r - 使用VBA在excel中融化/重塑？

Question

我目前正在适应一份新工作，我与同事分享的大部分工作都是通过 MS Excel 完成的。我经常使用数据透视表，因此需要“堆叠”数据，这正是我依赖的 R 中 (reshape2) 包中melt()函数的输出。reshape

任何人都可以让我开始使用 VBA 宏来完成此操作，或者是否已经存在？

宏的轮廓是：

1. 在 Excel 工作簿中选择一系列单元格。
2. 启动“融化”宏。
3. 宏将创建一个提示“输入 id 列数”，您将在其中输入识别信息的前列数。（对于下面的示例 R 代码，它是 4）。
4. 在 Excel 文件中创建一个名为“melt”的新工作表，用于堆叠数据，并创建一个名为“变量”的新列，该列与原始选择的数据列标题相同。

换句话说，输出看起来与在 R 中简单地执行这两行的输出完全相同：

require(reshape)
melt(your.unstacked.dataframe, id.vars = 1:4)

这是一个例子：

# unstacked data
> df1
  Year Month Country  Sport No_wins No_losses High_score Total_games
2 2010     5     USA Soccer       4         3          5           9
3 2010     6     USA Soccer       5         3          4           8
4 2010     5     CAN Soccer       2         9          7          11
5 2010     6     CAN Soccer       4         8          4          13
6 2009     5     USA Soccer       8         1          4           9
7 2009     6     USA Soccer       0         0          3           2
8 2009     5     CAN Soccer       2         0          6           3
9 2009     6     CAN Soccer       3         0          8           3

# stacking the data
> require(reshape)
> melt(df1, id.vars=1:4)

  Year Month Country  Sport    variable value
1  2010     5     USA Soccer     No_wins     4
2  2010     6     USA Soccer     No_wins     5
3  2010     5     CAN Soccer     No_wins     2
4  2010     6     CAN Soccer     No_wins     4
5  2009     5     USA Soccer     No_wins     8
6  2009     6     USA Soccer     No_wins     0
7  2009     5     CAN Soccer     No_wins     2
8  2009     6     CAN Soccer     No_wins     3
9  2010     5     USA Soccer   No_losses     3
10 2010     6     USA Soccer   No_losses     3
11 2010     5     CAN Soccer   No_losses     9
12 2010     6     CAN Soccer   No_losses     8
13 2009     5     USA Soccer   No_losses     1
14 2009     6     USA Soccer   No_losses     0
15 2009     5     CAN Soccer   No_losses     0
16 2009     6     CAN Soccer   No_losses     0
17 2010     5     USA Soccer  High_score     5
18 2010     6     USA Soccer  High_score     4
19 2010     5     CAN Soccer  High_score     7
20 2010     6     CAN Soccer  High_score     4
21 2009     5     USA Soccer  High_score     4
22 2009     6     USA Soccer  High_score     3
23 2009     5     CAN Soccer  High_score     6
24 2009     6     CAN Soccer  High_score     8
25 2010     5     USA Soccer Total_games     9
26 2010     6     USA Soccer Total_games     8
27 2010     5     CAN Soccer Total_games    11
28 2010     6     CAN Soccer Total_games    13
29 2009     5     USA Soccer Total_games     9
30 2009     6     USA Soccer Total_games     2
31 2009     5     CAN Soccer Total_games     3
32 2009     6     CAN Soccer Total_games     3

Answer 1

我的博客上有两篇关于在 Excel/VBA 中执行此操作的帖子，其中包含可用的代码和可下载的工作簿：

http://yoursumbuddy.com/data-normalizer

http://yoursumbuddy.com/data-normalizer-the-sql/

这是代码：

'Arguments
'List: The range to be normalized.
'RepeatingColsCount: The number of columns, starting with the leftmost,
'   whose headings remain the same.
'NormalizedColHeader: The column header for the rolled-up category.
'DataColHeader: The column header for the normalized data.
'NewWorkbook: Put the sheet with the data in a new workbook?
'
'NOTE: The data must be in a contiguous range and the
'columns that will be repeated must be to the left,
'with the columns to be normalized to the right.

