My Favorite Pie (Chart)

•

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Markus Ehrenmueller-Jensen

Make #DataViz Great Again!

Data & Analytics

My Favorite Pie
(Chart)
Improve Your Data Vizualization
Markus Ehrenmüller-Jensen,
Business Intelligence Architect, runtastic.com

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Session Evaluations
ways to access
Go to passSummit.com Download the GuideBook App
and search: PASS Summit 2016
Follow the QR code link displayed
on session signage throughout the
conference venue and in the
program guide
Submit by 5pm
Friday November 6th to
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Your feedback is
important and valuable. 3

Markus
Ehrenmüller-Jensen
BI Architect, runtastic.com
Microsoft Certified Solution Expert (MCSE)
Chapter Leader PASS Austria
Organizer SQL Saturday Vienna
markus.ehrenmueller@gmail.com
sqlederhose.wordpress.com
/markus-ehrenmueller @MEhrenmueller

The Good, The Bad and The Pie Chart
Rules
Demos
Agenda

From Data to Action
Data
+ Context
+/- Pertinence
= Information
* Presentation
= Insight
1,234,567.89
Sales in EUR
1.2 Mio
Line Chart
Declining Sales
*
 Action Increase Marketing

1. Use proper chart-type.
2. Display as few information as possible,
as much information as necessary.
3. Encode accurately.
4. Highlight important things.
5. Calculate measures.
You shall …
reducing
enriching

1.Use proper chart-type.
Table
Bar/Columns
Line
Pie
Portfolio / Scatter
Map

Compare individual values
Precise values
Detail and summary
Several scales/units
vs. Chart
Patterns, Trend, Exceptions
Relationships
Table

Compare Values
Ranking
Part of the whole
Bar
Histogram
Column
Over Time
Bar/Column

Continuous values
Over time
Deviation
Correlation
Do not use for
Nominales (North, East, …)
Ordinales (1, 2, 3, …)
(use Bar/Column instead)
Line
0
20,000
40,000
60,000
80,000
100,000
120,000
140,000
160,000

Many values
Two or three
measures
simultaneously
Spikes
Portfolio/Scatter

Heatmap
Mass of data points
Do not show
Simple data
Map
Source: http://www.salzburg24.at/2014/10/2014-10-06-13_37_45-11.-Runde-RBS-vs.-WRN-Heatmap.jpgSource: http://www.gsd.harvard.edu/gis/manual/lookup/

Reduce “ink factor”
Information only
No useless decoration
Use proper scaling
Precision, mio, time, …
2.Display as few information as possible,
as much information as necessary.

Sorting order
Zero-based Charts
Reduce Colors
Meaningful
Shades of grey
Colorblindness (eg. vischeck.com)
www.colorbrewer.org
3.Encode accurately.

Text
Color
Symbol
Spot
Data Bar
Icon-Set
4.Highlight important things.

Display calculated values
5.Calculate measures.

Solution
North America
Europe
Pacific
0.00% 0.50% 1.00% 1.50% 2.00%
Discount Pct

Check used chart types
Reduce your reports
Enrich your reports
Call to Action

Questions?
Markus Ehrenmüller-Jensen
Business Intelligence Architect
runtastic.com
Microsoft Certified Solution Expert (MCSE)
Chapter Leader PASS Austria
Organizer SQL Saturday Vienna
markus.ehrenmueller@gmail.com
sqlederhose.wordpress.com
@MEhrenmueller
/markus-
ehrenmueller

Thank You
Learn more from
Markus Ehrenmüller-Jensen
markus.ehrenmueller@gmail.com
or follow @MEhrenmueller

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原版定制【微信:153539019】《(UWO毕业证书）西安大略大学毕业证》【微信:153539019】成绩单、雅思、外壳、留信学历认证永久存档查询，采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信153539019】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信153539019】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。

原件一样(UWO毕业证书）西安大略大学毕业证成绩单留信学历认证

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Explore the cutting-edge methods and technologies utilized in rain forecasting, from traditional meteorological models to machine learning algorithms. Discover how these predictive tools enable accurate anticipation of rainfall patterns, aiding in disaster preparedness, agriculture planning, and urban infrastructure management. To learn in detail about analysis and prediction visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/

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Context 1. Make Insight-informed Decisions: Clinic collected data on heart disease diagnosis and other patient information, and wants to use the data to make insight-informed decisions. Objective 2. Predict Patient’s Well-being: To identify the rules that will predict whether a patient will have heart disease in the future, based on the data collected on him/her. Strategy 3. Deploy Decision Tree Model: Create a Decision Tree Model, with rules, to predict whether a patient will have a heart disease in the future based on collected data. 3.1 To train and evaluate the model 3.2 Boost the model’s performance 3.3 Conduct predictions Author: Anthony Mok Date: 18 Nov 2023 Email: xxiaohao@yahoo.com

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RobertoOcampo24

原版定制【微信:153539019】【利物浦大学毕业证(Liverpool毕业证）】【微信:153539019】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信153539019】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信153539019】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！

