeleteA = true
			}
			//并重新计算
			if existItemB.FromEdbInfoId != secondEdbInfo.EdbInfoId {
				//删除之前的B指标关联关系
				sql := ` DELETE FROM edb_info_calculate_mapping WHERE edb_info_id = ? and from_edb_info_id = ?`
				_, err = to.Raw(sql, edbInfo.EdbInfoId, existItemB.FromEdbInfoId).Exec()
				if err != nil {
					err = fmt.Errorf("删除指标B关联关系失败,Err:" + err.Error())
					return
				}
				isDeleteB = true
			}
		}
		//第一个指标数据
		{
			// 如果指标变了，那么需要删除关系，并重新计算
			if isDeleteA {
				//添加新的指标关系
				{
					existItemA = &EdbInfoCalculateMapping{
						EdbInfoCalculateMappingId: 0,
						EdbInfoId:                 edbInfo.EdbInfoId,
						Source:                    edbInfo.Source,
						SourceName:                edbInfo.SourceName,
						EdbCode:                   edbInfo.EdbCode,
						FromEdbInfoId:             firstEdbInfo.EdbInfoId,
						FromEdbCode:               firstEdbInfo.EdbCode,
						FromEdbName:               firstEdbInfo.EdbName,
						FromSource:                firstEdbInfo.Source,
						FromSourceName:            firstEdbInfo.SourceName,
						FromTag:                   "A",
						MoveValue:                 req.EdbInfoIdArr[0].MoveValue,
						Sort:                      1,
						CreateTime:                time.Now(),
						ModifyTime:                time.Now(),
					}
					insertId, tmpErr := to.Insert(existItemA)
					if tmpErr != nil {
						err = tmpErr
						return
					}
					existItemA.EdbInfoCalculateMappingId = int(insertId)

					isNeedCalculateData = true
				}
			} else if existItemA.MoveValue != req.EdbInfoIdArr[0].MoveValue {
				// 如果平移天数不一致的话，
				existItemA.ModifyTime = time.Now()
				existItemA.MoveValue = req.EdbInfoIdArr[0].MoveValue
				_, err = to.Update(existItemA, "ModifyTime", "MoveValue")
				if err != nil {
					return
				}
				isNeedCalculateData = true
			}
		}

		//第二个指标数据
		{
			// 如果指标变了，那么需要删除关系，并重新计算
			if isDeleteB {
				// 添加新的指标关联关系
				existItemB = &EdbInfoCalculateMapping{
					EdbInfoCalculateMappingId: 0,
					EdbInfoId:                 edbInfo.EdbInfoId,
					Source:                    edbInfo.Source,
					SourceName:                edbInfo.SourceName,
					EdbCode:                   edbInfo.EdbCode,
					FromEdbInfoId:             secondEdbInfo.EdbInfoId,
					FromEdbCode:               secondEdbInfo.EdbCode,
					FromEdbName:               secondEdbInfo.EdbName,
					FromSource:                secondEdbInfo.Source,
					FromSourceName:            secondEdbInfo.SourceName,
					FromTag:                   "B",
					MoveValue:                 req.EdbInfoIdArr[1].MoveValue,
					Sort:                      2,
					CreateTime:                time.Now(),
					ModifyTime:                time.Now(),
				}
				insertId, tmpErr := to.Insert(existItemB)
				if tmpErr != nil {
					err = tmpErr
					return
				}
				existItemB.EdbInfoCalculateMappingId = int(insertId)

				isNeedCalculateData = true
			} else if existItemB.MoveValue != req.EdbInfoIdArr[1].MoveValue {
				// 如果平移天数不一致的话，
				existItemB.ModifyTime = time.Now()
				existItemB.MoveValue = req.EdbInfoIdArr[1].MoveValue
				_, err = to.Update(existItemB, "ModifyTime", "MoveValue")
				if err != nil {
					return
				}
				isNeedCalculateData = true
			}
		}

		// 如果需要重新计算，那么先删除所有的指标数据，然后再重新计算
		if isNeedCalculateData {
			// 删除之前所有的指标数据
			tableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
			sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? `, tableName)
			_, err = to.Raw(sql, edbInfo.EdbInfoId).Exec()
			if err != nil {
				err = fmt.Errorf("删除历史数据失败,Err:" + err.Error())
				return
			}
		} else {
			return
		}
	}