Sub NormalizeList(List As Excel.Range, RepeatingColsCount As Long, _
    NormalizedColHeader As String, DataColHeader As String, _
    Optional NewWorkbook As Boolean = False)

Dim FirstNormalizingCol As Long, NormalizingColsCount As Long
Dim ColsToRepeat As Excel.Range, ColsToNormalize As Excel.Range
Dim NormalizedRowsCount As Long
Dim RepeatingList() As String
Dim NormalizedList() As Variant
Dim ListIndex As Long, i As Long, j As Long
Dim wbSource As Excel.Workbook, wbTarget As Excel.Workbook
Dim wsTarget As Excel.Worksheet

With List
    'If the normalized list won't fit, you must quit.
   If .Rows.Count * (.Columns.Count - RepeatingColsCount) > .Parent.Rows.Count Then
        MsgBox "The normalized list will be too many rows.", _
               vbExclamation + vbOKOnly, "Sorry"
        Exit Sub
    End If

    'You have the range to be normalized and the count of leftmost rows to be repeated.
   'This section uses those arguments to set the two ranges to parse
   'and the two corresponding arrays to fill
   FirstNormalizingCol = RepeatingColsCount + 1
    NormalizingColsCount = .Columns.Count - RepeatingColsCount
    Set ColsToRepeat = .Cells(1).Resize(.Rows.Count, RepeatingColsCount)
    Set ColsToNormalize = .Cells(1, FirstNormalizingCol).Resize(.Rows.Count, NormalizingColsCount)
    NormalizedRowsCount = ColsToNormalize.Columns.Count * .Rows.Count
    ReDim RepeatingList(1 To NormalizedRowsCount, 1 To RepeatingColsCount)
    ReDim NormalizedList(1 To NormalizedRowsCount, 1 To 2)
End With

'Fill in every i elements of the repeating array with the repeating row labels.
For i = 1 To NormalizedRowsCount Step NormalizingColsCount
    ListIndex = ListIndex + 1
    For j = 1 To RepeatingColsCount
        RepeatingList(i, j) = List.Cells(ListIndex, j).Value2
    Next j
Next i

'We stepped over most rows above, so fill in other repeating array elements.
For i = 1 To NormalizedRowsCount
    For j = 1 To RepeatingColsCount
        If RepeatingList(i, j) = "" Then
            RepeatingList(i, j) = RepeatingList(i - 1, j)
        End If
    Next j
Next i

'Fill in each element of the first dimension of the normalizing array
'with the former column header (which is now another row label) and the data.
With ColsToNormalize
    For i = 1 To .Rows.Count
        For j = 1 To .Columns.Count
            NormalizedList(((i - 1) * NormalizingColsCount) + j, 1) = .Cells(1, j)
            NormalizedList(((i - 1) * NormalizingColsCount) + j, 2) = .Cells(i, j)
        Next j
    Next i
End With

'Put the normal data in the same workbook, or a new one.
If NewWorkbook Then
    Set wbTarget = Workbooks.Add
    Set wsTarget = wbTarget.Worksheets(1)
Else
    Set wbSource = List.Parent.Parent
    With wbSource.Worksheets
        Set wsTarget = .Add(after:=.Item(.Count))
    End With
End If

With wsTarget
    'Put the data from the two arrays in the new worksheet.
   .Range("A1").Resize(NormalizedRowsCount, RepeatingColsCount) = RepeatingList
    .Cells(1, FirstNormalizingCol).Resize(NormalizedRowsCount, 2) = NormalizedList

    'At this point there will be repeated header rows, so delete all but one.
   .Range("1:" & NormalizingColsCount - 1).EntireRow.Delete

    'Add the headers for the new label column and the data column.
   .Cells(1, FirstNormalizingCol).Value = NormalizedColHeader
    .Cells(1, FirstNormalizingCol + 1).Value = DataColHeader
End With
End Sub

