Resources
Introduction
"A person can have the greatest insight in the world. But if that person can’t share the value of that insight with other people, it doesn’t matter." - Gregory Berns (paraphrased)
Data Storytelling Examples:
Leading Oil & Gas producers: https://informationisbeautiful.net/visualizations/ukraine-russian-war-infographics-data-visuals/
Covid-19 Dashboard: https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6
US Gun Killings: http://guns.periscopic.com/?year=2010
Hans Rosling: http://www.ted.com/talks/hans_rosling_shows_the_best_stats_you_ve_ever_seen
Steve Jobs (iPhone Launch): https://youtu.be/Etyt4osHgX0
911 Memorial: http://names.911memorial.org/
Luminaries:
Laurie Frick: https://www.lauriefrick.com/
Albero Cairo: http://www.thefunctionalart.com
William Du Bois: https://www.smithsonianmag.com/history/first-time-together-and-color-book-displays-web-du-bois-visionary-infographics-180970826/
Women in DataViz: http://stephanieevergreen.com/females-in-dataviz/
Stephen Few: https://www.perceptualedge.com/
Charles Minard: http://www.tableausoftware.com/public/gallery/minard-visualization-1812
John Snow: http://public.tableau.com/en-us/s/gallery/mapping-1854-cholera-outbreak
Florence Nightingale: http://boraberan.wordpress.com/2014/03/30/creating-coxcomb-charts-in-tableau/
Ben Shneiderman: http://www.cs.ubc.ca/~tmm/courses/cpsc533c-05-fall/readings/shneiderman96eyes.pdf
Nancy Duarte: https://www.ted.com/talks/nancy_duarte_the_secret_structure_of_great_talks/transcript?language=en
Cole Nussbaumer Knaflic: https://www.linkedin.com/in/colenussbaumer/
Seth Priebatsch (Gamifaction): http://www.ted.com/talks/lang/en/seth_priebatsch_the_game_layer_on_top_of_the_world.html
Nicholas Feltron Home: http://feltron.com/
Brett Victor: http://worrydream.com/
Kight Foundation: https://journalismcourses.org/
Paul Hodge (Visual Resume): https://app.powerbi.com/view?r=eyJrIjoiZTU4NGZlY2ItYjQ5ZS00NjhlLWExZWEtZGQ3MjYzNzYwMzg5IiwidCI6IjAxMzkxZmUzLTYxYjItNDhhMi04YzZjLTcxM2UwMDEwOGFmYiJ9
More DataViz Experts: https://mode.com/blog/data-visualization-experts
DataViz Blogs/Collections:
The Pudding: https://pudding.cool/
USA Facts: https://usafacts.org/
Periscopic: https://periscopic.com/#!/
FlowingData: https://flowingdata.com/
Information is Beautiful: https://informationisbeautiful.net/
FiveThirtyEight.: https://fivethirtyeight.com/
Map Examples: https://www.mapbox.com/blog/hundreds-of-earths-to-explore
Financial Examples: https://www.visualcapitalist.com/
The Guardian: https://www.theguardian.com/interactive
Engagement / Storytelling
"If you wish to influence an individual or a group to embrace a particular value in their daily lives, tell them a compelling story." - Annette Simmons
Data Story Examples:
Bill Gates (extreme poverty): https://www.youtube.com/watch?v=efnHiz0USQE
The Hero's Journey: https://www.masterclass.com/articles/writing-101-what-is-the-heros-journey#joseph-campbell-and-the-heros-journey
Monroe's Motivated Sequence: https://www.mindtools.com/pages/article/MonroeMotivatedSequence.htm
And But Therefore: https://www.formalifesciencemarketing.com/white-papers/life-science-stories-and-but-therefore/
Randy Olson: https://en.wikipedia.org/wiki/Randy_Olson
Pixar Story Rules: https://www.davidaprice.com/pixar-story-rules
Pixar in a box: https://www.khanacademy.org/computing/pixar/storytelling
Headline Formulas: http://sumo.com/stories/headline-formulas
Gamification: https://techcrunch.com/2010/08/25/scvngr-game-mechanics/
Story Structures: https://www.fassforward.com/our-thinking/story-structures-how-to-make-your-messages-work