	//拼接数据
	latestDateStr, latestValue, err = refreshAllPredictCalculateNhcc(to, edbInfo, firstEdbInfo, secondEdbInfo, existItemA, existItemB, nhccDate)

	return
}

// RefreshAllPredictCalculateNhcc 刷新所有 拟合残差 数据
func RefreshAllPredictCalculateNhcc(edbInfo *EdbInfo) (latestDateStr string, latestValue float64, err error) {
	o := orm.NewOrm()
	to, err := o.Begin()
	defer func() {
		if err != nil {
			fmt.Println("RefreshAllPredictCalculateNhcc,Err:" + err.Error())
			_ = to.Rollback()
		} else {
			_ = to.Commit()
		}
	}()
	//查询关联指标信息
	var existCondition string
	var existPars []interface{}
	existCondition += " AND edb_info_id=? "
	existPars = append(existPars, edbInfo.EdbInfoId)
	existList, err := GetEdbInfoCalculateListByCondition(existCondition, existPars)
	if err != nil {
		err = fmt.Errorf("判断指标是否改变失败,Err:" + err.Error())
		return
	}

	var existItemA, existItemB *EdbInfoCalculateMapping
	for _, existItem := range existList {
		if existItem.FromTag == "A" {
			existItemA = existItem
		} else if existItem.FromTag == "B" {
			existItemB = existItem
		}
	}
	if existItemA == nil {
		err = errors.New("原自变量指标不存在")
		return
	}
	if existItemB == nil {
		err = errors.New("原因变量指标不存在")
		return
	}

	fromEdbInfo, err := GetEdbInfoById(existItemA.FromEdbInfoId)
	if err != nil {
		err = fmt.Errorf("GetEdbInfoById Err:" + err.Error())
		return
	}

	secondEdbInfo, err := GetEdbInfoById(existItemB.FromEdbInfoId)
	if err != nil {
		err = fmt.Errorf("GetEdbInfoById Err:" + err.Error())
		return
	}
	timeList := strings.Split(edbInfo.CalculateFormula, ",")
	startDate, err := time.ParseInLocation(utils.FormatDate, timeList[0], time.Local)
	if err != nil {
		return
	}
	endDate, err := time.ParseInLocation(utils.FormatDate, timeList[1], time.Local)
	if err != nil {
		return
	}
	if endDate.Sub(startDate).Hours() < 48 {
		return
	}
	nhccDate := NhccDate{
		StartDate: startDate,
		EndDate:   endDate,
	}
	// 刷新数据
	latestDateStr, latestValue, err = refreshAllPredictCalculateNhcc(to, edbInfo, fromEdbInfo, secondEdbInfo, existItemA, existItemB, nhccDate)

	return
}

// refreshAllPredictCalculateNhcc 刷新所有 拟合残差 数据
func refreshAllPredictCalculateNhcc(to orm.TxOrmer, edbInfo, firstEdbInfo, secondEdbInfo *EdbInfo, existItemA, existItemB *EdbInfoCalculateMapping, nhccDate NhccDate) (latestDateStr string, latestValue float64, err error) {
	var dataList []*EdbDataPredictCalculateNhcc
	sql := ` SELECT * FROM edb_data_predict_calculate_nhcc WHERE edb_info_id=? ORDER BY data_time DESC `
	_, err = to.Raw(sql, edbInfo.EdbInfoId).QueryRows(&dataList)
	if err != nil {
		return
	}
	// 计算最新的实际值的日期
	latestDateA, _ := time.ParseInLocation(utils.FormatDate, firstEdbInfo.LatestDate, time.Local)
	if existItemA.MoveValue != 0 {
		latestDateA = latestDateA.AddDate(0, 0, existItemA.MoveValue)
	}

	latestDateB, _ := time.ParseInLocation(utils.FormatDate, secondEdbInfo.LatestDate, time.Local)
	if existItemB.MoveValue != 0 {
		latestDateB = latestDateA.AddDate(0, 0, existItemB.MoveValue)
	}

