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Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing...
Transcript of Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing...
![Page 1: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/1.jpg)
Bar, Bubble, or Donut?A process for choosing the right chart type
# T C 1 8
Melinda Lee
Associate Analytics Consultant
Tableau
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About Me
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1. Issue
2. Objectives
3. Design Process
4. Review Chart Options
5. Practice
6. Q&A
Agenda
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What’s the Issue?
Too many options“Which one do I choose?”
Request for something “pretty”“What will look the coolest?”
Doesn’t answer the question“Does this help me tell the story I want to?”
![Page 5: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/5.jpg)
My Cheat Sheet
![Page 6: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/6.jpg)
![Page 7: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/7.jpg)
Design Process
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 8: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/8.jpg)
What are my overall sales?
1) Determine your question
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 9: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/9.jpg)
What are my overall sales?
So what?
Why is this important?
What action do you want your audience
to take with this information?
1) Determine your question
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 10: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/10.jpg)
1) Determine Question
What is the trend of my overall sales?
How much does each product contribute
to overall sales?
Have I met my target for overall sales?
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 11: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/11.jpg)
2) Identify Purpose
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
What is the trend of my overall sales?
How much does each product contribute
to overall sales?
Have I met my target for overall sales?
![Page 12: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/12.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
2) Identify Purpose
What is the trend of my overall sales? Time
How much does each product contribute
to overall sales?
Compare Parts
to Whole
Have I met my target for overall sales? Compare
Measures
![Page 13: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/13.jpg)
2) Identify Purpose
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
Specific Values Compare Rank
Correlation Compare Parts to Whole
Time Distribution
Compare Measures Mapping
![Page 14: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/14.jpg)
Design Process
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
Let’s do this together!
![Page 15: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/15.jpg)
1) Determine your question
What is the average beignet consumption of a Tableau Conference attendee?
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
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So what?
Why is this important?
What action do you want your audience
to take with this information?
1) Determine your question
What is the average beignet consumption of a Tableau Conference attendee?
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 17: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/17.jpg)
1) Determine Question
What is the spread of the number of
beignets consumed?
Does the # of beignets consumed relate
to the # of times an attendee has been to
New Orleans before?
Were most of these beignets consumed
at Café Du Monde?
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 18: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/18.jpg)
2) Identify Purpose
What is the spread of the number of
beignets consumed?
Does the # of beignets consumed relate
to the # of times an attendee has been to
New Orleans before?
Were most of these beignets consumed
at Café Du Monde?
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 19: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/19.jpg)
2) Identify Purpose
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
What is the spread of the number of
beignets consumed?
Does the # of beignets consumed relate
to the # of times an attendee has been to
New Orleans before?
Were most of these beignets consumed
at Café Du Monde?
![Page 20: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/20.jpg)
2) Identify Purpose
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
What is the spread of the number of
beignets consumed?
Distribution
Does the # of beignets consumed relate
to the # of times an attendee has been to
New Orleans before?
Correlation
Were most of these beignets consumed
at Café Du Monde?
Mapping
![Page 21: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/21.jpg)
Design Process
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
Your turn! With a neighbor.
![Page 22: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/22.jpg)
3) Select Chart—Which Ones Do You Recognize?
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 23: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/23.jpg)
3) Select Chart
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 24: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/24.jpg)
3) Select Chart
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 25: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/25.jpg)
Specific Values
Tips:
✓ Add shape and/or color for an easy visual
✓ Consider removing labels from highlight table
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 26: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/26.jpg)
Correlation
Tips:
✓ Add a dimension onto color for further analysis
✓ Add another measure onto size
✓ Reduce transparency and add a borderDetermine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 27: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/27.jpg)
Compare Measures
Tips:
✓ Add color to indicate if above/below target
✓ Consider using color to incentive vs. penalize
✓ Add a third bar for additional analysis
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 28: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/28.jpg)
Trend over Time
Tips:
✓ Focus on one time trend and use other visualizations on dashboard as interactive filters
✓ Make sure labels are horizontal, not vertical
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 29: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/29.jpg)
Compare Rank
Tips:
✓ Sort descending and make bars horizontal
✓ Only use packed bubble charts with a small amount of bubbles or with large variations in size
✓ Use a bump chart if specific values are not importantDetermine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 30: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/30.jpg)
Compare Parts to Whole
Tips:
✓ Use Pies and Donuts if 2 or less dimensions
✓ Use Stacked Bars with 3 or less dimensions
✓ Use Treemaps with 4+ dimensionsDetermine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 31: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/31.jpg)
Distribution
Tips:
✓ Hide the underlying dots in the box plot to see outliers
✓ Make circles transparent and add borders in dot plot
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 32: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/32.jpg)
Mapping
Tips:
✓ Make dots transparent and add border
✓ Consider a Hex Map to normalize size
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 33: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/33.jpg)
Design Process
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
Let’s do this together!
