From ae403a35780fc4126f0dce27645dd127247e2a50 Mon Sep 17 00:00:00 2001 From: James Turk Date: Sat, 28 Sep 2024 14:45:22 -0500 Subject: [PATCH] 03 mostly done --- 03.charts/area.png | Bin 0 -> 52015 bytes 03.charts/bars.png | Bin 0 -> 27837 bytes 03.charts/bubble.png | Bin 0 -> 35762 bytes 03.charts/bump.png | Bin 0 -> 53794 bytes 03.charts/crochet.jpg | Bin 0 -> 26968 bytes 03.charts/examples.ipynb | 117 +++++++++++++++++++++++- 03.charts/facet.png | Bin 0 -> 26453 bytes 03.charts/heatmap.png | Bin 0 -> 31212 bytes 03.charts/lhc.png | Bin 0 -> 925463 bytes 03.charts/lines.png | Bin 0 -> 58231 bytes 03.charts/npr-side-by-side.png | Bin 0 -> 107964 bytes 03.charts/nyt1.png | Bin 0 -> 738546 bytes 03.charts/nyt2.png | Bin 0 -> 977218 bytes 03.charts/pie-comparison.png | Bin 0 -> 25669 bytes 03.charts/pie-many.avif | Bin 0 -> 44516 bytes 03.charts/pyramid.png | Bin 0 -> 18785 bytes 03.charts/rankline.png | Bin 0 -> 25207 bytes 03.charts/slides.html | 157 ++++++++++++++++++++++++++------ 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    Chart Design

    CAPP 30239

    -
    +

    Today

    • What general principles of visual design are relevant to our work?
    • @@ -25,25 +25,25 @@
    • When and how do we break the rules?
    -
    +

    Edward Tufte

    The Visual Display of Quantitative Information

    -
    +

    Key Ideas

    • Graphical Integrity: Above all else, show the data.
    • Maximize the data-ink ratio.
    • -
    • Minimize chart-junk.
    • +
    • Minimize chart junk.
    • Aim for high chart density, consider small multiples.
    • Revision & Editing are essential.
    -
    +

    Tufte's Principles for Graphical Integrity

    -
    +
    1. The representation of numbers, as physically measured on the surface of the graphic itself, should be directly proportional to the numerical quantities represented.
    @@ -52,20 +52,20 @@ Graph length increase: 783%
    "Lie Factor": 14.8x

    -
    +
    1. Clear, detailed and thorough labeling should be used to defeat graphical distortion and ambiguity.

    How many children get a spinal injury every year? (out of 74,000,000 children in US)

    -
    +
    1. Write out explanation of the data on the graphic itself. Label important events in the data.

    -
    +
    1. Show data variation, not design variation.
    @@ -73,7 +73,7 @@ Graph length increase: 783%

    The number of information-carrying (variable) dimensions depicted should not exceed the number of dimensions in the data. (roughly 1:1 channel mapping)

    Exception: It is OK/common to pair color & shape, or for print color & texture to address issues that color presents.

    -
    +

    Data-Ink Ratio

    • Data-ink: Ink (pixels) used to show data.
    • @@ -81,50 +81,153 @@ Graph length increase: 783%

    -
    +

    -
    +

    Optimizing Data Density

    Number of entries in DataFrame / Area of Graphic.

    Classic example of high data density is the sparkline, which can fit on a line of text.

    -
    +

    Chart Junk

    Anything that isn't relevant to understanding the data.

    -
    +


    via junkcharts.typepad.com

    -
    +

    Common Chart Types

    +
    +

    Bar Charts & Histograms

    +
      +
    • X/Y: Nominal (Binned Numerical - Histogram)
    • +
    • Y/X: Quantitative
    • +
    +

    +
    +

    Line & Area Charts

    -

    Sparklines

    -

    Strip Plot & Heatmap

    +
      +
    • X: Temporal
    • +
    • Y: Quantitative
    • +
    +
    +
    +

    When to use stacked area charts?

    + +

    Combined X axis variable has meaning.