Navigation:
Scrolling Story: https://trailsofwind.figures.cc/
Scrolling Navigation Example: http://brussels-diversity.jetpack.ai/
Find You in the Data: http://ifyouruledtheworld.figures.cc/
Agile User Stories: https://www.atlassian.com/agile/project-management/user-stories
Topic Generator: https://answerthepublic.com/
Uncover Audience Questions: https://questiondb.io/
Examples:
100 Meter Race: http://www.nytimes.com/interactive/2012/08/05/sports/olympics/the-100-meter-dash-one-race-every-medalist-ever.html
Personas: https://www.interaction-design.org/literature/article/personas-why-and-how-you-should-use-them
World Development Report 2021 (Data Stories): https://wdr2021.worldbank.org/
Climate Change: https://densitydesign.github.io/teaching-dd12/es01/group01/
Find yourself in the Data (Number of Hot Days): https://www.nytimes.com/interactive/2018/08/30/climate/how-much-hotter-is-your-hometown.html
Age of Death: https://flowingdata.com/2015/09/23/years-you-have-left-to-live-probably/
Type of Death: https://flowingdata.com/2016/01/19/how-you-will-die/
eBay Donations (video): https://vimeo.com/114266806
Storytelling Example videos: https://vimeo.com/pviscontest
New York Times - Brand Studio: https://www.tbrandstudio.com/
Automated Narrative: https://narrativescience.com/quill/power-bi/interactive-demo/
Microsoft Storyteller: https://timelinestoryteller.com/
Fun Projects: https://tulpinteractive.com/
Examples of Narrative based DataViz: https://graphics.reuters.com/
Readability Test: https://app.readable.com/text/
Information
"Data is a precious thing and will inevitably last longer than the systems themselves." - Tim Berners-Lee
Chart Selectors:
Visualisation Catalogue: http://www.datavizcatalogue.com/
FT Visual Vocabulary (PDF): https://github.com/Financial-Times/chart-doctor/tree/main/visual-vocabulary
FT Visual Vocabulary (PowerBI): https://app.powerbi.com/view?r=eyJrIjoiMDA4YWIwZWEtMDE3ZS00YmFhLWE5YWMtODFlZWEzNTU1ODNiIiwidCI6IjZjMGE1YjljLTA4OWEtNDk0ZS1iMDVlLTcxNjEwOTgyOTA0NyIsImMiOjF9
FT Visual Vocabulary (Tableau): https://public.tableau.com/views/VisualVocabulary/VisualVocabulary?:embed=y&:display_count=yes&publish=yes&:showVizHome=no
FT Visual Vocabulary (Vega - D3): https://gramener.github.io/visual-vocabulary-vega/
Chart Selector: http://extremepresentation.typepad.com/files/choosing-a-good-chart-09.pdf
The Graphic Continuum: https://policyviz.com/product/graphic-continuum-poster/
Financial Examples:
Visual Financial Income Statement: https://public.tableau.com/views/IncomeStatement_4/IncomeStatement?:embed=y&:display_count=yes&publish=yes&:showVizHome=no
Accounts Receivable Visualisation: https://public.tableau.com/profile/mike.crook.gocougs#!/vizhome/Finance-AccountsPayableReceiptsDemo/APReceivables
Finance Visualisation Examples: https://www.slideshare.net/UPABoston/data-visualizations-that-expand-your-visual-literacy
GDP Visual: https://viz.ged-project.de/
Data Visualization Tools:
Gartner Magic Quad (Animated): https://app.powerbi.com/view?r=eyJrIjoiMTUxYTVkZDYtZTA0Ni00MTVkLTk3ZWEtZGM0MmU5N2FmZTc0IiwidCI6IjAxMzkxZmUzLTYxYjItNDhhMi04YzZjLTcxM2UwMDEwOGFmYiJ9
Coverter (Excel to JSON, etc): https://shancarter.github.io/mr-data-converter/
Data Wrangler: http://vis.stanford.edu/wrangler/
Google Refine: http://openrefine.org/
Visualising Neural Networks: http://playground.tensorflow.org/
Google Lucid Colab Notebooks: https://github.com/tensorflow/lucid
Deep Visualization Toolbox (Jason Yosinshi): http://yosinski.com/deepvis#toolbox
Geospatial information editor: https://www.qgis.org/en/site/
Web Data Scraping:
Journalist Toolbox (with youtube videos): https://www.journaliststoolbox.org/2022/07/20/find-scrape-and-clean-data/
How to Data Scrape: https://www.icij.org/inside-icij/2018/09/web-scraping-how-to-harvest-data-for-untold-stories/
Tool kit for Journalists: https://journocode.com/en/tutorials/a-web-scraping-toolkit-for-journalists/
Scraping Geospatial Data: https://www.bellingcat.com/resources/how-tos/2018/09/05/scrape-interactive-geospatial-data
Data Scraping Tool: https://github.com/scrapinghub/portia
Data Journalism: https://datajournalism.com/read/newsletters/data-scraping-for-stories
Extract Data from Image: https://plotdigitizer.com/extrac-data-graph-image
Extract Data from Image2: https://automeris.io/WebPlotDigitizer/
Sample Data Sources:
Harvard University Data Atlas: https://atlas.cid.harvard.edu/
Melbourne Economic Data: https://metroverse.cid.harvard.edu/city/13023/economic-composition?digit_level=1
USA Facts: http://www.usafacts.org/
Sample DataSets: https://www.data-is-plural.com/
Global Data Examples: https://ourworldindata.org/
Covid-19 Data: https://ourworldindata.org/coronavirus-data-explorer
Covid-19 Data: https://www.worldometers.info/coronavirus/
Covid-19 Data: https://data.cdc.gov/browse?tags=covid-19
Information is Beautiful Datasets: https://www.informationisbeautiful.net/data/
Melbourne Open Data: https://data.melbourne.vic.gov.au/
Melbourne Permit Visualisation: https://www.developmentactivity.melbourne.vic.gov.au/
Range of DataSet: https://discover.data.vic.gov.au/dataset?groups=planning
Other Examples:
Visualising Uncertainty (Hurrican example): https://www.mccormick.northwestern.edu/computer-science/news-events/news/articles/2019/how-data-visualizations-can-clarify-and-confound-uncertainty.html
Politics (2012 US Election): https://www.nytimes.com/elections/2012/electoral-map.html
Sports (Baseball Payback Lens): https://www.autodesk.com/research/publications/video-lens
Scientific Visualizations (Disease Subtyping): https://www.autodesk.com/research/publications/phenolines
GitHub Activity Visual: https://docs.github.com/en/github/setting-up-and-managing-your-github-profile/viewing-contributions-on-your-profile
Alternatives to PieCharts: https://www.tableau.com/about/blog/5-unusual-alternatives-pie-charts
Circular Visualisations: https://www.americanscientist.org/article/circular-visualizations
Visual Models: http://datavizproject.com/
Feature Visualisation Article: https://distill.pub/2017/feature-visualization/
Goggle/Tensorflow T-SNE Projector: http://projector.tensorflow.org/
Google/Tensorflow FACETS Explorer (Know your data): https://pair-code.github.io/facets/
Graphical Perception: http://web.cs.dal.ca/~sbrooks/csci4166-6406/seminars/readings/Cleveland_GraphicalPerception_Science85.pdf
Tableau Jitter: http://community.tableau.com/docs/DOC-5228
MU Collective Lab: https://mucollective.northwestern.edu/
Medical Network Graph: https://snucm.elsevierpure.com/en/persons/y-chung-8/network/
Earth Wind Project: https://earth.nullschool.net/#current/wind/surface/level/orthographic=-226.41,-19.17,339
Collection of example Charts across Tools: https://chartmaker.visualisingdata.com/
Protein Visualisation: https://aquaria.ws/P05067/4yn0/B
DuckDuckGo: https://duckduckgo.com/
DuckDuckGo (I feel ducky Movie example): https://duckduckgo.com/?q=!ducky+IMDB+Avatar)
DuckDuckGo (I feel ducky Jornalist example): https://duckduckgo.com/?q=!ducky+cpj.org+2008+Alexander+Klimchuk
Design
"By visualizing information, we turn it into a landscape that you can explore with your eyes." - David McCandless
Accessibility:
Accessibility considerations: https://accessibility.digital.gov/
