Python is a great programming language to learn for anyone in data profession. For people with prior Excel skills and a little bit of programming bent, Python is a valuable skill to acquire. Using Python, we can:
- Automate data collection, clean-up and manipulation
- Create machine learning models, complex data analysis systems
- Produce interesting and advanced data visualizations
- Make interactive windows applications & websites
- Or just have fun learning and solving problems
Python & me
One of my learning goals for 2022 has been to learn Python. I have been learning how to write Python code and use Python to solve real-world problems since January 2022. In fact, all of us: Jo(wife), Nishanth(son) & Nakshatra(daughter) have been learning Python every week for the last few months.
So in this article, let me share some resources on how to learn Python (for an Excel person).
Learning Python: Getting started
Download Python:
The first step is to download Python & set up a coding environment.
- Download latest version of Python
- Follow the instructions on the download page to install Python on your computer.
Set-up a coding environment:
Once Python is installed, you may want to also set-up a coding environment. This allows you to write code, execute, debug & manage files with ease.
- I have been using the excellent Visual Studio Code by Microsoft.
- You can download and install Visual Studio Code (VS Code for short) from here.
Your first program
Writing a hello world program is the sacred ritual in software development. To create a simple python program that prints the message hello world use below code:
print("hello world")
Hello World v2.0
You can easily enhance that code to ask the user for their name first and then print a hello message.
For that, you can use the input() function in Python, like this:
name = input("What is your name? ")
print("Hello " + name+ ", This is my first Python program")
Going beyond: 1+ hour Python Tutorial
I just posted a 1+ hour video on how to write Python code with many examples & 3 projects on my YouTube channel. So if you want to learn a bit more about Python coding, please watch it below or on my channel.
The video covers below topics in detail.
- Getting started with Python
- Working with variables in Python
- IF condition, indentation in Python
- While loop in Python
- Building a simple expense calculator with Python
- Working with Lists in Python
- Using For loop when navigating a list
- Generating list of values with loops
- List comprehension in Python
- How to access an item or a part of list in Python
- Creating a multiplication table with Python lists
- Building an enhanced expense calculator with Python
- Working with CSV & Datetime libraries in Python
- How to execute Python code from command line
- How to learn more – My top 6 tips
Sample Files 👨🏾💻👩🏾💻
As part of the above video, I build many Python examples & 3 mini-projects.
The code samples:
- hello.py: Hello world
- agecheck.py: Age check program
- expensecalc.py: Simple expense calculator
- lists.py: Working with lists
- multiplication-table.py: Working with lists & list comprehensions
- expensecalc2.py: Improved expenses calculator
- trackerproject.py: Expense tracker app with Python
Learn more - Python Resources
As I said earlier, Python is a fun and useful language to learn. If you like a bit of challenge, I highly recommend learning Python. Here are a few of my favorite resources to learn & use Python.
Software tools:
- Visual Studio Code for building and managing Python files
Python Books:

- Python Crash Course 2nd Edition by Eric Matthes: This is the book we all (Jo, kids & I) read and really loved it. The explanations and examples are easy enough to get started. There is enough variety to please everyone. Pictured aside is my son with the book 🙂
- Automate boring stuff with Python: More practical if you want to get things done with Python. I read it a few times and really like the practicality of the book.
- Python Data Science Handbook: Python is particularly useful for doing data science & building machine learning models. This is an area of focus for me in the next months. I suggest getting the Python Data Science book once you have strong foundation in the language.
Python related Channels:
Youtube is another popular way to learn Python coding. Here is another excellent getting started tutorial:
Python Courses:
I recommend Coding 101: Python for Beginners by Alvin Wan on SkillShare. It is a concise and practical course that should give you enough confidence to build more powerful code. Check out the class here (you get 1 month free access to SkillShare when you join with my link).
Wish you all the best 👍
Note: If you purchase the course or books using my links, I receive a small commission. My recommendation is based purely on the merit of them rather than the payout.
Do you code in Python? Tell me more...
Using the comments below, Do let me know what you use Python for and how you make it part of your work / personal life projects.

