    +
    +
    +

    Heatmap

    + +
      +
    • X & Y: Quantitative or Nominal
    • +
    • Color: Quantitative
    • +
    • mark_rect
    • +
    +
    +
    +

    Strip Plot

    + +
      +
    • Y: Nominal
    • +
    • X: Temporal or Quantitative
    • +
    • Color: Optional (any type)
    • +
    • mark_tick
    • +
    +
    +

    Pie / Donut / Radial Charts

    -

    Ranked Line Chart

    -

    Scatterplots

    +

    +

    Theta: Quantitative (ratio)
    +Color: Nominal

    +

    Direct comparison of segments is very difficult at n > 2.

    +

    Only use when most important information is ratio between sizes, and relatively few categories.

    +
    +
    +


    +https://www.storytellingwithdata.com/blog/2020/5/14/what-is-a-pie-chart

    +
    +
    +

    Bump / Rank Line Chart

    +

    left

    +

    left

    +

    Useful for showing changes in relative positioning.

    +

    Require some data manipulation using transform_window or pre-computing ranks. (see Altair gallery examples.)

    +
    +
    +

    Scatter & Bubble Plots

    +

    +
      +
    • X / Y: Quantitative
    • +
    +

    Bubble charts use size as a 3rd dimension.

    +
    +

    Small Multiples / Faceting

    +

    + +

    Most useful when there is a nominal variable that charts vary on.

    +
    +

    Distributions

    Map Basics

    -
    -
    +

    When & How to Break the Rules

    -

    2 Examples: Hex / Grid maps ... Word Clouds

    -

    Narrative-supporting graphics

    -

    When it's OK to use 3D

    +

    When in doubt...

    +
      +
    • 95% of visualizations should be some variation of the common types.
    • +
    • Focus on Tufte's rules for clarity.
    • +
    -
    +
    +

    Case Study: Two Innovations

    +

    Two visualization types that have had their moment in the past 10-15 years:

    +
      +
    • Hex/Grid Maps
    • +
    • Word Clouds
    • +
    +
    +
    +

    Grid Map

    +

    +

    Introduced in https://blog.apps.npr.org/2015/05/11/hex-tile-maps.html

    +
    +
    +

    Word Cloud

    +

    +
    +
    +


    +

    +

    Derived from same data as word cloud.

    +

    source: NYTimes via https://www.niemanlab.org/2011/10/word-clouds-considered-harmful/

    +
    +
    +

    Narrative-supporting graphics

    + +

    by ulaniulani on flickr

    +
    +
    +

    When it's OK to use 3D

    +

    You have data that truly makes more sense in 3D.

    +

    and/or

    +

    You work at CERN.

    +
    +

    Acknowledgements & References

    Thanks to Alex Hale, Andrew McNutt, and Jessica Hullman for sharing their materials.

    .0000003%

    .0000003%

    source: https://www.juiceanalytics.com/writing/better-know-visualization-small-multiples

    discuss: is this a good thing?