你会这样称呼它：

Sub TestIt()
NormalizeList ActiveSheet.UsedRange, 4, "Variable", "Value", False
End Sub

Answer 2

微软最近推出了 Power Query，这是一个 Excel 插件，它为 Excel 中的数据操作添加了许多有趣的功能和能力，包括您正在寻找的内容。

加载项中的实际功能称为“Unpivot Columns”，本文对此进行了说明。这是它的要点：

1. 下载并安装插件
2. 打开您的 Excel/CSV 文件
3. 选择要融化/重塑的表格/范围
4. 在“Power Query”选项卡中，单击“From Table”，这将打开“Query Editor”
5. 选择要融化/重塑的列（ctrl 或 shift-select，不要拖动）
6. 在“转换”选项卡中单击“取消透视列”（您也可以在返回 Excel 之前在此处应用其他转换）
7. 在“主页”选项卡中，单击“关闭并加载”。这将在 Excel 中创建一个具有所需结果的新表/查询对象。

Answer 3

对于任何寻找可视化方式来规范化 excel 数据的人，请参阅此视频教程：

http://www.youtube.com/watch?v=xmqTN0X-AgY

Answer 4

或使用：

Sub M_snb_000()
  With sheet1.Cells(1).CurrentRegion
    sn = .Resize(, .Columns.Count + 1)
  End With

  For j = 4 To UBound(sn, 2) - 1
    With Sheet2.Cells(2 + (UBound(sn) - 1) * (j - 4), 1)
       .Resize(UBound(sn) - 1, 5) = Application.Index(sn, Evaluate("row(2:" 
             & UBound(sn) & ")"), Array(1, 2, 3,UBound(sn, 2), j))
       .Resize(UBound(sn) - 1, 1).Offset(, 3) = sn(1, j)
    End With
  Next
End Sub

Answer 5

首先创建一个用户表单并将其命名为 Unpivot_Form，其中包含两个 RefEdit 字段 - rng_id 和 value_id 以及一个提交/执行按钮。我也是 R 用户， rng_id 是包含 id 的范围，而 value_id 包含值；两个范围都包括标题。

做两个宏：

Sub unpivot()
Unpivot_Form.Show
End Sub

另一个宏位于字段的提交/执行按钮内：

Private Sub submit_Click()
'Code to unpivot (convert wide to long for excel)

Dim rng_id, rng_id_header, val_id As Range
Dim colvar, emptyrow, col As Integer
Dim new_sheet As Worksheet

'Put val_id range into a range object
Set val_id = Range(value_id.Value)

'Determine the parameter for the value id range
'This is used for the looping later on
numrows = val_id.Rows.Count
numcols = val_id.Columns.Count

'Resize changes the "block" to the size defined by the row and column
'Offset moves the "block"
Set rng_id_header = Range(range_id.Value).Resize(1)
Set rng_id = Range(range_id.Value).Offset(1, 0).Resize(numrows - 1)

Set new_sheet = Worksheets.Add

'Set up the first column and first batch of id vars
new_sheet.Activate
Range("A65535").End(xlUp).Activate
rng_id_header.Copy ActiveCell
colvar = Range("XFD1").End(xlToLeft).Column + 1
Range("XFD1").End(xlToLeft).Offset(, 1).Value = "Variable"
Range("XFD1").End(xlToLeft).Offset(, 1).Value = "Value"

'Start populating the value ids
For col = 1 To numcols

  'populate var_id
  'determine last row
   emptyrow = Range("A65535").End(xlUp).Row + 1
   'no need to activate to source to copy
   rng_id.Copy new_sheet.Cells(emptyrow, 1)
  'copy the variable
  val_id.Offset(, col - 1).Resize(1, 1).Copy new_sheet.Range(Cells(emptyrow, colvar), Cells(emptyrow + numrows - 2, colvar))
  'copy the value
  val_id.Offset(1, col - 1).Resize(numrows - 1, 1).Copy new_sheet.Range(Cells(emptyrow, colvar + 1), Cells(emptyrow + numrows - 2, colvar + 1))

Next

Unload Me

End Sub

享受！