Google material Design: https://material.io/design/usability/accessibility.html
Web Accessibility for Designers: https://webaim.org/resources/designers/
Microsoft's Inclusive design: https://www.microsoft.com/design/inclusive/
Apple Accessibility: https://developer.apple.com/design/human-interface-guidelines/foundations/accessibility/
IBM Carbon design (data visualisation): https://carbondesignsystem.com/data-visualization/getting-started/
Color:
Color Brewer2: http://colorbrewer2.org/
Adobe Color: https://color.adobe.com/explore
Color of Cultures: https://informationisbeautiful.net/visualizations/colours-in-cultures/
Film Color Palettes: http://film-palettes.tumblr.com/Gestalt
Color Inspirations site: https://colorsinspo.com/
Layout:
Principles: https://vizzendata.com/2020/07/06/utilizing-gestalt-principles-to-improve-your-data-visualization-design/
Style Guides (examples): https://policyviz.com/2016/11/30/style-guides/
Material Design (Introduction): http://material.io/guidelines/material-design/introduction.htmlMaterial
Design (Charts): https://material.io/design/communication/data-visualization.html#selecting-charts
IBM Design Language: https://www.ibm.com/design/language/data-visualization/overview/
IBM Icon Library: http://www.ibm.com/design/language/resources/icon-library/
Understanding Comics (Scott McCloud): http://scottmccloud.com/
Pre-attentive: http://www.csc.ncsu.edu/faculty/healey/download/tochi.96.pdf
Fonts:
Type Worlf: https://www.typewolf.com/
Fonts in Use: https://fontsinuse.com/
Fonts in the Wild: https://www.fontsinthewild.com/
Designers Only Need These 6 Fonts: https://youtu.be/_4cW79vF1mU
Font Comparison: http://www.identifont.com/differences?first=Futura&second=Century%20Gothic&p=5
You work for them: https://www.youworkforthem.com/
Examples:
Rhythm of Food: http://rhythm-of-food.net/
Tableau Pokemon: http://public.tableau.com/profile/mahesh.ramkumar#!/vizhome/Pokemon_66/Pokemonboard
Make-over Monday: http://www.makeovermonday.co.uk/community/
Flight Patterns: http://www.aaronkoblin.com/project/flight-patterns/
100 Dots visual: http://www.abc.net.au/news/2017-06-27/census-australia-as-100-people/8634318?sf92773377=1
Headline Formulas: http://sumo.com/stories/headline-formulas
Morph (Make Art with Data): https://morph.graphics/
Font Matching Tool: https://www.myfonts.com/WhatTheFont/
Free Artwork (Unsplash): https://unsplash.com/s/photos/data-wallpaper
PowerPoint Templates: https://youexec.com/free-powerpoint-templates
PowerPoint Templates: https://www.duarte.com/slidedocs/
Remove Image background: https://www.remove.bg/upload
Productivity Tools:
Witeboard: https://witeboard.com
Blush (build fun images): https://blush.design
What runs (shows what is running on a site): https://www.whatruns.com
Stock Videos (free): https://coverr.co
Workshop Frameworks: https://untools.co
Ethics and Governance
"There are two goals when presenting data: convey your story and establish credibility" - Edward Tufte
Data Governance: https://alexsolutions.com.au/
Spotting Visual Lies: https://flowingdata.com/2017/02/09/how-to-spot-visualization-lies/
Dangerous Visualisations: https://www.theguardian.com/world/2018/jan/28/fitness-tracking-app-gives-away-location-of-secret-us-army-bases
Overcoming Bias: http://alshams.github.io/responsibledata/bias-in-data-viz/
Clarify, don't Simplify: http://hbr.org/2016/06/visualizations-that-really-work
Recognising Patterns: http://www.skillsyouneed.com/num/statistics-identifying-patterns.html
Beware Non-Zero Axis: http://stephanieevergreen.com/y-axis/