    \ No newline at end of file diff --git a/03.charts/slides.md b/03.charts/slides.md index 45f0e6f..a9ca538 100644 --- a/03.charts/slides.md +++ b/03.charts/slides.md @@ -28,7 +28,7 @@ theme: custom-theme - Graphical Integrity: Above all else, show the data. - Maximize the data-ink ratio. -- Minimize chart-junk. +- Minimize chart junk. - Aim for high chart density, consider *small multiples*. - Revision & Editing are essential. @@ -113,36 +113,177 @@ via junkcharts.typepad.com ## Common Chart Types +--- + ### Bar Charts & Histograms +- X/Y: Nominal (Binned Numerical - Histogram) +- Y/X: Quantitative + +![](bars.png) + +--- + ### Line & Area Charts -### Sparklines +- X: Temporal +- Y: Quantitative -### Strip Plot & Heatmap + +![bg right width:600px](lines.png) + +--- + +### When to use stacked area charts? + +![bg left width:600px](area.png) + +Combined X axis variable has meaning. + +--- + +### Heatmap + +![bg right width:600px](heatmap.png) + +- X & Y: Quantitative or Nominal +- Color: Quantitative +- `mark_rect` + +--- + +### Strip Plot + +![bg left width:600px](strip.png) + +- Y: Nominal +- X: Temporal or Quantitative +- Color: Optional (any type) +- `mark_tick` + +--- ### Pie / Donut / Radial Charts -### Ranked Line Chart +![](pyramid.png) -### Scatterplots +Theta: Quantitative (ratio) +Color: Nominal + +Direct comparison of segments is very difficult at n > 2. + +Only use when most important information is ratio between sizes, and relatively few categories. + +--- + +![](pie-comparison.png) +https://www.storytellingwithdata.com/blog/2020/5/14/what-is-a-pie-chart + +--- + +### Bump / Rank Line Chart + +![width:200px left](rankline.png) + +![width:500px left](bump.png) + +Useful for showing changes in relative positioning. + +Require some data manipulation using `transform_window` or pre-computing ranks. (see Altair gallery examples.) + +--- + +### Scatter & Bubble Plots + +![](bubble.png) + +- X / Y: Quantitative + +Bubble charts use size as a 3rd dimension. + +--- ### Small Multiples / Faceting +![](facet.png) + +![bg right](small-maps.png) + + + +Most useful when there is a nominal variable that charts vary on. + +--- + ### Distributions ### Map Basics -### Altair Gallery Miscellania - --- ## When & How to Break the Rules -### 2 Examples: Hex / Grid maps ... Word Clouds -### Narrative-supporting graphics +**When in doubt...** + +- 95% of visualizations should be some variation of the common types. +- Focus on Tufte's rules for clarity. + +--- + +### Case Study: Two Innovations + +Two visualization types that have had their moment in the past 10-15 years: + +- Hex/Grid Maps +- Word Clouds + +--- + +## Grid Map + +![](npr-side-by-side.png) + +Introduced in + + + + +--- + +## Word Cloud + +![](word-cloud.jpg) + + +--- + +![bg left](nyt1.png) +![](nyt2.png) + +Derived from same data as word cloud. + +source: NYTimes via https://www.niemanlab.org/2011/10/word-clouds-considered-harmful/ + +--- + +## Narrative-supporting graphics + +![bg left width:500px](crochet.jpg) + +by ulaniulani on flickr + +--- + ### When it's OK to use 3D +You have data that truly makes more sense in 3D. + +and/or + +You work at CERN. + +![bg right width:700px](lhc.png) + --- ## Acknowledgements & References @@ -150,3 +291,6 @@ via junkcharts.typepad.com Thanks to Alex Hale, Andrew McNutt, and Jessica Hullman for sharing their materials. - https://www2.cs.uh.edu/~ceick/NO/COSC3337-DV2.pdf +- Images from Tufte's Visual Display of Quantitative Information +- Images from Altair + diff --git a/03.charts/small-maps.png b/03.charts/small-maps.png new file mode 100644 index 0000000000000000000000000000000000000000..87194a1a3a2a218b3dd8b27849d78d9507cef19d GIT binary patch literal 221984 zcmV)3K+C_0P)00Hy}0ssI2M6^iV00Uy@NklF`tNIvDCNDu@_fFOtw$BvUYi0#;3+grS4W_EV^Xh&V6M)gWkg(~b~@4ZT5 zk;EdBl1Nb`MRk#4lh`|R-y?_Ah|$c#5d2}V_k(!eJ?EZ#&hM0a`NWS(Ka3y7595dN z!}#FFN2NdOC>G#REEb`MB6!S$r!wyit5nabAAnzxFID901i-j;Z5``fl6N=iO)UZs z?iAkQpDB>gD1VgcyEpId!%V7 zMCHdyuesCMy+05iR&%dIxyE@5(L(V$tID}`u6XUUdTdlBYmc>=>g27d|F-1!D3$s^ z*0XAKvGTXh^12O+?^g?R>dme3>KXM4E8O?*RS&~$P}k^sXG?Wf-Lh#NvtF!TsE%J} zc>z#$GPj2Q`*+OR%0k@+75be@Zba+aQ{~~NgWtop;w?738;W}2T5-KM?srg1w_*hz zZb^U}o7PYN37zVWtG+fqq~;DemP>`DeC86Bx#J0d$E4rQrjb`o_BQbNx zOQxy?@a_=R#rpqkC7Gj&sgP&+RM@=f%+=>#T|wNQQZ!|3&8 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