Difference between revisions of "Lesson06"

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<font size="5">'''Visualising and Analysing High-dimensional Data'''</font>
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<font size="5">'''Visualisation of Time-Oriented Data'''</font>
 
 
=Content=
 
 
 
* Introduction to High- Data
 
* Trellis
 
* Correlation Matrix
 
* Ternary Plot
 
* Glyphs or Star Plot
 
* Heatmap
 
* Parallel Coordinate Plot
 
* Treemap
 
  
 
=Readings=
 
=Readings=
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==Core Readings==
 
==Core Readings==
  
* [https://www.tableau.com/learn/whitepapers/visualizing-survey-data?ref=wc&signin=87976443b721a885b33a300166b02e22 Visualizing Survey Data]
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* [http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.122.8704&rep=rep1&type=pdf A taxonomy of temporal data visualization techniques]
* [https://onlinelibrary-wiley-com.libproxy.smu.edu.sg/doi/full/10.1002/wics.1192 Mosaic Plots]
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* [http://charliepark.org/slopegraphs/ Edward Tufte’s “Slopegraphs”]
* [https://www.jstatsoft.org/article/view/v057i05 Design of Diverging Stacked Bar Charts for Likert Scales and Other Applications]
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* [http://www.perceptualedge.com/articles/guests/intro_to_cycle_plots.pdf Introduction to Cycle Plots]
* [https://kosara.net/papers/2010/Kosara_BeautifulVis_2010.pdf Turning a Table into a Tree: Growing Parallel Sets into a Purposeful Project]
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* [http://www.perceptualedge.com/articles/visual_business_intelligence/visualizing_change.pdf Visualizing Change: An Innovation in Time-Series Analysis]
* [http://www.cs.umd.edu/hcil/treemap-history Shneiderman, Ben (2008) Treemaps for space-constrained visualization of hierarchies] (http://www.cs.umd.edu/hcil/treemap-history/)
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* [http://citeseerx.ist.psu.edu/viewdoc/download;jsessionid=08076DD0A1346CB0F3AE2A98A5FB17A0?doi=10.1.1.363.5396&rep=rep1&type=pdf The Development of the Horizon Graph]
* [http://www.cs.umd.edu/hcil/treemap/FLEXIBLE-HIERARCHY-FINAL.pdf Extending the Utility of Treemaps with Flexible Hierarchy]
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* [https://en.wikipedia.org/wiki/Candlestick_chart Candlestick chart]
 
 
 
 
==Optional Readings==
 
 
 
* Diverging Stacked Bar Chart
 
** [https://www.datarevelations.com/visualizing-survey-data Visualizing Survey Data from Data Revolution]
 
** [https://bookdown.org/Rmadillo/likert/ Do not use averages with Likert scale data]
 
* Mosaic Plot
 
** [https://link-springer-com.libproxy.smu.edu.sg/content/pdf/10.1007%2F978-3-540-33037-0_23.pdf Visualizing Contingency Tables]
 
** [https://link-springer-com.libproxy.smu.edu.sg/content/pdf/10.1007%2F0-387-37977-0_5.pdf Multivariate Categorical Data-Mosaic Plots]
 
** [http://www.theusrus.de/blog/understanding-mosaic-plots/ Understanding Area Based Plots: Mosaic Plots]
 
** [https://link-springer-com.libproxy.smu.edu.sg/content/pdf/10.1007%2F978-3-540-33037-0_24.pdf Mosaic Plots and Their Variants]
 
* Parallel Sets
 
** [https://doaj.org/article/f2413642cbd04cdd9741f8c6c607f8c9 Social Factors That Influence Use of ICT in Agricultural Extension in Southern Africa]
 
** [http://marlenacompton.com/?p=444 Visualizing Defect Percentages with Parallel Sets]
 
** [http://www.theusrus.de/blog/parallel-sets-vs-mosaic-plots-take-i/ Parallel Sets vs. Mosaic Plots (Take I)]
 
** [http://www.discoveryexhibition.org/pmwiki.php/Entries/Kosara2009 Discovery Exhibition: Parallel Sets]
 
* Treemaps
 
** [http://eagereyes.org/Techniques/Treemaps.html Treemaps]
 
** [http://www.b-eye-network.com/view/2673 Discovering Business Intelligence Using Treemap Visualization]
 
** [http://www.juiceanalytics.com/writing/10-lessons-treemap-design/ 10 Lessons in Treemap Design]
 
** [http://delivery.acm.org.libproxy.smu.edu.sg/10.1145/580000/571649/p833-b_bederson.pdf?ip=202.161.43.77&id=571649&acc=ACTIVE%20SERVICE&key=FF6731C4D3E3CFFF%2E39D185EE56A58666%2E4D4702B0C3E38B35%2E4D4702B0C3E38B35&__acm__=1538033167_4a6787aed9b15196b9e585b3af4b7031 Bederson, Benjamin B.; Shneiderman, Ben; Wattenberg, Martin (2002). "Ordered and quantum treemaps: Making effective use of 2D space to display hierarchies". ACM Transactions on Graphics. 21 (4): 833.]
 