Tricks with Charts: http://www.businessinsider.com.au/fox-news-charts-tricks-data-2012-11
The Pie Chart debate: http://visage.co/data-visualization-101-pie-charts/
Visual Data Governance: http://alexsolutions.com.au/
Data Value vs. Data Risk: https://hbr.org/2017/05/whats-your-data-strategy
Tips and Tricks: http://www.perceptualedge.com/articles/Whitepapers/Common_Pitfalls.pdf
Design IQ Test: http://www.perceptualedge.com/files/GraphDesignIQ.html
Truthiness: http://viz.wtf/archive
The Bikini Chart: http://eagereyes.org/blog/2012/bikini-chart
Soul Machines: https://www.soulmachines.com/
Tools and Trends (Future)
"We shape our tools and afterwards our tools shape us." - Marshall McLuhan
Tools:
Gartner Magic Quad (Animated): https://app.powerbi.com/view?r=eyJrIjoiMTUxYTVkZDYtZTA0Ni00MTVkLTk3ZWEtZGM0MmU5N2FmZTc0IiwidCI6IjAxMzkxZmUzLTYxYjItNDhhMi04YzZjLTcxM2UwMDEwOGFmYiJ9
Floursih (Animation without Programing): https://flourish.studio/
Tableau Public (Fun Examples): https://public.tableau.com/en-us/gallery/workout-goal-tracker
PowerBI: https://powerbi.microsoft.com/en-au/
Qlikview: http://www.qlikview.com/au
Spotfire: http://spotfire.tibco.com/trial
Yellowfin: http://www.yellowfinbi.com/
Google Data Studio: https://datastudio.google.com/gallery?category=visualization
Wolframalpha: http://www.wolframalpha.com/
Catalog of Open Source DataViz Tools: https://dataviz.cafe/
Google Charts: http://developers.google.com/chart/interactive/docs/gallery/sankey
Raw Graphics (Quick on-line tool): https://www.rawgraphs.io/
Visual.ly: http://visual.ly/
Visage: https://visage.co/
Wordle: http://www.wordclouds.com/
Infogr.am: http://infogr.am/
Charticulator: https://charticulator.com/
Lyra Visualization Design Environment (VDE): http://idl.cs.washington.edu/projects/lyra/
Simple on-line Chart Tool: https://datamatic.io/index.html
Programing Languages:
D3.js: http://d3js.org/
Processing: http://processing.org/
Java InfoVis: http://philogb.github.com/jit/demos.html
R GGPlot: http://ggplot2.org/
D3 SandPit/Lab: http://cssdeck.com/labs
D3 Sample: http://bl.ocks.org/d3noob/13a36f70a4f060b97e41
Observable https://observablehq.com/explore
Observable (Interactive example): https://observablehq.com/@russellgoldenberg/the-real-mvp-in-the-nba
Animation:
Floursih (Animation without Programing): https://flourish.studio/
Autodesk Maya: https://flippednormals.com/downloads/3d-data-visualization-in-autodesk-maya/
Other Utilities:
Collection of example Charts across Tools: https://chartmaker.visualisingdata.com/
Geospatial information editor: https://www.qgis.org/en/site/
Squirrel365 (alternative to Xcelsius): https://squirrel365.io/
3D Maps: https://www.mapbox.com/mapbox-studio/
Create Infographics (Canva): https://www.canva.com/create/infographics/
Photo Editor and Design Maker: https://www.fotor.com/
Circular Path Charts: http://circos.ca/
Remove Background: https://www.remove.bg/upload
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DuckDuckGo: https://duckduckgo.com/
DuckDuckGo (I feel ducky Movie example): https://duckduckgo.com/?q=!ducky+IMDB+Avatar)
DuckDuckGo (I feel ducky Jornalist example): https://duckduckgo.com/?q=!ducky+cpj.org+2008+Alexander+Klimchuk
Mentimeter (Real-time survey tool): https://www.mentimeter.com/app
"It is better to have enough ideas for some of them to be wrong, than to be always right by having no ideas at all" - Edward de Bono
New York Times R&D: https://rd.nytimes.com/
Google Colab (Data Visualisation Notebooks): https://colab.research.google.com/drive/1_yo5kJqoG1amRnI4rh4IjNeC1peJyGVs
3D Riding the Nasdaq: http://graphics.wsj.com/3d-nasdaq/