37 Responses to “Pie of a Pie of a Pie chart [Good or Bad?]”
If I could have the same quality of graphics and illustration in Office Apps, I would certainly use it.
If I could have the same quality of graphics in Office Apps (Excel, PPT) I would certainly use it.
Chandoo,
First, let me say I love your blog. I like this post, and I think that technically (in terms of readability of data) your argument is correct. The bar of bars, and the table, are much better for readability and accuracy, and as you say would be much easier to produce.
But these points ignore the context of the chart. If the chart was part of a scientific paper, your solution would be a valid one. The context in this case is an illustrated atlas of wildlife. A companion graphic to go with written text. The importance of aesthetic goes up over readability and accuracy. Much of the data and points (I assume) will be covered in the text.
There's always a pure technical tufte-esque argument. But I sometimes think it ignores the value of aesthetics. (Which I admit are quite subjective)
Great post though. Thanks.
The Treemap makes the scope of the data much clearer! The 3D pie chart depiction is deceptive.
This reminds me of the videos ive seen on the internet where it compares the relative sizes of the earth with the larger planets, then the sun, then other stars in the galaxy. Eventually there is an image showing the largest star in the sky with a little pixel representing the sun.
My point is if you varied the size of the charts it would help convey the message. The first chart (salt vs fresh) would be the biggest and the rest would be arranged in descending order. I feel this would be more accurate.
It may be helpful to consider the advice of Steven Few and Edward Tufte regarding pie charts in general. To summarize, they are seldom the most useful way to present data. Here's Few's thoughtful piece on the subject.
http://www.perceptualedge.com/articles/08-21-07.pdf
Try putting the percentages on the bar charts instead of actual amounts. Lakewater would be .013 % instead of 52.
That is very good pie chart example.
Please send example file if it is possible.
It will work , even though colors may be confusing , it can be labeled well . Also it can be called as the drilled chart , as it drills in information further , like the first chart may show business in a region , second may drill into a particular region , thrid may further drill into wat products are there in that region . It works well for me , i would more vote for the 2 nd option .
Overall all this site is awesome ,
p.s : just like me
The risk with pie of a pie of a pie chart is that Jon may have a seizure by looking at it. Also, it isn't easy to read. 😉
I dunno. The only thing worse than a pie chart is a cascading series of pie charts. I don't even think they really lend themselves to this sort of thing. It just becomes a big hide-the-ball game with your viewer.
Those goofy connectors between the pies are pure chart junk. I can't really tell if the second chart has 2 series or 3 - because the connector is a different color than the 2 labeled slices. Despite that, even whereas the drill down kind of works, still the individual components suffer from the same old weaknesses that 3d pie charts have.
Use a large bar chart as your "cover story", and fill in the sub points with smaller bar charts - or even go grab the Fabrice SFE project for extra butter. Use page orientation, color, and some text styles to guide your audience through the drill downs.
FWIW, if you check out the guy's site, you can find several other truly mortifying charts:
http://www.andrewdavies.com.au/index.html
The methane emissions one is particularly heinous. Although, I'm kind of debating what I think about the 'Glacier Changes" chart. I'd kind of like to see the data on that to see how it would look in a more traditional horizon chart.
Thank you, that was scary. I don't understand the "Glacier changes" Chart at all...
Its a very nice way to represent the data, especially when we have sets and sub-sets within the data.
I like these!
Except for the fact that they aren't dynamic and hence must be setup manually each time
It would also be nice if they could be interrogated as in select a different segment and the new data falls out automagically, but then none of the standard Excel charts do that either.
I'd like it better if the bars were stacked. How about this idea (I hope I can convey it in words):
First bar is vertical and stacked.
Second bar is horizontal, stacked horizontally and the same proportion had it been on the first bar.
Third bar is vertical, stacked vertically and the same proportion had it been on the second bar.
Then it would really look like you are zooming on the chart, like the Powers of Ten video, or maybe like the golden ration spiral.
These looks shunting but setting up for each step makes kicks them out. However if these can be arranged automatically by native excel or by VBA, these will be the part of my "Archery"
I agree with Chandoo's Suggestion about the Bar Graph which represents data in a very appropriate manner. Even I prefer doing the same. I seldom use Pie Chart unless required.