	if latestDateA.Before(latestDateB) {
		latestDateStr = latestDateA.Format(utils.FormatDate)
	} else {
		latestDateStr = latestDateB.Format(utils.FormatDate)
	}

	var dateArr []string
	dataMap := make(map[string]*EdbDataPredictCalculateNhcc)
	removeDataTimeMap := make(map[string]int) //需要移除的日期数据
	for _, v := range dataList {
		dateArr = append(dateArr, v.DataTime)
		dataMap[v.DataTime] = v
		removeDataTimeMap[v.DataTime] = 1
	}

	addDataList := make([]*EdbDataPredictCalculateNhcc, 0)

	aDataList, secondDataList, aDataMap, bDataMap, err := getPredictNhccData(firstEdbInfo, secondEdbInfo, existItemA, existItemB, nhccDate)

	// 计算线性方程公式
	var a, b float64
	{
		coordinateData := make([]utils.Coordinate, 0)
		for i := nhccDate.StartDate; i.Before(nhccDate.EndDate) || i.Equal(nhccDate.EndDate); i = i.AddDate(0, 0, 1) {
			dateStr := i.Format(utils.FormatDate)
			xValue, ok := aDataMap[dateStr]
			if !ok {
				err = errors.New("指标A日期：" + dateStr + "数据异常，导致计算线性方程公式失败")
				return
			}
			yValue, ok := bDataMap[dateStr]
			if !ok {
				err = errors.New("指标B日期：" + dateStr + "数据异常，导致计算线性方程公式失败")
				return
			}
			tmpCoordinate := utils.Coordinate{
				X: xValue,
				Y: yValue,
			}
			coordinateData = append(coordinateData, tmpCoordinate)
		}
		a, b = utils.GetLinearResult(coordinateData)
	}

	if math.IsNaN(a) || math.IsNaN(b) {
		err = errors.New("线性方程公式生成失败")
		return
	}
	//fmt.Println("a:", a, ";======b:", b)

	//计算B’
	newBDataMap := make(map[string]float64)
	{
		//B’=aA+b
		aDecimal := decimal.NewFromFloat(a)
		bDecimal := decimal.NewFromFloat(b)
		for _, aData := range aDataList {
			xDecimal := decimal.NewFromFloat(aData.Value)
			val, _ := aDecimal.Mul(xDecimal).Add(bDecimal).Round(4).Float64()
			newBDataMap[aData.DataTime] = val
		}

	}

	// Delta=B-B‘
	for _, bData := range secondDataList {
		currDate := bData.DataTime
		//校验待删除日期数据里面是否存在该元素，如果存在的话，那么移除该元素
		if _, ok := removeDataTimeMap[currDate]; ok {
			delete(removeDataTimeMap, currDate)
		}

		b2Val, ok := newBDataMap[currDate]
		if !ok {
			// 如果B`不存在数据，那么就退出当前循环
			continue
		}
		bDecimal := decimal.NewFromFloat(bData.Value)
		b2Decimal := decimal.NewFromFloat(b2Val)

		val, _ := bDecimal.Sub(b2Decimal).Round(4).Float64()
		// 判断之前有没有该数据
		existData, ok := dataMap[currDate]
		if !ok { //不存在那么就添加吧
			currentDate, _ := time.ParseInLocation(utils.FormatDate, currDate, time.Local)
			timestamp := currentDate.UnixNano() / 1e6
			edbDataNhcc := &EdbDataPredictCalculateNhcc{
				EdbInfoId:     edbInfo.EdbInfoId,
				EdbCode:       edbInfo.EdbCode,
				DataTime:      currDate,
				Value:         val,
				Status:        1,
				CreateTime:    time.Now(),
				ModifyTime:    time.Now(),
				DataTimestamp: timestamp,
			}
			addDataList = append(addDataList, edbDataNhcc)
		} else {
			// 如果有的话，还需要判断值是否一致，一致则不处理，不一致则修改
			if existData.Value != val {
				existData.Value = val
				_, err = to.Update(existData, "Value")
				if err != nil {
					return
				}
			}
		}
	}

