Difference between revisions of "Lesson04"
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+ | <font size="5">'''Fundamentals of Visual Analytics'''</font> | ||
+ | |||
+ | =Lesson Outline= | ||
+ | |||
+ | * Visualising Amounts | ||
+ | ** Bar chart | ||
+ | ** Pareto chart | ||
+ | ** Grouped and stacked bars | ||
+ | ** Dot plot | ||
+ | * Visualising Distribution | ||
+ | ** Histogram | ||
+ | ** Density plot | ||
+ | ** Boxplot | ||
+ | ** Notched boxplot | ||
+ | ** Violin plot | ||
+ | ** Q-Q plot | ||
+ | * Visualising Relationships Among Two Continuous Variables | ||
+ | ** Scatter plot | ||
+ | * Visualising Associations Among Two Categorical Variables | ||
+ | ** Mosaic plot | ||
+ | * Visualising Uncertainty | ||
+ | ** Why Visualising Uncertainty? | ||
+ | ** Basic Statistical Concepts Related to Uncertainty | ||
+ | ** Univariate Graphical Methodes for Visualising Uncertainty | ||
+ | *** Error bars | ||
+ | *** Confidence strips | ||
+ | *** Ridge plot | ||
+ | ** Bivariate Graphical Methods for Visuaising Uncertainty | ||
+ | |||
+ | =Core Readings= | ||
+ | * Claus O. Wilke [https://serialmentor.com/dataviz/ Fundamentals of Data Visualization]. Chapter 6-12 and 16. | ||
+ | |||
+ | ==Readings on Statistical Graphics== | ||
+ | ===Boxplot=== | ||
+ | * [https://towardsdatascience.com/understanding-boxplots-5e2df7bcbd51 Understanding Boxplots] | ||
+ | |||
+ | ===Violin Plots=== | ||
+ | * [https://en.wikipedia.org/wiki/Violin_plot Violin Plot-wikipedia] | ||
+ | * [https://search.proquest.com/openview/dcd68eb137d2d6b08aa23f37e34e0b01/1?pq-origsite=gscholar Hintze, Jerry L.; Nelson, Ray D. (1998). "Violin Plots: A Box Plot-Density Trace Synergism". The American Statistician. 52 (2): 181–4] | ||
+ | |||
+ | ===Notched Box Plots=== | ||
+ | * [https://sites.google.com/site/davidsstatistics/home/notched-box-plots Notched Box Plots] | ||
+ | |||
+ | ===Dot Plots=== | ||
+ | * [https://search-proquest-com.libproxy.smu.edu.sg/docview/228429978?rfr_id=info%3Axri%2Fsid%3Aprimo Dot plots] | ||
+ | * [http://www.b-eye-network.com/view/2468 Dot Plots: A Useful Alternative to Bar Charts] | ||
+ | |||
+ | ==Readings on Visualising Uncertainty== | ||
+ | * [https://hbr.org/2016/11/why-its-so-hard-for-us-to-visualize-uncertainty Why It’s So Hard for Us to Visualize Uncertainty] | ||
+ | * [https://flowingdata.com/2018/01/08/visualizing-the-uncertainty-in-data/ Visualizing the Uncertainty in Data] | ||
+ | * [https://medium.com/multiple-views-visualization-research-explained/uncertainty-visualization-explained-67e7a73f031b Uncertainty + Visualization, Explained] | ||
+ | |||
+ | ===Error Plots=== | ||
+ | * [https://en.wikipedia.org/wiki/Error_bar Error bar] | ||
+ | * [https://d-nb.info/1151959243/34 The dot plot: A graphical tool for data analysis and presentation] | ||
+ | |||
+ | ===Funnel Plots=== | ||
+ | * [https://www.perceptualedge.com/articles/visual_business_intelligence/variation_and_its_discontents.pdf Variation and Its Discontents: Funnel Plots for Fair Comparisons] | ||
+ | * [https://understandinguncertainty.org/fertility What are the chances of successful fertility treatment?] | ||
+ | * [https://understandinguncertainty.org/three-fold-variation-uk-bowel-cancer-death-rates Three-fold variation in UK bowel cancer death rates(?)] | ||
+ | * [https://pophealthmetrics.biomedcentral.com/articles/10.1186/1478-7954-9-58 Using funnel plots in public health surveillance] | ||