That's a real nice example of a missleading infographic. But to be honest, I think chandoos suggestion is not much better!
Why are pie charts bad? I think because they don't show the real size-relations. The biggest pie in that example ist 300k big. The 2nd one has only the size of 10k, about 3% of the first one. Niether the pies nor the bars show the real sizes. I jnow, it's hard to show the sizes because the values of the second and the third pie are so small. But that's what visualization are about - showing relations to allow the reader to see the real sizes!
So how to show the real figures?
First possibility is o use a 1:1 scaling. Well then, you need a very big screen to show also after a 90° rotation, wihich I would prefer because it's a structural comparison and not a timeline. Maybe that solution is not the perfect way.
The other chance you have is to zoom in but to really show that you zoom in! http://www.pro-chart.de/images/Water_Fall.png maybe gives you a first impression what i mean. (i was a quick try, done in 10 minutes)
The next way is, maybe to fold the bars like in the financial report 2011 of the Post of Switzerland page 22. That chart is based on an excel chart. Maybe can explain you how to do it 😉
Financial Statement: http://www.post.ch/en/post-startseite/post-berichterstattung/post-berichterstattung-service/post-berichterstattung-downloads/post-gb-2011-finanzbericht.pdf
page 22: http://www.pro-chart.de/images/FS_Schweizer_Post.png
A way that is not so very common is to divide the bars in a lot of single datapoints. So maybe the 390k bar then consists of about 5,000 single datapoint. That's not possible - it is! Have a look:
http://www.pro-chart.de/images/Dotted_WF.png
It's pure excel!
Now one single point ist 0,2% of the whole (in the example above). Add more datapoints and you can visulize the very big and the very small numbers!
Wish you a lot of fun - visualizing with excel can be very powerful!
Joerg
...if you would like to know how these charts work, just send an email to J.Decker@pro-chart.de
Hey Joerg,
I don't dig so much the dotted waterfall thing. But this is kind of awesome:
http://www.pro-chart.de/images/FS_Schweizer_Post.png
Can you help me on the bar of bar graph? Would it be possible to create that from pivot table? Can you show me how to create the bar of bar graph?
do nothing but say "Awesome!"
You are a Rock star.....This seemed an answer as if someone was reading my mind and just had the solution to my questions on what I exactly was looking for .....What a Fab !!
can u explian me step by step
Can anyone please explain how to make this chart please.
Do you mean the pie of a pie chart or the folded bar chart?
Joery PIE OF PIE Chart please
Can someone please explain how to make PIE OF PIE Chart.
@Mandeep
The last line of the post is:
PS: If you want to know to create this pie of pie of pie chart in excel, see here.
Due to forum migration, link is now:
http://chandoo.org/forum/threads/multiple-pie-chart.7343/
Hi... i love these charts.... can any one show me how to draw these charts in excel 2010
@Vamshi
The very last line of the post refers you to:
PS: If you want to know to create this pie of pie of pie chart in excel, see here. http://chandoo.org/forums/topic/multiple-pie-cahrt
Where is the attachment....it used to be there...i have seen this before but now i am not able to find...
See this:
http://img.chandoo.org/playground/WaterDistribution-chandoo.xlsx
And this:
http://chandoo.org/forum/threads/how-do-you-create-this-chart.9743/
Normally I don't learn post on blogs, however I would like to
say that this write-up very compelled me to try and do so!
Your writing style has been amazed me. Thank you,
quite great article.
This is very impressive, I would like to learn how to build this for myself. I have tried for some time now, is there a step by step process on how to create these waterfall pie of pie charts?
I am novice to excel and use it very seldom. But your blog contains to the point information one needs to get going.
I was searching for a trick to do a Pie chart drill down - for example the first pie chart shows how the prices are distributed between perishable and non-perishable items.
Now if we want to know how the perishable items are distributed - one can click the segment and it will draw another pie chart with distribution of all different perishable items (milk,meat,fruit,veg etc)
So do you have any such trick?
Regards,
electrojit
I like the look of your pie of pie of pie chart, although I understand that the relative size of each pie does not represent the actual percentages.