代码背景:
由于Excel本身无法简单的比较两个Excel数据的异同,所以用VBA编写代码的方式来实现。
这里的比较条件是:数据行为单位,假设对应Sheet中没有重复数据,对应数据行的所有列的数据都相等,即为此行数据相同。
这里的两个Sheet的数据行量级别大约为:50000 * 50000,数据列大约:50,对应Cell中的字符串大约100以内,中英文混合。
如何在Excel中调出VBA的编写工具,请参考如下链接: https://jingyan.baidu.com/article/63f236281f17650208ab3d97.html
整体来说,需求非常明确,若是不考虑效率的话,代码逻辑比较简单,循环比较即可。
相关代码:
![](https://images.cnblogs.com/OutliningIndicators/ContractedBlock.gif)
Sub CompareData()
Dim i As Long
Dim j As Long
Dim fullSheetName As String
fullSheetName = "Sheet1"
Set fullSheet = Sheets(fullSheetName)
Dim fullDataRange As Variant
fullDataRange = fullSheet.Range("A1", "AT80000").CurrentRegion.Value
Dim fullSheetRowMax As Long
fullSheetRowMax = fullSheet.Range("A1", "AT80000").CurrentRegion.Rows.Count
Dim partialSheetName As String
partialSheetName = "Sheet2"
Set partialSheet = Sheets(partialSheetName)
Dim partialDataRange As Variant
partialDataRange = partialSheet.Range("A1", "AT80000").CurrentRegion.Value
Dim partialSheetRowMax As Long
partialSheetRowMax = partialSheet.Range("A1", "AT80000").CurrentRegion.Rows.Count
Dim columnMax As Integer
columnMax = 46
Dim columnMark As Integer
columnMark = 48
Dim sameRow As Boolean
For i = 1 To fullSheetRowMax
For j = 1 To partialSheetRowMax
sameRow = True
For columnIndex = 1 To columnMax
If fullDataRange(i, columnIndex) partialDataRange(j, columnIndex) Then
sameRow = False
Exit For
End If
Next columnIndex
If sameRow Then
fullSheet.Cells(i, columnMark) = 1
Exit For
End If
Next j
Next i
MsgBox "Successfully!"
End Sub
View Code
上述代码实际运行大约用30分钟完成此数量级的比较,大约1000亿次的比较。
当然了我们需要更快的比较方式,那么就需要对大数据进行结构优化,即:将partial的sheet中的数据进行分组,比如每1000个row放到一个组里,然后用一个标志位标记这个组里1000个row是否都有相同的数据,如有都有的话,那么下次再比较的时候就可以跳过这个组,进行下一组的1000个row的循环遍历。相同数量级,大约2分钟比较完成。
注:实际数据是按照时间进行抽取出来的,所以partial的sheet数据 大致都在full的sheet的前半部分相同,如果数据无规律,非常混乱,那么还要对每一个row的数据进行结构优化,即:用另外一个标记为进行标记此row是否有相同的数据,判断的时候先判断这个标记位】
相关代码如下:
【注:函数中的一些变量都是HardCode的,要根据具体数据进行修改】
![](https://images.cnblogs.com/OutliningIndicators/ContractedBlock.gif)
Public Type PartialBasedModule
IsAllSame As Boolean
SheetDataRange As Variant
SameCount As Long
End Type
Sub CompareData()
Dim i As Long
Dim j As Long
Dim k As Long
Dim fullSheetName As String
fullSheetName = "Sheet1"
Set fullSheet = Sheets(fullSheetName)
Dim fullDataRange As Variant
fullDataRange = fullSheet.Range("A1", "AT80000").CurrentRegion.Value
Dim fullSheetRowMax As Long
fullSheetRowMax = fullSheet.Range("A1", "AT80000").CurrentRegion.Rows.Count
Dim partialSheetName As String
partialSheetName = "Sheet2"
Set partialSheet = Sheets(partialSheetName)
Dim PartialDataRange As Variant
PartialDataRange = partialSheet.Range("A1", "AT80000").CurrentRegion.Value
Dim partialSheetRowMax As Long
partialSheetRowMax = partialSheet.Range("A1", "AT80000").CurrentRegion.Rows.Count
Dim partialSheetPages() As PartialBasedModule
partialSheetPages = SeparatePartialSheet(PartialDataRange, partialSheetRowMax)
Dim columnMax As Integer
columnMax = 46
Dim columnMark As Integer
columnMark = 48
Dim sameRow As Boolean
For i = 1 To fullSheetRowMax
For j = 1 To UBound(partialSheetPages)
If partialSheetPages(j).SameCount < 1000 Then
For k = 1 To UBound(partialSheetPages(j).SheetDataRange)
sameRow = True
For ColumnIndex = 1 To columnMax
If fullDataRange(i, ColumnIndex) partialSheetPages(j).SheetDataRange(k, ColumnIndex) Then
sameRow = False
Exit For
End If
Next ColumnIndex
If sameRow Then
fullSheet.Cells(i, columnMark) = 1
partialSheetPages(j).SameCount = partialSheetPages(j).SameCount + 1
Exit For
End If
Next k
Else
sameRow = False
End If
If sameRow Then
Exit For
End If
Next j
Next i
MsgBox "Successfully!"