** [http://www.win.tue.nl/~vanwijk/stm.pdf Bruls, Mark; Huizing, Kees; van Wijk, Jarke J. (2000). "Squarified treemaps". In de Leeuw, W.; van Liere, R. Data Visualization 2000: Proc. Joint Eurographics and IEEE TCVG Symp. on Visualization]
 
** [http://www.juiceanalytics.com/writing/us-economic-census-treemap/ US Economic Census Treemap]
 
** [https://ac-els-cdn-com.libproxy.smu.edu.sg/S0740624X11001055/1-s2.0-S0740624X11001055-main.pdf?_tid=5f3e825d-c9d0-414f-b1d2-3ffbe8e115d1&acdnat=1538033558_64b0c1431092fec2ea12cc5e7ba8e77b TreeCovery: Coordinated dual treemap visualization for exploring the Recovery Act]
 
** [http://www.juiceanalytics.com/writing/juices-stimulus-bill-explorer/ Juice's Stimulus Bill Explorer]
 
** [http://www.cc.gatech.edu/gvu/ii/fundexplorer/ Fundexplorer]
 
** [http://www.smartmoney.com/map-of-the-market/ Map of the Market]
 
** [http://www.hivegroup.com/gallery/index.html The HIVE Group]
 
** [http://www.nytimes.com/imagepages/2007/02/25/business/20070225_CHRYSLER_GRAPHIC.html Truck Sales Slip, Tripping Up Chrysler]
 
** [http://newsmap.jp/ Newsmap]
 
** [http://www.nytimes.com/interactive/2010/02/01/us/budget.html Obama’s 2011 Budget Proposal: How It’s Spent]
 
 
 
=R Methods=
 
 
 
==Diverging Stacked Bar Charts==
 
 
 
* [https://www.rdocumentation.org/packages/HH/versions/3.1-35/topics/likert likert] function in [https://www.rdocumentation.org/packages/HH/versions/3.1-35 HH] package
 
* [https://cran.r-project.org/web/packages/likert/ likert] package
 
** [https://rpubs.com/m_dev/likert_summary Using likert on summary results]
 
* [https://rdrr.io/cran/sjPlot/src/R/plot_likert.R plot_likert] function of [https://cran.r-project.org/web/packages/sjPlot/ sjPlot] package.
 
  
==Mosaic plot==
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==Additional Readings==
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* [http://charliepark.org/a-slopegraph-update/ Slopegraph Update]
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* [http://www.perceptualedge.com/articles/visual_business_intelligence/time_on_the_horizon.pdf Time on the Horizon]
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* [http://www.cs.umd.edu/hcil/timesearcher/ TimeSearcher]
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* [https://www.investopedia.com/trading/candlestick-charting-what-is-it/ Understanding Basic Candlestick Charts]
  
* [https://www.rdocumentation.org/packages/graphics/versions/3.5.1/topics/mosaicplot mosaicplot] function of R Graphics
 
* ggmosaic package
 
** [https://cran.r-project.org/web/packages/ggmosaic/index.html ggmosaic: Mosaic Plots in the 'ggplot2' Framework]
 
** [https://cran.r-project.org/web/packages/ggmosaic/vignettes/ggmosaic.html Mosaic plots with ggplot2]
 
* [https://cran.r-project.org/web/packages/vcd/index.html vcd: Visualizing Categorical Data]
 
** [https://www.jstatsoft.org/article/view/v017i03 The Strucplot Framework: Visualizing Multi-way Contingency Tables with vcd]
 
** [https://cran.r-project.org/web/packages/vcd/vignettes/residual-shadings.pdf Residual-Based Shadings in vcd]
 
* [https://cran.r-project.org/web/packages/vcdExtra/index.html vcdExtra: 'vcd' Extensions and Additions]
 
** [https://cran.r-project.org/web/packages/vcdExtra/vignettes/vcd-tutorial.pdf Tutorial: Working with categorical data with R and the vcd package]
 
  
==Treemaps==
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=All About Tableau=
* [https://cran.r-project.org/web/packages/treemap/ Treemap]
 
** [https://rpubs.com/brandonkopp/creating-a-treemap-in-r Creating a Treemap in R]
 
** [https://cran.r-project.org/web/packages/treemap/vignettes/treemap-color_mapping.html treemap: mapping to color palettes]
 
** [https://r-posts.com/simple-steps-to-create-treemap-in-r/ Simple Steps to Create Treemap in R]
 
** [https://cran.r-project.org/web/packages/treemapify/index.html treemapify: Draw Treemaps in 'ggplot2']
 
** [https://cran.r-project.org/web/packages/treemapify/vignettes/introduction-to-treemapify.html Introduction to treemapify]
 
** [https://datascience-enthusiast.com/R/R_shiny_Tableau_treemap.html  Interactive visualization with R-Shiny versus with Tableau: Treemaps]
 
  
==Sunburst Diagram==
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* [http://dataremixed.com/2013/12/slopegraphs-in-tableau/ Slopegraphs in Tableau]
** [https://cran.r-project.org/web/packages/sunburstR/ sunburstR]
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* [https://www.tableau.com/learn/tutorials/on-demand/horizon-charts Horizon Graph]
** [https://cran.r-project.org/web/packages/sunburstR/vignettes/sunburst-2-0-0.html Sunburst 2.0.0]
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* [https://www.tableau.com/about/blog/2017/2/viz-variety-show-heatmaps-66330 Viz Variety Show: When to use heatmap calendars]
** [http://timelyportfolio.github.io/sunburstR/example_baseball.html Visualize Baseball with sunburstR]
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* [https://kb.tableau.com/articles/howto/creating-a-candlestick-chart Creating a Candlestick chart]
** [https://medium.com/optima-blog/create-basic-sunburst-graphs-with-ggplot2-7d7484d92c61 Create Basic Sunburst Graphs with ggplot2]
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* [https://www.tableau.com/learn/tutorials/on-demand/candlestick-charts-and-bollinger-bands Candlestick Charts and Bollinger Bands]
** [https://cran.r-project.org/web/packages/circlize/index.html circlize: circular visualization in R]
 
** [https://jokergoo.github.io/circlize_book/book/ Circular Visualization in R]
 

Latest revision as of 23:17, 29 February 2020