![Page 34: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/34.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
3) Select Chart
What are my overall sales? Specific Values
![Page 35: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/35.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
3) Select Chart
Is there seasonality to my sales? Time
![Page 36: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/36.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
3) Select Chart
How much does each product
contribute to overall sales? (3)
Compare Parts
to Whole
![Page 37: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/37.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
3) Select Chart
Have I met my target for overall sales? Compare
Measures
![Page 38: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/38.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
3) Select Chart
Who are the top 5 consumers of beignets? Compare
Rank
![Page 39: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/39.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
3) Select Chart
Do I have any outliers outside of my
spread of normal distribution of
beignet consumption?
Distribution
![Page 40: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/40.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
3) Select Chart
Does the # of beignets consumed relate
to the # of times an attendee has been to
New Orleans before? Does this also
correlate with # of beignets consumed in
one sitting?
Correlation
![Page 41: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/41.jpg)
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
3) Select Chart
Were most of these beignets
consumed at Café Du Monde?
Mapping
![Page 42: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/42.jpg)
Design Process
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
Your turn! With a neighbor.
![Page 43: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/43.jpg)
Cheat Sheet
![Page 44: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/44.jpg)
So how do I put these onto a dashboard?
• Iterate
• Use one chart per dimension and turn on interactive filters
• Consider using different chart types on dashboard to break up monotony
Determine Question
Identify Purpose
Select ChartApply
Visual Best Practice
![Page 45: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/45.jpg)
![Page 46: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/46.jpg)
More Resources
Which chart or graph is right for you?:https://www.tableau.com/learn/whitepapers/which-chart-or-graph-is-right-for-youVisual Vocabulary:
https://public.tableau.com/en-us/s/gallery/visual-vocabulary?gallery=votd
How to Choose the Right Chart for your Data: https://infogram.com/page/choose-the-right-chart-data-visualization20 Ways to Visualize KPIs:http://duelingdata.blogspot.com/2018/06/var-divelement-document_7.html
![Page 47: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/47.jpg)
Make your Mark | Going Beyond Bars and Lines
R E L AT E D S E S S I O N S
Tues Oct 23 | 2:15 – 3:15pm | MCCNO – L2 – New Orleans Theater A
Thurs Oct 25 | 10:45-11:45am | MCCNO – L2 - 291
Tableau Speed Charting | 50 charts in 50 minutes
Tues Oct 23 | 4:00 – 5:00pm | MCCNO – L2 – La Nouvelle Ballroom B
Tableau Speed Tipping | Can They Reach 100 tips?
Thurs Oct 25 | 10:45 – 11:45am | MCCNO – L2 – La Nouvelle Ballroom B
![Page 48: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/48.jpg)
Questions?
![Page 49: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/49.jpg)
Please complete the
session survey from the
Session Details screen
in your TC18 app
![Page 50: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/50.jpg)
Thank you!
#TC18
Melinda Lee
Twitter: @melinda-g-lee
![Page 51: Bar, Bubble, or Donut? - Tableau Conference 2018 · Bar, Bubble, or Donut? A process for choosing the right chart type #TC18 Melinda Lee Associate Analytics Consultant Tableau](https://reader034.fdocuments.in/reader034/viewer/2022051917/6008bdde8058e93a5f376ce5/html5/thumbnails/51.jpg)