If I need some charting inspiration, I always visit New York Times. Their interactive visualizations are some of the best you can find anywhere. Clear, beautifully crafted and powerful. Long time readers of Chandoo.org knew that I like to learn from visualizations in NY Times & redo them using Excel.
Today let me present you one such chart.
How the tax burden has changed over the years – Visual story by NY Times
First take a look at this story on New York times website. Go ahead and check it out, I will wait for you.
Back already. Good.
Now that you have seen a well presented story with the support of panel charts, let us learn how to re-create such charts using Excel.
Look at the tax burden Excel chart
Take a look at the excel implementation of this chart below. Read on to learn how to create this.
[click here to see larger version]
Recipe for creating this chart using Excel
We need below ingredients to make this chart using Excel
- Raw data
- One area chart and few lines on top
- Simple formulas
- One Slicer (to select an year)
- One large cup of coffee or whatever else that you gulp
So if you are ready, lets start cooking.
Step 0: Arrange data
This is a prerequisite for any charting exercise. Although we can work with data in any shape, for quick results, arrange your data in this format:
In the example file you will find data for overall tax burden for all 9 tax brackets in the years 1980-2010.
Step 1: Create an area chart from all the data
Simple, select tax bracket & tax percentage rows and create an area chart. This is how it should look.
Step 2: Insert 2 columns after every tax bracket in your source data
Very simple, just add 2 blank columns after every tax bracket to your source data. This will change your chart to,
Step 3: Adjust data settings so that blank cells are treated as gaps
Right click on the chart, go to Select Data > Hidden & Empty cells
Specify that all blank cells should be treated as gaps. See below.
Now, your chart should look like this:
Step 4: Add a line to the chart & format it
Although our chart looks almost like NY Times chart, we still need to show a line on top. For this,
- Go to your data, reselect all the tax burden %s and copy them.
- Come back to the chart, select it and paste. (more on this)
- Excel will add this new data as another series to chart
- Right on this new series, choose Change series chart type
- Select Line chart
- Format the chart so that it looks like below.
Step 5: Remove grid lines & fake them using additional series
Excel chart’s grid lines always show up behind the data. For our chart, we want them on top. So let just delete grid lines and fake them using additional lines on the chart.
For this,
- In your data, add 9 extra rows at bottom (why 9? because we want to show one grid line for every 5% and the maximum we have is around 45%)
- Fill first row with 0.05, second with 0.1, third with 0.15… ninth with 0.45
- Copy all these and paste them in the chart. You should have nine lines across the chart.
- Now, format each line so that it looks like a dull white line with dashes.
- When you are done, the final output should look like this:
Step 6: Remove horizontal axis (x-axis) labels & fake them too
Again, horizontal axis labels produced by Excel are useless for us. So we will create our own.
- First delete the existing axis.
- Then add a text box to the chart and place it where axis should be.
- Type the values 1980 few spaces 2010.
- Adjust the font size to 7pt.
- Now play with the text box until you are satisfied for one tax bracket.
- Then copy paste it 8 more times and adjust their positions.
Although we could automate this step, it felt un-necessary as the years are not going to change.
Our chart is almost ready
At this stage, our chart looks like below.
It is almost ready, but we need few more additions.
- We need to add labels to first & last point in each tax bracket.
- We need a mechanism so that user can select a particular year.
- When any year is selected, we need to show that year’s tax burden %.
Adding labels for first and last points
This is done by adding one more series of values. This new series (lets call it label-first-last) will have values for only 1980 & 2010. Everything else will be NA().
The formula I used to generate this series is,
=IF(OR(year=1980,year=2010),taxburden,NA())
Once this series is added, we just format it so that only markers are shown (no line) and then add data labels. Format the labels to show in 0% format. Adjust their size and position.
Also add arrow shaped boxes on top to label each tax bracket.
Enabling year selection thru Slicers
[This works only for Excel 2010 or above]
In a blank sheet type the years 1980 thru 2010. Select them and create a pivot.
Once the pivot is ready, insert a slicer for the years field.
For detailed steps on slicer creation see this illustration.
Figuring out which year is selected
Once the slicer is ready, we need to figure out if user made a selection thru slicer. To do this,
- Use a simple formula to check how many values are shown in the pivot table (ex: COUNTA(pivot!A:A) )
- If only one value is shown, then extract it by referring to first row item in pivot (=pivot!A4)
Adding labels for selected year
Once we know which year is selected, we can easily create one more series that has NA() for all values except selected year. The rest you know.