+ | * [https://community.jmp.com/t5/JMP-Blog/Graph-Makeover-Where-same-sex-couples-live-in-the-US/ba-p/30616 Graph Makeover: Where same-sex couples live in the US] | ||
+ | * [https://pdfs.semanticscholar.org/516b/afaccbd9b9bf82c9afdf507121f1a52e3093.pdf Using maps and funnel plots to explore variation in place of death from cancer within London, 2002–2007] | ||
+ | |||
+ | |||
+ | =All About Tableau= | ||
+ | ==Visualising Uncertainty== | ||
+ | * [https://www.datarevelations.com/showing-uncertainty.html Showing uncertainty in survey results] | ||
+ | * [http://drawingwithnumbers.artisart.org/?s=Not+a+funnel+cake Not a funnel cake, nor funnel charts, it’s funnel plots!] | ||
+ | * [https://www.youtube.com/watch?v=HgYzplb5XAU Funnel Plot in Tableau] | ||
+ | * [https://kb.tableau.com/articles/howto/creating-error-bars Creating Error Bars or CI Bars] | ||
+ | * [https://www.theinformationlab.co.uk/2019/10/25/standard-errors-and-confidence-intervals-in-tableau/ Standard errors and confidence intervals in Tableau] | ||
+ | |||
+ | |||
+ | =Visual Analytics Method(s) of the Week= | ||
+ | ==Packed Bars== | ||
+ | * [https://community.jmp.com/t5/JMP-Blog/Introducing-packed-bars-a-new-chart-form/ba-p/39972# Introducing packed bars, a new chart form] | ||
+ | * [https://cran.r-project.org/web/packages/rPackedBar/index.html rPackedBar: Packed Bar Charts with 'plotly'] |
Latest revision as of 19:58, 24 January 2021
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Fundamentals of Visual Analytics
Contents
Lesson Outline
- Visualising Amounts
- Bar chart
- Pareto chart
- Grouped and stacked bars
- Dot plot
- Visualising Distribution
- Histogram
- Density plot
- Boxplot
- Notched boxplot
- Violin plot
- Q-Q plot
- Visualising Relationships Among Two Continuous Variables
- Scatter plot
- Visualising Associations Among Two Categorical Variables
- Mosaic plot
- Visualising Uncertainty
- Why Visualising Uncertainty?
- Basic Statistical Concepts Related to Uncertainty
- Univariate Graphical Methodes for Visualising Uncertainty
- Error bars
- Confidence strips
- Ridge plot
- Bivariate Graphical Methods for Visuaising Uncertainty
Core Readings
- Claus O. Wilke Fundamentals of Data Visualization. Chapter 6-12 and 16.
Readings on Statistical Graphics
Boxplot
Violin Plots
- Violin Plot-wikipedia
- Hintze, Jerry L.; Nelson, Ray D. (1998). "Violin Plots: A Box Plot-Density Trace Synergism". The American Statistician. 52 (2): 181–4
Notched Box Plots
Dot Plots
Readings on Visualising Uncertainty
- Why It’s So Hard for Us to Visualize Uncertainty
- Visualizing the Uncertainty in Data
- Uncertainty + Visualization, Explained
Error Plots
Funnel Plots
- Variation and Its Discontents: Funnel Plots for Fair Comparisons
- What are the chances of successful fertility treatment?
- Three-fold variation in UK bowel cancer death rates(?)
- Using funnel plots in public health surveillance
- Graph Makeover: Where same-sex couples live in the US
- Using maps and funnel plots to explore variation in place of death from cancer within London, 2002–2007
All About Tableau
Visualising Uncertainty
- Showing uncertainty in survey results
- Not a funnel cake, nor funnel charts, it’s funnel plots!
- Funnel Plot in Tableau
- Creating Error Bars or CI Bars
- Standard errors and confidence intervals in Tableau