Looking up when data won’t play nice – few more alternatives

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Recently, we discussed about the case of unwieldy data and how we lookup what we want using formulas like SUMIFS. Today, let us learn few more ways to solve the same problem.

First, a re-cap of the problem:

Here is a data-set:

2D Lookup problem - Example dataset

The problem – build a lookup formula

And the problem. Oh, simple. Write a lookup formula to find how many customer walk-ins we have on any given day.

In the previous article, we discussed how to use SUMIFS to solve this problem. There were several amazing & awesome solutions shared by our readers in the comments section too.

Suitable structure spawns simple solutions

Poorly structured is the 2nd biggest problem of analysts. The first one is not enough coffee. That is why there is a dictum in the data analytics world.

Structure is everything

So, we can easily solve our lookup problem, if our data were to magically re-arranged in 2 column fashion – Data & Value.

Transforming data to solve problem easily - Example

This transformation can be done in 2 ways:

Option #1: Transforming Data – Using Formulas

We can use data fetching formulas like OFFSET or INDEX to re-arrange data in 2 columns.

Assuming,

  • Our 2D data is in a named range data,
  • There are running numbers starting with 0 in the cell J5

We can use below formula to fetch first column:

=IFERROR(INDEX(data,2*(INT(J5/7))+1,MOD(J5,7)+1),"")

for the second column, below formula works:

=IFERROR(INDEX(data,2*(INT(J5/7)+1),MOD(J5,7)+1),"")

How does this formula work?

I will explain the formula for first column. Deciphering 2nd column formula is your homework.

Here is the formula again: =IFERROR(INDEX(data,2*(INT(J5/7))+1,MOD(J5,7)+1),"")

Before understanding the formula, let’s take a minute to examine the structure of  our raw data.

  • Odd rows contain dates
  • Even rows contain values
  • There are 7 columns in total
  • So to get the first date, we need to go to row 1 (first odd number), column 1
  • To get the first value, we need to go to row 2 (first even number), column 1
  • But to get 8th date, we need to go to row 3(2nd odd number), column 1
  • So on

Let’s go from inside out.

  • 2*(INT(J5/7))+1 portion: This gives row number (ie odd number). J5 refers to running number and its value is 0. So we get 2*(INT(0/7))+1 = 1
    • This will be 3 when J5 becomes J12 (ie 8th date)
  • MOD(J5,7)+1 portion: This gives column number. It will result in values 1 thru 7 in a cyclical fashion. Thanks to MOD.
  • INDEX(data, ..., ...) portion: Now that we have both row & column numbers, INDEX formula kicks in and gets the corresponding date.
  • IFERROR(INDEX(...),"") portion: This is to help in case we ran out of all dates & values in our INDEX formula. Read about IFERROR here.

Once you have the formulas for first date & value, simply drag them to get rest of the values.

Option #2: Transforming data – Using VBA

VBA Macros are perfect for scenarios like this. Usually transformation is something you need to do every-time you import data from external systems. So simply write a macro that can do this automatically.

Assuming our data is in the range data and the first cell of our extraction range is startHere, you can use below macro:


Sub rearrangeData()
    'takes the values in DATA named range and rearranges them
    'from the named cell startHere

    Dim cell As Range, i As Long, j As Long, evenRow As Boolean, firstRow As Long
    
    i = 0
    j = 0
    firstRow = Range("data").Cells(1).Row
    
    For Each cell In Range("data")
        evenRow = (cell.Row - firstRow + 1) Mod 2 = 0
        If evenRow Then
            Range("startHere").Offset(j, 1).Value = cell.Value
            j = j + 1
        Else
            Range("startHere").Offset(i, 0).Value = cell.Value
            i = i + 1
        End If        
    Next cell
End Sub

How does this macro work?
Before jumping in to the lines of code and demystifying the logic, Let’s understand what we need to do:

  1. For each cell of data,
    1. If it is in odd row, put the cell data in Date column at end
    2. Else, put the cell data in Value column at end
  2. Repeat

This is what our code is trying to do.