Final outcome – Tax burden over the years chart using Excel
Download this example & Play with it
Click here to download the tax burden chart. Play with it to learn more. Examine the formulas in “Data” sheet & scroll down on “Chart” sheet for step by step instructions.
Do you like this chart?
I really loved how NY Times has been able to tell a very good story by using multiple panel charts. These are great way to examine multidimensional data and understand what is going on.
What about you? Do you like this chart? Please share your thoughts and ideas using comments.
More such charting inspiration
If you are looking for some fresh charting inspiration & ideas, you are at the right place. Check out these examples to get started:
- Introduction to Panel Charts & How to make them in Excel
- Usain Bolt vs. Rest of runners – Interactive visualization in Excel
- Impact of Grammy award on sales – Grammy bump interactive chart
- Visualizing world education rankings – excel chart
- Facebook Privacy policies as a panel chart
- More charts & visualizations
Do you want to create powerful & insightful charts like these?
If you want to learn how to create these types of charts, consider enrolling in our Excel School program. Be warned, you will become unusually awesome in Excel by going thru our course 🙂
30 Responses to “Rescue oddly shaped data – Battle between Formulas, VBA and Power Query”
Nice use of Power Query! Power Query is simply awesome! But somehow a lot of people are punishing themselves by not using it (not learning it).
An imperfect 4th approach for consideration... no codes at all...
Select myrange.
Go to Special --> Blank
Delete Cell --> Shift cell left
90% done... now we just need to move the data of 2nd column to the bottom of 1st column
Of course... Power Query is the best.
Cheers,
There is another way but it involves multiple steps:
Copy the values in column E, move the cursor to F5, Paste Special with Skip Blanks, OK
Copy the values in column D, move the cursor to F8, Paste Special with Skip Blanks, OK
And so on.
This works perfectly, albeit a little clumsily apart from the values in B17 and C16, which can be moved with simple copy and paste
Power Query Forever! I do not know how I survived for so long without knowing and using this tool, I can not recommend it to my colleagues, but by the way they prefer to suffer to learn.
My congratulations here from Brazil.
I rolled my eyes when I saw that data
Using decimal places is a nice trick to order data, thanks for that
And tweaking the first formula a bit, you can use OFFSET instead of INDIRECT
=OFFSET($A$1, MIN(IF(myrange, ROW(myrange)), ROWS(A$1:A1))-1, RIGHT(TEXT(MIN(IF(myrange, ROW(myrange) + COLUMN(myrange)*0.00001), ROWS(A$1:A1)), ".00000"), 5)-1)
Tried the above formula with the downloaded oddly shaped data file and I could not get it to work. I get #value without ctrl+shift+enter, and #ref with ctrl+shift+enter.
Sorry, it was SMALL, not MIN.
Add with CTRL+SHIFT+ENTER.
Thank you for your formula. Like the indirect formula I tested this one in older versions of EXCEL and it worked without ALTERATION in EXCEL 95. Very impressive.
Too complicated
Use =Sum to summarize all the sells to the left and Bobs Your Uncle
@Bertie... I am afraid that won't work when you have more than one value in a row.
I tested this formula in versions of Excel all the way back to Excel 95
=IF(ISERROR(INDIRECT("R"&SUBSTITUTE(TEXT(SMALL(IF(MyRange"",ROW(MyRange)+COLUMN(MyRange)*0.00001),ROWS(A$1:A9)),"00000.00000"),".","C"),FALSE)),"",(INDIRECT("R"&SUBSTITUTE(TEXT(SMALL(IF(MyRange"",ROW(MyRange)+COLUMN(MyRange)*0.00001),ROWS(A$1:A9)),"00000.00000"),".","C"),FALSE)))
So there are multiple ways of cleaning up messy data by formulas.
Wow.. Excel 95. Who knew people still use that. But as you have shown, Excel has all these beautiful and powerful functions for 23 years. It has data sciency stuff before DS was even a thing.
I had a problem with pasting the formula in the original post.