	//删除已经不存在的拟合残差指标数据（由于该指标当日的数据删除了）
	{
		removeDateList := make([]string, 0)
		for dateTime := range removeDataTimeMap {
			removeDateList = append(removeDateList, dateTime)
		}
		removeNum := len(removeDateList)
		if removeNum > 0 {
			//如果拼接指标变更了，那么需要删除所有的指标数据
			tableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
			sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? and data_time in (`+utils.GetOrmInReplace(removeNum)+`) `, tableName)
			_, err = to.Raw(sql, edbInfo.EdbInfoId, removeDateList).Exec()
			if err != nil {
				err = fmt.Errorf("删除不存在的拟合残差指标数据失败,Err:" + err.Error())
				return
			}
		}
	}

	//数据入库
	if len(addDataList) > 0 {
		tmpAddDataList := make([]*EdbDataPredictCalculateNhcc, 0)
		i := 0
		for _, v := range addDataList {
			tmpAddDataList = append(tmpAddDataList, v)
			i++
			if i >= 500 {
				_, err = to.InsertMulti(len(tmpAddDataList), tmpAddDataList)
				if err != nil {
					return
				}
				i = 0
				tmpAddDataList = make([]*EdbDataPredictCalculateNhcc, 0)
			}
		}

		if len(tmpAddDataList) > 0 {
			_, err = to.InsertMulti(len(tmpAddDataList), tmpAddDataList)
			if err != nil {
				return
			}
		}
	}

	//确定最终值
	var finalLast EdbInfoSearchData
	sql = ` SELECT data_time , value FROM edb_data_predict_calculate_nhcc WHERE edb_info_id=? and data_time<=? ORDER BY data_time DESC `
	tmpErr := to.Raw(sql, edbInfo.EdbInfoId, latestDateStr).QueryRow(&finalLast)
	if tmpErr != nil {
		if tmpErr.Error() != utils.ErrNoRow() {
			err = tmpErr
		}
		return
	} else {
		latestDateStr = finalLast.DataTime
		latestValue = finalLast.Value
	}
	return
}

// CalculatePredictComputeCorrelation 计算相关性结果
func CalculatePredictComputeCorrelation(req *EdbInfoCalculateBatchSaveReq, firstEdbInfo, secondEdbInfo *EdbInfo, nhccDate NhccDate) (r float64, err error) {
	var existItemA, existItemB *EdbInfoCalculateMapping
	//第一个指标
	{
		existItemA = &EdbInfoCalculateMapping{
			EdbInfoCalculateMappingId: 0,
			FromEdbInfoId:             firstEdbInfo.EdbInfoId,
			FromEdbCode:               firstEdbInfo.EdbCode,
			FromEdbName:               firstEdbInfo.EdbName,
			FromSource:                firstEdbInfo.Source,
			FromSourceName:            firstEdbInfo.SourceName,
			FromTag:                   "A",
			MoveValue:                 req.EdbInfoIdArr[0].MoveValue,
			Sort:                      1,
			CreateTime:                time.Now(),
			ModifyTime:                time.Now(),
		}
	}

	//第二个指标
	{
		existItemB = &EdbInfoCalculateMapping{
			EdbInfoCalculateMappingId: 0,
			FromEdbInfoId:             secondEdbInfo.EdbInfoId,
			FromEdbCode:               secondEdbInfo.EdbCode,
			FromEdbName:               secondEdbInfo.EdbName,
			FromSource:                secondEdbInfo.Source,
			FromSourceName:            secondEdbInfo.SourceName,
			FromTag:                   "B",
			MoveValue:                 req.EdbInfoIdArr[1].MoveValue,
			Sort:                      1,
			CreateTime:                time.Now(),
			ModifyTime:                time.Now(),
		}
	}

	o := orm.NewOrm()
	to, err := o.Begin()
	defer func() {
		if err != nil {
			fmt.Println("RefreshAllCalculateNhcc,Err:" + err.Error())
			_ = to.Rollback()
		} else {
			_ = to.Commit()
		}
	}()
	// 获取相关数据
	_, _, aDataMap, bDataMap, err := getPredictNhccData(firstEdbInfo, secondEdbInfo, existItemA, existItemB, nhccDate)