Let’s examine the For Each loop, as this is the most critical part of our macro.

  • For each cell in the range data
  • We check if we are in evenRow using simple arithmetic on row numbers
  • If we are in evenRow then
    • We put the cell value in row j (number of values so far), column 2
    • We increment j
  • Else
    • We put the cell value in row i (number of dates so far), column 1
    • We increment i
  • Close the IF condition
  • We check for next cell in the data range

Advantages of Transformation over SUMIFS approach

Both options for transforming data have few advantages:

  • They work with any type of data (unlike SUMIFS, which works only for numeric lookups and has few other issues)
  • Once data is restructured, you can do other types of analysis like creating pivot tables, adding extra calculated columns etc. easily.

Download Example Workbook

Click here to download example workbook that shows original SUMIFS solution, both options for transforming data & few other formulas. Play with it to learn more. Check out the code by pressing ALT+F11.

How would you transform data?

My favorite techniques for transforming data are – VBA, formulas, Power Query, pivot tables & SQL. Depending on the situation, time availability, where my data is, I choose one of these options to scrub my data.

What about you? How do you clean up / scrub data like this? Please share you thoughts & tips with us in comments.

Instructions for washing your dirty data

If your work involves scrubbing dirty data, check out below tutorials too:


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31 Responses to “Beautiful Budget vs. Actual chart to make your boss love you”

  1. Harry says:

    Would be considerably easier just to have a table with the variance shown.

  2. Jomili says:

    On Step 3, how do you "Add budget and actual values to the chart again"?

    • Chandoo says:

      There are a few ways to do it.

      Easy:
      1) Copy just the numbers from both columns (Select, CTRL+C)
      2) Select the chart and hit CTRL+V to paste. This adds them to chart.

      Traditional:
      1) Right click on chart and go to "select data..."
      2) From the dialog, click on "Add" button and add one series at a time.

      • Neeraj Agarwal says:

        One more way to accomplish it is just select the columns into chart. Press Ctrl+C and then press Ctrl+V

        Regards
        Neeraj Kumar Agarwal

  3. TheQ47 says:

    Unfortunately, this doesn't seem to work for me in Excel 2010. The "Var 1" and "Var 2" columns cannot combine two fonts to display the symbol and the figure side-by-side.
    Secondly, there is no option to Click on “Value from cells” option when formatting the label options. The only options provided are Series Name, Category Name or Value.

    • Chandoo says:

      @TheQ47... the emoji font also has normal English letters, so if you use that font, then you should be ok. I am assuming your computer doesn't have that font or hasn't been upgraded for emoji support.
      Reg. Excel 2010, you can manually link each label to a cell value. Just select one label at a time (click on labels, wait a second, click on an individual label) and press = and link it to the label var 1 or var 2.

  4. Neeraj Agarwal says:

    I am using excel 2010, please explain how to apply Step 12

    Regards
    Neeraj Kumar Agarwal

  5. mariann says:

    Hi Chandoo,

    I just found your website, and really love it. It helps me a lot to be an Excel expert 😉

    Currently I am facing with a problem at step 11:
    Var1 Var2
    D30%
    A5%
    B0%
    B4%
    B7%
    C10%
    C13%
    D27%
    I42%

    Though at mapping table, I used windings, here formula uses calibra. How I can change it? I am able to change only the whole cell. In this case numbers will be Windings too.

    Thanks for your help!

    • Chandoo says:

      Hi Mariann... Welcome to Chandoo.org and thanks for your comment.

      If you wanted to use symbols from wingdings and combine them with % numbers, then you need to setup two labels. One with symbol, in wingdings font and another with value in normal font. Just add the same series again to the chart, make it invisible, add labels. You may need to adjust the alignment / position of label so everything is visible.