End Sub
Public Function SeparatePartialSheet(ByRef PartialDataRange As Variant, ByVal rowCount As Long) As PartialBasedModule()
Dim eachPageCount As Long
eachPageCount = 1000
Dim pageCount As Integer
pageCount = Int(rowCount / eachPageCount) + 1
Dim pageIndex As Long
Dim pageArr() As PartialBasedModule
Dim startIndex As Long
Dim endIndex As Long
For pageIndex = 1 To pageCount
Dim seperatedDataRange(1 To 1000, 1 To 46) As Variant
Dim seperatedIndex As Long
seperatedIndex = 1
Dim colIndex As Integer
If pageIndex < pageCount Then
endIndex = pageIndex * eachPageCount
Else
endIndex = rowCount
End If
For startIndex = (pageIndex - 1) * eachPageCount + 1 To endIndex
For colIndex = 1 To 46
seperatedDataRange(seperatedIndex, colIndex) = PartialDataRange(startIndex, colIndex)
Next colIndex
seperatedIndex = seperatedIndex + 1
Next startIndex
Dim pageData As PartialBasedModule
pageData.SheetDataRange = seperatedDataRange
pageData.SameCount = 0
pageData.IsAllSame = False
ReDim Preserve pageArr(pageIndex)
pageArr(pageIndex) = pageData
Next pageIndex
SeparatePartialSheet = pageArr
End Function
View Code
给每个Row都加上标记的代码如下所示:【相同界别的数据,大约1分钟完成比较】
![](https://images.cnblogs.com/OutliningIndicators/ContractedBlock.gif)
Public Type RowModule
IsSame As Boolean
RowData As Variant
End Type
Public Type PartialBasedModule
IsAllSame As Boolean
SheetDataRange() As RowModule
SameCount As Long
End Type
Sub CompareData()
Dim i As Long
Dim j As Long
Dim k As Long
Dim fullSheetName As String
fullSheetName = "Sheet1"
Set fullSheet = Sheets(fullSheetName)
Dim fullDataRange As Variant
fullDataRange = fullSheet.Range("A1", "AT80000").CurrentRegion.Value
Dim fullSheetRowMax As Long
fullSheetRowMax = fullSheet.Range("A1", "AT80000").CurrentRegion.Rows.Count
Dim partialSheetName As String
partialSheetName = "Sheet2"
Set partialSheet = Sheets(partialSheetName)
Dim PartialDataRange As Variant
PartialDataRange = partialSheet.Range("A1", "AT80000").CurrentRegion.Value
Dim partialSheetRowMax As Long
partialSheetRowMax = partialSheet.Range("A1", "AT80000").CurrentRegion.Rows.Count
Dim partialSheetPages() As PartialBasedModule
partialSheetPages = SeparatePartialSheet(PartialDataRange, partialSheetRowMax)
Dim columnMax As Integer
columnMax = 46
Dim columnMark As Integer
columnMark = 48
Dim sameRow As Boolean
For i = 1 To fullSheetRowMax
For j = 1 To UBound(partialSheetPages)
If partialSheetPages(j).SameCount < 1000 Then
For k = 1 To UBound(partialSheetPages(j).SheetDataRange)
sameRow = True
If partialSheetPages(j).SheetDataRange(k).IsSame Then
sameRow = False
Else
For ColumnIndex = 1 To columnMax
If fullDataRange(i, ColumnIndex) partialSheetPages(j).SheetDataRange(k).RowData(ColumnIndex) Then
sameRow = False
Exit For
End If
Next ColumnIndex
If sameRow Then
fullSheet.Cells(i, columnMark) = 1
partialSheetPages(j).SheetDataRange(k).IsSame = True
partialSheetPages(j).SameCount = partialSheetPages(j).SameCount + 1
Exit For
End If
End If
Next k
Else
sameRow = False
End If
If sameRow Then
Exit For
End If
Next j
Next i
MsgBox "Successfully!"
End Sub
Public Function SeparatePartialSheet(ByRef PartialDataRange As Variant, ByVal rowCount As Long) As PartialBasedModule()
Dim eachPageCount As Long
eachPageCount = 1000
Dim pageCount As Integer
pageCount = Int(rowCount / eachPageCount) + 1
Dim pageIndex As Long
Dim pageArr() As PartialBasedModule
Dim startIndex As Long
Dim endIndex As Long
For pageIndex = 1 To pageCount
Dim seperatedDataRange(1 To 1000) As RowModule
Dim dataRows(1 To 1000) As Variant
Dim seperatedIndex As Long
seperatedIndex = 1
Dim colIndex As Integer
If pageIndex < pageCount Then
endIndex = pageIndex * eachPageCount
Else
endIndex = rowCount
End If
For startIndex = (pageIndex - 1) * eachPageCount + 1 To endIndex
Dim dataRow(1 To 46) As Variant
For colIndex = 1 To 46
dataRow(colIndex) = PartialDataRange(startIndex, colIndex)
Next colIndex
Dim currentRowModule As RowModule
currentRowModule.RowData = dataRow
currentRowModule.IsSame = False
seperatedDataRange(seperatedIndex) = currentRowModule
seperatedIndex = seperatedIndex + 1
Next startIndex
Dim pageData As PartialBasedModule
pageData.SheetDataRange = seperatedDataRange
pageData.SameCount = 0
pageData.IsAllSame = False
ReDim Preserve pageArr(pageIndex)
pageArr(pageIndex) = pageData
Next pageIndex
SeparatePartialSheet = pageArr
End Function
View Code
最终的一个简单的数据结构如下图所示:
![](https://img2020.cnblogs.com/blog/161932/202005/161932-20200504195154045-842573337.png)
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