	// 计算相关性
	coordinateData := make([]utils.Coordinate, 0)
	for i := nhccDate.StartDate; i.Before(nhccDate.EndDate) || i.Equal(nhccDate.EndDate); i = i.AddDate(0, 0, 1) {
		dateStr := i.Format(utils.FormatDate)
		xValue, ok := aDataMap[dateStr]
		if !ok {
			err = errors.New("指标A日期：" + dateStr + "数据异常，导致计算线性方程公式失败")
			return
		}
		yValue, ok := bDataMap[dateStr]
		if !ok {
			err = errors.New("指标B日期：" + dateStr + "数据异常，导致计算线性方程公式失败")
			return
		}
		tmpCoordinate := utils.Coordinate{
			X: xValue,
			Y: yValue,
		}
		coordinateData = append(coordinateData, tmpCoordinate)
	}
	r = utils.ComputeCorrelation(coordinateData)

	return
}

// getNhccData 获取拟合残差需要的数据
func getPredictNhccData(firstEdbInfo, secondEdbInfo *EdbInfo, existItemA, existItemB *EdbInfoCalculateMapping, nhccDate NhccDate) (aDataList []EdbInfoSearchData, secondDataList []*EdbInfoSearchData, aDataMap, bDataMap map[string]float64, err error) {
	//第一个指标
	aDataList = make([]EdbInfoSearchData, 0)
	aDataMap = make(map[string]float64)
	{
		/*var condition string
		var pars []interface{}

		condition += " AND edb_info_id=? "
		pars = append(pars, existItemA.FromEdbInfoId)

		//第一个指标的数据列表
		firstDataList, tmpErr := GetEdbDataListAllByTo(to, condition, pars, existItemA.FromSource, 0)
		if tmpErr != nil {

			return tmpErr
		}*/
		var firstDataList []*EdbInfoSearchData
		firstDataList, err = GetPredictEdbDataListAllByStartDate(firstEdbInfo, 0, "")
		if err != nil {
			return
		}
		aDataList, aDataMap = handleNhccData(firstDataList, existItemA.MoveValue)
	}

	//第二个指标
	bDataList := make([]EdbInfoSearchData, 0)
	secondDataList = make([]*EdbInfoSearchData, 0)
	bDataMap = make(map[string]float64)
	{
		/*condition = ``
		pars = make([]interface{}, 0)

		condition += "  AND edb_info_id = ? "
		pars = append(pars, existItemB.FromEdbInfoId)

		//第二个指标的数据列表
		secondDataList, err = GetEdbDataListAllByTo(to, condition, pars, existItemB.FromSource, 0)
		if err != nil {
			return
		}*/
		secondDataList, err = GetPredictEdbDataListAllByStartDate(secondEdbInfo, 0, "")
		if err != nil {
			return
		}
		bDataList, bDataMap = handleNhccData(secondDataList, existItemB.MoveValue)
	}

	if len(aDataList) <= 0 {
		err = errors.New("指标A没有数据")
		return
	}
	if len(bDataList) <= 0 {
		err = errors.New("指标B没有数据")
		return
	}

	// 拟合残差计算的结束日期判断
	{
		endAData := aDataList[len(aDataList)-1]
		tmpEndDate, tmpErr := time.ParseInLocation(utils.FormatDate, endAData.DataTime, time.Local)
		if tmpErr != nil {
			err = tmpErr
			return
		}
		// 如果A指标的最新数据日期早于拟合残差的结束日期，那么就用A指标的最新数据日期
		if tmpEndDate.Before(nhccDate.EndDate) {
			nhccDate.EndDate = tmpEndDate
		}
		endBData := bDataList[len(bDataList)-1]
		tmpEndDate, tmpErr = time.ParseInLocation(utils.FormatDate, endBData.DataTime, time.Local)
		if tmpErr != nil {
			err = tmpErr
			return
		}
		// 如果B指标的最新数据日期早于拟合残差的结束日期，那么就用B指标的最新数据日期
		if tmpEndDate.Before(nhccDate.EndDate) {
			nhccDate.EndDate = tmpEndDate
		}
	}

	return
}