  6. […] firs article explains how you can enhance your charts with symbols. You can simply insert any supported symbol into your data and charts. To some extend you can […]

  7. Franciele says:

    You're a good person, thank you to share your knowledge with us, I will try to do in my work

  8. Ali says:

    Great visualization of variance. My question is that is this possible in powerbi?

    How would you go about it?

  9. NARUTO says:

    HELLO, WHY CANT I FIND VALUES FOR LABELS IN EXCEL 2013

  10. Amol says:

    Dear chanddo sir,

    What to do if we have dynamic range for Chart. How this will work. can you able to make the same thing works on dynamic range.

  11. Ricardo says:

    Sir Chandoo,

    Good Day!
    First, I'd like to say that I am very grateful for your work and for sharing all these things with us.

    I tried to do this chart but it seems that the symbols don't work with text (abs(var%),"0%") unless we keep the Windings font style.
    The problem is, it converts the text into symbol as well and you wont see the 0% anymore. I'm using Windows 7.

  12. MF says:

    WOW - Segoe UI Emoji
    This is the greatest discovery for me this month 🙂 Thanks for sharing.

    Here's my two-cents:
    https://wmfexcel.com/2019/02/17/a-compelling-chart-in-three-minutes/

  13. Renuka says:

    Sir This is awesome chart, and very easy to made because of your way to explain is very simple , everyone can do. Thank you

    one problem i am facing, I hv made this chart , but when i am inserting data table to chart it is showing two times , how can i resolve this

  14. renuka says:

    in this chart when i am adding new month data for example first i made this chart jan to mar but when i add data for the apr month graphs updated automatically but labels are missing for that new month

    • Chandoo says:

      Hi Renuka,

      Please make sure the formulas for labels are also calculated for extra months. Just drag down the series and set label range to appropriate address.

  15. Justine says:

    So I am playing with the Actual chart here - but amounts are bigger than your - you have 600 as Budget - my budget is 104,000 - is there a way to shorten that I am unaware of

    thank you - I LOVE YOUR SITE

  16. Arvind says:

    Thanks for the tips and tricks on Excel. In the Planned versus Actual chart examples, you use multiple values (ex. multiple Categories in above). How can this be done when we have only 1 set of values? For example if I have only this:
    Planned Actual
    SOW Budget 417480 367551

    How can I create a single bar chart like the one above?

  17. JEREMIAH KOOL says:

    Thank you Chandoo.
    This one is just perfect for my Quarterly Review presentation on Operational Budget against Actual Performance for the Hospital I'm currently working with.

    Just Subscribed today (10 minutes ago)

  18. Shawn says:

    Is there a way to make the table of data into a pivot table to be able to add a slicer for the graph due to many different categories and months?

  19. Mihail says:

    Hi, I tried to modify you template with something appropriate for me, and I found a problem. this template was modified by me started with excel 2010, then 2016 and finally 2019. Same thing - somehow appear an error - or didn't show the emoticons for positive percentage or doubled the emoticons for some rows. I suspect to be from excel. if is need it I can sand you my xlsx for study. Please help if you can.

  20. Saidatta Pati says:

    Hi Chandoo,
    Could you please check the Var Formula in Step1. You have mentioned budget-actual and when i did this i got different values but when reversed like actual-budget i got the actual value what you have demonstrated in step1.
    Please share your view.

  21. Dan says:

    This is a great chart (budget vs. actual). However, in trying recreate it, I cannot color in the UP Down bars individually, and they all become formatted with the same color. I'm using Office 365. Look forward to the feedback.

    Thanks.
    Dan

  22. sathik says:

    pls explain in detail step 7

  23. Arun says:

    While in the Excel sheet you have used following formula for Var
    Var = Actual - Budget
    But
    in the note, you have written
    Var = Budget - Actual

  24. aye myat maw says:

    Good Presentation and Data information.thank you so much chandoo.

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