Formula should be: =IF(ISERROR(INDIRECT("R"&SUBSTITUTE(TEXT(SMALL(IF(myrange"",ROW(myrange)+COLUMN(myrange)*0.00001),ROWS(A$1:A1)),"00000.00000"),".","C"),FALSE)),"",(INDIRECT("R"&SUBSTITUTE(TEXT(SMALL(IF(myrange"",ROW(myrange)+COLUMN(myrange)*0.00001),ROWS(A$1:A1)),"00000.00000"),".","C"),FALSE)))
EXCEL even in a 16 bit version, is a very robust and capable program.
I don't like the VBA code. If you have a blank row in MyRange, the last entry in the range is doubled up in the paste.here range.
Not really. The macro is writing one cell at a time from paste.here. You have to clean the range before, which I was too lazy to write. But a line like Range(range("paste.here"), range("paste.here").end(xldown)).clearcontents should do the trick.
Adding Range(range("paste.here"), range("paste.here").end(xldown)).clearcontents fixed the problem.
for step split column by delimiter i am not getting option of split into rows or columns. Can you help me in this
Thanks Chandoo for promoting Power Query.
To simplify further, you can "Unpivot Columns" instead of right click on the newly created column and split it by comma in to rows in step 3 of Power Query.
i used
=LOOKUP(10000,B5:F5)
and got the answers. I just plagiarized this formula somewhere and use it, maybe you can explain why it works.
Regards
@Johan... I am not sure if the formula works correctly. When I tested it with the sample data in this post, it showed #N/As in two cells. Essentially, it will only give first value in each row. So if a row has multiple values, then subsequent values are missed. LOOKUP() function goes thru a list and finds the first value that is less than or equal to the input - in this case 10000 in B5:F5.
I have the need to convert pdf's to excel on occasion and they often come out a mess like this. I have used:
Cell G2 =COUNT(myrange)
Cell G3 =IFERROR(IF(G2-1<1,"",G2-1),"") copied down to G100
Cell H2 =IFERROR(LARGE(myrange,G2),"") copied down to H100
Waouw...
=IFERROR(INDIRECT("R" & SUBSTITUTE(TEXT(SMALL(IF(myrange "", ROW(myrange) + COLUMN(myrange)*0.00001),
ROWS(A$1:A1)), "00000.00000"), ".", "C"), FALSE), "")
but CTRL Shift Enter with {} before and after 🙂 😀
Here's a way with pivot table
https://www.bookkempt.com/2018/02/aligning-non-contiguous-data.html
This is brilliant. Bookmarked 🙂
Another possibility.
This assumes that you have a row index 'k' to use in the SMALL function and a column index 'h' to identify the columns of 'myRange'.
If you define 'coord' to refer to
=k+h/10 [assuming h<10]
then it will be possible to recover values later based upon location within 'myRange'. The formula 'nb' that identifies non-blanks by coordinates is given by
= SMALL( IF(myRange"", coord), k )
Finally, to unpick the pieces
= INDEX( myRange, INT(nb), 10*MOD(nb, 1) )
Whilst I am here and making trouble the PQ solution is also a tad over-complicated. All that is needed is to unpivot the entire table and remove the Attribute column.
The advanced editor would show
let
Source = Excel.CurrentWorkbook(){[Name="myRange"]}[Content],
#"Unpivoted Columns" = Table.UnpivotOtherColumns(Source, {}, "Attribute", "Value"),
#"Removed Columns" = Table.RemoveColumns(#"Unpivoted Columns",{"Attribute"})
in
#"Removed Columns"
1.fill the blank cells with 0
2.the requested column value=sum of those mess number column
but this can be used in only one column has value
Chandoo
And if we use the formula SEARCH (100000000, B5: F5)
JC
Another approach with Power Query, it will still work if the number of columns changed:
let
Source = Excel.CurrentWorkbook(){[Name="myrange"]}[Content],
#"Added Custom" = Table.AddColumn(Source, "List", each Record.ToList(_)),
#"Removed Other Columns" = Table.SelectColumns(#"Added Custom",{"List"}),
#"Expanded LIst" = Table.ExpandListColumn(#"Removed Other Columns", "List"),
#"Filtered Rows" = Table.SelectRows(#"Expanded LIst", each ([List] null))
in
#"Filtered Rows"
Cool idea to use Record.ToList as added column. Thanks for sharing this.
Nowadays, you can just use TOCOL on Excel 2024, MS 365, and Web Excel. It has a parameter to ignore blanks/errors/both.