1:1原版定制利物浦大学毕业证(Liverpool毕业证）成绩单学位证书留信学历认证

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My Favorite Pie (Chart)

1. My Favorite Pie (Chart) Improve Your Data Vizualization Markus Ehrenmüller-Jensen, Business Intelligence Architect, runtastic.com

2. Please silence cell phones

3. Explore Everything PASS Has to Offer FREE ONLINE WEBINAR EVENTS FREE 1-DAY LOCAL TRAINING EVENTS LOCAL USER GROUPS AROUND THE WORLD ONLINE SPECIAL INTEREST USER GROUPS BUSINESS ANALYTICS TRAINING VOLUNTEERING OPPORTUNITIES PASS COMMUNITY NEWSLETTER BA INSIGHTS NEWSLETTERFREE ONLINE RESOURCES

5. Session Evaluations ways to access Go to passSummit.com Download the GuideBook App and search: PASS Summit 2016 Follow the QR code link displayed on session signage throughout the conference venue and in the program guide Submit by 5pm Friday November 6th to WIN prizes Your feedback is important and valuable. 3

6. Markus Ehrenmüller-Jensen BI Architect, runtastic.com Microsoft Certified Solution Expert (MCSE) Chapter Leader PASS Austria Organizer SQL Saturday Vienna markus.ehrenmueller@gmail.com sqlederhose.wordpress.com /markus-ehrenmueller @MEhrenmueller

8. The Good, The Bad and The Pie Chart Rules Demos Agenda

9. The Good, …

10. The Bad, …

11. … and The Pie Chart

12. From Data to Action Data + Context +/- Pertinence = Information * Presentation = Insight 1,234,567.89 Sales in EUR 1.2 Mio Line Chart Declining Sales *  Action Increase Marketing

13. 1. Use proper chart-type. 2. Display as few information as possible, as much information as necessary. 3. Encode accurately. 4. Highlight important things. 5. Calculate measures. You shall … reducing enriching

14. 1.Use proper chart-type. Table Bar/Columns Line Pie Portfolio / Scatter Map

15. Compare individual values Precise values Detail and summary Several scales/units vs. Chart Patterns, Trend, Exceptions Relationships Table

16. Compare Values Ranking Part of the whole Bar Histogram Column Over Time Bar/Column

17. Continuous values Over time Deviation Correlation Do not use for Nominales (North, East, …) Ordinales (1, 2, 3, …) (use Bar/Column instead) Line 0 20,000 40,000 60,000 80,000 100,000 120,000 140,000 160,000

18. Pie Majority of (two) values

19. Many values Two or three measures simultaneously Spikes Portfolio/Scatter

20. Heatmap Mass of data points Do not show Simple data Map Source: http://www.salzburg24.at/2014/10/2014-10-06-13_37_45-11.-Runde-RBS-vs.-WRN-Heatmap.jpgSource: http://www.gsd.harvard.edu/gis/manual/lookup/

21. 27

22. Reduce “ink factor” Information only No useless decoration Use proper scaling Precision, mio, time, … 2.Display as few information as possible, as much information as necessary.

23.

24.

25.

26. Sorting order Zero-based Charts Reduce Colors Meaningful Shades of grey Colorblindness (eg. vischeck.com) www.colorbrewer.org 3.Encode accurately.

27.

28.

29.

30. The Bad - Original

31. The Bad - Deuteranope

32. The Bad - Protanope

33. The Bad - Tritanope

34. The Pie Chart - Original

35. The Pie Chart - Deuteranope

36. The Pie Chart - Protanope

37. The Pie Chart - Tritanope

38. Text Color Symbol Spot Data Bar Icon-Set 4.Highlight important things.

39.

40.

41. Display calculated values 5.Calculate measures.

42. Demo

43. The Good, …

44. The Bad, …

45. … and The Pie Chart

46. Solution North America Europe Pacific 0.00% 0.50% 1.00% 1.50% 2.00% Discount Pct

47. Check used chart types Reduce your reports Enrich your reports Call to Action

48. 1. Use proper chart-type. 2. Display as few information as possible, as much information as necessary. 3. Encode accurately. 4. Highlight important things. 5. Calculate measures. Wrap up reducing enriching

49. Questions? Markus Ehrenmüller-Jensen Business Intelligence Architect runtastic.com Microsoft Certified Solution Expert (MCSE) Chapter Leader PASS Austria Organizer SQL Saturday Vienna markus.ehrenmueller@gmail.com sqlederhose.wordpress.com @MEhrenmueller /markus- ehrenmueller

50. Session Evaluations ways to access Go to passSummit.com Download the GuideBook App and search: PASS Summit 2016 Follow the QR code link displayed on session signage throughout the conference venue and in the program guide Submit by 5pm Friday November 6th to WIN prizes Your feedback is important and valuable. 3

51. Thank You Learn more from Markus Ehrenmüller-Jensen markus.ehrenmueller@gmail.com or follow @MEhrenmueller

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