Augmented Reality (Sandbox): http://www.youtube.com/watch?v=j9JXtTj0mzE
Augmented Reality (Pool table): http://youtu.be/zXHXusO8eGw
Embedded DataViz: http://www.trendhunter.com/trends/esben-oxholms-iwatch-concept
Mobile DataViz: http://jasonvanlint.com/pocketkpi/
Data Journalism: http://datajournalismhandbook.org/1.0/en/
John Underkoffler (Minority Report): http://goo.gl/SrxyXg
Video DataViz: http://422south.com/work
Virtual Reality (Oculus: DataViz): https://www.datavizvr.com/
Nicholas Feltron (Advanced 3D): https://medium.com/@feltron/adventures-in-3d-c3ddb0c60054
Brett Victor: http://vimeo.com/66085662
PowerBI Resources
Examples:
PowerBI Covid Dashboard: https://app.powerbi.com/view?r=eyJrIjoiYzcyYTg1ZDYtZjI2Zi00NWNhLWJhYzUtZTM1NjliZjlkOGExIiwidCI6ImIwMzNhNWMyLTFhNGUtNDIwMS1iNGZiLWIwZDkzYjlhMGIxOSIsImMiOjl9
Gartner Magic Quad (Animated): https://app.powerbi.com/view?r=eyJrIjoiMTUxYTVkZDYtZTA0Ni00MTVkLTk3ZWEtZGM0MmU5N2FmZTc0IiwidCI6IjAxMzkxZmUzLTYxYjItNDhhMi04YzZjLTcxM2UwMDEwOGFmYiJ9
Financial Portfolio View: https://app.powerbi.com/view?r=eyJrIjoiZmYzMzBmZjAtMmQ1Zi00ZTQzLThhZWQtMDJjZDY3MWQzOWJlIiwidCI6IjAxMzkxZmUzLTYxYjItNDhhMi04YzZjLTcxM2UwMDEwOGFmYiJ9&pageName=ReportSection
Paul Hodge (Visual Resume): https://app.powerbi.com/view?r=eyJrIjoiZTU4NGZlY2ItYjQ5ZS00NjhlLWExZWEtZGQ3MjYzNzYwMzg5IiwidCI6IjAxMzkxZmUzLTYxYjItNDhhMi04YzZjLTcxM2UwMDEwOGFmYiJ9
Journalist Deaths: https://app.powerbi.com/view?r=eyJrIjoiNzA3YzFjM2YtYTYyMi00MGRjLWJlMjctNjJkZTVkNWI3NzUzIiwidCI6IjAxMzkxZmUzLTYxYjItNDhhMi04YzZjLTcxM2UwMDEwOGFmYiJ9&pageName=ReportSection
References:
PowerBI DAX Guide: https://dax.guide/
Microsoft DAX reference: https://docs.microsoft.com/en-us/dax/
PowerBI Visual Vocabulary: https://app.powerbi.com/view?r=eyJrIjoiMDA4YWIwZWEtMDE3ZS00YmFhLWE5YWMtODFlZWEzNTU1ODNiIiwidCI6IjZjMGE1YjljLTA4OWEtNDk0ZS1iMDVlLTcxNjEwOTgyOTA0NyIsImMiOjF9
PowerBI Power Query/M-Language Blog (Guru): https://blog.crossjoin.co.uk/
PowerBI Guidance (helpful ref): https://docs.microsoft.com/en-us/power-bi/guidance/
PowerBI Version Archive: https://docs.microsoft.com/en-us/power-bi/fundamentals/desktop-latest-update-archive
Examples of Power BI visuals: https://docs.microsoft.com/en-us/power-bi/developer/visuals/samples
Add-ins:
Charticulator: https://charticulator.com/
PowerBI Marketplace: https://appsource.microsoft.com/en-us/marketplace/apps?product=power-bi-visuals
PowerBI Addin Guide/Map: https://bi-survey.com/powerbimap/apps/
Python DataViz Gallery: https://python-graph-gallery.com/
D3.js: http://d3js.org/
Additional Examples:
Microsoft PowerBI Gallery: https://community.powerbi.com/t5/Galleries/ct-p/PBI_Comm_Galleries
Research Papers
Memorable (Human recognisable): http://cvcl.mit.edu/papers/Borkin_etal_MemorableVisualization_TVCG2013.pdf
Visualizing Clinical Trial Design (paper): https://www.lexjansen.com/phuse-us/2020/dv/DV07.pdf
The Science of Visual Data Communication: https://journals.sagepub.com/stoken/default+domain/10.1177%2F15291006211051956-FREE/pdf
Pixel Approximate Entropy: https://github.com/cudbg/pae
What Do We Talk About When We Talk About Dashboards (https://alper.datav.is/publications/dashboards/ ):
https://alper.datav.is/assets/publications/dashboards/dashboards-preprint.pdf
Visual Analytics in Deep Learning: https://arxiv.org/pdf/1801.06889.pdf
Understanding Complex Deep Generative Models: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8440049
What Makes a Visualization Memorable: https://vcg.seas.harvard.edu/publications/what-makes-a-visualization-memorable/paper
GAN Lab (https://poloclub.github.io/ganlab/ ): https://arxiv.org/pdf/1809.01587.pdf